Rule 270
	f.19.1 <= 1.6e-34
	->  class mips_67_99 "other transport facilitators"

	Evaluation on training data (4488 items):
	at_At2g16850	mips_25_05_13	"putative aquaporin (plasma membrane intrinsic protein)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At2g25810	mips_13_01	"putative aquaporin (tonoplast intrinsic protein)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g54820	mips_33_03_13	"aquaporin/MIP - like protein"
			mips_35_03_17
			mips_67_99
	at_At4g01470	mips_13	"putative water channel protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At4g17340	mips_08	"membrane channel like protein"
			mips_13_01
			mips_20
			mips_20_25
			mips_20_25_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_99
	at_At4g23400	mips_20	"water channel - like protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_67_99
	at_At5g18290	mips_13_01	"putative protein"
			mips_20_25
			mips_20_25_99
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_99
	Training Accuracy: 7/7 (100.00%)
	Training Frequency class 'mips_67_99': 22/4488 (0.49%)

	Evaluation on validation data (2239 items):
	at_At1g73190	mips_13_01	"tonoplast intrinsic protein, alpha (alpha-TIP)"
			mips_13_01_01
			mips_13_01_01_99
			mips_20_25_99
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At2g34390	mips_20	"putative aquaporin (plasma membrane intrinsic protein)"
			mips_25
			mips_25_05
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_40
			mips_40_02
			mips_67
			mips_67_01
			mips_67_99
			mips_98
	at_At2g45960	mips_25_05_13	"aquaporin (plasma membrane intrinsic protein 1B)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At3g16240	mips_13_01	"delta tonoplast integral protein (delta-TIP)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g26520	mips_13_01	"salt-stress induced tonoplast intrinsic protein"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g47440	mips_13_01	"aquaporin-like protein"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g53420	mips_20	"plasma membrane intrinsic protein 2a"
			mips_25
			mips_25_05
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40
			mips_40_02
			mips_67
			mips_67_99
			mips_98
			mips_99
	at_At3g61430	mips_25_05_13	"plasma membrane intrinsic protein 1a"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At4g00430	mips_25_05_13	"transmembrane protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_99
	at_At4g10380	mips_33_03_13	"major intrinsic protein (MIP) - like"
			mips_35_03_17
			mips_67_99
	at_At4g18910	mips_25_05	"major intrinsic protein (MIP)- like"
			mips_67
			mips_67_01
			mips_67_99
	at_At5g37820	mips_25_05_13	"Membrane integral protein (MIP) -like"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At5g60660	mips_25_05_13	"mipC protein - like (aquaporin)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	Validation Accuracy: 13/13 (100.00%)
	Validation Frequency class 'mips_67_99': 19/2239 (0.85%)

	Evaluation on propertest data (3463 items):
	at_At1g01620	mips_25_05_13	"putative protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_99
	at_At1g17810	mips_13_01_01	"putative protein"
			mips_13_01_01_99
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At1g80760	mips_25_05_13	"nodulin-like protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At2g36830	mips_13_01	"putative aquaporin (tonoplast intrinsic protein gamma)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At2g39010	mips_25_05_13	"putative aquaporin (water channel protein)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_99
	at_At3g56950	mips_08	"unknown protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_20
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_67_01
			mips_67_99
	at_At4g19030	mips_67_99	"nodulin-26 like protein"
	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_At5g47450	mips_13_01	"membrane channel protein-like; aquaporin (tonoplast intrinsic protein)-like"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	Propertest Accuracy: 9/9 (100.00%)
	Propertest Frequency class 'mips_67_99': 22/3463 (0.64%)

	New (unknown) data (2239 items):
	at_At4g35100 -	no entry	null


------------------
Rule 1482
	a.118.7 <= 5.4e-11
	->  class mips_63_02 "peptide binding"

	Evaluation on training data (4488 items):
	at_At1g22300	mips_10_05_02	"unknown protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25_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
			mips_62_01_01
			mips_62_01_07
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At2g10450	mips_20_25_01	"14-3-3 regulatory protein"
			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_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
	Training Accuracy: 2/2 (100.00%)
	Training Frequency class 'mips_63_02': 9/4488 (0.20%)

	Evaluation on validation data (2239 items):
	at_At1g35160	mips_13_01_01_01	"32kDa endonuclease, putative"
			mips_13_11
			mips_13_11_03
			mips_13_11_03_05
			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_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
	at_At4g09000	mips_10_05_01	"14-3-3-like protein"
			mips_10_05_01_12
			mips_10_05_01_12_99
			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
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_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
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_63_02': 7/2239 (0.31%)

	Evaluation on propertest data (3463 items):
	at_At1g22290	mips_10_05_02	"hypothetical protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25_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
			mips_62_01_01
			mips_62_01_07
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At1g26480	mips_13_01_01	"14-3-3 protein epsilon, putative"
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			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_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At1g34760	mips_10_05_02	"putative protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At1g78220	mips_10_05_01	"putative 14-3-3 protein"
			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
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At1g78300	mips_13_11_03	"putative tyrosine activation protein"
			mips_13_11_03_05
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01_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_At2g42590	mips_10_05_01	"14-3-3 regulatory protein (GF14 mu)"
			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_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			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
	at_At5g16050	mips_20	"14-3-3-LIKE PROTEIN GF14 UPSILON"
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At5g38480	mips_13_01	"14-3-3 protein homolog RCI1 (pir||S47969)"
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			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_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At5g65430	mips_10_05_01	"GF14 Kappa isoform"
			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_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
			mips_62_01_01
			mips_62_01_07
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	Propertest Accuracy: 9/9 (100.00%)
	Propertest Frequency class 'mips_63_02': 15/3463 (0.43%)

	New (unknown) data (2239 items):


------------------
Rule 140
	a.118.9 <= 2.5e-33
	->  class mips_30_08 "Golgi"

	Evaluation on training data (4488 items):
	at_At1g08670	mips_06_04	"putative protein"
			mips_08
			mips_08_07
			mips_08_07_22
			mips_08_07_22_01
			mips_13_03
			mips_13_03_01
			mips_13_03_99
			mips_14_01
			mips_14_01_05
			mips_14_01_05_01
			mips_30_08
			mips_33
			mips_33_03
			mips_33_03_11
			mips_40_08
			mips_40_09
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At1g76970	mips_08_07	""
			mips_08_07_07
			mips_08_13
			mips_30_08
			mips_30_22
			mips_30_25
			mips_40_08
	at_At3g46540	mips_08_07	"unknown protein"
			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_08
			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_At4g32760	mips_08_07	"putative protein"
			mips_08_07_07
			mips_08_13
			mips_30_08
			mips_30_22
			mips_40_08
			mips_40_09
	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_At5g63640	mips_06	"putative protein"
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_07
			mips_30
			mips_30_08
			mips_30_25
			mips_40_08
			mips_63
			mips_63_01
	Training Accuracy: 6/6 (100.00%)
	Training Frequency class 'mips_30_08': 24/4488 (0.53%)

	Evaluation on validation data (2239 items):
	at_At1g21380 -	mips_06_04	"unknown protein"
			mips_08
			mips_08_13
			mips_30_22
			mips_40_08
			mips_40_09
			mips_40_22
			mips_40_25
	at_At2g38410	mips_08_07	"unknown protein"
			mips_08_07_07
			mips_30_08
			mips_30_22
			mips_40_08
	at_At3g08790	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_07
			mips_08_07_07
			mips_30
			mips_30_08
			mips_30_22
			mips_30_25
			mips_40_08
			mips_63_01
	at_At5g16880	mips_08_07	"TOM (target of myb1) -like protein"
			mips_08_07_07
			mips_08_13
			mips_30_08
			mips_30_22
			mips_40_08
			mips_40_09
	Validation Accuracy: 3/4 (75.00%)
	Validation Frequency class 'mips_30_08': 11/2239 (0.49%)

	Evaluation on propertest data (3463 items):
	at_At1g06210	mips_08_07_07	"unknown protein"
			mips_30_08
			mips_30_25
			mips_40_22
			mips_40_25
	at_At5g01760	mips_08_07	"putative protein"
			mips_08_07_07
			mips_08_13
			mips_30_08
			mips_30_22
			mips_40_08
			mips_40_09
	Propertest Accuracy: 2/2 (100.00%)
	Propertest Frequency class 'mips_30_08': 18/3463 (0.52%)

	New (unknown) data (2239 items):


------------------
Rule 1014
	a <= 0.02
	b.1 <= 0.015
	->  class mips_30_09 "intracellular transport vesicles"

	Evaluation on training data (4488 items):
	at_At1g60070	mips_08_07_07	"hypothetical protein"
			mips_30_09
			mips_40_09
	at_At4g23460	mips_06_04	"beta adaptin - like protein"
			mips_06_10
			mips_08
			mips_08_07
			mips_08_07_22
			mips_08_07_22_01
			mips_08_99
			mips_13_03
			mips_13_03_01
			mips_30_09
			mips_40_02
			mips_40_09
	Training Accuracy: 2/2 (100.00%)
	Training Frequency class 'mips_30_09': 8/4488 (0.18%)

	Evaluation on validation data (2239 items):
	at_At1g23900	mips_06_10	"gamma-adaptin, putative"
			mips_08_07
			mips_08_07_22
			mips_08_07_22_01
			mips_13_03
			mips_13_03_01
			mips_30_09
			mips_40_08
			mips_40_09
	at_At5g22770	mips_08_07	"alpha-adaptin"
			mips_08_07_22
			mips_08_07_22_01
			mips_13_03
			mips_13_03_01
			mips_30_09
			mips_40_09
			mips_63_07
	at_At5g22780	mips_08_07	"alpha-adaptin C homolog"
			mips_08_07_22
			mips_08_07_22_01
			mips_10
			mips_13_03
			mips_13_03_01
			mips_30_09
			mips_40_09
			mips_63_07
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_30_09': 8/2239 (0.36%)

	Evaluation on propertest data (3463 items):
	at_At4g11380	mips_08_07_22	"beta-adaptin - like protein"
			mips_08_07_22_01
			mips_08_99
			mips_13_03
			mips_13_03_01
			mips_30_09
			mips_40_09
	Propertest Accuracy: 1/1 (100.00%)
	Propertest Frequency class 'mips_30_09': 7/3463 (0.20%)

	New (unknown) data (2239 items):
	at_At2g28050 -	no entry	null
	at_At1g12190 -	no entry	null
	at_At3g57580 -	no entry	null
	at_At1g27490 -	no entry	null


------------------
Rule 230
	d.58.32 <= 0.0082
	->  class mips_02_99 "other energy generation activities"

	Evaluation on training data (4488 items):
	at_At1g75450	mips_02	"cytokinin oxidase (CKX6)"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_99
			mips_02_16
			mips_02_16_03
			mips_02_99
			mips_14
			mips_14_04
			mips_20
			mips_20_20
			mips_20_20_18
			mips_25
			mips_30
			mips_30_04
			mips_40_03
			mips_40_04
			mips_40_16
			mips_67
			mips_67_15
	at_At2g46750	mips_02	"unknown protein"
			mips_01_05_01
			mips_01_06
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_02_99
			mips_11_01
			mips_30_04
			mips_40_04
			mips_40_16
			mips_40_19
			mips_67_15
	at_At3g63440	mips_01	"cytokinin oxidase -like protein"
			mips_02
			mips_01_05
			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_09
			mips_01_20_99
			mips_02_16
			mips_02_16_03
			mips_02_99
			mips_11
			mips_11_01
			mips_20
			mips_20_20
			mips_20_20_18
			mips_30
			mips_30_04
			mips_40
			mips_40_03
			mips_40_04
			mips_40_16
	at_At4g29740	mips_02	"cytokinin oxidase - like protein"
			mips_01_05_01
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_99
			mips_02_16
			mips_02_16_03
			mips_02_99
			mips_20
			mips_20_20
			mips_20_20_18
			mips_30_04
			mips_40_04
			mips_40_16
			mips_67_15
	Training Accuracy: 4/4 (100.00%)
	Training Frequency class 'mips_02_99': 34/4488 (0.76%)

	Evaluation on validation data (2239 items):
	at_At4g36400	mips_01	"unknown protein"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_06
			mips_01_06_01
			mips_02_16
			mips_02_16_03
			mips_02_99
			mips_14
			mips_14_04
			mips_25
			mips_30
			mips_30_04
			mips_40_03
			mips_40_04
			mips_40_16
			mips_40_19
			mips_67
			mips_67_15
	at_At5g06580	mips_01_05_01_01_01	"unknown protein"
			mips_02_16
			mips_02_16_03
			mips_02_99
			mips_40_19
	Validation Accuracy: 2/2 (100.00%)
	Validation Frequency class 'mips_02_99': 11/2239 (0.49%)

	Evaluation on propertest data (3463 items):
	at_At1g32300	mips_02	"hypothetical protein"
			mips_01_06
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_09
			mips_01_20_99
			mips_02_99
			mips_20
			mips_20_20
			mips_20_20_18
			mips_40_04
			mips_40_16
			mips_40_19
			mips_67_15
	at_At2g19500	mips_01_05_01_01_01	"cytokinin oxidase (CKX2)"
			mips_01_07_01
			mips_01_20_17_09
			mips_01_20_99
			mips_02_16
			mips_02_99
			mips_20_20
			mips_20_20_18
	at_At2g41510 -	mips_02	"putative cytokinin oxidase"
			mips_01_05_01
			mips_01_06
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_99
			mips_02_16
			mips_20
			mips_20_20
			mips_20_20_18
			mips_30_04
			mips_40_04
			mips_40_16
			mips_40_19
			mips_67_15
	at_At2g46740	mips_01_07_01	"unknown protein"
			mips_01_20_17_09
			mips_01_20_99
			mips_02_99
			mips_20_20
			mips_20_20_18
	at_At5g56470 -	mips_01_07_01	"putative protein"
	at_At5g56970	mips_01_20_99	"cytokinin oxidase"
			mips_02_16
			mips_02_99
			mips_20_20
			mips_20_20_18
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	Propertest Accuracy: 4/6 (66.67%)
	Propertest Frequency class 'mips_02_99': 34/3463 (0.98%)

	New (unknown) data (2239 items):


------------------
Rule 86
	c.91 <= 0.00016
	->  class mips_67_50 "transport mechanism"

	Evaluation on training data (4488 items):
	at_At1g17840	mips_01_07	"putative ABC transporter (At1g17840)"
			mips_67_10
			mips_67_28
			mips_67_50_25
	at_At1g51460	mips_01_06_13	"ATP-dependent transmembrane transporter, putative"
			mips_01_07_01
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50
			mips_67_50_25
	at_At1g53390	mips_01_06_13	"putative ABC transporter gb|AAD31586.1"
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At1g65410	mips_08_04	"ABC transporter like protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_19_03
			mips_67_50
			mips_67_50_25
	at_At1g67940	mips_30_25	"ABC transporter like protein"
			mips_63_19_03
			mips_67_50
			mips_67_50_25
	at_At1g71330	mips_67_50	"putative ABC transporter"
			mips_67_50_25
	at_At2g13610	mips_01_06	"putative ABC transporter"
			mips_01_06_13
			mips_01_07
			mips_01_07_01
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At3g13220	mips_01_06_13	"ABC transporter"
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At3g47730	mips_67_50	"ABC-type transport protein-like protein"
			mips_67_50_25
	at_At3g47740	mips_67_50	"ABC-type transport protein-like protein"
			mips_67_50_25
	at_At3g47750	mips_67_50_25	"ABC-type transport protein-like protein"
	at_At3g47770	mips_05_01	"ABC-type transport protein-like protein"
			mips_05_01_01
			mips_67
			mips_67_13
			mips_67_50
			mips_67_50_25
	at_At3g47780	mips_47_03_11	"ABC-type transport protein-like protein"
			mips_47_03_11_07
			mips_67_04_07
			mips_67_04_07_99
			mips_67_07
			mips_67_07_03
			mips_67_50
			mips_67_50_25
	at_At3g53480	mips_01_06_13	"ABC transporter - like protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At3g55090	mips_01_06_13	"ABC transporter - like protein"
			mips_01_07_01
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At3g55130	mips_01_06	"ABC transporter - like protein"
			mips_01_06_13
			mips_08
			mips_11
			mips_11_07
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_02
			mips_63_19
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At4g27420	mips_01_06	"putative protein"
			mips_01_06_13
			mips_01_07
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At4g33460	mips_08	"putative protein"
			mips_40_02
			mips_67_04
			mips_67_50
			mips_67_50_25
	at_At5g06530	mips_01_07_01	"ABC transporter like protein"
			mips_63_19_03
			mips_67_10
			mips_67_28
			mips_67_50
			mips_67_50_25
	at_At5g13580	mips_01_06_13	"ABC transporter-like protein"
			mips_11_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At5g52860	mips_01_06_13	"ABC transporter-like protein"
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At5g60740	mips_40	"xABC transporter - like protein"
			mips_63_19
			mips_67
			mips_67_10
			mips_67_50_25
	at_At5g61690	mips_67_13	"ABC transport protein - like"
			mips_67_50_25
	at_At5g61730	mips_67_50	"ABC transport protein - like"
			mips_67_50_25
	Training Accuracy: 24/24 (100.00%)
	Training Frequency class 'mips_67_50': 135/4488 (3.01%)

	Evaluation on validation data (2239 items):
	at_At1g59870	mips_01_06_13	"putative ABC transporter (At1g59870)"
			mips_11_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At2g37360	mips_01_06_13	"putative ABC transporter"
			mips_01_07
			mips_01_07_01
			mips_11_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_10
			mips_67_50_25
	at_At2g39350	mips_01_07_01	"putative ABC transporter"
			mips_67_10
			mips_67_50_25
	at_At3g10670	mips_63_19_03	"ABC transporter like ATPase"
			mips_67_50
			mips_67_50_25
	at_At3g55100	mips_01_06	"ABC transporter - like protein"
			mips_01_06_13
			mips_01_07
			mips_01_07_01
			mips_08
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_02
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At4g37870 -	mips_02_01	"phosphoenolpyruvate carboxykinase (ATP) -like protein"
	at_At5g19410	mips_01_06	"membrane transporter - like protein"
			mips_01_06_13
			mips_08
			mips_40_02
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50
			mips_67_50_25
	at_At5g61740	mips_05_01	"ABC family transporter - like protein"
			mips_05_01_01
			mips_40_07
			mips_67_04
			mips_67_13
			mips_67_50
			mips_67_50_25
	Validation Accuracy: 7/8 (87.50%)
	Validation Frequency class 'mips_67_50': 45/2239 (2.01%)

	Evaluation on propertest data (3463 items):
	at_At1g31770	mips_01_07	"unknown protein"
			mips_01_07_01
			mips_08
			mips_40_02
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At1g53270	mips_01_06_13	"putative ABC transporter emb|AAD22683.1"
			mips_01_07_01
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At1g54350	mips_67_50	"hypothetical protein"
			mips_67_50_25
	at_At1g66950	mips_01_06_13	"ABC transporter, putative"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At1g71960	mips_01_07_01	"putative ABC transporter"
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At2g01320	mips_01_06	"putative ABC transporter"
			mips_01_06_13
			mips_01_07
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At2g36380	mips_01_06	"putative ABC transporter"
			mips_01_06_13
			mips_11_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50_25
	at_At2g37010	mips_01	"putative ABC transporter"
			mips_01_06
			mips_01_06_13
			mips_08
			mips_11
			mips_11_07
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40
			mips_40_02
			mips_63
			mips_63_19
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At3g16340	mips_01_06_13	"putative ABC transporter"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50_25
	at_At3g21090	mips_01_06_13	"ABC transporter, putative"
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At3g25620	mips_01_06	"membrane transporter, putative"
			mips_01_06_13
			mips_01_07
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At3g47760	mips_08	"ABC-type transport protein-like protein"
			mips_40
			mips_40_16
			mips_63
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At3g52310	mips_01_07_01	"ABC transporter-like protein"
			mips_67_10
			mips_67_28
			mips_67_50
			mips_67_50_25
	at_At3g53510	mips_01_06_13	"ABC transporter -like protein"
			mips_01_07
			mips_01_07_01
			mips_11_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At3g55110	mips_01_06_13	"ABC transporter - like protein"
			mips_01_07
			mips_01_07_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_10
			mips_67_50_25
	at_At4g19210	mips_01_03	"RNase L inhibitor-like protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_02_11
			mips_04_05_05
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_67_15
			mips_67_50
			mips_67_50_25
	at_At4g25750	mips_01_06_13	"putative membrane transporter"
			mips_01_07_01
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50
			mips_67_50_25
	at_At5g02270	mips_08	"ABC transporter -like protein"
			mips_40
			mips_40_02
			mips_63
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At5g14100	mips_67_50_25	"putative protein"
	at_At5g61700	mips_67_50_25	"ABC family transporter - like protein"
	at_At5g65690 -	mips_02_01	"phosphoenolpyruvate carboxykinase (ATP) (EC 4.1.1.49) (pir||T05900)"
	Propertest Accuracy: 20/21 (95.24%)
	Propertest Frequency class 'mips_67_50': 79/3463 (2.28%)

	New (unknown) data (2239 items):


------------------
Rule 93
	b.10 > 8.2e-07
	c.91 <= 0.00016
	->  class mips_67_10 "amino-acid transporters"

	Evaluation on training data (4488 items):
	at_At1g17840	mips_01_07	"putative ABC transporter (At1g17840)"
			mips_67_10
			mips_67_28
			mips_67_50_25
	at_At1g51460	mips_01_06_13	"ATP-dependent transmembrane transporter, putative"
			mips_01_07_01
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50
			mips_67_50_25
	at_At1g53390	mips_01_06_13	"putative ABC transporter gb|AAD31586.1"
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At1g65410 -	mips_08_04	"ABC transporter like protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_19_03
			mips_67_50
			mips_67_50_25
	at_At1g67940 -	mips_30_25	"ABC transporter like protein"
			mips_63_19_03
			mips_67_50
			mips_67_50_25
	at_At1g71330 -	mips_67_50	"putative ABC transporter"
			mips_67_50_25
	at_At2g13610	mips_01_06	"putative ABC transporter"
			mips_01_06_13
			mips_01_07
			mips_01_07_01
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At3g13220	mips_01_06_13	"ABC transporter"
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At3g47730 -	mips_67_50	"ABC-type transport protein-like protein"
			mips_67_50_25
	at_At3g53480 -	mips_01_06_13	"ABC transporter - like protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At3g55090	mips_01_06_13	"ABC transporter - like protein"
			mips_01_07_01
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At3g55130	mips_01_06	"ABC transporter - like protein"
			mips_01_06_13
			mips_08
			mips_11
			mips_11_07
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_02
			mips_63_19
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At4g27420	mips_01_06	"putative protein"
			mips_01_06_13
			mips_01_07
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At4g33460 -	mips_08	"putative protein"
			mips_40_02
			mips_67_04
			mips_67_50
			mips_67_50_25
	at_At5g06530	mips_01_07_01	"ABC transporter like protein"
			mips_63_19_03
			mips_67_10
			mips_67_28
			mips_67_50
			mips_67_50_25
	at_At5g13580 -	mips_01_06_13	"ABC transporter-like protein"
			mips_11_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At5g52860	mips_01_06_13	"ABC transporter-like protein"
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At5g60740	mips_40	"xABC transporter - like protein"
			mips_63_19
			mips_67
			mips_67_10
			mips_67_50_25
	at_At5g61690 -	mips_67_13	"ABC transport protein - like"
			mips_67_50_25
	at_At5g61730 -	mips_67_50	"ABC transport protein - like"
			mips_67_50_25
	Training Accuracy: 11/20 (55.00%)
	Training Frequency class 'mips_67_10': 19/4488 (0.42%)

	Evaluation on validation data (2239 items):
	at_At1g59870 -	mips_01_06_13	"putative ABC transporter (At1g59870)"
			mips_11_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At2g37360	mips_01_06_13	"putative ABC transporter"
			mips_01_07
			mips_01_07_01
			mips_11_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_10
			mips_67_50_25
	at_At2g39350	mips_01_07_01	"putative ABC transporter"
			mips_67_10
			mips_67_50_25
	at_At3g10670 -	mips_63_19_03	"ABC transporter like ATPase"
			mips_67_50
			mips_67_50_25
	at_At3g55100	mips_01_06	"ABC transporter - like protein"
			mips_01_06_13
			mips_01_07
			mips_01_07_01
			mips_08
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_02
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At4g37870 -	mips_02_01	"phosphoenolpyruvate carboxykinase (ATP) -like protein"
	at_At5g19410	mips_01_06	"membrane transporter - like protein"
			mips_01_06_13
			mips_08
			mips_40_02
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50
			mips_67_50_25
	Validation Accuracy: 4/7 (57.14%)
	Validation Frequency class 'mips_67_10': 5/2239 (0.22%)

	Evaluation on propertest data (3463 items):
	at_At1g31770	mips_01_07	"unknown protein"
			mips_01_07_01
			mips_08
			mips_40_02
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At1g53270	mips_01_06_13	"putative ABC transporter emb|AAD22683.1"
			mips_01_07_01
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At1g54350 -	mips_67_50	"hypothetical protein"
			mips_67_50_25
	at_At1g66950 -	mips_01_06_13	"ABC transporter, putative"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At1g71960	mips_01_07_01	"putative ABC transporter"
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At2g01320	mips_01_06	"putative ABC transporter"
			mips_01_06_13
			mips_01_07
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At2g36380 -	mips_01_06	"putative ABC transporter"
			mips_01_06_13
			mips_11_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50_25
	at_At2g37010 -	mips_01	"putative ABC transporter"
			mips_01_06
			mips_01_06_13
			mips_08
			mips_11
			mips_11_07
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40
			mips_40_02
			mips_63
			mips_63_19
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At3g16340 -	mips_01_06_13	"putative ABC transporter"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50_25
	at_At3g21090	mips_01_06_13	"ABC transporter, putative"
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At3g25620	mips_01_06	"membrane transporter, putative"
			mips_01_06_13
			mips_01_07
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At3g52310	mips_01_07_01	"ABC transporter-like protein"
			mips_67_10
			mips_67_28
			mips_67_50
			mips_67_50_25
	at_At3g53510 -	mips_01_06_13	"ABC transporter -like protein"
			mips_01_07
			mips_01_07_01
			mips_11_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At3g55110	mips_01_06_13	"ABC transporter - like protein"
			mips_01_07
			mips_01_07_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_10
			mips_67_50_25
	at_At4g19210 -	mips_01_03	"RNase L inhibitor-like protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_02_11
			mips_04_05_05
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_67_15
			mips_67_50
			mips_67_50_25
	at_At4g25750	mips_01_06_13	"putative membrane transporter"
			mips_01_07_01
			mips_40_99
			mips_63_09
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50
			mips_67_50_25
	at_At5g02270 -	mips_08	"ABC transporter -like protein"
			mips_40
			mips_40_02
			mips_63
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At5g14100 -	mips_67_50_25	"putative protein"
	at_At5g65690 -	mips_02_01	"phosphoenolpyruvate carboxykinase (ATP) (EC 4.1.1.49) (pir||T05900)"
	Propertest Accuracy: 9/19 (47.37%)
	Propertest Frequency class 'mips_67_10': 11/3463 (0.32%)

	New (unknown) data (2239 items):


------------------
Rule 30
	d.104 <= 1.9e-08
	->  class mips_05_10 "aminoacyl-tRNA-synthetases"

	Evaluation on training data (4488 items):
	at_At1g17960	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_04_03
			mips_04_03_01
			mips_05
			mips_05_04
			mips_05_10
	at_At1g18130	mips_01_03_16	"hypothetical protein"
			mips_04_03
			mips_04_03_01
			mips_05_10
	at_At1g50200	mips_04_03	"alanine--tRNA ligase, putative"
			mips_04_03_03
			mips_05_04
			mips_05_10
	at_At3g13490	mips_05	"lysyl-tRNA synthetase like protein"
			mips_05_04
			mips_05_10
	at_At3g44740	mips_05	"similar to glycyl tRNA synthetase"
			mips_05_04
			mips_05_07
			mips_05_10
			mips_40_03
			mips_63
			mips_63_19
	at_At3g48110	mips_05_10	"glycine--tRNA ligase precursor, chloroplast (edd1)"
			mips_05_99
			mips_40_26
			mips_40_26_03
	at_At4g17300	mips_05_10	"asparagine--tRNA ligase"
	at_At4g26870	mips_05_10	"putative aspartate-tRNA ligase"
	at_At4g31180	mips_05_10	"aspartate--tRNA ligase - like protein"
	at_At4g33760	mips_05_10	"putative aspartate--tRNA ligase"
			mips_40_16
	at_At5g22800	mips_04_03	"alanyl-tRNA synthetase"
			mips_04_03_03
			mips_05_10
	Training Accuracy: 11/11 (100.00%)
	Training Frequency class 'mips_05_10': 24/4488 (0.53%)

	Evaluation on validation data (2239 items):
	at_At1g29870	mips_05_07	"Putative glycyl-tRNA synthetase"
			mips_05_10
	at_At1g29880	mips_05_07	"glycyl-tRNA synthetase"
			mips_05_10
	at_At1g37150 -	mips_01	"holocarboxylase synthetase hcs2.a"
			mips_01_07
			mips_01_07_01
			mips_01_07_04
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_06
			mips_06_07
	at_At1g70980	mips_05	""
			mips_05_10
			mips_06
			mips_63_19
	at_At1g72550	mips_05_10	"putative phenylalanyl-tRNA synthetase beta-subunit; PheHB"
	at_At3g07420	mips_05	"putative asparaginyl-tRNA synthetase"
			mips_05_10
			mips_40_16
	at_At3g11710	mips_05_10	"lysyl-tRNA synthetase"
	at_At3g46100	mips_05_04	"histidyl-tRNA synthetase"
			mips_05_07
			mips_05_10
			mips_40_26
			mips_40_26_03
	at_At3g58140	mips_04_03	"phenylalanine-tRNA synthetase-like protein"
			mips_04_03_03
			mips_05_10
	at_At5g27470	mips_04_03	"seryl-tRNA synthetase"
			mips_04_03_03
			mips_05_10
	Validation Accuracy: 9/10 (90.00%)
	Validation Frequency class 'mips_05_10': 20/2239 (0.89%)

	Evaluation on propertest data (3463 items):
	at_At1g11870	mips_01_01_99	"putative seryl-tRNA synthetase"
			mips_01_20_19
			mips_01_20_19_99
			mips_04_03
			mips_04_03_03
			mips_05_10
			mips_63_11
	at_At1g68420	mips_05	"putative asparaginyl-tRNA synthetase"
			mips_05_04
			mips_05_10
	at_At2g25710 -	mips_01_07_04	"biotin holocarboxylase synthetase"
			mips_04_05_01_04_03
	at_At3g62120	mips_05	"multifunctional aminoacyl-tRNA ligase-like protein"
			mips_05_10
			mips_06_10
			mips_63_03_03
			mips_63_11
	at_At4g39280	mips_04_03	"phenylalanyl-trna synthetase - like protein"
			mips_04_03_03
			mips_05_10
	at_At5g26830	mips_01_03_16	"threonyl-tRNA synthetase"
			mips_04_03
			mips_04_03_01
			mips_05_10
	at_At5g52520	mips_05_10	"prolyl tRNA synthetase"
			mips_63_03_03
			mips_63_11
	at_At5g56680	mips_05_10	"SYNC1 protein (gb|AAD46681.1)"
	Propertest Accuracy: 7/8 (87.50%)
	Propertest Frequency class 'mips_05_10': 18/3463 (0.52%)

	New (unknown) data (2239 items):
	at_At3g59410 -	no entry	null


------------------
Rule 136
	a.118.10 <= 5.19994e-41
	->  class mips_40_09 "intracellular transport vesicles"

	Evaluation on training data (4488 items):
	at_At1g03050	mips_08_19	"putative protein destination factor"
			mips_13_03
			mips_13_03_01
			mips_40_09
			mips_63_07
	at_At1g14910	mips_05	"unknown protein"
			mips_06_04
			mips_06_10
			mips_08
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_14_01
			mips_40_02
			mips_40_04
			mips_40_09
			mips_63_07
	at_At1g33340	mips_08_19	"unknown protein"
			mips_13_03
			mips_13_03_01
			mips_40_09
			mips_63_07
	at_At1g68110	mips_08_19	"putative protein"
			mips_40_09
	at_At2g01920	mips_08_07	"hypothetical protein"
			mips_08_07_22
			mips_08_07_22_01
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_13_03_99
			mips_30_08
			mips_40_09
	at_At2g43160	mips_08_07_22	"putative clathrin binding protein (epsin)"
			mips_08_07_22_01
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_13_03_99
			mips_14_01
			mips_14_01_05
			mips_14_01_05_01
			mips_30_08
			mips_33_03_11
			mips_40_09
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g02650	mips_06_10	"predicted protein destination factor"
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_14_01
			mips_40_09
			mips_63_07
	at_At4g40080	mips_05	"unknown protein"
			mips_06_04
			mips_06_10
			mips_08
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_40_02
			mips_40_09
	at_At5g57200	mips_01_03	"putative 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
	Training Accuracy: 9/9 (100.00%)
	Training Frequency class 'mips_40_09': 96/4488 (2.14%)

	Evaluation on validation data (2239 items):
	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_At3g59290	mips_06_04	"epsin-like protein"
			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
			mips_14_01_05
			mips_14_01_05_01
			mips_30_08
			mips_33_03_11
			mips_40_09
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g25940	mips_01_03	"putative protein destination factor"
			mips_01_03_16
			mips_05
			mips_06_04
			mips_06_10
			mips_08
			mips_08_19
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
			mips_14_04_03_03
			mips_40_02
			mips_40_09
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_40_09': 54/2239 (2.41%)

	Evaluation on propertest data (3463 items):
	at_At1g05020	mips_06_10	"putative clathrin protein"
			mips_08_19
			mips_13_03_01
			mips_40_09
	at_At1g25240	mips_08_19	""
			mips_13_03
			mips_13_03_01
			mips_40_09
	at_At2g25430	mips_05	"unknown protein"
			mips_06
			mips_06_04
			mips_06_10
			mips_08
			mips_08_19
			mips_10
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_02
			mips_40_09
			mips_98
	at_At5g10410	mips_08_19	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_40_09
	at_At5g35200	mips_01_03	"putative 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
	Propertest Accuracy: 5/5 (100.00%)
	Propertest Frequency class 'mips_40_09': 56/3463 (1.62%)

	New (unknown) data (2239 items):


------------------
Rule 70
	d.110.4 <= 5.3e-09
	->  class mips_40_09 "intracellular transport vesicles"

	Evaluation on training data (4488 items):
	at_At1g04760	mips_08_07	"synaptobrevin 7B, putative"
			mips_40_08
			mips_40_09
	at_At1g10730	mips_06_04	"putative clathrin-coat assembly protein"
			mips_08
			mips_08_07
			mips_08_07_22
			mips_08_07_22_01
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_04
			mips_20
			mips_25
			mips_25_05
			mips_40_02
			mips_40_03
			mips_40_09
			mips_45
			mips_45_03
			mips_45_03_09
	at_At1g11890	mips_40_09	"putative vesicle transport protein"
	at_At1g33480	mips_40_07	"unknown protein"
			mips_40_09
	at_At1g47830	mips_08_07	"clathrin coat assembly protein AP17, putative"
			mips_08_07_22
			mips_08_07_22_01
			mips_13_03
			mips_13_03_01
			mips_40_08
			mips_40_09
			mips_45
			mips_45_03
			mips_45_03_09
	at_At1g60780	mips_08_07_22	"putative Clathrin Coat Assembly protein"
			mips_08_07_22_01
			mips_13_03
			mips_13_03_01
			mips_40_09
			mips_45
			mips_45_03
			mips_45_03_09
	at_At1g60970	mips_08_07_22	"coatomer zeta subunit like protein"
			mips_08_07_22_01
			mips_40_09
			mips_45_03_09
	at_At1g80500 -	mips_08_07_03	"unknown protein"
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At2g17380	mips_08_07	"clathrin assembly protein AP19, small subunit"
			mips_13_03
			mips_13_03_01
			mips_40_08
			mips_40_09
	at_At2g19790	mips_08_07	"putative clathrin assembly protein"
			mips_13_03
			mips_13_03_01
			mips_40_08
			mips_40_09
	at_At2g33110	mips_08_07	"synaptobrevin like protein"
			mips_40_08
			mips_40_09
	at_At3g50860	mips_08_07	"putative clathrin coat assembly protein"
			mips_40_08
			mips_40_09
	at_At4g10170	mips_08_07	"putative protein"
			mips_40_07
			mips_40_08
			mips_40_09
	at_At4g15780	mips_08_07	"SYBL1 like protein"
			mips_40_08
			mips_40_09
	at_At4g24550	mips_08_07	"clathrin coat assembly like protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_03
			mips_13_03_01
			mips_30_02
			mips_30_08
			mips_30_22
			mips_30_25
			mips_40_09
	at_At4g35410	mips_40_09	"clathrin assembly protein AP19 homolog"
	at_At5g22360	mips_08_07	"synaptobrevin-like protein"
			mips_40_08
			mips_40_09
	at_At5g52270	mips_08_07	"putative protein"
			mips_40_08
			mips_40_09
	at_At5g52990	mips_08_07	"putative protein"
			mips_40_08
			mips_40_09
	at_At5g58060 -	mips_08_07_03	"ATGP1"
	Training Accuracy: 18/20 (90.00%)
	Training Frequency class 'mips_40_09': 96/4488 (2.14%)

	Evaluation on validation data (2239 items):
	at_At1g51160 -	mips_06_04	"hypothetical protein"
			mips_08_07_03
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At2g25340	mips_06_04	"putative synaptobrevin"
			mips_14_04
			mips_25_05
			mips_40_09
			mips_67
	at_At5g02280 -	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
			mips_40_07
			mips_40_08
	at_At5g05010	mips_10	"coatomer delta subunit (delta-coat protein) (delta-COP)"
			mips_13_03
			mips_13_03_01
			mips_40_08
			mips_40_09
	at_At5g11150	mips_06_04	"putative protein"
			mips_08
			mips_08_07
			mips_08_07_03
			mips_13_03
			mips_13_03_01
			mips_40_02
			mips_40_07
			mips_40_08
			mips_40_09
	at_At5g46630	mips_06_04	"AP47/50p (gb|AAB88283.1)"
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_03
			mips_13_03_01
			mips_30
			mips_30_22
			mips_30_25
			mips_40_02
			mips_40_03
			mips_40_09
	Validation Accuracy: 4/6 (66.67%)
	Validation Frequency class 'mips_40_09': 54/2239 (2.41%)

	Evaluation on propertest data (3463 items):
	at_At1g04750	mips_40_09	"synaptobrevin 7B, putative, 3' partial"
	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_At2g32670	mips_08_07	"putative synaptobrevin"
			mips_40_07
			mips_40_08
			mips_40_09
	at_At2g33120	mips_08_07	"putative synaptobrevin"
			mips_40_08
			mips_40_09
	at_At3g09800	mips_40_09	"putative coatomer zeta subunit (zeta-coat protein)"
	at_At3g54300	mips_40_09	"synaptobrevin -like protein"
	at_At4g27840	mips_40_09	"putative protein"
	at_At4g32150	mips_08_07	"vesicle-associated membrane protein 7C (At VAMP7C)"
			mips_40_08
			mips_40_09
	at_At5g58180 -	mips_08_07	"ATGP1-like protein"
			mips_08_07_03
			mips_13_03
			mips_13_03_01
			mips_40_08
	Propertest Accuracy: 7/9 (77.78%)
	Propertest Frequency class 'mips_40_09': 56/3463 (1.62%)

	New (unknown) data (2239 items):
	at_At4g08520 -	no entry	null
	at_At1g15370 -	no entry	null


------------------
Rule 863
	d.109.2 <= 7.1e-30
	->  class mips_40_09 "intracellular transport vesicles"

	Evaluation on training data (4488 items):
	at_At3g23660	mips_40_09	"transport protein, putative"
			mips_62_02_01_01
	at_At3g44340	mips_08_07	"putative protein"
			mips_40_07
			mips_40_08
			mips_40_09
	at_At4g14160	mips_40_07	"transport protein"
			mips_40_09
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	Training Accuracy: 3/3 (100.00%)
	Training Frequency class 'mips_40_09': 96/4488 (2.14%)

	Evaluation on validation data (2239 items):
	at_At1g05520	mips_06	"unknown protein"
			mips_06_04
			mips_08
			mips_08_07
			mips_10
			mips_40_03
			mips_40_07
			mips_40_08
			mips_40_09
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_98
	at_At4g01810	mips_06_04	"putative protein transport factor"
			mips_40_07
			mips_40_09
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At5g43670	mips_40_09	"protein transport protein SEC23"
			mips_62_02_01_01
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_40_09': 54/2239 (2.41%)

	Evaluation on propertest data (3463 items):
	at_At2g21630	mips_08_07	"putative protein transport protein SEC23"
			mips_40_08
			mips_40_09
			mips_62_02_01_01
	at_At3g07100	mips_06	"putative Sec24-like COPII protein"
			mips_08_07
			mips_40_08
			mips_40_09
	Propertest Accuracy: 2/2 (100.00%)
	Propertest Frequency class 'mips_40_09': 56/3463 (1.62%)

	New (unknown) data (2239 items):


------------------
Rule 1133
	d.15.7 <= 0.00018
	->  class mips_40_09 "intracellular transport vesicles"

	Evaluation on training data (4488 items):
	at_At1g09580	mips_06_04	"unknown protein"
			mips_08_07_03
			mips_40_09
	at_At1g26690	mips_08_07_03	"unknown protein"
			mips_40_09
	at_At2g03290	mips_06_04	"putative Golgi-associated membrane trafficking protein"
			mips_40_09
	Training Accuracy: 3/3 (100.00%)
	Training Frequency class 'mips_40_09': 96/4488 (2.14%)

	Evaluation on validation data (2239 items):
	at_At1g14010	mips_08_07	"putative transmembrane protein"
			mips_08_07_03
			mips_40_08
			mips_40_09
	at_At1g69460	mips_08_07	"putative protein"
			mips_08_07_03
			mips_40_08
			mips_40_09
	at_At2g03040	mips_40_08	"unknown protein"
			mips_40_09
	at_At3g29070	mips_08_07	"transmembrane trafficking protein, putative"
			mips_08_07_03
			mips_40_08
			mips_40_09
	Validation Accuracy: 4/4 (100.00%)
	Validation Frequency class 'mips_40_09': 54/2239 (2.41%)

	Evaluation on propertest data (3463 items):
	Propertest Accuracy: 0/0 (0.00%)
	Propertest Frequency class 'mips_40_09': 56/3463 (2.41%)

	New (unknown) data (2239 items):


------------------
Rule 100
	b.62.1 <= 2.3e-23
	->  class mips_43_03 "animal cell type"

	Evaluation on training data (4488 items):
	at_At1g01940	mips_20_25_16	"hypothetical protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At1g26940	mips_06_01	"unknown protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At1g74070	mips_20_25_16	"unknown protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g15790	mips_04	"cyclophilin-40"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_05
			mips_06
			mips_06_01
			mips_11
			mips_11_01
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63
			mips_63_13
	at_At2g16600	mips_20_25_16	"cytosolic cyclophilin (ROC3)"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g21130	mips_20_25_16	"cyclophilin (CYP2)"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g38730	mips_20_25_16	"putative peptidyl-prolyl cis-trans isomerase"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g44600	mips_05	"unknown protein"
			mips_06_01
			mips_06_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g55920	mips_20_25_16	"cyclophilin protein (ROC15)"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g56070	mips_05	"peptidylprolyl isomerase"
			mips_06
			mips_06_01
			mips_06_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40
			mips_40_03
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63
			mips_63_13
			mips_99
	at_At4g33060	mips_43	"putative protein"
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At4g34870	mips_05	"peptidylprolyl isomerase (cyclophilin)"
			mips_06_01
			mips_06_04
			mips_11_01
			mips_13_11
			mips_20_25
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At4g34960	mips_05	"cyclophilin - like protein (ROC14)"
			mips_05_04
			mips_06_01
			mips_06_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At4g38740	mips_06_01	"peptidylprolyl isomerase ROC1"
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At5g13120	mips_06_01	"chloroplast cyclophilin ROC8"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At5g35100	mips_11_05_01_01	"putative protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At5g67530 -	mips_20_25_16	"peptidylprolyl isomerase (cyclophilin)-like"
	Training Accuracy: 16/17 (94.12%)
	Training Frequency class 'mips_43_03': 81/4488 (1.80%)

	Evaluation on validation data (2239 items):
	at_At2g36130	mips_20_25_16	"cyclophilin protein (ROC10)"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g47320	mips_06_01	"putative peptidyl-prolyl cis-trans isomerase"
			mips_06_04
			mips_13_11
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At3g66654	mips_06_01	"unknown protein"
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_43_03': 37/2239 (1.65%)

	Evaluation on propertest data (3463 items):
	at_At1g53720	mips_05	"hypothetical protein"
			mips_06_01
			mips_06_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g29960	mips_06_01	"cyclophilin"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At3g22920	mips_20_25_16	"cyclophilin, putative"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g62030	mips_20_25_16	"peptidylprolyl isomerase ROC4"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g63400	mips_06_01	"cyclophylin -like protein"
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At4g32420	mips_06_01	"putative protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At5g58710	mips_06_01	"cyclophilin ROC7"
			mips_14_01_03
			mips_20_25
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	Propertest Accuracy: 7/7 (100.00%)
	Propertest Frequency class 'mips_43_03': 71/3463 (2.05%)

	New (unknown) data (2239 items):


------------------
Rule 1479
	a.118.7 <= 5.4e-11
	->  class mips_43_03 "animal cell type"

	Evaluation on training data (4488 items):
	at_At1g22300	mips_10_05_02	"unknown protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25_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
			mips_62_01_01
			mips_62_01_07
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At2g10450	mips_20_25_01	"14-3-3 regulatory protein"
			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_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
	Training Accuracy: 2/2 (100.00%)
	Training Frequency class 'mips_43_03': 81/4488 (1.80%)

	Evaluation on validation data (2239 items):
	at_At1g35160	mips_13_01_01_01	"32kDa endonuclease, putative"
			mips_13_11
			mips_13_11_03
			mips_13_11_03_05
			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_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
	at_At4g09000	mips_10_05_01	"14-3-3-like protein"
			mips_10_05_01_12
			mips_10_05_01_12_99
			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
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_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
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_43_03': 37/2239 (1.65%)

	Evaluation on propertest data (3463 items):
	at_At1g22290	mips_10_05_02	"hypothetical protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25_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
			mips_62_01_01
			mips_62_01_07
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At1g26480	mips_13_01_01	"14-3-3 protein epsilon, putative"
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			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_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At1g34760	mips_10_05_02	"putative protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At1g78220	mips_10_05_01	"putative 14-3-3 protein"
			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
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At1g78300	mips_13_11_03	"putative tyrosine activation protein"
			mips_13_11_03_05
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01_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_At2g42590	mips_10_05_01	"14-3-3 regulatory protein (GF14 mu)"
			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_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			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
	at_At5g16050	mips_20	"14-3-3-LIKE PROTEIN GF14 UPSILON"
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At5g38480	mips_13_01	"14-3-3 protein homolog RCI1 (pir||S47969)"
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			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_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At5g65430	mips_10_05_01	"GF14 Kappa isoform"
			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_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
			mips_62_01_01
			mips_62_01_07
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	Propertest Accuracy: 9/9 (100.00%)
	Propertest Frequency class 'mips_43_03': 71/3463 (2.05%)

	New (unknown) data (2239 items):


------------------
Rule 102
	b.62.1 <= 2.3e-23
	->  class mips_63_13 "C-compound binding"

	Evaluation on training data (4488 items):
	at_At1g01940	mips_20_25_16	"hypothetical protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At1g26940	mips_06_01	"unknown protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At1g74070	mips_20_25_16	"unknown protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g15790	mips_04	"cyclophilin-40"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_05
			mips_06
			mips_06_01
			mips_11
			mips_11_01
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63
			mips_63_13
	at_At2g16600	mips_20_25_16	"cytosolic cyclophilin (ROC3)"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g21130	mips_20_25_16	"cyclophilin (CYP2)"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g38730	mips_20_25_16	"putative peptidyl-prolyl cis-trans isomerase"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g44600	mips_05	"unknown protein"
			mips_06_01
			mips_06_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g55920	mips_20_25_16	"cyclophilin protein (ROC15)"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g56070	mips_05	"peptidylprolyl isomerase"
			mips_06
			mips_06_01
			mips_06_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40
			mips_40_03
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63
			mips_63_13
			mips_99
	at_At4g33060	mips_43	"putative protein"
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At4g34870	mips_05	"peptidylprolyl isomerase (cyclophilin)"
			mips_06_01
			mips_06_04
			mips_11_01
			mips_13_11
			mips_20_25
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At4g34960	mips_05	"cyclophilin - like protein (ROC14)"
			mips_05_04
			mips_06_01
			mips_06_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At4g38740	mips_06_01	"peptidylprolyl isomerase ROC1"
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At5g13120	mips_06_01	"chloroplast cyclophilin ROC8"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At5g35100	mips_11_05_01_01	"putative protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At5g67530 -	mips_20_25_16	"peptidylprolyl isomerase (cyclophilin)-like"
	Training Accuracy: 16/17 (94.12%)
	Training Frequency class 'mips_63_13': 63/4488 (1.40%)

	Evaluation on validation data (2239 items):
	at_At2g36130	mips_20_25_16	"cyclophilin protein (ROC10)"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g47320	mips_06_01	"putative peptidyl-prolyl cis-trans isomerase"
			mips_06_04
			mips_13_11
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At3g66654	mips_06_01	"unknown protein"
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_63_13': 28/2239 (1.25%)

	Evaluation on propertest data (3463 items):
	at_At1g53720	mips_05	"hypothetical protein"
			mips_06_01
			mips_06_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g29960	mips_06_01	"cyclophilin"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At3g22920	mips_20_25_16	"cyclophilin, putative"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g62030	mips_20_25_16	"peptidylprolyl isomerase ROC4"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g63400	mips_06_01	"cyclophylin -like protein"
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At4g32420	mips_06_01	"putative protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At5g58710	mips_06_01	"cyclophilin ROC7"
			mips_14_01_03
			mips_20_25
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	Propertest Accuracy: 7/7 (100.00%)
	Propertest Frequency class 'mips_63_13': 43/3463 (1.24%)

	New (unknown) data (2239 items):


------------------
Rule 1483
	a.118.7 <= 5.4e-11
	->  class mips_63_13 "C-compound binding"

	Evaluation on training data (4488 items):
	at_At1g22300	mips_10_05_02	"unknown protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25_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
			mips_62_01_01
			mips_62_01_07
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At2g10450	mips_20_25_01	"14-3-3 regulatory protein"
			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_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
	Training Accuracy: 2/2 (100.00%)
	Training Frequency class 'mips_63_13': 63/4488 (1.40%)

	Evaluation on validation data (2239 items):
	at_At1g35160	mips_13_01_01_01	"32kDa endonuclease, putative"
			mips_13_11
			mips_13_11_03
			mips_13_11_03_05
			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_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
	at_At4g09000	mips_10_05_01	"14-3-3-like protein"
			mips_10_05_01_12
			mips_10_05_01_12_99
			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
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_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
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_63_13': 28/2239 (1.25%)

	Evaluation on propertest data (3463 items):
	at_At1g22290	mips_10_05_02	"hypothetical protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25_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
			mips_62_01_01
			mips_62_01_07
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At1g26480	mips_13_01_01	"14-3-3 protein epsilon, putative"
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			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_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At1g34760	mips_10_05_02	"putative protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At1g78220	mips_10_05_01	"putative 14-3-3 protein"
			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
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At1g78300	mips_13_11_03	"putative tyrosine activation protein"
			mips_13_11_03_05
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01_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_At2g42590	mips_10_05_01	"14-3-3 regulatory protein (GF14 mu)"
			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_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			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
	at_At5g16050	mips_20	"14-3-3-LIKE PROTEIN GF14 UPSILON"
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At5g38480	mips_13_01	"14-3-3 protein homolog RCI1 (pir||S47969)"
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			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_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At5g65430	mips_10_05_01	"GF14 Kappa isoform"
			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_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
			mips_62_01_01
			mips_62_01_07
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	Propertest Accuracy: 9/9 (100.00%)
	Propertest Frequency class 'mips_63_13': 43/3463 (1.24%)

	New (unknown) data (2239 items):


------------------
Rule 80
	a.102.4 > 1.2e-21
	a.128.1 <= 2.8e-21
	->  class mips_30_26 "plastid"

	Evaluation on training data (4488 items):
	at_At1g17050	mips_01_06_01	"putative prenyl transferase (prephytoene pyrophosphatase dehydrogenase)"
			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_At1g78510	mips_01_06	"polyprenyl diphosphate synthase (At-trans-PT)"
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_07
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_30
			mips_30_26
			mips_30_26_03
			mips_40_16
	at_At2g18620	mips_01_06	"putative geranylgeranyl pyrophosphate synthase"
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			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_At2g23800	mips_01_06_01	"pregeranylgeranyl pyrophosphate synthase"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_07
			mips_01_07
			mips_01_20_13
			mips_30_26
			mips_30_26_03
	at_At2g37140 -	mips_01_20_13	"putative vetispiradiene synthase"
			mips_01_20_35
			mips_01_20_35_01
	at_At3g14550	mips_01_06_01_07	"geranylgeranyl pyrophosphate synthase (GGPS3)"
			mips_01_06_01_07_11
			mips_01_06_07
			mips_01_07_01
			mips_01_20_13
			mips_30_26
			mips_30_26_03
	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_At3g32040	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_At5g17230 -	mips_01_06_01	"phytoene synthase (gb|AAB65697.1)"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20_13
			mips_40_07
			mips_43
			mips_43_03
			mips_45
			mips_45_03
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_99
			mips_63_21
			mips_63_21_07
	at_At5g47770	mips_01_06	"farnesyl diphosphate synthase precursor (gb|AAB49290.1)"
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_07
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_10_05
			mips_30
			mips_30_26
			mips_30_26_03
			mips_40_03
	Training Accuracy: 8/10 (80.00%)
	Training Frequency class 'mips_30_26': 16/4488 (0.36%)

	Evaluation on validation data (2239 items):
	at_At3g14510	mips_01_06_01	"geranylgeranyl pyrophosphate synthetase, putative"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_07
			mips_01_07
			mips_01_07_01
			mips_01_20_13
			mips_30_26
			mips_30_26_03
	at_At4g17190	mips_01_06_01_07	"farnesyl-pyrophosphate synthetase FPS2"
			mips_01_06_01_07_11
			mips_01_06_07
			mips_01_07_01
			mips_01_20_13
			mips_30_26
			mips_30_26_03
			mips_47_03_15
			mips_47_03_15_07
			mips_48
	at_At4g34650 -	mips_01_06	"putative squalene synthase"
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20
			mips_01_20_13
			mips_40_07
			mips_43
			mips_43_03
			mips_45
			mips_45_03
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_99
			mips_63_21
			mips_63_21_07
	Validation Accuracy: 2/3 (66.67%)
	Validation Frequency class 'mips_30_26': 10/2239 (0.45%)

	Evaluation on propertest data (3463 items):
	at_At1g49530	mips_01_06_01_07	"geranyl geranyl pyrophosphate synthase, putative"
			mips_01_06_01_07_11
			mips_01_06_07
			mips_01_20_13
			mips_30_26
			mips_30_26_03
	at_At2g18640	mips_01	"putative geranylgeranyl pyrophosphate synthase"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_07
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_10
			mips_30
			mips_30_26
			mips_30_26_03
			mips_40
			mips_40_03
	at_At2g34630 -	mips_01_06_01	"putative trans-prenyltransferase"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_07
			mips_01_07
			mips_01_07_01
	at_At3g14530	mips_01_06_01	"putative geranylgeranyl pyrophosphate synthase GGPS3"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_07
			mips_01_07
			mips_01_07_01
			mips_01_20_13
			mips_30_26
			mips_30_26_03
	at_At3g31415 -	mips_01_20_13	"vetispiradiene synthase, putative, 5' partial"
			mips_01_20_35
			mips_01_20_35_01
	at_At4g34640 -	mips_01_06	"farnesyl-diphosphate farnesyltransferase"
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20
			mips_01_20_13
			mips_40_02
			mips_40_07
			mips_43
			mips_43_03
			mips_45
			mips_45_03
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_99
			mips_63_21
			mips_63_21_07
	at_At4g36810	mips_01_06_01_07	"geranylgeranyl pyrophosphate synthase"
			mips_01_06_01_07_11
			mips_01_06_07
			mips_01_07_01
			mips_01_20_13
			mips_30_26
			mips_30_26_03
	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
	Propertest Accuracy: 5/8 (62.50%)
	Propertest Frequency class 'mips_30_26': 17/3463 (0.49%)

	New (unknown) data (2239 items):
	at_At1g62730 -	no entry	null


------------------
Rule 220
	b > 0.02
	c.1.12 <= 1.9e-12
	->  class mips_67_07 "C-compound and carbohydrate transporters"

	Evaluation on training data (4488 items):
	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_At2g43180 -	mips_02	"putative carboxyphosphonoenolpyruvate mutase"
			mips_01_05_01
			mips_01_20
			mips_02_01
			mips_02_22
	at_At3g21720 -	mips_02_01	"putative isocitrate lyase"
			mips_02_22
	at_At4g15530	mips_01_04_07	"pyruvate,orthophosphate dikinase"
			mips_01_05_07
			mips_02_01
			mips_02_30
			mips_02_99
			mips_06_07_03
			mips_08_19
			mips_63_19_03
			mips_67_07
			mips_67_07_01
	at_At5g43350	mips_01_05_07	"phosphate transporter (gb|AAB17265.1)"
			mips_08_19
			mips_67_04_07
			mips_67_07
	Training Accuracy: 3/5 (60.00%)
	Training Frequency class 'mips_67_07': 30/4488 (0.67%)

	Evaluation on validation data (2239 items):
	at_At1g21440 -	mips_02_01	"hypothetical protein"
			mips_02_22
	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_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_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_At2g46110 -	mips_01_07_01	"3-methyl-2-oxobutanoate hydroxy-methyl-transferase"
	at_At3g54700	mips_01	"phosphate transport protein"
			mips_01_04_07
			mips_01_05
			mips_01_05_07
			mips_08_19
			mips_13
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_40
			mips_67
			mips_67_04_07
			mips_67_07
	at_At5g43340	mips_01_04	"inorganic phosphate transporter (dbj|BAA34390.1)"
			mips_01_04_07
			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_At5g43360	mips_01_04	"inorganic phosphate transporter (dbj|BAA24281.1)"
			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
	Validation Accuracy: 6/8 (75.00%)
	Validation Frequency class 'mips_67_07': 20/2239 (0.89%)

	Evaluation on propertest data (3463 items):
	at_At1g77060 -	mips_02_01	"carboxyphosphonoenolpyruvate mutase like protein"
			mips_02_22
	at_At3g61530 -	mips_01_07	"3-methyl-2-oxobutanoate hydroxy-methyl-transferase-like protein"
			mips_01_07_01
			mips_30_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
	Propertest Accuracy: 1/3 (33.33%)
	Propertest Frequency class 'mips_67_07': 11/3463 (0.32%)

	New (unknown) data (2239 items):
	at_At3g14940 -	no entry	null
	at_At2g42600 -	no entry	null
	at_At4g10750 -	no entry	null
	at_At1g53310 -	no entry	null
	at_At1g68750 -	no entry	null
	at_At4g24080 -	no entry	null


------------------
Rule 134
	a.118.10 <= 5.19994e-41
	->  class mips_08_19 "cellular import"

	Evaluation on training data (4488 items):
	at_At1g03050	mips_08_19	"putative protein destination factor"
			mips_13_03
			mips_13_03_01
			mips_40_09
			mips_63_07
	at_At1g14910	mips_05	"unknown protein"
			mips_06_04
			mips_06_10
			mips_08
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_14_01
			mips_40_02
			mips_40_04
			mips_40_09
			mips_63_07
	at_At1g33340	mips_08_19	"unknown protein"
			mips_13_03
			mips_13_03_01
			mips_40_09
			mips_63_07
	at_At1g68110	mips_08_19	"putative protein"
			mips_40_09
	at_At2g01920	mips_08_07	"hypothetical protein"
			mips_08_07_22
			mips_08_07_22_01
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_13_03_99
			mips_30_08
			mips_40_09
	at_At2g43160	mips_08_07_22	"putative clathrin binding protein (epsin)"
			mips_08_07_22_01
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_13_03_99
			mips_14_01
			mips_14_01_05
			mips_14_01_05_01
			mips_30_08
			mips_33_03_11
			mips_40_09
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g02650	mips_06_10	"predicted protein destination factor"
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_14_01
			mips_40_09
			mips_63_07
	at_At4g40080	mips_05	"unknown protein"
			mips_06_04
			mips_06_10
			mips_08
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_40_02
			mips_40_09
	at_At5g57200	mips_01_03	"putative 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
	Training Accuracy: 9/9 (100.00%)
	Training Frequency class 'mips_08_19': 39/4488 (0.87%)

	Evaluation on validation data (2239 items):
	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_At3g59290	mips_06_04	"epsin-like protein"
			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
			mips_14_01_05
			mips_14_01_05_01
			mips_30_08
			mips_33_03_11
			mips_40_09
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g25940	mips_01_03	"putative protein destination factor"
			mips_01_03_16
			mips_05
			mips_06_04
			mips_06_10
			mips_08
			mips_08_19
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
			mips_14_04_03_03
			mips_40_02
			mips_40_09
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_08_19': 31/2239 (1.38%)

	Evaluation on propertest data (3463 items):
	at_At1g05020	mips_06_10	"putative clathrin protein"
			mips_08_19
			mips_13_03_01
			mips_40_09
	at_At1g25240	mips_08_19	""
			mips_13_03
			mips_13_03_01
			mips_40_09
	at_At2g25430	mips_05	"unknown protein"
			mips_06
			mips_06_04
			mips_06_10
			mips_08
			mips_08_19
			mips_10
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_02
			mips_40_09
			mips_98
	at_At5g10410	mips_08_19	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_40_09
	at_At5g35200	mips_01_03	"putative 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
	Propertest Accuracy: 5/5 (100.00%)
	Propertest Frequency class 'mips_08_19': 23/3463 (0.66%)

	New (unknown) data (2239 items):


------------------
Rule 218
	b > 0.02
	c.1.12 <= 1.9e-12
	->  class mips_08_19 "cellular import"

	Evaluation on training data (4488 items):
	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_At2g43180 -	mips_02	"putative carboxyphosphonoenolpyruvate mutase"
			mips_01_05_01
			mips_01_20
			mips_02_01
			mips_02_22
	at_At3g21720 -	mips_02_01	"putative isocitrate lyase"
			mips_02_22
	at_At4g15530	mips_01_04_07	"pyruvate,orthophosphate dikinase"
			mips_01_05_07
			mips_02_01
			mips_02_30
			mips_02_99
			mips_06_07_03
			mips_08_19
			mips_63_19_03
			mips_67_07
			mips_67_07_01
	at_At5g43350	mips_01_05_07	"phosphate transporter (gb|AAB17265.1)"
			mips_08_19
			mips_67_04_07
			mips_67_07
	Training Accuracy: 3/5 (60.00%)
	Training Frequency class 'mips_08_19': 39/4488 (0.87%)

	Evaluation on validation data (2239 items):
	at_At1g21440 -	mips_02_01	"hypothetical protein"
			mips_02_22
	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_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_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_At2g46110 -	mips_01_07_01	"3-methyl-2-oxobutanoate hydroxy-methyl-transferase"
	at_At3g54700	mips_01	"phosphate transport protein"
			mips_01_04_07
			mips_01_05
			mips_01_05_07
			mips_08_19
			mips_13
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_40
			mips_67
			mips_67_04_07
			mips_67_07
	at_At5g43340	mips_01_04	"inorganic phosphate transporter (dbj|BAA34390.1)"
			mips_01_04_07
			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_At5g43360	mips_01_04	"inorganic phosphate transporter (dbj|BAA24281.1)"
			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
	Validation Accuracy: 6/8 (75.00%)
	Validation Frequency class 'mips_08_19': 31/2239 (1.38%)

	Evaluation on propertest data (3463 items):
	at_At1g77060 -	mips_02_01	"carboxyphosphonoenolpyruvate mutase like protein"
			mips_02_22
	at_At3g61530 -	mips_01_07	"3-methyl-2-oxobutanoate hydroxy-methyl-transferase-like protein"
			mips_01_07_01
			mips_30_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
	Propertest Accuracy: 1/3 (33.33%)
	Propertest Frequency class 'mips_08_19': 23/3463 (0.66%)

	New (unknown) data (2239 items):
	at_At3g14940 -	no entry	null
	at_At2g42600 -	no entry	null
	at_At4g10750 -	no entry	null
	at_At1g53310 -	no entry	null
	at_At1g68750 -	no entry	null
	at_At4g24080 -	no entry	null


------------------
Rule 1264
	c.45.1 > 1.1e-06
	c.62 > 0.015
	d.109 <= 4.3e-21
	->  class mips_08_19 "cellular import"

	Evaluation on training data (4488 items):
	at_At2g31200 -	mips_03	"actin depolymerizing factor 6 (ADF6)"
			mips_03_03
			mips_03_03_05
			mips_03_03_05_03
			mips_06_04
			mips_08_22
			mips_08_22_02
			mips_10_01
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63_01
	at_At4g00680	mips_08_19	"putative actin-depolymerizing factor"
			mips_14_04_03
			mips_14_04_03_01
	at_At4g30160 -	mips_25_05_13	"putative villin"
			mips_30_04
			mips_33_03_13
			mips_35_03_17
			mips_40_04
			mips_63_07
	at_At5g52360	mips_06_10	"actin depolymerizing factor-like"
			mips_08_19
			mips_14_04_03_01
	at_At5g59890	mips_08_19	"actin depolymerizing factor 4 - like protein"
			mips_14_04_03
			mips_14_04_03_01
	Training Accuracy: 3/5 (60.00%)
	Training Frequency class 'mips_08_19': 39/4488 (0.87%)

	Evaluation on validation data (2239 items):
	at_At1g01750	mips_08_19	"actin depolymerizing factor like protein"
			mips_14_04_03
			mips_14_04_03_01
	at_At2g16700	mips_06_07_03	"actin depolymerizing factor 5 (ADF5)"
			mips_08_19
			mips_14_04_03
			mips_14_04_03_01
	at_At3g45990	mips_08_19	"actin depolymerising like protein"
			mips_14_04_03
			mips_14_04_03_01
	at_At3g46010	mips_06_10	"actin depolymerizing factor 1 (ADF1)"
			mips_08_19
			mips_14_04
			mips_14_04_03_01
			mips_40_04
	at_At4g34970	mips_06_10	"actin depolymerizing factor - like protein"
			mips_08_19
			mips_14_04_03
			mips_14_04_03_01
			mips_30_01
			mips_30_04
	at_At5g57320 -	mips_30_04_03	"villin"
			mips_33_03_13
			mips_40_04_03
	at_At5g59880 -	mips_04	"actin depolymerizing factor 3 - like protein"
			mips_10
			mips_30
			mips_40_04
			mips_40_10
			mips_63_01
	Validation Accuracy: 5/7 (71.43%)
	Validation Frequency class 'mips_08_19': 31/2239 (1.38%)

	Evaluation on propertest data (3463 items):
	at_At3g46000	mips_08_19	"actin depolymerizing factor 2 (ADF2)"
			mips_14_04_03
			mips_14_04_03_01
	at_At3g57410 -	mips_25_05_13	"villin 3"
			mips_30_04
			mips_30_04_03
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_04
			mips_40_04_03
			mips_63_07
	at_At4g25590	mips_08_19	"actin depolymerizing factor - like protein"
			mips_14_04_03
			mips_14_04_03_01
	Propertest Accuracy: 2/3 (66.67%)
	Propertest Frequency class 'mips_08_19': 23/3463 (0.66%)

	New (unknown) data (2239 items):


------------------
Rule 27
	a.52.1 <= 3e-10
	->  class mips_67_13 "lipid transporters"

	Evaluation on training data (4488 items):
	at_At1g55260	mips_08_16	"unknown protein"
			mips_08_99
			mips_67_13
	at_At1g73890	mips_08_16	"predicted GPI-anchored protein"
			mips_08_99
			mips_67
			mips_67_13
	at_At2g18370	mips_01	"putative lipid transfer protein"
			mips_01_06
			mips_01_06_13
			mips_08
			mips_08_16
			mips_30
			mips_30_02
			mips_67
			mips_67_13
	at_At2g27130	mips_08_16	"predicted GPI-anchored protein"
			mips_08_99
			mips_67_13
	at_At2g38540	mips_01_06_13	"putative nonspecific lipid-transfer protein"
			mips_08_16
			mips_30_02
			mips_67_13
	at_At2g44290	mips_08_16	"non-specific lipid transfer protein (nLTP) like protein"
			mips_08_99
			mips_67_13
	at_At2g44300	mips_01_06_13	"predicted GPI-anchored protein"
			mips_08_16
			mips_08_99
			mips_30_02
			mips_67_13
	at_At2g48130	mips_08_16	"predicted GPI-anchored protein"
			mips_08_99
			mips_67_13
	at_At3g08770	mips_01_06	"putative nonspecific lipid-transfer protein"
			mips_01_06_13
			mips_08_16
			mips_30_02
			mips_67_13
	at_At4g08530	mips_67_13	"putative lipid transfer protein"
	at_At4g08670	mips_01_06_13	"lipid transfer protein - like predicted GPI-anchored protein"
			mips_08_16
			mips_08_99
			mips_30_02
			mips_67_13
	at_At4g15160 -	mips_06_13_01	"cell wall protein like"
			mips_06_13_01_01
	at_At4g22610 -	mips_30_01	"unknown protein"
	at_At5g09370	mips_01_06	"putative lipid transfer protein, predicted GPI-anchored protein"
			mips_01_06_13
			mips_08
			mips_08_16
			mips_08_99
			mips_30
			mips_30_02
			mips_40_02
			mips_67
			mips_67_13
	at_At5g59310	mips_01_06_13	"nonspecific lipid-transfer protein precursor - like"
			mips_08_16
			mips_30_02
			mips_67_13
	at_At5g64080	mips_08_16	"predicted GPI-anchored protein"
			mips_08_99
			mips_67_13
	Training Accuracy: 14/16 (87.50%)
	Training Frequency class 'mips_67_13': 46/4488 (1.02%)

	Evaluation on validation data (2239 items):
	at_At1g12100 -	mips_30_01	"hybrid proline-rich protein, putative"
	at_At2g38530	mips_01_06_13	"putative nonspecific lipid-transfer protein"
			mips_08_16
			mips_30_02
			mips_67_13
	at_At3g22120 -	mips_10_05	"unknown protein"
			mips_20
			mips_20_25
			mips_20_25_16
	at_At3g51590	mips_01_06_13	"lipid transfer protein-like protein"
			mips_08_16
			mips_30_02
			mips_67_13
	at_At3g51600	mips_01_06_13	"non-specific lipid transfer protein"
			mips_08_16
			mips_30_02
			mips_67_13
	at_At4g12530 -	mips_30	"AIR1A-like protein"
			mips_30_01
	at_At5g59320	mips_01_06	"nonspecific lipid-transfer protein precursor - like"
			mips_01_06_13
			mips_08
			mips_08_16
			mips_30_02
			mips_67_13
	Validation Accuracy: 4/7 (57.14%)
	Validation Frequency class 'mips_67_13': 16/2239 (0.71%)

	Evaluation on propertest data (3463 items):
	at_At1g27950	mips_08_16	"unknown protein"
			mips_08_99
			mips_67
			mips_67_13
	at_At1g62500 -	mips_10_01_09	"putative proline-rich cell wall protein (pir|IS52985); similar to ESTs gb|AI239404, gb|R89984, and emb|Z17709"
			mips_10_01_09_03
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_63_07
			mips_63_17
			mips_63_17_01
	at_At1g73550	mips_08	""
			mips_08_99
			mips_67_13
	at_At2g10940 -	mips_20_25_16	"unknown protein"
	at_At2g15050	mips_01_06_13	"putative lipid transfer protein"
			mips_08_16
			mips_30_02
			mips_67_13
	at_At3g22600	mips_01_06_13	"predicted GPI-anchored protein"
			mips_08_16
			mips_08_99
			mips_30_02
			mips_67_13
	at_At3g43720	mips_08_16	"lipid-transfer protein-like, predicted GPI-anchored protein"
			mips_08_99
			mips_67_13
	at_At3g58550	mips_08_16	"predicted GPI-anchored protein"
			mips_08_99
			mips_67_13
	at_At4g12360	mips_01_06_13	"predicted GPI-anchored protein"
			mips_08_16
			mips_08_99
			mips_30_02
			mips_67_13
	at_At5g01870	mips_01_06_13	"lipid-transfer protein-like"
			mips_08_16
			mips_30_02
			mips_67_13
	Propertest Accuracy: 8/10 (80.00%)
	Propertest Frequency class 'mips_67_13': 27/3463 (0.78%)

	New (unknown) data (2239 items):
	at_At1g48750 -	no entry	null
	at_At1g70240 -	no entry	null
	at_At2g48140 -	no entry	null
	at_At3g07450 -	no entry	null
	at_At3g52130 -	no entry	null
	at_At3g53980 -	no entry	null
	at_At4g12520 -	no entry	null
	at_At4g12550 -	no entry	null
	at_At4g27160 -	mips_65	"NWMU3 - 2S albumin 3 precursor"
	at_At4g27170 -	mips_65	"NWMU4 - 2S albumin 4 precursor"
	at_At5g05960 -	no entry	null
	at_At5g38160 -	no entry	null
	at_At5g46890 -	no entry	null
	at_At5g56480 -	no entry	null
	at_At1g12090 -	no entry	null
	at_At1g18280 -	no entry	null
	at_At1g32280 -	no entry	null
	at_At1g36150 -	no entry	null
	at_At1g62510 -	no entry	null
	at_At1g64240 -	no entry	null
	at_At1g66850 -	no entry	null
	at_At1g73560 -	no entry	null
	at_At1g73780 -	mips_08	"putative lipid transfer protein"
	at_At2g37870 -	no entry	null
	at_At2g45180 -	no entry	null
	at_At3g57310 -	mips_08	"putative protein"
			mips_99
	at_At4g12480 -	no entry	null
	at_At4g12510 -	no entry	null
	at_At4g22460 -	no entry	null
	at_At4g22470 -	no entry	null
	at_At4g22490 -	no entry	null
	at_At4g22520 -	no entry	null
	at_At4g30880 -	no entry	null
	at_At4g33550 -	no entry	null
	at_At5g38180 -	no entry	null
	at_At5g46900 -	no entry	null
	at_At5g48490 -	no entry	null
	at_At5g55410 -	no entry	null
	at_At5g55450 -	no entry	null
	at_At5g55460 -	no entry	null
	at_At5g62080 -	mips_65	"A9 protein precursor - like"
			mips_98
	at_At1g62790 -	no entry	null
	at_At3g18280 -	no entry	null
	at_At3g22570 -	no entry	null
	at_At3g22580 -	no entry	null
	at_At4g12470 -	no entry	null
	at_At4g12490 -	no entry	null
	at_At4g12500 -	no entry	null
	at_At4g27140 -	mips_65	"NWMU1 - 2S albumin 1 precursor"
	at_At4g27150 -	mips_65	"NWMU2 - 2S albumin 2 precursor"
	at_At5g07230 -	mips_65	"A9"
	at_At5g13900 -	no entry	null
	at_At5g38170 -	no entry	null
	at_At5g52160 -	mips_65	"unknown protein"
	at_At5g54740 -	mips_65	"2S storage protein-like"


------------------
Rule 25
	a.52.1 <= 3e-10
	->  class mips_08_16 "extracellular transport, exocytosis and secretion"

	Evaluation on training data (4488 items):
	at_At1g55260	mips_08_16	"unknown protein"
			mips_08_99
			mips_67_13
	at_At1g73890	mips_08_16	"predicted GPI-anchored protein"
			mips_08_99
			mips_67
			mips_67_13
	at_At2g18370	mips_01	"putative lipid transfer protein"
			mips_01_06
			mips_01_06_13
			mips_08
			mips_08_16
			mips_30
			mips_30_02
			mips_67
			mips_67_13
	at_At2g27130	mips_08_16	"predicted GPI-anchored protein"
			mips_08_99
			mips_67_13
	at_At2g38540	mips_01_06_13	"putative nonspecific lipid-transfer protein"
			mips_08_16
			mips_30_02
			mips_67_13
	at_At2g44290	mips_08_16	"non-specific lipid transfer protein (nLTP) like protein"
			mips_08_99
			mips_67_13
	at_At2g44300	mips_01_06_13	"predicted GPI-anchored protein"
			mips_08_16
			mips_08_99
			mips_30_02
			mips_67_13
	at_At2g48130	mips_08_16	"predicted GPI-anchored protein"
			mips_08_99
			mips_67_13
	at_At3g08770	mips_01_06	"putative nonspecific lipid-transfer protein"
			mips_01_06_13
			mips_08_16
			mips_30_02
			mips_67_13
	at_At4g08530 -	mips_67_13	"putative lipid transfer protein"
	at_At4g08670	mips_01_06_13	"lipid transfer protein - like predicted GPI-anchored protein"
			mips_08_16
			mips_08_99
			mips_30_02
			mips_67_13
	at_At4g15160 -	mips_06_13_01	"cell wall protein like"
			mips_06_13_01_01
	at_At4g22610 -	mips_30_01	"unknown protein"
	at_At5g09370	mips_01_06	"putative lipid transfer protein, predicted GPI-anchored protein"
			mips_01_06_13
			mips_08
			mips_08_16
			mips_08_99
			mips_30
			mips_30_02
			mips_40_02
			mips_67
			mips_67_13
	at_At5g59310	mips_01_06_13	"nonspecific lipid-transfer protein precursor - like"
			mips_08_16
			mips_30_02
			mips_67_13
	at_At5g64080	mips_08_16	"predicted GPI-anchored protein"
			mips_08_99
			mips_67_13
	Training Accuracy: 13/16 (81.25%)
	Training Frequency class 'mips_08_16': 75/4488 (1.67%)

	Evaluation on validation data (2239 items):
	at_At1g12100 -	mips_30_01	"hybrid proline-rich protein, putative"
	at_At2g38530	mips_01_06_13	"putative nonspecific lipid-transfer protein"
			mips_08_16
			mips_30_02
			mips_67_13
	at_At3g22120 -	mips_10_05	"unknown protein"
			mips_20
			mips_20_25
			mips_20_25_16
	at_At3g51590	mips_01_06_13	"lipid transfer protein-like protein"
			mips_08_16
			mips_30_02
			mips_67_13
	at_At3g51600	mips_01_06_13	"non-specific lipid transfer protein"
			mips_08_16
			mips_30_02
			mips_67_13
	at_At4g12530 -	mips_30	"AIR1A-like protein"
			mips_30_01
	at_At5g59320	mips_01_06	"nonspecific lipid-transfer protein precursor - like"
			mips_01_06_13
			mips_08
			mips_08_16
			mips_30_02
			mips_67_13
	Validation Accuracy: 4/7 (57.14%)
	Validation Frequency class 'mips_08_16': 27/2239 (1.21%)

	Evaluation on propertest data (3463 items):
	at_At1g27950	mips_08_16	"unknown protein"
			mips_08_99
			mips_67
			mips_67_13
	at_At1g62500 -	mips_10_01_09	"putative proline-rich cell wall protein (pir|IS52985); similar to ESTs gb|AI239404, gb|R89984, and emb|Z17709"
			mips_10_01_09_03
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_63_07
			mips_63_17
			mips_63_17_01
	at_At1g73550 -	mips_08	""
			mips_08_99
			mips_67_13
	at_At2g10940 -	mips_20_25_16	"unknown protein"
	at_At2g15050	mips_01_06_13	"putative lipid transfer protein"
			mips_08_16
			mips_30_02
			mips_67_13
	at_At3g22600	mips_01_06_13	"predicted GPI-anchored protein"
			mips_08_16
			mips_08_99
			mips_30_02
			mips_67_13
	at_At3g43720	mips_08_16	"lipid-transfer protein-like, predicted GPI-anchored protein"
			mips_08_99
			mips_67_13
	at_At3g58550	mips_08_16	"predicted GPI-anchored protein"
			mips_08_99
			mips_67_13
	at_At4g12360	mips_01_06_13	"predicted GPI-anchored protein"
			mips_08_16
			mips_08_99
			mips_30_02
			mips_67_13
	at_At5g01870	mips_01_06_13	"lipid-transfer protein-like"
			mips_08_16
			mips_30_02
			mips_67_13
	Propertest Accuracy: 7/10 (70.00%)
	Propertest Frequency class 'mips_08_16': 44/3463 (1.27%)

	New (unknown) data (2239 items):
	at_At1g48750 -	no entry	null
	at_At1g70240 -	no entry	null
	at_At2g48140 -	no entry	null
	at_At3g07450 -	no entry	null
	at_At3g52130 -	no entry	null
	at_At3g53980 -	no entry	null
	at_At4g12520 -	no entry	null
	at_At4g12550 -	no entry	null
	at_At4g27160 -	mips_65	"NWMU3 - 2S albumin 3 precursor"
	at_At4g27170 -	mips_65	"NWMU4 - 2S albumin 4 precursor"
	at_At5g05960 -	no entry	null
	at_At5g38160 -	no entry	null
	at_At5g46890 -	no entry	null
	at_At5g56480 -	no entry	null
	at_At1g12090 -	no entry	null
	at_At1g18280 -	no entry	null
	at_At1g32280 -	no entry	null
	at_At1g36150 -	no entry	null
	at_At1g62510 -	no entry	null
	at_At1g64240 -	no entry	null
	at_At1g66850 -	no entry	null
	at_At1g73560 -	no entry	null
	at_At1g73780 -	mips_08	"putative lipid transfer protein"
	at_At2g37870 -	no entry	null
	at_At2g45180 -	no entry	null
	at_At3g57310 -	mips_08	"putative protein"
			mips_99
	at_At4g12480 -	no entry	null
	at_At4g12510 -	no entry	null
	at_At4g22460 -	no entry	null
	at_At4g22470 -	no entry	null
	at_At4g22490 -	no entry	null
	at_At4g22520 -	no entry	null
	at_At4g30880 -	no entry	null
	at_At4g33550 -	no entry	null
	at_At5g38180 -	no entry	null
	at_At5g46900 -	no entry	null
	at_At5g48490 -	no entry	null
	at_At5g55410 -	no entry	null
	at_At5g55450 -	no entry	null
	at_At5g55460 -	no entry	null
	at_At5g62080 -	mips_65	"A9 protein precursor - like"
			mips_98
	at_At1g62790 -	no entry	null
	at_At3g18280 -	no entry	null
	at_At3g22570 -	no entry	null
	at_At3g22580 -	no entry	null
	at_At4g12470 -	no entry	null
	at_At4g12490 -	no entry	null
	at_At4g12500 -	no entry	null
	at_At4g27140 -	mips_65	"NWMU1 - 2S albumin 1 precursor"
	at_At4g27150 -	mips_65	"NWMU2 - 2S albumin 2 precursor"
	at_At5g07230 -	mips_65	"A9"
	at_At5g13900 -	no entry	null
	at_At5g38170 -	no entry	null
	at_At5g52160 -	mips_65	"unknown protein"
	at_At5g54740 -	mips_65	"2S storage protein-like"


------------------
Rule 1294
	b.80.1 > 0.00074
	b.87 <= 5.4e-18
	->  class mips_08_16 "extracellular transport, exocytosis and secretion"

	Evaluation on training data (4488 items):
	at_At1g06870	mips_06_07_11	"chloroplast thylakoidal processing peptidase like protein"
			mips_08_16
			mips_08_16_05
			mips_40_01
			mips_40_30
	at_At2g31140	mips_03_01_05	"hypothetical protein"
			mips_03_01_05_01
			mips_06_07_11
			mips_08_16
			mips_08_16_05
			mips_30_16
	at_At3g15710	mips_06_07_11	"putative signal peptidase 21kDa subunit"
			mips_08_16
			mips_08_16_05
	Training Accuracy: 3/3 (100.00%)
	Training Frequency class 'mips_08_16': 75/4488 (1.67%)

	Evaluation on validation data (2239 items):
	at_At1g06200	mips_03_01_05	"Unknown protein (At1g06200; F9P14.6)"
			mips_03_01_05_01
			mips_06
			mips_06_07_11
			mips_06_13
			mips_08_16
			mips_08_16_05
			mips_30_16
	at_At1g52600	mips_06_07_11	"unknown protein"
			mips_08_16
			mips_08_16_05
	at_At2g30440	mips_06_04	"putative signal peptidase I"
			mips_06_07
			mips_06_07_11
			mips_08
			mips_08_16
			mips_08_16_05
			mips_30_16
			mips_40_02
			mips_40_16
			mips_40_30
	at_At3g08980	mips_03_01	"putative mitochondrial inner membrane protease subunit 2"
			mips_03_01_05
			mips_03_01_05_01
			mips_06_04
			mips_06_07
			mips_06_07_11
			mips_06_13
			mips_08
			mips_08_16
			mips_08_16_05
			mips_40_02
			mips_40_16
			mips_40_30
	Validation Accuracy: 4/4 (100.00%)
	Validation Frequency class 'mips_08_16': 27/2239 (1.21%)

	Evaluation on propertest data (3463 items):
	at_At1g29960	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_05
			mips_06_04
			mips_06_07_11
			mips_06_13
			mips_08_16
			mips_08_16_05
			mips_30
			mips_30_16
	at_At1g53530	mips_03_01_05	"hypothetical protein"
			mips_06_07_11
			mips_08_16
			mips_08_16_05
			mips_30_16
	at_At3g24590	mips_06_07_11	"chloroplast thylakoidal processing peptidase, putative"
			mips_08_16
			mips_08_16_05
			mips_30_16
			mips_40_30
	Propertest Accuracy: 3/3 (100.00%)
	Propertest Frequency class 'mips_08_16': 44/3463 (1.27%)

	New (unknown) data (2239 items):


------------------
Rule 568
	d.20.1 <= 4.8e-06
	->  class mips_06_07 "protein modification"

	Evaluation on training data (4488 items):
	at_At1g17280	mips_06_07_05	"putative ubiquitin-conjugating enzyme"
			mips_06_13_01
			mips_14_04_03
			mips_14_04_03_03
			mips_30_10
	at_At1g70660	mips_03_03_01_01	"unknown protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At2g16740	mips_03	"putative ubiquitin-conjugating enzyme E2"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14
			mips_14_01
			mips_30
			mips_30_10
			mips_40_03
	at_At2g16920	mips_03_03_01_01	"putative ubiquitin-conjugating enzyme"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_10
			mips_14_10_02
			mips_30_10
	at_At2g33770	mips_03_03_01_01	"putative ubiquitin-conjugating enzyme E2"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_10
			mips_14_10_02
			mips_30_10
	at_At3g08690	mips_03_03_01_01	"putative ubiquitin conjugating enzyme"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At3g13550	mips_03_03_01_01	"ubiquitin-conjugating enzyme COP10 (COP10)"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At3g20060	mips_03_03_01_01	"ubiquitin-conjugating enzyme, putative"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At3g55380	mips_03_03_02	"ubiquitin-conjugating enzyme UBC3"
			mips_06_07_05
			mips_06_13_01
			mips_06_99
			mips_25_05_25
			mips_48
			mips_62_01
			mips_62_01_07
	at_At4g36410	mips_06_07_05	"ubiquitin-conjugating enzyme"
			mips_08_05
	at_At4g36800	mips_03	"ubiquitin-protein ligase like protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_06_13
			mips_30
	at_At5g05080	mips_03_03_01_01	"unknown protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At5g42990	mips_03_03_01_01	"ubiquitin-conjugating enzyme-like protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At5g50870	mips_06_07	"ubiquitin-conjugating enzyme-like protein"
			mips_06_07_05
			mips_06_13
			mips_06_13_01
			mips_08
			mips_08_13
			mips_11_01
			mips_14_01
			mips_14_04_03
			mips_14_04_03_03
			mips_14_04_03_05
	at_At5g53300	mips_03_03_01_01	"ubiquitin-conjugating enzyme E2-17 kD 10 (ubiquitin-protein ligase 10) (ubiquitin carrier protein 10) (sp|P35133)"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At5g56150	mips_03_03_01_01	"ubiquitin-conjugating enzyme-like protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	Training Accuracy: 16/16 (100.00%)
	Training Frequency class 'mips_06_07': 315/4488 (7.02%)

	Evaluation on validation data (2239 items):
	at_At1g14400	mips_03_03_02	"unknown protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
	at_At1g45050	mips_03_03_01_01	"similar to ubiquitin-conjugating enzyme 15 gb|AAC39324.1; similar to ESTs emb|Z47633.1, gb|L47909.1, gb|T42291.1"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At1g63800	mips_03_03_02	"putative ubiquitin-conjugating enzyme"
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_06_13_01
			mips_14_04_03_03
			mips_14_04_03_05
	at_At1g64230	mips_03_03	"ubiquitin-conjugating enzyme, putative"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14_01
			mips_30_10
	at_At1g75440	mips_03_01_05_01	"ubiquitin-conjugating enzyme 16, putative"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At2g18600	mips_03_03	"putative ubiquitin-conjugating enzyme E2"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14_01
			mips_30_10
	at_At2g32790	mips_03_03	"putative ubiquitin-conjugating enzyme E2"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14_01
			mips_30_10
	at_At2g46030	mips_03_03_01_01	"putative ubiquitin-conjugating enzyme E2"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_04_03
			mips_14_04_03_03
			mips_30_10
	at_At3g08700	mips_03_03_01	"putative ubiquitin-conjugating enzyme"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06
			mips_06_07_05
			mips_30_10
	at_At3g12400	mips_02	"unknown protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_06_07
			mips_06_13
			mips_06_13_04
			mips_08
			mips_08_13
			mips_63_01
			mips_63_03
	at_At5g13860	mips_02	"putative protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_06_07
			mips_06_13
			mips_06_13_04
			mips_08
			mips_08_13
	at_At5g41340	mips_03_03_01_01	"ubiquitin-conjugating enzyme E2-21 kD 1 (ubiquitin-protein ligase 4) (ubiquitin carrier protein 4) (sp|P42748)"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_06_13_01
			mips_08_13
			mips_14_04_03
			mips_14_04_03_03
			mips_14_04_03_05
			mips_30_10
	Validation Accuracy: 12/12 (100.00%)
	Validation Frequency class 'mips_06_07': 170/2239 (7.59%)

	Evaluation on propertest data (3463 items):
	at_At1g16890	mips_03	"unknown protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14
			mips_14_01
			mips_30
			mips_30_10
			mips_40_03
	at_At1g23260	mips_03_03_01_01	"similar to DNA binding protein (At1g23260)"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At1g36340	mips_03	"putative ubiquitin conjugating enzyme"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14
			mips_14_01
			mips_30
			mips_30_10
			mips_40
			mips_40_03
	at_At1g50490	mips_03_03_01_01	"cyclin-specific ubiquitin carrier protein, putative"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At1g78870	mips_03_03_01_01	"unknown protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At2g02760	mips_03_03_01_01	"putative ubiquitin-conjugating enzyme E2"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At2g36060	mips_03_03_01_01	"putative ubiquitin-conjugating enzyme"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At3g15355	mips_03_03_01_01	"ubiquitin-conjugating like enzyme"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_10
			mips_14_10_02
			mips_30_10
	at_At3g17000	mips_03_03_04	"ubiquitin conjugating enzyme, putative"
			mips_03_03_04_07
			mips_06_07_05
	at_At3g46460	mips_03_03	"ubiquitin conjugating enzyme E2 (UBC13)"
			mips_03_03_02
			mips_06_07_05
			mips_06_13
			mips_06_13_01
			mips_14_04_03
			mips_14_04_03_03
			mips_48
			mips_62_01_07
	at_At3g52560	mips_06_07_05	"putative DNA-binding protein"
			mips_06_13_01
			mips_08_13
			mips_14_04_03_03
			mips_14_04_03_05
	at_At3g57870	mips_03_03_01_01	"E2 ubiquitin-conjugating-like enzyme Ahus5"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At4g27960	mips_03_03_01_01	"ubiquitin-protein ligase UBC9"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At5g25760	mips_03_03_01_01	"unknown protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At5g41700	mips_03_03_01_01	"ubiquitin-conjugating enzyme E2-17 kD 8 (ubiquitin-protein ligase 8) (ubiquitin carrier protein 8) (sp|P35131)"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At5g50430	mips_03_03	"ubiquitin conjugating enzyme-like protein"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14_01
			mips_30_10
	at_At5g59300	mips_03_03_02	"ubiquitin-conjugating enzyme - like"
			mips_06_07_05
			mips_06_13_01
			mips_06_99
			mips_25_05_25
			mips_48
			mips_62_01
			mips_62_01_07
	at_At5g62540	mips_03_03_01_01	"ubiquitin-conjugating enzyme E2-17 kd 3 (ubiquitin-protein ligase 3) (ubiquitin carrier protein 3)-like protein (sp|P42746)"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	Propertest Accuracy: 18/18 (100.00%)
	Propertest Frequency class 'mips_06_07': 271/3463 (7.83%)

	New (unknown) data (2239 items):
	at_At1g27530 -	no entry	null
	at_At1g53020 -	no entry	null


------------------
Rule 1293
	b.80.1 > 0.00074
	b.87 <= 5.4e-18
	->  class mips_06_07 "protein modification"

	Evaluation on training data (4488 items):
	at_At1g06870	mips_06_07_11	"chloroplast thylakoidal processing peptidase like protein"
			mips_08_16
			mips_08_16_05
			mips_40_01
			mips_40_30
	at_At2g31140	mips_03_01_05	"hypothetical protein"
			mips_03_01_05_01
			mips_06_07_11
			mips_08_16
			mips_08_16_05
			mips_30_16
	at_At3g15710	mips_06_07_11	"putative signal peptidase 21kDa subunit"
			mips_08_16
			mips_08_16_05
	Training Accuracy: 3/3 (100.00%)
	Training Frequency class 'mips_06_07': 315/4488 (7.02%)

	Evaluation on validation data (2239 items):
	at_At1g06200	mips_03_01_05	"Unknown protein (At1g06200; F9P14.6)"
			mips_03_01_05_01
			mips_06
			mips_06_07_11
			mips_06_13
			mips_08_16
			mips_08_16_05
			mips_30_16
	at_At1g52600	mips_06_07_11	"unknown protein"
			mips_08_16
			mips_08_16_05
	at_At2g30440	mips_06_04	"putative signal peptidase I"
			mips_06_07
			mips_06_07_11
			mips_08
			mips_08_16
			mips_08_16_05
			mips_30_16
			mips_40_02
			mips_40_16
			mips_40_30
	at_At3g08980	mips_03_01	"putative mitochondrial inner membrane protease subunit 2"
			mips_03_01_05
			mips_03_01_05_01
			mips_06_04
			mips_06_07
			mips_06_07_11
			mips_06_13
			mips_08
			mips_08_16
			mips_08_16_05
			mips_40_02
			mips_40_16
			mips_40_30
	Validation Accuracy: 4/4 (100.00%)
	Validation Frequency class 'mips_06_07': 170/2239 (7.59%)

	Evaluation on propertest data (3463 items):
	at_At1g29960	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_05
			mips_06_04
			mips_06_07_11
			mips_06_13
			mips_08_16
			mips_08_16_05
			mips_30
			mips_30_16
	at_At1g53530	mips_03_01_05	"hypothetical protein"
			mips_06_07_11
			mips_08_16
			mips_08_16_05
			mips_30_16
	at_At3g24590	mips_06_07_11	"chloroplast thylakoidal processing peptidase, putative"
			mips_08_16
			mips_08_16_05
			mips_30_16
			mips_40_30
	Propertest Accuracy: 3/3 (100.00%)
	Propertest Frequency class 'mips_06_07': 271/3463 (7.83%)

	New (unknown) data (2239 items):


------------------
Rule 267
	f.19.1 <= 1.6e-34
	->  class mips_33_03 "animal cell type differentiation"

	Evaluation on training data (4488 items):
	at_At2g16850	mips_25_05_13	"putative aquaporin (plasma membrane intrinsic protein)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At2g25810	mips_13_01	"putative aquaporin (tonoplast intrinsic protein)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g54820	mips_33_03_13	"aquaporin/MIP - like protein"
			mips_35_03_17
			mips_67_99
	at_At4g01470	mips_13	"putative water channel protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At4g17340	mips_08	"membrane channel like protein"
			mips_13_01
			mips_20
			mips_20_25
			mips_20_25_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_99
	at_At4g23400	mips_20	"water channel - like protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_67_99
	at_At5g18290 -	mips_13_01	"putative protein"
			mips_20_25
			mips_20_25_99
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_99
	Training Accuracy: 6/7 (85.71%)
	Training Frequency class 'mips_33_03': 141/4488 (3.14%)

	Evaluation on validation data (2239 items):
	at_At1g73190 -	mips_13_01	"tonoplast intrinsic protein, alpha (alpha-TIP)"
			mips_13_01_01
			mips_13_01_01_99
			mips_20_25_99
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At2g34390	mips_20	"putative aquaporin (plasma membrane intrinsic protein)"
			mips_25
			mips_25_05
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_40
			mips_40_02
			mips_67
			mips_67_01
			mips_67_99
			mips_98
	at_At2g45960	mips_25_05_13	"aquaporin (plasma membrane intrinsic protein 1B)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At3g16240	mips_13_01	"delta tonoplast integral protein (delta-TIP)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g26520	mips_13_01	"salt-stress induced tonoplast intrinsic protein"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g47440	mips_13_01	"aquaporin-like protein"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g53420	mips_20	"plasma membrane intrinsic protein 2a"
			mips_25
			mips_25_05
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40
			mips_40_02
			mips_67
			mips_67_99
			mips_98
			mips_99
	at_At3g61430	mips_25_05_13	"plasma membrane intrinsic protein 1a"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At4g00430	mips_25_05_13	"transmembrane protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_99
	at_At4g10380	mips_33_03_13	"major intrinsic protein (MIP) - like"
			mips_35_03_17
			mips_67_99
	at_At4g18910 -	mips_25_05	"major intrinsic protein (MIP)- like"
			mips_67
			mips_67_01
			mips_67_99
	at_At5g37820	mips_25_05_13	"Membrane integral protein (MIP) -like"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At5g60660	mips_25_05_13	"mipC protein - like (aquaporin)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	Validation Accuracy: 11/13 (84.62%)
	Validation Frequency class 'mips_33_03': 75/2239 (3.35%)

	Evaluation on propertest data (3463 items):
	at_At1g01620	mips_25_05_13	"putative protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_99
	at_At1g17810 -	mips_13_01_01	"putative protein"
			mips_13_01_01_99
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At1g80760	mips_25_05_13	"nodulin-like protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At2g36830	mips_13_01	"putative aquaporin (tonoplast intrinsic protein gamma)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At2g39010	mips_25_05_13	"putative aquaporin (water channel protein)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_99
	at_At3g56950	mips_08	"unknown protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_20
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_67_01
			mips_67_99
	at_At4g19030 -	mips_67_99	"nodulin-26 like protein"
	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_At5g47450	mips_13_01	"membrane channel protein-like; aquaporin (tonoplast intrinsic protein)-like"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	Propertest Accuracy: 7/9 (77.78%)
	Propertest Frequency class 'mips_33_03': 110/3463 (3.18%)

	New (unknown) data (2239 items):
	at_At4g35100 -	no entry	null


------------------
Rule 1428
	b.47.1 <= 0.00048
	->  class mips_33_03 "animal cell type differentiation"

	Evaluation on training data (4488 items):
	at_At1g66510 -	mips_04_05_05_01	"putative protein"
	at_At2g47940	mips_06_07_11	"DegP2 protease (DEGP2)"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33_03_17
			mips_40_27
			mips_40_27_99
	at_At3g16540	mips_06_07_11	"putative serine protease"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_27
			mips_40_27_99
	at_At5g40560	mips_06_07_11	"putative protein"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_27
			mips_40_27_99
	Training Accuracy: 3/4 (75.00%)
	Training Frequency class 'mips_33_03': 141/4488 (3.14%)

	Evaluation on validation data (2239 items):
	at_At3g16550	mips_06_07_11	"putative serine protease"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33_03_17
			mips_40_27_99
	at_At5g36950	mips_06_07_11	"putative protein"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33_03_17
			mips_40_27_99
	at_At5g39830	mips_06_07_11	"DegP protease-like protein"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_26
			mips_40_26_03
			mips_40_27
			mips_40_27_99
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_33_03': 75/2239 (3.35%)

	Evaluation on propertest data (3463 items):
	at_At1g51150	mips_06_07_11	"hypothetical protein"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_27
			mips_40_27_99
	at_At1g65630 -	mips_06_01	"serine protease DO, putative"
			mips_06_07
			mips_06_07_11
			mips_06_13
			mips_10_05
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_11_01
			mips_11_01_05
			mips_11_01_99
			mips_14_01
			mips_14_01_05
			mips_40_07
			mips_40_27
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At1g65640	mips_06_07_11	"serine protease DO, putative"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_27
			mips_40_27_99
	at_At3g27925	mips_06_07_11	"DegP protease precursor, 5' partial"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_26
			mips_40_26_03
			mips_40_27
			mips_40_27_99
	at_At5g27660	mips_06_07_11	"serine protease-like protein"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_27
			mips_40_27_99
	at_At5g40200	mips_06	"putative serine protease (MSN9.10)"
			mips_06_07
			mips_06_07_11
			mips_06_13
			mips_06_13_99
			mips_10
			mips_10_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14
			mips_14_01
			mips_14_01_05
			mips_14_01_99
			mips_14_04
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_27
			mips_40_27_99
			mips_63
			mips_63_01
	Propertest Accuracy: 5/6 (83.33%)
	Propertest Frequency class 'mips_33_03': 110/3463 (3.18%)

	New (unknown) data (2239 items):
	at_At1g28320 -	no entry	null
	at_At4g18370 -	no entry	null


------------------
Rule 268
	f.19.1 <= 1.6e-34
	->  class mips_35_03 "animal tissue"

	Evaluation on training data (4488 items):
	at_At2g16850	mips_25_05_13	"putative aquaporin (plasma membrane intrinsic protein)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At2g25810	mips_13_01	"putative aquaporin (tonoplast intrinsic protein)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g54820	mips_33_03_13	"aquaporin/MIP - like protein"
			mips_35_03_17
			mips_67_99
	at_At4g01470	mips_13	"putative water channel protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At4g17340	mips_08	"membrane channel like protein"
			mips_13_01
			mips_20
			mips_20_25
			mips_20_25_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_99
	at_At4g23400	mips_20	"water channel - like protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_67_99
	at_At5g18290 -	mips_13_01	"putative protein"
			mips_20_25
			mips_20_25_99
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_99
	Training Accuracy: 6/7 (85.71%)
	Training Frequency class 'mips_35_03': 140/4488 (3.12%)

	Evaluation on validation data (2239 items):
	at_At1g73190 -	mips_13_01	"tonoplast intrinsic protein, alpha (alpha-TIP)"
			mips_13_01_01
			mips_13_01_01_99
			mips_20_25_99
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At2g34390	mips_20	"putative aquaporin (plasma membrane intrinsic protein)"
			mips_25
			mips_25_05
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_40
			mips_40_02
			mips_67
			mips_67_01
			mips_67_99
			mips_98
	at_At2g45960	mips_25_05_13	"aquaporin (plasma membrane intrinsic protein 1B)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At3g16240	mips_13_01	"delta tonoplast integral protein (delta-TIP)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g26520	mips_13_01	"salt-stress induced tonoplast intrinsic protein"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g47440	mips_13_01	"aquaporin-like protein"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g53420	mips_20	"plasma membrane intrinsic protein 2a"
			mips_25
			mips_25_05
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40
			mips_40_02
			mips_67
			mips_67_99
			mips_98
			mips_99
	at_At3g61430	mips_25_05_13	"plasma membrane intrinsic protein 1a"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At4g00430	mips_25_05_13	"transmembrane protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_99
	at_At4g10380	mips_33_03_13	"major intrinsic protein (MIP) - like"
			mips_35_03_17
			mips_67_99
	at_At4g18910 -	mips_25_05	"major intrinsic protein (MIP)- like"
			mips_67
			mips_67_01
			mips_67_99
	at_At5g37820	mips_25_05_13	"Membrane integral protein (MIP) -like"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At5g60660	mips_25_05_13	"mipC protein - like (aquaporin)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	Validation Accuracy: 11/13 (84.62%)
	Validation Frequency class 'mips_35_03': 73/2239 (3.26%)

	Evaluation on propertest data (3463 items):
	at_At1g01620	mips_25_05_13	"putative protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_99
	at_At1g17810 -	mips_13_01_01	"putative protein"
			mips_13_01_01_99
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At1g80760	mips_25_05_13	"nodulin-like protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At2g36830	mips_13_01	"putative aquaporin (tonoplast intrinsic protein gamma)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At2g39010	mips_25_05_13	"putative aquaporin (water channel protein)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_99
	at_At3g56950	mips_08	"unknown protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_20
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_67_01
			mips_67_99
	at_At4g19030 -	mips_67_99	"nodulin-26 like protein"
	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_At5g47450	mips_13_01	"membrane channel protein-like; aquaporin (tonoplast intrinsic protein)-like"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	Propertest Accuracy: 7/9 (77.78%)
	Propertest Frequency class 'mips_35_03': 130/3463 (3.75%)

	New (unknown) data (2239 items):
	at_At4g35100 -	no entry	null


------------------
Rule 135
	a.118.10 <= 5.19994e-41
	->  class mips_13_03 "membrane excitability"

	Evaluation on training data (4488 items):
	at_At1g03050	mips_08_19	"putative protein destination factor"
			mips_13_03
			mips_13_03_01
			mips_40_09
			mips_63_07
	at_At1g14910	mips_05	"unknown protein"
			mips_06_04
			mips_06_10
			mips_08
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_14_01
			mips_40_02
			mips_40_04
			mips_40_09
			mips_63_07
	at_At1g33340	mips_08_19	"unknown protein"
			mips_13_03
			mips_13_03_01
			mips_40_09
			mips_63_07
	at_At1g68110 -	mips_08_19	"putative protein"
			mips_40_09
	at_At2g01920	mips_08_07	"hypothetical protein"
			mips_08_07_22
			mips_08_07_22_01
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_13_03_99
			mips_30_08
			mips_40_09
	at_At2g43160	mips_08_07_22	"putative clathrin binding protein (epsin)"
			mips_08_07_22_01
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_13_03_99
			mips_14_01
			mips_14_01_05
			mips_14_01_05_01
			mips_30_08
			mips_33_03_11
			mips_40_09
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g02650	mips_06_10	"predicted protein destination factor"
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_14_01
			mips_40_09
			mips_63_07
	at_At4g40080	mips_05	"unknown protein"
			mips_06_04
			mips_06_10
			mips_08
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_40_02
			mips_40_09
	at_At5g57200	mips_01_03	"putative 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
	Training Accuracy: 8/9 (88.89%)
	Training Frequency class 'mips_13_03': 112/4488 (2.50%)

	Evaluation on validation data (2239 items):
	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_At3g59290	mips_06_04	"epsin-like protein"
			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
			mips_14_01_05
			mips_14_01_05_01
			mips_30_08
			mips_33_03_11
			mips_40_09
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g25940	mips_01_03	"putative protein destination factor"
			mips_01_03_16
			mips_05
			mips_06_04
			mips_06_10
			mips_08
			mips_08_19
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
			mips_14_04_03_03
			mips_40_02
			mips_40_09
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_13_03': 54/2239 (2.41%)

	Evaluation on propertest data (3463 items):
	at_At1g05020	mips_06_10	"putative clathrin protein"
			mips_08_19
			mips_13_03_01
			mips_40_09
	at_At1g25240	mips_08_19	""
			mips_13_03
			mips_13_03_01
			mips_40_09
	at_At2g25430	mips_05	"unknown protein"
			mips_06
			mips_06_04
			mips_06_10
			mips_08
			mips_08_19
			mips_10
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_02
			mips_40_09
			mips_98
	at_At5g10410	mips_08_19	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_40_09
	at_At5g35200	mips_01_03	"putative 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
	Propertest Accuracy: 5/5 (100.00%)
	Propertest Frequency class 'mips_13_03': 71/3463 (2.05%)

	New (unknown) data (2239 items):


------------------
Rule 288
	a.47.2 <= 2.8e-12
	->  class mips_13_03 "membrane excitability"

	Evaluation on training data (4488 items):
	at_At1g11250	mips_04_09	"syntaxin-related protein At-SYR1, putative"
			mips_05
			mips_05_04
			mips_06_04
			mips_08
			mips_08_07
			mips_13_03
			mips_13_03_01
			mips_25_05_25
			mips_40_02
			mips_40_09
	at_At1g28490	mips_08_07	"unknown protein (At1g28490)"
			mips_08_07_27
			mips_13_03
			mips_13_03_01
			mips_40_08
			mips_40_22
	at_At1g32270	mips_04_09	"syntaxin, putative"
			mips_13_03
			mips_13_03_01
			mips_13_07
			mips_25_05_25
	at_At1g79590	mips_04_09	"syntaxin of plants 52 (SYP52)"
			mips_08_07
			mips_08_07_27
			mips_13_03
			mips_13_03_01
			mips_25_05_25
			mips_40_08
	at_At4g17730 -	mips_04_09	"syntaxin"
			mips_08_13
			mips_30_25
			mips_67_01
	at_At5g26980	mips_06_04	"tSNARE AtTLG2a"
			mips_08
			mips_08_07
			mips_08_13
			mips_08_16
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_30_25
			mips_40_02
			mips_40_07
			mips_40_08
			mips_40_22
			mips_40_25
	at_At5g46860	mips_04	"syntaxin related protein AtVam3p (gb|AAC49823.1)"
			mips_04_09
			mips_05
			mips_05_04
			mips_06
			mips_06_04
			mips_08
			mips_08_07
			mips_08_13
			mips_10
			mips_13
			mips_13_03
			mips_13_03_01
			mips_25
			mips_25_05
			mips_25_05_25
			mips_30
			mips_30_25
			mips_40
			mips_40_02
			mips_40_03
			mips_40_09
			mips_63
			mips_67
	Training Accuracy: 6/7 (85.71%)
	Training Frequency class 'mips_13_03': 112/4488 (2.50%)

	Evaluation on validation data (2239 items):
	at_At1g08560	mips_04_09	"syntaxin-related protein KNOLLE"
			mips_05
			mips_05_04
			mips_06_04
			mips_08
			mips_08_07
			mips_10_05
			mips_13_03
			mips_13_03_01
			mips_25_05_09
			mips_25_05_25
			mips_40_02
			mips_40_09
			mips_67_01
	at_At2g18260	mips_08_07	"putative syntaxin"
			mips_13_03
			mips_13_03_01
			mips_25_05_09
			mips_40_09
			mips_67_01
	at_At3g24350 -	mips_04_09	"syntaxin-like protein"
	at_At3g52400 -	mips_04_09	"syntaxin-like protein synt4"
			mips_40_09
	at_At4g03330	mips_04_09	"SYR1-like syntaxin"
			mips_08_07
			mips_13_03
			mips_13_03_01
			mips_25_05_25
			mips_40_09
			mips_67_01
	at_At5g08080	mips_08_07	"syntaxin-like protein"
			mips_13_03
			mips_13_03_01
			mips_25_05_09
			mips_40_09
			mips_67_01
	Validation Accuracy: 4/6 (66.67%)
	Validation Frequency class 'mips_13_03': 54/2239 (2.41%)

	Evaluation on propertest data (3463 items):
	at_At1g16240 -	mips_04	"unknown protein"
			mips_04_09
			mips_06
			mips_10
			mips_13
			mips_13_07
			mips_30_27
			mips_30_27_01
			mips_40_27_01
			mips_67
	at_At1g61290 -	mips_04_09	"similar to syntaxin-related protein knolle"
			mips_40_09
	at_At3g11820 -	mips_04_09	"putative syntaxin"
			mips_40_09
	at_At5g05760 -	mips_04_09	"t-SNARE SED5 (gb|AAC06291.1)"
			mips_06_04
			mips_13
			mips_25_05
			mips_67
	at_At5g16830	mips_04_09	"syntaxin homologue"
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_07
			mips_08_13
			mips_13
			mips_13_03
			mips_13_03_01
			mips_25
			mips_25_05
			mips_25_05_09
			mips_30
			mips_30_25
			mips_40_02
			mips_40_09
			mips_40_22
			mips_67
	Propertest Accuracy: 1/5 (20.00%)
	Propertest Frequency class 'mips_13_03': 71/3463 (2.05%)

	New (unknown) data (2239 items):
	at_At4g30240 -	no entry	null
	at_At2g18860 -	no entry	null
	at_At1g27700 -	no entry	null


------------------
Rule 29
	d.111 <= 5.2e-30
	->  class mips_40_27 "extracellular / secretion proteins"

	Evaluation on training data (4488 items):
	at_At1g01310	mips_11	"pathogenesis related protein, putative"
			mips_11_05
			mips_11_05_03
			mips_40
			mips_40_27
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_99
	at_At1g50050	mips_11_05_03	"pathogenesis-related protein 1b precursor (pr-1b), putative"
			mips_40_27
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
	at_At2g19980	mips_11_05_05	"putative pathogenesis-related protein"
			mips_11_05_05_99
			mips_40_27
	at_At2g19990	mips_11_05_03	"pathogenesis-related protein (PR-1)"
			mips_11_05_05
			mips_11_05_05_99
			mips_40_27
	at_At3g19690	mips_11_05_03	"PR-1 protein, putative"
			mips_11_05_05
			mips_11_05_05_99
			mips_40_27
	at_At4g07820 -	mips_11_05_05	"putative pathogenesis-related protein"
			mips_11_05_05_99
	at_At4g30320	mips_11_05_05	"PR-1-like protein"
			mips_11_05_05_99
			mips_40_27
	at_At4g31470	mips_11_05_05	"pathogenesis-related protein homolog"
			mips_11_05_05_99
			mips_40_27
			mips_62_02_01_02
	at_At4g33720 -	mips_11_05_03	"pathogenesis-related protein 1 precursor, 19.3K"
			mips_11_05_05
			mips_11_05_05_99
	at_At4g33730	mips_11_05_05	"pathogenesis-related protein - like"
			mips_11_05_05_99
			mips_40_27
	Training Accuracy: 8/10 (80.00%)
	Training Frequency class 'mips_40_27': 100/4488 (2.23%)

	Evaluation on validation data (2239 items):
	at_At3g09590	mips_11_05_05	"putative pathogenesis-related protein"
			mips_11_05_05_99
			mips_40_27
			mips_62_02_01_02
	at_At4g25780	mips_11_05_05	"putative pathogenesis-related protein"
			mips_11_05_05_99
			mips_40_27
			mips_62_02_01_02
	at_At4g25790	mips_11_05_03	"putative pathogenesis-related protein"
			mips_11_05_05
			mips_11_05_05_99
			mips_40_27
	at_At4g33710 -	mips_11_05_03	"pathogenesis-related protein 1 precursor, 18.9K"
			mips_11_05_05
			mips_11_05_05_99
	at_At5g57625	mips_11_05_05	"pathogenesis-related protein - like"
			mips_11_05_05_99
			mips_40_27
	Validation Accuracy: 4/5 (80.00%)
	Validation Frequency class 'mips_40_27': 43/2239 (1.92%)

	Evaluation on propertest data (3463 items):
	at_At1g50060 -	mips_11	"branched-chain amino acid aminotransferase, putative"
			mips_11_05
			mips_11_05_03
			mips_11_05_05
			mips_11_05_05_99
			mips_99
	at_At2g14610 -	mips_11_05_05	"pathogenesis-related PR-1-like protein"
			mips_11_05_05_99
	at_At2g19970 -	mips_11_05_05	"putative pathogenesis-related protein"
			mips_11_05_05_99
	at_At5g02730 -	mips_11_05_03	"pathogenesis related protein - like"
			mips_11_05_05
			mips_11_05_05_99
	at_At5g26130 -	mips_11_05	"pathogenesis-related protein - like"
			mips_11_05_03
			mips_11_05_05
			mips_11_05_05_99
	at_At5g66590	mips_11	"Unknown protein (K1F13.27)"
			mips_11_05
			mips_11_05_03
			mips_11_05_05
			mips_11_05_05_99
			mips_40_27
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
	Propertest Accuracy: 1/6 (16.67%)
	Propertest Frequency class 'mips_40_27': 66/3463 (1.91%)

	New (unknown) data (2239 items):
	at_At2g14580 -	no entry	null


------------------
Rule 1429
	b.47.1 <= 0.00048
	->  class mips_40_27 "extracellular / secretion proteins"

	Evaluation on training data (4488 items):
	at_At1g66510 -	mips_04_05_05_01	"putative protein"
	at_At2g47940	mips_06_07_11	"DegP2 protease (DEGP2)"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33_03_17
			mips_40_27
			mips_40_27_99
	at_At3g16540	mips_06_07_11	"putative serine protease"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_27
			mips_40_27_99
	at_At5g40560	mips_06_07_11	"putative protein"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_27
			mips_40_27_99
	Training Accuracy: 3/4 (75.00%)
	Training Frequency class 'mips_40_27': 100/4488 (2.23%)

	Evaluation on validation data (2239 items):
	at_At3g16550	mips_06_07_11	"putative serine protease"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33_03_17
			mips_40_27_99
	at_At5g36950	mips_06_07_11	"putative protein"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33_03_17
			mips_40_27_99
	at_At5g39830	mips_06_07_11	"DegP protease-like protein"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_26
			mips_40_26_03
			mips_40_27
			mips_40_27_99
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_40_27': 43/2239 (1.92%)

	Evaluation on propertest data (3463 items):
	at_At1g51150	mips_06_07_11	"hypothetical protein"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_27
			mips_40_27_99
	at_At1g65630	mips_06_01	"serine protease DO, putative"
			mips_06_07
			mips_06_07_11
			mips_06_13
			mips_10_05
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_11_01
			mips_11_01_05
			mips_11_01_99
			mips_14_01
			mips_14_01_05
			mips_40_07
			mips_40_27
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At1g65640	mips_06_07_11	"serine protease DO, putative"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_27
			mips_40_27_99
	at_At3g27925	mips_06_07_11	"DegP protease precursor, 5' partial"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_26
			mips_40_26_03
			mips_40_27
			mips_40_27_99
	at_At5g27660	mips_06_07_11	"serine protease-like protein"
			mips_06_13_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14_01_05
			mips_14_01_99
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_27
			mips_40_27_99
	at_At5g40200	mips_06	"putative serine protease (MSN9.10)"
			mips_06_07
			mips_06_07_11
			mips_06_13
			mips_06_13_99
			mips_10
			mips_10_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_14
			mips_14_01
			mips_14_01_05
			mips_14_01_99
			mips_14_04
			mips_14_04_07
			mips_14_04_09
			mips_14_04_09_99
			mips_33
			mips_33_03
			mips_33_03_17
			mips_40_27
			mips_40_27_99
			mips_63
			mips_63_01
	Propertest Accuracy: 6/6 (100.00%)
	Propertest Frequency class 'mips_40_27': 66/3463 (1.91%)

	New (unknown) data (2239 items):
	at_At1g28320 -	no entry	null
	at_At4g18370 -	no entry	null


------------------
Rule 1549
	c.13 <= 3.8e-12
	c.13.2 > 2.7e-15
	->  class mips_08_07 "vesicular transport (Golgi network, etc.)"

	Evaluation on training data (4488 items):
	at_At1g22180	mips_08_07	"unknown protein (At1g22180)"
			mips_08_07_07
			mips_40_08
			mips_48
	at_At1g22530	mips_01_06_13	"unknown protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At1g55690 -	mips_01_06_13	"Phosphatidylinositol Transfer Protein, putative"
			mips_63_09
			mips_67_13
	at_At1g72150	mips_01_06_13	"putative cytosolic factor protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At1g72160	mips_01_06_13	"cytosolic factor, putative"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At1g75170	mips_08_07_07	"unknown protein"
			mips_48
			mips_63_21
			mips_63_21_99
	at_At2g21520	mips_01_06_13	"putative phosphatidylinositol/phosphatidylcholine transfer protein"
			mips_08_07
			mips_63_09
	at_At3g10210 -	mips_10_01_05_05	"unknown protein"
			mips_62_02_01_01
			mips_62_02_01_02
	at_At3g46450	mips_08_07	"putative protein"
			mips_08_07_07
			mips_40_08
			mips_48
	at_At4g09160	mips_01_06_13	"putative protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At4g35750 -	mips_10_01_05	"unknown protein"
			mips_10_01_05_05
			mips_30_04
			mips_35
			mips_35_03
			mips_35_03_17
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_02
	at_At5g47510	mips_01_06_13	"putative protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At5g56160	mips_08_07	"putative protein"
			mips_20_25_01
			mips_20_25_01_01
			mips_63_13
			mips_63_13_99
	Training Accuracy: 10/13 (76.92%)
	Training Frequency class 'mips_08_07': 116/4488 (2.58%)

	Evaluation on validation data (2239 items):
	at_At1g19650	mips_01_06_13	"sec14 cytosolic factor, putative"
			mips_08_07
			mips_63_09
	at_At2g16380	mips_01_06_13	"putative phosphatidylinositol/phosphatidylcholine transfer protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At2g18180 -	mips_01_06_13	"putative phosphatidylinositol/phophatidylcholine transfer protein"
			mips_63_09
			mips_67_13
	at_At3g51670	mips_01_06_13	"putative protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At4g34580 -	mips_01_06_13	"putative protein"
			mips_63_09
	at_At4g36640	mips_01_06_13	"putative protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
			mips_63_21
			mips_63_21_99
	at_At4g39170	mips_01_06_13	"unknown protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
			mips_67_13
	at_At4g39180 -	mips_01	"SEC14 - like protein"
			mips_01_06
			mips_01_06_13
			mips_63_09
			mips_63_21
			mips_63_21_99
			mips_67
	at_At5g63060	mips_01_07	"unknown protein"
			mips_06_04
			mips_08_07_07
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_40_04
			mips_48
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_99
			mips_67
	Validation Accuracy: 6/9 (66.67%)
	Validation Frequency class 'mips_08_07': 67/2239 (2.99%)

	Evaluation on propertest data (3463 items):
	at_At1g01630 -	mips_01	"polyphosphoinositide binding protein, putative"
			mips_01_07
			mips_08
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_63
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_99
			mips_67
	at_At1g14820	mips_08_07	"phosphatidylinositol/phosphatidylcholine transfer protein, putative"
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
			mips_67_13
	at_At1g30690	mips_01_06	"putative phosphatidyl-inositol-transfer protein"
			mips_01_06_13
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_07
			mips_40_03
			mips_40_08
			mips_48
			mips_63_09
			mips_67
	at_At1g55840 -	mips_01_06_13	"polyphosphoinositide binding protein, putative"
			mips_63_09
			mips_63_21
			mips_63_21_99
	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_At1g75370 -	mips_01_06_13	"sec14 cytosolic factor, putative"
			mips_63_09
	at_At2g21540 -	mips_01_06_13	"putative phosphatidylinositol/phophatidylcholine transfer protein"
			mips_63_09
	at_At3g22410 -	mips_01_06_13	"hypothetical protein"
			mips_20_25_01
			mips_20_25_01_01
			mips_63_09
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_99
	at_At3g24840 -	mips_01_06_13	"phosphatidylinositol transfer protein, putative"
			mips_40_08
			mips_63_09
			mips_67_13
	at_At4g08690 -	mips_63_21	"putative phosphoglyceride transfer protein"
			mips_63_21_99
	at_At4g36490 -	mips_01_06_13	"hypothetical protein"
			mips_63_09
	at_At5g47730 -	mips_01_06	"putative protein"
			mips_01_06_13
			mips_08
			mips_63_09
			mips_63_21
			mips_63_21_99
	Propertest Accuracy: 2/12 (16.67%)
	Propertest Frequency class 'mips_08_07': 74/3463 (2.14%)

	New (unknown) data (2239 items):
	at_At5g04780 -	no entry	null


------------------
Rule 284
	a.47.2 <= 2.8e-12
	->  class mips_08_07 "vesicular transport (Golgi network, etc.)"

	Evaluation on training data (4488 items):
	at_At1g11250	mips_04_09	"syntaxin-related protein At-SYR1, putative"
			mips_05
			mips_05_04
			mips_06_04
			mips_08
			mips_08_07
			mips_13_03
			mips_13_03_01
			mips_25_05_25
			mips_40_02
			mips_40_09
	at_At1g28490	mips_08_07	"unknown protein (At1g28490)"
			mips_08_07_27
			mips_13_03
			mips_13_03_01
			mips_40_08
			mips_40_22
	at_At1g32270 -	mips_04_09	"syntaxin, putative"
			mips_13_03
			mips_13_03_01
			mips_13_07
			mips_25_05_25
	at_At1g79590	mips_04_09	"syntaxin of plants 52 (SYP52)"
			mips_08_07
			mips_08_07_27
			mips_13_03
			mips_13_03_01
			mips_25_05_25
			mips_40_08
	at_At4g17730 -	mips_04_09	"syntaxin"
			mips_08_13
			mips_30_25
			mips_67_01
	at_At5g26980	mips_06_04	"tSNARE AtTLG2a"
			mips_08
			mips_08_07
			mips_08_13
			mips_08_16
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_30_25
			mips_40_02
			mips_40_07
			mips_40_08
			mips_40_22
			mips_40_25
	at_At5g46860	mips_04	"syntaxin related protein AtVam3p (gb|AAC49823.1)"
			mips_04_09
			mips_05
			mips_05_04
			mips_06
			mips_06_04
			mips_08
			mips_08_07
			mips_08_13
			mips_10
			mips_13
			mips_13_03
			mips_13_03_01
			mips_25
			mips_25_05
			mips_25_05_25
			mips_30
			mips_30_25
			mips_40
			mips_40_02
			mips_40_03
			mips_40_09
			mips_63
			mips_67
	Training Accuracy: 5/7 (71.43%)
	Training Frequency class 'mips_08_07': 116/4488 (2.58%)

	Evaluation on validation data (2239 items):
	at_At1g08560	mips_04_09	"syntaxin-related protein KNOLLE"
			mips_05
			mips_05_04
			mips_06_04
			mips_08
			mips_08_07
			mips_10_05
			mips_13_03
			mips_13_03_01
			mips_25_05_09
			mips_25_05_25
			mips_40_02
			mips_40_09
			mips_67_01
	at_At2g18260	mips_08_07	"putative syntaxin"
			mips_13_03
			mips_13_03_01
			mips_25_05_09
			mips_40_09
			mips_67_01
	at_At3g24350 -	mips_04_09	"syntaxin-like protein"
	at_At3g52400 -	mips_04_09	"syntaxin-like protein synt4"
			mips_40_09
	at_At4g03330	mips_04_09	"SYR1-like syntaxin"
			mips_08_07
			mips_13_03
			mips_13_03_01
			mips_25_05_25
			mips_40_09
			mips_67_01
	at_At5g08080	mips_08_07	"syntaxin-like protein"
			mips_13_03
			mips_13_03_01
			mips_25_05_09
			mips_40_09
			mips_67_01
	Validation Accuracy: 4/6 (66.67%)
	Validation Frequency class 'mips_08_07': 67/2239 (2.99%)

	Evaluation on propertest data (3463 items):
	at_At1g16240 -	mips_04	"unknown protein"
			mips_04_09
			mips_06
			mips_10
			mips_13
			mips_13_07
			mips_30_27
			mips_30_27_01
			mips_40_27_01
			mips_67
	at_At1g61290 -	mips_04_09	"similar to syntaxin-related protein knolle"
			mips_40_09
	at_At3g11820 -	mips_04_09	"putative syntaxin"
			mips_40_09
	at_At5g05760 -	mips_04_09	"t-SNARE SED5 (gb|AAC06291.1)"
			mips_06_04
			mips_13
			mips_25_05
			mips_67
	at_At5g16830	mips_04_09	"syntaxin homologue"
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_07
			mips_08_13
			mips_13
			mips_13_03
			mips_13_03_01
			mips_25
			mips_25_05
			mips_25_05_09
			mips_30
			mips_30_25
			mips_40_02
			mips_40_09
			mips_40_22
			mips_67
	Propertest Accuracy: 1/5 (20.00%)
	Propertest Frequency class 'mips_08_07': 74/3463 (2.14%)

	New (unknown) data (2239 items):
	at_At4g30240 -	no entry	null
	at_At2g18860 -	no entry	null
	at_At1g27700 -	no entry	null


------------------
Rule 143
	a.118.9 <= 2.5e-33
	->  class mips_40_08 "Golgi"

	Evaluation on training data (4488 items):
	at_At1g08670	mips_06_04	"putative protein"
			mips_08
			mips_08_07
			mips_08_07_22
			mips_08_07_22_01
			mips_13_03
			mips_13_03_01
			mips_13_03_99
			mips_14_01
			mips_14_01_05
			mips_14_01_05_01
			mips_30_08
			mips_33
			mips_33_03
			mips_33_03_11
			mips_40_08
			mips_40_09
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At1g76970	mips_08_07	""
			mips_08_07_07
			mips_08_13
			mips_30_08
			mips_30_22
			mips_30_25
			mips_40_08
	at_At3g46540	mips_08_07	"unknown protein"
			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_08
			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_At4g32760	mips_08_07	"putative protein"
			mips_08_07_07
			mips_08_13
			mips_30_08
			mips_30_22
			mips_40_08
			mips_40_09
	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_At5g63640	mips_06	"putative protein"
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_07
			mips_30
			mips_30_08
			mips_30_25
			mips_40_08
			mips_63
			mips_63_01
	Training Accuracy: 5/6 (83.33%)
	Training Frequency class 'mips_40_08': 89/4488 (1.98%)

	Evaluation on validation data (2239 items):
	at_At1g21380	mips_06_04	"unknown protein"
			mips_08
			mips_08_13
			mips_30_22
			mips_40_08
			mips_40_09
			mips_40_22
			mips_40_25
	at_At2g38410	mips_08_07	"unknown protein"
			mips_08_07_07
			mips_30_08
			mips_30_22
			mips_40_08
	at_At3g08790	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_07
			mips_08_07_07
			mips_30
			mips_30_08
			mips_30_22
			mips_30_25
			mips_40_08
			mips_63_01
	at_At5g16880	mips_08_07	"TOM (target of myb1) -like protein"
			mips_08_07_07
			mips_08_13
			mips_30_08
			mips_30_22
			mips_40_08
			mips_40_09
	Validation Accuracy: 4/4 (100.00%)
	Validation Frequency class 'mips_40_08': 48/2239 (2.14%)

	Evaluation on propertest data (3463 items):
	at_At1g06210 -	mips_08_07_07	"unknown protein"
			mips_30_08
			mips_30_25
			mips_40_22
			mips_40_25
	at_At5g01760	mips_08_07	"putative protein"
			mips_08_07_07
			mips_08_13
			mips_30_08
			mips_30_22
			mips_40_08
			mips_40_09
	Propertest Accuracy: 1/2 (50.00%)
	Propertest Frequency class 'mips_40_08': 66/3463 (1.91%)

	New (unknown) data (2239 items):


------------------
Rule 1550
	c.13 <= 3.8e-12
	c.13.2 > 2.7e-15
	->  class mips_40_08 "Golgi"

	Evaluation on training data (4488 items):
	at_At1g22180	mips_08_07	"unknown protein (At1g22180)"
			mips_08_07_07
			mips_40_08
			mips_48
	at_At1g22530	mips_01_06_13	"unknown protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At1g55690 -	mips_01_06_13	"Phosphatidylinositol Transfer Protein, putative"
			mips_63_09
			mips_67_13
	at_At1g72150	mips_01_06_13	"putative cytosolic factor protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At1g72160	mips_01_06_13	"cytosolic factor, putative"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At1g75170 -	mips_08_07_07	"unknown protein"
			mips_48
			mips_63_21
			mips_63_21_99
	at_At2g21520 -	mips_01_06_13	"putative phosphatidylinositol/phosphatidylcholine transfer protein"
			mips_08_07
			mips_63_09
	at_At3g10210 -	mips_10_01_05_05	"unknown protein"
			mips_62_02_01_01
			mips_62_02_01_02
	at_At3g46450	mips_08_07	"putative protein"
			mips_08_07_07
			mips_40_08
			mips_48
	at_At4g09160	mips_01_06_13	"putative protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At4g35750 -	mips_10_01_05	"unknown protein"
			mips_10_01_05_05
			mips_30_04
			mips_35
			mips_35_03
			mips_35_03_17
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_02
	at_At5g47510	mips_01_06_13	"putative protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At5g56160 -	mips_08_07	"putative protein"
			mips_20_25_01
			mips_20_25_01_01
			mips_63_13
			mips_63_13_99
	Training Accuracy: 7/13 (53.85%)
	Training Frequency class 'mips_40_08': 89/4488 (1.98%)

	Evaluation on validation data (2239 items):
	at_At1g19650 -	mips_01_06_13	"sec14 cytosolic factor, putative"
			mips_08_07
			mips_63_09
	at_At2g16380	mips_01_06_13	"putative phosphatidylinositol/phosphatidylcholine transfer protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At2g18180 -	mips_01_06_13	"putative phosphatidylinositol/phophatidylcholine transfer protein"
			mips_63_09
			mips_67_13
	at_At3g51670	mips_01_06_13	"putative protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At4g34580 -	mips_01_06_13	"putative protein"
			mips_63_09
	at_At4g36640	mips_01_06_13	"putative protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
			mips_63_21
			mips_63_21_99
	at_At4g39170	mips_01_06_13	"unknown protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
			mips_67_13
	at_At4g39180 -	mips_01	"SEC14 - like protein"
			mips_01_06
			mips_01_06_13
			mips_63_09
			mips_63_21
			mips_63_21_99
			mips_67
	at_At5g63060 -	mips_01_07	"unknown protein"
			mips_06_04
			mips_08_07_07
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_40_04
			mips_48
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_99
			mips_67
	Validation Accuracy: 4/9 (44.44%)
	Validation Frequency class 'mips_40_08': 48/2239 (2.14%)

	Evaluation on propertest data (3463 items):
	at_At1g01630 -	mips_01	"polyphosphoinositide binding protein, putative"
			mips_01_07
			mips_08
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_63
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_99
			mips_67
	at_At1g14820	mips_08_07	"phosphatidylinositol/phosphatidylcholine transfer protein, putative"
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
			mips_67_13
	at_At1g30690	mips_01_06	"putative phosphatidyl-inositol-transfer protein"
			mips_01_06_13
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_07
			mips_40_03
			mips_40_08
			mips_48
			mips_63_09
			mips_67
	at_At1g55840 -	mips_01_06_13	"polyphosphoinositide binding protein, putative"
			mips_63_09
			mips_63_21
			mips_63_21_99
	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_At1g75370 -	mips_01_06_13	"sec14 cytosolic factor, putative"
			mips_63_09
	at_At2g21540 -	mips_01_06_13	"putative phosphatidylinositol/phophatidylcholine transfer protein"
			mips_63_09
	at_At3g22410 -	mips_01_06_13	"hypothetical protein"
			mips_20_25_01
			mips_20_25_01_01
			mips_63_09
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_99
	at_At3g24840	mips_01_06_13	"phosphatidylinositol transfer protein, putative"
			mips_40_08
			mips_63_09
			mips_67_13
	at_At4g08690 -	mips_63_21	"putative phosphoglyceride transfer protein"
			mips_63_21_99
	at_At4g36490 -	mips_01_06_13	"hypothetical protein"
			mips_63_09
	at_At5g47730 -	mips_01_06	"putative protein"
			mips_01_06_13
			mips_08
			mips_63_09
			mips_63_21
			mips_63_21_99
	Propertest Accuracy: 3/12 (25.00%)
	Propertest Frequency class 'mips_40_08': 66/3463 (1.91%)

	New (unknown) data (2239 items):
	at_At5g04780 -	no entry	null


------------------
Rule 257
	b.82.3 <= 8.5e-08
	c > 0.0016
	f.14 <= 0.0052
	->  class mips_63_09 "lipid binding"

	Evaluation on training data (4488 items):
	at_At2g24610	mips_06_10	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At2g25600 -	mips_67_01	"putative potassium transporter/channel"
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g26650	mips_10_01_09	"K+ transporter, AKT1"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At3g17700	mips_06_10	"cyclic nucleotide-binding transporter 1 (CNBT1)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At3g48010	mips_10_01_09	"putative cyclic nucleotide-gated channel"
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g22200	mips_10	"potassium channel (AKT2)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At5g37500 -	mips_06_10	"guard cell outward rectifying K+ channel"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	Training Accuracy: 5/7 (71.43%)
	Training Frequency class 'mips_63_09': 64/4488 (1.43%)

	Evaluation on validation data (2239 items):
	at_At2g28260 -	mips_06_10	"putative cyclic nucleotide and calmodulin-regulated ion channel protein"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At4g18290	mips_10_01_09	"potassium channel protein KAT2"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g30560	mips_04	"cyclic nucleotide and calmodulin-regulated ion channel-like protein"
			mips_06
			mips_06_10
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05
			mips_10_05_02
			mips_10_05_02_30
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_02
			mips_63
			mips_63_01
			mips_63_09
			mips_63_17
			mips_63_17_03
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At5g14870	mips_06_10	"cyclic nucleotide and calmodulin-regulated ion channel -like protein"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	Validation Accuracy: 3/4 (75.00%)
	Validation Frequency class 'mips_63_09': 34/2239 (1.52%)

	Evaluation on propertest data (3463 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_At3g17690	mips_06_10	"hypothetical protein"
			mips_10_01_09
			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_01
			mips_13_01_01_01
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g32500 -	mips_13	"potassium channel - protein"
			mips_13_05
			mips_20
			mips_30
			mips_30_04
			mips_40_02
			mips_40_04
			mips_63_07
			mips_63_19
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At4g32650 -	mips_10_05_01	"potassium channel protein AtKC"
			mips_10_05_01_10
			mips_13_05
			mips_20_25_01
			mips_20_25_01_01
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g15410 -	mips_10_05_01	"cyclic nucleotide-gated cation channel"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g46240	mips_06_10	"potassium channel protein KAT1 (pir||S32816)"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_13_05
			mips_30_04
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	Propertest Accuracy: 2/6 (33.33%)
	Propertest Frequency class 'mips_63_09': 62/3463 (1.79%)

	New (unknown) data (2239 items):


------------------
Rule 98
	a.5.3 <= 1.1e-13
	->  class mips_63_09 "lipid binding"

	Evaluation on training data (4488 items):
	at_At1g22180 -	mips_08_07	"unknown protein (At1g22180)"
			mips_08_07_07
			mips_40_08
			mips_48
	at_At1g22530	mips_01_06_13	"unknown protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At1g55690	mips_01_06_13	"Phosphatidylinositol Transfer Protein, putative"
			mips_63_09
			mips_67_13
	at_At1g72150	mips_01_06_13	"putative cytosolic factor protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At1g75170 -	mips_08_07_07	"unknown protein"
			mips_48
			mips_63_21
			mips_63_21_99
	at_At2g21520	mips_01_06_13	"putative phosphatidylinositol/phosphatidylcholine transfer protein"
			mips_08_07
			mips_63_09
	at_At4g09160	mips_01_06_13	"putative protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At5g47510	mips_01_06_13	"putative protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At5g56160 -	mips_08_07	"putative protein"
			mips_20_25_01
			mips_20_25_01_01
			mips_63_13
			mips_63_13_99
	Training Accuracy: 6/9 (66.67%)
	Training Frequency class 'mips_63_09': 64/4488 (1.43%)

	Evaluation on validation data (2239 items):
	at_At1g19650	mips_01_06_13	"sec14 cytosolic factor, putative"
			mips_08_07
			mips_63_09
	at_At2g16380	mips_01_06_13	"putative phosphatidylinositol/phosphatidylcholine transfer protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At2g18180	mips_01_06_13	"putative phosphatidylinositol/phophatidylcholine transfer protein"
			mips_63_09
			mips_67_13
	at_At3g51670	mips_01_06_13	"putative protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At4g34580	mips_01_06_13	"putative protein"
			mips_63_09
	at_At4g36640	mips_01_06_13	"putative protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
			mips_63_21
			mips_63_21_99
	at_At4g39170	mips_01_06_13	"unknown protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
			mips_67_13
	at_At4g39180	mips_01	"SEC14 - like protein"
			mips_01_06
			mips_01_06_13
			mips_63_09
			mips_63_21
			mips_63_21_99
			mips_67
	Validation Accuracy: 8/8 (100.00%)
	Validation Frequency class 'mips_63_09': 34/2239 (1.52%)

	Evaluation on propertest data (3463 items):
	at_At1g30690	mips_01_06	"putative phosphatidyl-inositol-transfer protein"
			mips_01_06_13
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_07
			mips_40_03
			mips_40_08
			mips_48
			mips_63_09
			mips_67
	at_At1g55840	mips_01_06_13	"polyphosphoinositide binding protein, putative"
			mips_63_09
			mips_63_21
			mips_63_21_99
	at_At1g75370	mips_01_06_13	"sec14 cytosolic factor, putative"
			mips_63_09
	at_At2g21540	mips_01_06_13	"putative phosphatidylinositol/phophatidylcholine transfer protein"
			mips_63_09
	at_At3g24840	mips_01_06_13	"phosphatidylinositol transfer protein, putative"
			mips_40_08
			mips_63_09
			mips_67_13
	at_At4g08690 -	mips_63_21	"putative phosphoglyceride transfer protein"
			mips_63_21_99
	at_At4g36490	mips_01_06_13	"hypothetical protein"
			mips_63_09
	Propertest Accuracy: 6/7 (85.71%)
	Propertest Frequency class 'mips_63_09': 62/3463 (1.79%)

	New (unknown) data (2239 items):
	at_At5g04780 -	no entry	null


------------------
Rule 159
	a.174.1 <= 1.6e-15
	->  class mips_06_99 "other protein fate related activities"

	Evaluation on training data (4488 items):
	at_At2g40130	mips_04	"unknown protein"
			mips_06
			mips_06_01
			mips_06_13
			mips_06_13_99
			mips_06_99
			mips_40
			mips_40_26
			mips_40_26_03
	at_At3g45450	mips_03_03	"clpC-like protein"
			mips_03_03_01
			mips_06_01
			mips_06_13
			mips_06_13_99
			mips_06_99
			mips_08
			mips_08_07
			mips_11_01
			mips_11_01_05
			mips_40_26
			mips_40_26_03
			mips_63_19_03
	at_At3g52490	mips_06_13_99	"putative protein"
			mips_06_99
			mips_11_01_05
			mips_40_26
			mips_40_26_03
			mips_63_19
			mips_63_19_03
	at_At4g12060	mips_06_01	"putative protein"
			mips_06_13
			mips_06_13_99
			mips_06_99
			mips_11_01
			mips_40_26
			mips_40_26_03
	at_At4g14670	mips_06_01	"heat shock protein like"
			mips_06_13_99
			mips_06_99
			mips_11_01_05
			mips_40_26
			mips_40_26_03
			mips_63_19_03
	at_At4g25370	mips_04_05_01_04	"unknown protein"
			mips_06_01
			mips_06_13
			mips_06_13_99
			mips_06_99
			mips_40_26
			mips_40_26_03
	at_At4g29920	mips_06	"putative protein"
			mips_06_01
			mips_06_13
			mips_06_13_99
			mips_06_99
			mips_11
			mips_11_01
			mips_11_01_05
			mips_40
			mips_40_03
			mips_40_16
			mips_40_26
			mips_40_26_03
			mips_63
			mips_63_19
			mips_63_19_03
			mips_99
	at_At5g51070	mips_06_13_99	"Erd1 protein precursor (sp|P42762)"
			mips_06_99
			mips_11_01_05
			mips_40_26
			mips_40_26_03
			mips_63_19_03
	at_At5g57710	mips_04	"101 kDa heat shock protein; HSP101-like protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_01
			mips_06_13
			mips_06_13_99
			mips_06_99
			mips_11
			mips_11_01
			mips_11_01_05
			mips_40_03
			mips_40_26
			mips_40_26_03
			mips_63
			mips_63_19
			mips_63_19_03
	Training Accuracy: 9/9 (100.00%)
	Training Frequency class 'mips_06_99': 26/4488 (0.58%)

	Evaluation on validation data (2239 items):
	at_At3g48870	mips_04	"AtClpC"
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_01
			mips_06_13
			mips_06_13_99
			mips_06_99
			mips_11
			mips_11_01
			mips_11_01_05
			mips_40
			mips_40_26
			mips_40_26_03
			mips_63_19
			mips_63_19_03
	at_At4g30350	mips_06_01	"putative protein"
			mips_06_13_99
			mips_06_99
			mips_11_01_05
			mips_63_19_03
	Validation Accuracy: 2/2 (100.00%)
	Validation Frequency class 'mips_06_99': 8/2239 (0.36%)

	Evaluation on propertest data (3463 items):
	at_At1g74310	mips_06_01	"heat shock protein 101"
			mips_06_13_99
			mips_06_99
			mips_11_01_05
			mips_40_26
			mips_40_26_03
			mips_63_19_03
	at_At2g25140	mips_06_01	"putative ATP-dependent CLPB protein"
			mips_06_13_99
			mips_06_99
			mips_11_01_05
			mips_40_26
			mips_40_26_03
			mips_63_19_03
	at_At5g15450	mips_06_01	"clpB heat shock protein-like"
			mips_06_13
			mips_06_13_99
			mips_06_99
			mips_11_01
			mips_11_01_05
			mips_63_19_03
	at_At5g50920	mips_06_01	"ATP-dependent Clp protease, ATP-binding subunit"
			mips_06_13
			mips_06_13_99
			mips_06_99
			mips_11_01_05
			mips_40_26
			mips_40_26_03
			mips_63_19
			mips_63_19_03
	Propertest Accuracy: 4/4 (100.00%)
	Propertest Frequency class 'mips_06_99': 13/3463 (0.38%)

	New (unknown) data (2239 items):


------------------
Rule 566
	a.158 <= 8e-05
	b.69.1 > 0.00056
	c.10 > 0.00068
	d.23.1 > 0
	->  class mips_06_99 "other protein fate related activities"

	Evaluation on training data (4488 items):
	at_At1g06110 -	mips_01_05_04	"unknown protein"
			mips_01_25
			mips_01_25_03
			mips_06_07_05
			mips_63_02
	at_At1g23770 -	mips_01_01_04	"unknown protein"
			mips_06_07_05
			mips_06_13_01
			mips_06_13_01_01
	at_At1g25280 -	mips_10_01	""
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_40_02
			mips_40_03
			mips_43
			mips_43_03
			mips_43_03_03
			mips_43_03_23
			mips_47
			mips_47_03
			mips_47_03_02
			mips_48
			mips_63_09
	at_At1g47270 -	mips_10_01_05	"unknown protein"
			mips_10_01_05_05
			mips_10_05
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_40_02
			mips_43
			mips_43_03
			mips_43_03_03
			mips_43_03_23
			mips_47
			mips_47_03
			mips_47_03_02
			mips_48
			mips_63_09
	at_At1g56240	mips_06_99	"hypothetical protein"
	at_At1g56250	mips_06_99	"hypothetical protein"
	at_At1g63090	mips_06_99	"unknown protein"
	at_At2g02230	mips_06_99	"putative phloem-specific lectin"
	at_At2g02250	mips_06_99	"lectin-like protein"
	at_At2g02300	mips_06_99	"putative phloem-specific lectin"
	at_At2g02310	mips_06_99	"putative phloem-specific lectin"
	at_At2g02320	mips_06_99	"hypothetical protein"
	at_At2g02360	mips_06_99	"putative phloem-specific lectin"
	at_At5g21040 -	mips_06_07_05	"unknown protein"
	at_At5g24560	mips_06_99	"phloem-specific lectin-like protein"
	at_At5g48170 -	mips_01_01_04	"putative protein"
			mips_06_07_05
			mips_06_13_01
	at_At5g56180 -	mips_13_05	"putative protein"
			mips_30_04_03
	Training Accuracy: 10/17 (58.82%)
	Training Frequency class 'mips_06_99': 26/4488 (0.58%)

	Evaluation on validation data (2239 items):
	at_At1g23780 -	mips_03	"unknown protein"
			mips_03_03
			mips_03_03_01
			mips_06_07_05
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_14_04
			mips_25_05
			mips_63_01
	at_At1g70590 -	mips_01_05_04	"unknown protein"
			mips_03_03_01_01_09
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03
			mips_14_04_03_05
			mips_40_10_99
	at_At2g02340	mips_06_99	"putative phloem-specific lectin"
	at_At3g61060	mips_06_99	"unknown protein"
	Validation Accuracy: 2/4 (50.00%)
	Validation Frequency class 'mips_06_99': 8/2239 (0.36%)

	Evaluation on propertest data (3463 items):
	at_At1g12710	mips_06_99	"hypothetical protein"
	at_At1g20790 -	mips_20_25_16	"hypothetical protein"
	at_At1g21760 -	mips_03_03	"unknown protein"
			mips_03_03_01
			mips_06_07
			mips_06_07_05
			mips_06_13
	at_At1g67340 -	mips_01_06_10	"unknown protein"
			mips_02_99
			mips_03_03_01_01
			mips_03_03_01_01_01
			mips_14_04_03
			mips_14_04_03_01
			mips_14_10
			mips_20_25
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_16
			mips_30_03
			mips_47
			mips_47_03
			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_47_03_99
	at_At1g76900 -	mips_10_01_05_05	"hypothetical protein"
			mips_20_25_01
			mips_20_25_01_01
			mips_43
			mips_43_03
			mips_43_03_03
			mips_43_03_23
			mips_47_03_02
			mips_48
			mips_63_09
	at_At2g02270	mips_06_99	"putative phloem-specific lectin"
	at_At3g52030 -	mips_01_01_04	"hypothetical protein"
			mips_06_07_05
			mips_06_13_01
	at_At3g53000	mips_06_99	"putative protein"
	at_At4g24210 -	mips_06_07_05	"unknown protein"
	at_At5g18680 -	mips_10_01_05_05	"tub family-like protein"
			mips_20_25_01
			mips_20_25_01_01
			mips_43
			mips_43_03
			mips_43_03_03
			mips_43_03_23
			mips_47_03_02
			mips_48
			mips_63_09
	at_At5g52120	mips_06_99	"putative protein"
	Propertest Accuracy: 4/11 (36.36%)
	Propertest Frequency class 'mips_06_99': 13/3463 (0.38%)

	New (unknown) data (2239 items):
	at_At1g11810 -	no entry	null
	at_At1g20360 -	no entry	null
	at_At1g20940 -	no entry	null
	at_At1g31090 -	no entry	null
	at_At1g32430 -	no entry	null
	at_At1g32660 -	no entry	null
	at_At1g47340 -	no entry	null
	at_At1g47730 -	no entry	null
	at_At1g47810 -	no entry	null
	at_At1g53370 -	no entry	null
	at_At1g53790 -	no entry	null
	at_At1g55070 -	no entry	null
	at_At1g57790 -	no entry	null
	at_At1g58090 -	no entry	null
	at_At1g59680 -	no entry	null
	at_At1g65760 -	no entry	null
	at_At1g66490 -	no entry	null
	at_At1g67130 -	no entry	null
	at_At1g67450 -	no entry	null
	at_At1g69090 -	no entry	null
	at_At1g70360 -	no entry	null
	at_At1g70380 -	no entry	null
	at_At1g71320 -	no entry	null
	at_At1g77650 -	no entry	null
	at_At2g02890 -	no entry	null
	at_At2g17030 -	no entry	null
	at_At2g17690 -	no entry	null
	at_At2g18780 -	no entry	null
	at_At2g22710 -	no entry	null
	at_At2g24510 -	no entry	null
	at_At2g27310 -	no entry	null
	at_At2g27520 -	no entry	null
	at_At2g31470 -	no entry	null
	at_At2g32560 -	no entry	null
	at_At2g40920 -	no entry	null
	at_At2g41170 -	no entry	null
	at_At3g07870 -	no entry	null
	at_At3g08750 -	no entry	null
	at_At3g16555 -	no entry	null
	at_At3g17400 -	no entry	null
	at_At3g17480 -	no entry	null
	at_At3g18720 -	no entry	null
	at_At3g18980 -	no entry	null
	at_At3g19880 -	no entry	null
	at_At3g20030 -	no entry	null
	at_At3g20690 -	no entry	null
	at_At3g20710 -	no entry	null
	at_At3g21120 -	no entry	null
	at_At3g21130 -	mips_99	"hypothetical protein"
	at_At3g22700 -	no entry	null
	at_At3g22730 -	no entry	null
	at_At3g22940 -	no entry	null
	at_At3g23950 -	no entry	null
	at_At3g23960 -	no entry	null
	at_At3g24700 -	no entry	null
	at_At3g44120 -	no entry	null
	at_At3g49510 -	no entry	null
	at_At3g49520 -	no entry	null
	at_At3g49980 -	no entry	null
	at_At3g54480 -	no entry	null
	at_At3g59610 -	no entry	null
	at_At3g61340 -	no entry	null
	at_At4g09790 -	no entry	null
	at_At4g11590 -	no entry	null
	at_At4g12560 -	no entry	null
	at_At4g19940 -	no entry	null
	at_At4g21510 -	no entry	null
	at_At4g22170 -	no entry	null
	at_At4g33290 -	no entry	null
	at_At5g14160 -	no entry	null
	at_At5g15670 -	no entry	null
	at_At5g36820 -	no entry	null
	at_At5g38810 -	no entry	null
	at_At5g39450 -	no entry	null
	at_At5g39460 -	no entry	null
	at_At5g41490 -	no entry	null
	at_At5g41720 -	no entry	null
	at_At5g42430 -	no entry	null
	at_At5g44220 -	no entry	null
	at_At5g45360 -	no entry	null
	at_At5g47300 -	no entry	null
	at_At5g50220 -	no entry	null
	at_At5g51000 -	no entry	null
	at_At5g52620 -	no entry	null
	at_At5g55150 -	no entry	null
	at_At5g60060 -	no entry	null
	at_At5g62510 -	no entry	null
	at_At5g62660 -	no entry	null
	at_At1g11620 -	no entry	null
	at_At1g12170 -	no entry	null
	at_At1g12190 -	no entry	null
	at_At1g19070 -	no entry	null
	at_At1g20800 -	no entry	null
	at_At1g26510 -	no entry	null
	at_At1g30200 -	no entry	null
	at_At1g30790 -	no entry	null
	at_At1g30920 -	no entry	null
	at_At1g30930 -	no entry	null
	at_At1g32140 -	no entry	null
	at_At1g32420 -	no entry	null
	at_At1g33010 -	no entry	null
	at_At1g33020 -	no entry	null
	at_At1g36030 -	no entry	null
	at_At1g47800 -	no entry	null
	at_At1g48060 -	no entry	null
	at_At1g49360 -	no entry	null
	at_At1g50870 -	no entry	null
	at_At1g50880 -	no entry	null
	at_At1g51320 -	no entry	null
	at_At1g52480 -	no entry	null
	at_At1g54550 -	no entry	null
	at_At1g55000 -	no entry	null
	at_At1g57580 -	no entry	null
	at_At1g64840 -	no entry	null
	at_At1g65770 -	no entry	null
	at_At1g70390 -	no entry	null
	at_At1g70970 -	no entry	null
	at_At1g78100 -	no entry	null
	at_At2g03560 -	no entry	null
	at_At2g04810 -	no entry	null
	at_At2g04920 -	no entry	null
	at_At2g11200 -	no entry	null
	at_At2g14290 -	no entry	null
	at_At2g14710 -	no entry	null
	at_At2g15640 -	no entry	null
	at_At2g16220 -	no entry	null
	at_At2g16290 -	no entry	null
	at_At2g16450 -	no entry	null
	at_At2g16810 -	no entry	null
	at_At2g17310 -	no entry	null
	at_At2g17830 -	no entry	null
	at_At2g23160 -	no entry	null
	at_At2g24250 -	no entry	null
	at_At2g26160 -	no entry	null
	at_At2g36090 -	no entry	null
	at_At2g38590 -	no entry	null
	at_At3g10240 -	no entry	null
	at_At3g10430 -	no entry	null
	at_At3g12350 -	no entry	null
	at_At3g13680 -	no entry	null
	at_At3g13820 -	no entry	null
	at_At3g13830 -	mips_99	"hypothetical protein"
	at_At3g16210 -	no entry	null
	at_At3g16580 -	no entry	null
	at_At3g16590 -	no entry	null
	at_At3g17270 -	no entry	null
	at_At3g17280 -	no entry	null
	at_At3g17320 -	no entry	null
	at_At3g17490 -	no entry	null
	at_At3g17500 -	no entry	null
	at_At3g17530 -	no entry	null
	at_At3g17540 -	mips_99	"hypothetical protein"
	at_At3g17560 -	no entry	null
	at_At3g18320 -	no entry	null
	at_At3g18340 -	no entry	null
	at_At3g19410 -	no entry	null
	at_At3g19470 -	no entry	null
	at_At3g19890 -	no entry	null
	at_At3g21410 -	no entry	null
	at_At3g22350 -	no entry	null
	at_At3g22650 -	no entry	null
	at_At3g22710 -	no entry	null
	at_At3g22720 -	no entry	null
	at_At3g22870 -	no entry	null
	at_At3g23260 -	no entry	null
	at_At3g24580 -	no entry	null
	at_At3g25550 -	no entry	null
	at_At3g25750 -	no entry	null
	at_At3g26010 -	no entry	null
	at_At3g44130 -	no entry	null
	at_At3g49450 -	no entry	null
	at_At3g52320 -	no entry	null
	at_At3g55900 -	no entry	null
	at_At3g57580 -	no entry	null
	at_At3g57590 -	no entry	null
	at_At4g05010 -	no entry	null
	at_At4g05080 -	no entry	null
	at_At4g09870 -	no entry	null
	at_At4g10740 -	no entry	null
	at_At4g17200 -	no entry	null
	at_At4g17565 -	no entry	null
	at_At4g18380 -	no entry	null
	at_At4g22060 -	no entry	null
	at_At4g22390 -	no entry	null
	at_At4g22660 -	no entry	null
	at_At4g38870 -	no entry	null
	at_At5g03970 -	no entry	null
	at_At5g18160 -	no entry	null
	at_At5g24040 -	no entry	null
	at_At5g36200 -	no entry	null
	at_At5g36730 -	no entry	null
	at_At5g37040 -	no entry	null
	at_At5g38270 -	no entry	null
	at_At5g39250 -	no entry	null
	at_At5g39490 -	no entry	null
	at_At5g41500 -	no entry	null
	at_At5g42460 -	no entry	null
	at_At5g46170 -	no entry	null
	at_At5g48550 -	no entry	null
	at_At5g52610 -	no entry	null
	at_At5g60560 -	no entry	null
	at_At5g65850 -	no entry	null
	at_At5g66830 -	no entry	null
	at_At1g10110 -	no entry	null
	at_At1g22220 -	no entry	null
	at_At1g27490 -	no entry	null
	at_At1g31000 -	no entry	null
	at_At1g31080 -	no entry	null
	at_At1g32020 -	no entry	null
	at_At1g47300 -	no entry	null
	at_At1g47390 -	no entry	null
	at_At1g47790 -	no entry	null
	at_At1g51290 -	no entry	null
	at_At1g52490 -	no entry	null
	at_At1g53550 -	no entry	null
	at_At1g60370 -	no entry	null
	at_At1g61060 -	no entry	null
	at_At1g62270 -	no entry	null
	at_At1g67160 -	no entry	null
	at_At1g70960 -	no entry	null
	at_At1g76830 -	no entry	null
	at_At1g78280 -	no entry	null
	at_At2g02660 -	no entry	null
	at_At2g03610 -	no entry	null
	at_At2g05970 -	no entry	null
	at_At2g19630 -	no entry	null
	at_At2g21930 -	no entry	null
	at_At2g26850 -	no entry	null
	at_At2g33190 -	no entry	null
	at_At2g33200 -	no entry	null
	at_At3g16740 -	no entry	null
	at_At3g16820 -	no entry	null
	at_At3g16880 -	no entry	null
	at_At3g17570 -	no entry	null
	at_At3g17620 -	no entry	null
	at_At3g17710 -	no entry	null
	at_At3g18330 -	no entry	null
	at_At3g18910 -	no entry	null
	at_At3g19560 -	no entry	null
	at_At3g21170 -	no entry	null
	at_At3g23420 -	no entry	null
	at_At3g23880 -	no entry	null
	at_At3g23970 -	no entry	null
	at_At3g25460 -	no entry	null
	at_At3g47020 -	no entry	null
	at_At3g47030 -	no entry	null
	at_At3g47150 -	no entry	null
	at_At3g56470 -	no entry	null
	at_At4g02440 -	no entry	null
	at_At4g09190 -	no entry	null
	at_At4g10190 -	no entry	null
	at_At4g19930 -	no entry	null
	at_At4g21240 -	no entry	null
	at_At4g22180 -	no entry	null
	at_At4g23960 -	no entry	null
	at_At4g29970 -	no entry	null
	at_At5g04010 -	no entry	null
	at_At5g15440 -	no entry	null
	at_At5g25290 -	no entry	null
	at_At5g39470 -	no entry	null
	at_At5g41510 -	no entry	null
	at_At5g52880 -	no entry	null
	at_At5g62060 -	no entry	null
	at_At5g63520 -	no entry	null


------------------
Rule 8
	d <= 0.02
	e.8.1 <= 0.0058
	->  class mips_29_02 "non-LTR retroelements"

	Evaluation on training data (4488 items):
	at_At1g25430	mips_03_01_03	"hypothetical protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At1g29650 -	mips_03_01_05_01	"reverse transcriptase, putative"
			mips_29_01
			mips_29_99
	at_At1g49980 -	mips_03_01_03	"unknown protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_01_01
			mips_29_06
			mips_40_10_99
			mips_40_37
			mips_63_03_01
	at_At2g05980	mips_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01
			mips_03_01_03
			mips_29
			mips_29_02
			mips_29_99
			mips_63
			mips_63_03
			mips_98
	at_At2g14430	mips_03_01_05	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g25550 -	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g31080 -	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g45230	mips_03_01	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_03
			mips_03_01_05
			mips_29
			mips_29_02
	at_At3g32110	mips_03_01_05_01	"non-LTR reverse transcriptase, putative"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g09710	mips_03_01_03	"RNA-directed DNA polymerase -like protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g26360 -	mips_03_01_03	"putative protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_99
	Training Accuracy: 6/11 (54.55%)
	Training Frequency class 'mips_29_02': 42/4488 (0.94%)

	Evaluation on validation data (2239 items):
	at_At1g47910 -	mips_03_01_05_01	"reverse transcriptase, putative"
			mips_29_01
			mips_29_99
	at_At2g01840	mips_03_01	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g16680	mips_03_01_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g10460	mips_29	"putative retrotransposon"
			mips_29_02
	at_At4g10990 -	mips_29_01	"putative retrotransposon polyprotein"
			mips_29_99
	Validation Accuracy: 3/5 (60.00%)
	Validation Frequency class 'mips_29_02': 9/2239 (0.40%)

	Evaluation on propertest data (3463 items):
	at_At1g10160 -	mips_03_01_05_01	"putative reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At1g31100	mips_03_01	"hypothetical protein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At1g34100 -	mips_29_01	"putative protein"
			mips_29_99
	at_At2g05200	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g15540	mips_29_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_02
			mips_29_99
	at_At2g17910 -	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g18820 -	mips_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_99
			mips_63
			mips_63_03
	at_At2g31520	mips_03_01	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g10830 -	mips_03_01_05_01	"putative protein"
			mips_29_01
			mips_29_99
	at_At4g23160 -	mips_29	"putative protein"
			mips_29_01
			mips_29_99
			mips_99
	Propertest Accuracy: 4/10 (40.00%)
	Propertest Frequency class 'mips_29_02': 28/3463 (0.81%)

	New (unknown) data (2239 items):
	at_At1g24640 -	no entry	null
	at_At1g47860 -	no entry	null
	at_At2g28980 -	no entry	null
	at_At3g30570 -	no entry	null
	at_At4g04000 -	no entry	null


------------------
Rule 237
	f.14 <= 0.0052
	->  class mips_67_01 "channel / pore class transporters"

	Evaluation on training data (4488 items):
	at_At1g01340	mips_10_05_01	"CaM-regulated potassium ion channel (ACBK1)"
			mips_10_05_01_10
			mips_13_05
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At2g24610	mips_06_10	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At2g25600	mips_67_01	"putative potassium transporter/channel"
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g26650	mips_10_01_09	"K+ transporter, AKT1"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g29110	mips_10_05_02	"putative ligand-gated ion channel protein (AtGLR2.8)"
			mips_10_05_02_30
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g46450	mips_10_01_09	"putative cyclic nucleotide-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_At3g17700	mips_06_10	"cyclic nucleotide-binding transporter 1 (CNBT1)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At3g48010	mips_10_01_09	"putative cyclic nucleotide-gated channel"
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g01840	mips_13_05	"putative potassium channel"
			mips_67_01
			mips_67_01_01
	at_At4g22200	mips_10	"potassium channel (AKT2)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At4g30360	mips_10_05_01	"cyclic nucleotide and calmodulin-regulated ion channel-like protein"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g11210	mips_10_05_02	"putative protein (AtGLR2.5)"
			mips_10_05_02_30
			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_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At5g37500	mips_06_10	"guard cell outward rectifying K+ channel"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At5g46360	mips_67_01	"KCO-like protein 3 (emb|CAB40380.1)"
			mips_67_01_01
	at_At5g46370	mips_67_01	"outward rectifying potassium channel KCO"
			mips_67_01_01
			mips_67_04
	at_At5g49960	mips_08	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_13_05
			mips_40_02
			mips_40_30
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At5g54250	mips_10_05_01	"cyclic nucleotide and calmodulin-regulated ion channel"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g57940	mips_06_10	"cyclic nucleotide and calmodulin-regulated ion channel (emb|CAB40130.1)"
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_13_05
			mips_20
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	Training Accuracy: 18/18 (100.00%)
	Training Frequency class 'mips_67_01': 74/4488 (1.65%)

	Evaluation on validation data (2239 items):
	at_At1g15990	mips_10_01_09	""
			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_At2g28260	mips_06_10	"putative cyclic nucleotide and calmodulin-regulated ion channel protein"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At2g46440	mips_10_01_09	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10_01_09_07
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g01010	mips_06_10	"cyclic nucleotide gated channel (CNGC4) like protein"
			mips_10_01_09
			mips_10_01_09_07
			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_63_09
			mips_63_17
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At4g18290	mips_10_01_09	"potassium channel protein KAT2"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g30560	mips_04	"cyclic nucleotide and calmodulin-regulated ion channel-like protein"
			mips_06
			mips_06_10
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05
			mips_10_05_02
			mips_10_05_02_30
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_02
			mips_63
			mips_63_01
			mips_63_09
			mips_63_17
			mips_63_17_03
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At5g14870	mips_06_10	"cyclic nucleotide and calmodulin-regulated ion channel -like protein"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	Validation Accuracy: 7/7 (100.00%)
	Validation Frequency class 'mips_67_01': 53/2239 (2.37%)

	Evaluation on propertest data (3463 items):
	at_At1g02510	mips_47_03_11	"hypothetical protein"
			mips_47_03_11_03
			mips_47_03_11_05
			mips_47_03_11_07
			mips_67_01
			mips_67_01_01
	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_At2g17260	mips_10_05_02	"putative glutamate receptor (GLR2)"
			mips_10_05_02_30
			mips_13_03
			mips_13_03_01
			mips_25_05_13
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	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_At2g46430	mips_06	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10
			mips_10_01_01
			mips_10_01_09
			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
			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_63_01
			mips_67
			mips_67_01
			mips_67_01_01
	at_At3g17690	mips_06_10	"hypothetical protein"
			mips_10_01_09
			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_01
			mips_13_01_01_01
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g18160	mips_13_03	"potassium channel - like protein"
			mips_13_03_01
			mips_67_01
			mips_67_01_01
	at_At4g32500	mips_13	"potassium channel - protein"
			mips_13_05
			mips_20
			mips_30
			mips_30_04
			mips_40_02
			mips_40_04
			mips_63_07
			mips_63_19
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At4g32650	mips_10_05_01	"potassium channel protein AtKC"
			mips_10_05_01_10
			mips_13_05
			mips_20_25_01
			mips_20_25_01_01
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g15410	mips_10_05_01	"cyclic nucleotide-gated cation channel"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g46240	mips_06_10	"potassium channel protein KAT1 (pir||S32816)"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_13_05
			mips_30_04
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At5g53130	mips_10_01_09	"cyclic nucleotide-regulated ion channel (emb|CAA76178.1)"
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At5g55630	mips_67_01	"outward rectifying potassium channel KCO"
			mips_67_01_01
	Propertest Accuracy: 13/13 (100.00%)
	Propertest Frequency class 'mips_67_01': 61/3463 (1.76%)

	New (unknown) data (2239 items):
	at_At5g02940 -	no entry	null


------------------
Rule 251
	b.82.3 <= 8.5e-08
	->  class mips_67_01 "channel / pore class transporters"

	Evaluation on training data (4488 items):
	at_At1g01340	mips_10_05_01	"CaM-regulated potassium ion channel (ACBK1)"
			mips_10_05_01_10
			mips_13_05
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At1g01710	mips_01_06_07	"acyl CoA thioesterase, putative"
			mips_02_25
			mips_10_05_01
			mips_10_05_01_10
			mips_13_05
			mips_20_25
			mips_40_19
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_04
	at_At2g01980	mips_13_01	"Na+/H+ antiporter like protein"
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_67_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At2g24610	mips_06_10	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At2g25600	mips_67_01	"putative potassium transporter/channel"
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g26650	mips_10_01_09	"K+ transporter, AKT1"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g46450	mips_10_01_09	"putative cyclic nucleotide-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_At3g17700	mips_06_10	"cyclic nucleotide-binding transporter 1 (CNBT1)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At3g48010	mips_10_01_09	"putative cyclic nucleotide-gated channel"
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g00510	mips_10_01_05_05	"predicted protein with unknown function"
			mips_10_01_05_05_01
			mips_20_25_01
			mips_20_25_01_01
			mips_67_01
	at_At4g22200	mips_10	"potassium channel (AKT2)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At4g30360	mips_10_05_01	"cyclic nucleotide and calmodulin-regulated ion channel-like protein"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g37500	mips_06_10	"guard cell outward rectifying K+ channel"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At5g54250	mips_10_05_01	"cyclic nucleotide and calmodulin-regulated ion channel"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g57940	mips_06_10	"cyclic nucleotide and calmodulin-regulated ion channel (emb|CAB40130.1)"
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_13_05
			mips_20
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	Training Accuracy: 15/15 (100.00%)
	Training Frequency class 'mips_67_01': 74/4488 (1.65%)

	Evaluation on validation data (2239 items):
	at_At1g15990	mips_10_01_09	""
			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_At2g28260	mips_06_10	"putative cyclic nucleotide and calmodulin-regulated ion channel protein"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At2g46440	mips_10_01_09	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10_01_09_07
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g01010	mips_06_10	"cyclic nucleotide gated channel (CNGC4) like protein"
			mips_10_01_09
			mips_10_01_09_07
			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_63_09
			mips_63_17
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At4g18290	mips_10_01_09	"potassium channel protein KAT2"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g30560	mips_04	"cyclic nucleotide and calmodulin-regulated ion channel-like protein"
			mips_06
			mips_06_10
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05
			mips_10_05_02
			mips_10_05_02_30
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_02
			mips_63
			mips_63_01
			mips_63_09
			mips_63_17
			mips_63_17_03
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At5g14870	mips_06_10	"cyclic nucleotide and calmodulin-regulated ion channel -like protein"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	Validation Accuracy: 7/7 (100.00%)
	Validation Frequency class 'mips_67_01': 53/2239 (2.37%)

	Evaluation on propertest data (3463 items):
	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_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_At2g46430	mips_06	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10
			mips_10_01_01
			mips_10_01_09
			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
			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_63_01
			mips_67
			mips_67_01
			mips_67_01_01
	at_At3g17690	mips_06_10	"hypothetical protein"
			mips_10_01_09
			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_01
			mips_13_01_01_01
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g32500	mips_13	"potassium channel - protein"
			mips_13_05
			mips_20
			mips_30
			mips_30_04
			mips_40_02
			mips_40_04
			mips_63_07
			mips_63_19
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At4g32650	mips_10_05_01	"potassium channel protein AtKC"
			mips_10_05_01_10
			mips_13_05
			mips_20_25_01
			mips_20_25_01_01
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g15410	mips_10_05_01	"cyclic nucleotide-gated cation channel"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g46240	mips_06_10	"potassium channel protein KAT1 (pir||S32816)"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_13_05
			mips_30_04
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At5g53130	mips_10_01_09	"cyclic nucleotide-regulated ion channel (emb|CAA76178.1)"
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	Propertest Accuracy: 9/9 (100.00%)
	Propertest Frequency class 'mips_67_01': 61/3463 (1.76%)

	New (unknown) data (2239 items):


------------------
Rule 269
	f.19.1 <= 1.6e-34
	->  class mips_67_01 "channel / pore class transporters"

	Evaluation on training data (4488 items):
	at_At2g16850	mips_25_05_13	"putative aquaporin (plasma membrane intrinsic protein)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At2g25810	mips_13_01	"putative aquaporin (tonoplast intrinsic protein)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g54820 -	mips_33_03_13	"aquaporin/MIP - like protein"
			mips_35_03_17
			mips_67_99
	at_At4g01470	mips_13	"putative water channel protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At4g17340	mips_08	"membrane channel like protein"
			mips_13_01
			mips_20
			mips_20_25
			mips_20_25_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_99
	at_At4g23400 -	mips_20	"water channel - like protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_67_99
	at_At5g18290	mips_13_01	"putative protein"
			mips_20_25
			mips_20_25_99
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_99
	Training Accuracy: 5/7 (71.43%)
	Training Frequency class 'mips_67_01': 74/4488 (1.65%)

	Evaluation on validation data (2239 items):
	at_At1g73190	mips_13_01	"tonoplast intrinsic protein, alpha (alpha-TIP)"
			mips_13_01_01
			mips_13_01_01_99
			mips_20_25_99
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At2g34390	mips_20	"putative aquaporin (plasma membrane intrinsic protein)"
			mips_25
			mips_25_05
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_40
			mips_40_02
			mips_67
			mips_67_01
			mips_67_99
			mips_98
	at_At2g45960	mips_25_05_13	"aquaporin (plasma membrane intrinsic protein 1B)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At3g16240	mips_13_01	"delta tonoplast integral protein (delta-TIP)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g26520	mips_13_01	"salt-stress induced tonoplast intrinsic protein"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g47440	mips_13_01	"aquaporin-like protein"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g53420 -	mips_20	"plasma membrane intrinsic protein 2a"
			mips_25
			mips_25_05
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40
			mips_40_02
			mips_67
			mips_67_99
			mips_98
			mips_99
	at_At3g61430	mips_25_05_13	"plasma membrane intrinsic protein 1a"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At4g00430 -	mips_25_05_13	"transmembrane protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_99
	at_At4g10380 -	mips_33_03_13	"major intrinsic protein (MIP) - like"
			mips_35_03_17
			mips_67_99
	at_At4g18910	mips_25_05	"major intrinsic protein (MIP)- like"
			mips_67
			mips_67_01
			mips_67_99
	at_At5g37820	mips_25_05_13	"Membrane integral protein (MIP) -like"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At5g60660	mips_25_05_13	"mipC protein - like (aquaporin)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	Validation Accuracy: 10/13 (76.92%)
	Validation Frequency class 'mips_67_01': 53/2239 (2.37%)

	Evaluation on propertest data (3463 items):
	at_At1g01620 -	mips_25_05_13	"putative protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_99
	at_At1g17810	mips_13_01_01	"putative protein"
			mips_13_01_01_99
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At1g80760	mips_25_05_13	"nodulin-like protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At2g36830	mips_13_01	"putative aquaporin (tonoplast intrinsic protein gamma)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At2g39010 -	mips_25_05_13	"putative aquaporin (water channel protein)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_99
	at_At3g56950	mips_08	"unknown protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_20
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_67_01
			mips_67_99
	at_At4g19030 -	mips_67_99	"nodulin-26 like protein"
	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_At5g47450	mips_13_01	"membrane channel protein-like; aquaporin (tonoplast intrinsic protein)-like"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	Propertest Accuracy: 6/9 (66.67%)
	Propertest Frequency class 'mips_67_01': 61/3463 (1.76%)

	New (unknown) data (2239 items):
	at_At4g35100 -	no entry	null


------------------
Rule 343
	c.13.2 <= 2.7e-15
	->  class mips_67_04 "ion transporters"

	Evaluation on training data (4488 items):
	at_At1g22150	mips_35_03_05	"sulfate tansporter Sultr1;3 (Sultr1;3)"
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04_07
			mips_67_04_07_05
	at_At1g23090	mips_35	"putative sulphate transporter protein"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04
			mips_67_04_07
			mips_67_04_07_05
	at_At3g12520	mips_35	"putative protein"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04_07
			mips_67_04_07_05
	at_At4g02700	mips_35	"sulfate transporter protein"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04_07
			mips_67_04_07_05
	Training Accuracy: 4/4 (100.00%)
	Training Frequency class 'mips_67_04': 129/4488 (2.87%)

	Evaluation on validation data (2239 items):
	at_At1g77990	mips_13_01	"putative sulfate transporter (At1g77990)"
			mips_13_01_03
			mips_13_01_03_05
			mips_67_04_07
	at_At3g15990	mips_35	"putative sulfate transporter"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04_07
			mips_67_04_07_05
	at_At5g19600	mips_35	"sulfate transporter (Sultr3;5)"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04
			mips_67_04_07
			mips_67_04_07_05
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_67_04': 53/2239 (2.37%)

	Evaluation on propertest data (3463 items):
	at_At1g78000	mips_35	"sulfate transporter (Sultr1;2)"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04_07
			mips_67_04_07_05
	at_At4g08620	mips_35	"putative sulfate transporter"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04_07
			mips_67_04_07_05
	at_At5g10180	mips_35	"sulfate transporter"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04_07
			mips_67_04_07_05
	at_At5g13550	mips_35	"sulfate transporter"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04
			mips_67_04_07
			mips_67_04_07_05
	Propertest Accuracy: 4/4 (100.00%)
	Propertest Frequency class 'mips_67_04': 79/3463 (2.28%)

	New (unknown) data (2239 items):


------------------
Rule 653
	b.82 <= 0.0045
	b.82.1 > 1.1e-15
	b.82.2 > 7.4e-19
	c > 0.02
	->  class mips_13_01 "ionic homeostasis"

	Evaluation on training data (4488 items):
	at_At1g01710 -	mips_01_06_07	"acyl CoA thioesterase, putative"
			mips_02_25
			mips_10_05_01
			mips_10_05_01_10
			mips_13_05
			mips_20_25
			mips_40_19
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_04
	at_At1g17260 -	mips_01	"H+-transporting ATPase AHA10"
			mips_40
			mips_40_02
			mips_63
			mips_63_01
			mips_63_19
			mips_67
			mips_67_04
			mips_67_50
			mips_67_50_22
			mips_67_50_25
			mips_99
	at_At1g80660	mips_02	"H+-transporting ATPase 9 (aha9)"
			mips_02_45
			mips_02_45_99
			mips_06_07
			mips_06_07_03
			mips_06_10
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_03
			mips_13_03_99
			mips_67_04
			mips_67_50_22
			mips_67_50_25
	at_At2g01980	mips_13_01	"Na+/H+ antiporter like protein"
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_67_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At2g18960	mips_02_45	"plasma membrane proton ATPase (PMA)"
			mips_02_45_99
			mips_06_07_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_03
			mips_13_03_99
			mips_67_50_22
			mips_67_50_25
	at_At2g24610	mips_06_10	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At2g25600 -	mips_67_01	"putative potassium transporter/channel"
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g26650	mips_10_01_09	"K+ transporter, AKT1"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At3g17700	mips_06_10	"cyclic nucleotide-binding transporter 1 (CNBT1)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At3g60330	mips_02_45	"plasma membrane H+-ATPase - like"
			mips_02_45_99
			mips_06_07_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_03
			mips_13_03_99
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At4g00510 -	mips_10_01_05_05	"predicted protein with unknown function"
			mips_10_01_05_05_01
			mips_20_25_01
			mips_20_25_01_01
			mips_67_01
	at_At4g22200	mips_10	"potassium channel (AKT2)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At4g30190	mips_02	"H+-transporting ATPase type 2, plasma membrane"
			mips_02_45
			mips_02_45_99
			mips_06_07
			mips_06_07_03
			mips_06_10
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_03
			mips_13_03_99
			mips_40_02
			mips_67_04
			mips_67_50_22
			mips_67_50_25
	at_At5g37500	mips_06_10	"guard cell outward rectifying K+ channel"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At5g57350	mips_02_45	"plasma membrane ATPase 3 (proton pump) (sp|P20431)"
			mips_02_45_99
			mips_06_07_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_03
			mips_13_03_99
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At5g59740 -	mips_01_05_07	"protein serine /threonine kinase - like protein"
			mips_40_08
			mips_40_22
			mips_67_07
	Training Accuracy: 11/16 (68.75%)
	Training Frequency class 'mips_13_01': 97/4488 (2.16%)

	Evaluation on validation data (2239 items):
	at_At1g06850 -	mips_01	"bZip transcription factor AtbZip52"
			mips_04
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_01
			mips_06
			mips_06_07
			mips_30
			mips_30_04
			mips_30_10
			mips_40
			mips_40_10
			mips_40_10_03
			mips_63_01
			mips_63_03
	at_At1g69840 -	mips_03_01_03	"unknown protein"
			mips_10_05_02
			mips_10_05_02_30
			mips_48
			mips_67_01
			mips_67_01_01
	at_At2g24520	mips_01	"putative plasma membrane proton ATPase"
			mips_02
			mips_02_45
			mips_02_45_99
			mips_06
			mips_06_07
			mips_06_07_03
			mips_06_10
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_03
			mips_13_03_99
			mips_40
			mips_40_02
			mips_63
			mips_63_19
			mips_67
			mips_67_04
			mips_67_50
			mips_67_50_22
			mips_67_50_25
			mips_99
	at_At2g28260	mips_06_10	"putative cyclic nucleotide and calmodulin-regulated ion channel protein"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At3g07610 -	mips_40_26	"hypothetical protein"
			mips_40_26_03
			mips_63_03_01
			mips_63_17
			mips_63_17_09
	at_At4g18290	mips_10_01_09	"potassium channel protein KAT2"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g30560	mips_04	"cyclic nucleotide and calmodulin-regulated ion channel-like protein"
			mips_06
			mips_06_10
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05
			mips_10_05_02
			mips_10_05_02_30
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_02
			mips_63
			mips_63_01
			mips_63_09
			mips_63_17
			mips_63_17_03
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
	Validation Accuracy: 4/7 (57.14%)
	Validation Frequency class 'mips_13_01': 58/2239 (2.59%)

	Evaluation on propertest data (3463 items):
	at_At1g09060 -	mips_40_26	"hypothetical protein"
			mips_40_26_03
			mips_63_03_01
	at_At1g11950 -	mips_40_26	"putative DNA-binding protein"
			mips_40_26_03
			mips_63_03_01
	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_At3g17690	mips_06_10	"hypothetical protein"
			mips_10_01_09
			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_01
			mips_13_01_01_01
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At3g42640 -	mips_67_50_22	"plasma membrane H+-ATPase-like protein"
			mips_67_50_25
	at_At3g47230 -	mips_01_01_99	"putative protein"
			mips_20_20
			mips_20_20_18
			mips_40_10
	at_At3g47950	mips_02	"H+-transporting ATPase - like protein"
			mips_02_45
			mips_02_45_99
			mips_06_07
			mips_06_07_03
			mips_06_10
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_03
			mips_13_03_99
			mips_40_02
			mips_67_04
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At4g30120	mips_08_19	"cadmium-transporting ATPase-like protein"
			mips_11_05_01
			mips_11_05_01_03
			mips_11_05_01_03_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_17
			mips_63_17_09
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_50
			mips_67_50_22
	at_At4g32500 -	mips_13	"potassium channel - protein"
			mips_13_05
			mips_20
			mips_30
			mips_30_04
			mips_40_02
			mips_40_04
			mips_63_07
			mips_63_19
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At4g32650 -	mips_10_05_01	"potassium channel protein AtKC"
			mips_10_05_01_10
			mips_13_05
			mips_20_25_01
			mips_20_25_01_01
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g15410 -	mips_10_05_01	"cyclic nucleotide-gated cation channel"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g46240	mips_06_10	"potassium channel protein KAT1 (pir||S32816)"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_13_05
			mips_30_04
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At5g62670	mips_02_45	"plasma membrane proton ATPase-like"
			mips_02_45_99
			mips_06_07_03
			mips_06_10
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_03
			mips_13_03_99
			mips_67_04
			mips_67_50_22
			mips_67_50_25
	at_At5g62740 -	mips_10_05_02	"unknown protein"
			mips_10_05_02_30
			mips_14_01_05
			mips_14_01_99
			mips_45
			mips_45_03
			mips_45_03_03
			mips_67_01
			mips_67_01_01
	Propertest Accuracy: 6/14 (42.86%)
	Propertest Frequency class 'mips_13_01': 68/3463 (1.96%)

	New (unknown) data (2239 items):
	at_At2g32650 -	no entry	null
	at_At2g42670 -	no entry	null
	at_At4g10300 -	no entry	null
	at_At2g43120 -	no entry	null
	at_At3g17200 -	no entry	null
	at_At3g58670 -	no entry	null
	at_At3g59220 -	no entry	null
	at_At4g17050 -	no entry	null
	at_At5g07950 -	no entry	null
	at_At5g15120 -	no entry	null
	at_At2g32180 -	no entry	null
	at_At4g10290 -	no entry	null


------------------
Rule 198
	b.82.7 > 2.8e-13
	d.58.17 <= 0.0085
	->  class mips_13_01 "ionic homeostasis"

	Evaluation on training data (4488 items):
	at_At1g01490	mips_03_01_09	"putative protein"
			mips_03_01_09_05
			mips_03_01_99
			mips_04_05_01_04_01
			mips_13_01
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At1g23000	mips_13	"hypothetical protein"
			mips_13_01
	at_At1g29000 -	mips_67_50_25	"hypothetical protein"
	at_At1g51090	mips_13_01	"putative proline-rich protein"
	at_At3g21490 -	mips_67_04	"hypothetical protein"
			mips_67_50
			mips_67_50_25
	at_At3g24450 -	mips_67_04	"unknown protein"
			mips_67_50
			mips_67_50_25
	at_At3g53530	mips_06_99	"unknown protein"
			mips_11_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
	at_At4g08570	mips_13_01	"putative metal-binding isoprenylated protein"
	at_At5g02600	mips_13_01	"putative protein"
	at_At5g24580 -	mips_67_50_25	"unknown protein"
	at_At5g27690	mips_06_07	"putative protein"
			mips_13_01
	at_At5g50740	mips_13_01	"putative protein"
	at_At5g63530	mips_06_07	"putative metal-binding protein"
			mips_13_01
	Training Accuracy: 9/13 (69.23%)
	Training Frequency class 'mips_13_01': 97/4488 (2.16%)

	Evaluation on validation data (2239 items):
	at_At1g12520	mips_01_07_10	"putative Cu/Zn superoxide dismutase copper chaperone"
			mips_06_99
			mips_11_07_07
			mips_11_07_07_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_25_05_13
	at_At1g57780 -	mips_06_07	"hypothetical protein"
	at_At2g28090 -	mips_63_19	"hypothetical protein"
			mips_67
			mips_67_50
			mips_67_50_25
	at_At2g36950 -	mips_20_25	"putative farnesylated protein"
			mips_20_25_16
	at_At3g13140	mips_13_01	"hypothetical protein"
	at_At5g37860	mips_13_01	"putative protein"
	at_At5g60800	mips_06_07	"putative protein"
			mips_13_01
	Validation Accuracy: 4/7 (57.14%)
	Validation Frequency class 'mips_13_01': 58/2239 (2.59%)

	Evaluation on propertest data (3463 items):
	at_At1g06330 -	mips_67_50	"hypothetical protein"
			mips_67_50_25
	at_At2g28660 -	mips_06_07	"unknown protein"
	at_At3g56240	mips_06_07	"copper homeostasis factor"
			mips_13_01
	at_At4g27590	mips_13_01	"hypothetical protein"
	at_At5g52740	mips_13_01	"putative protein"
	Propertest Accuracy: 3/5 (60.00%)
	Propertest Frequency class 'mips_13_01': 68/3463 (1.96%)

	New (unknown) data (2239 items):
	at_At1g56210 -	no entry	null
	at_At1g66240 -	no entry	null
	at_At4g13380 -	no entry	null
	at_At5g14910 -	no entry	null
	at_At5g19090 -	no entry	null
	at_At5g52770 -	no entry	null
	at_At5g66370 -	no entry	null
	at_At1g29100 -	no entry	null
	at_At1g55780 -	no entry	null
	at_At1g63950 -	no entry	null
	at_At1g71050 -	no entry	null
	at_At2g35730 -	no entry	null
	at_At2g37390 -	no entry	null
	at_At3g48970 -	no entry	null
	at_At3g51020 -	no entry	null
	at_At4g33520 -	no entry	null
	at_At4g35060 -	mips_06	"unknown protein"
	at_At4g38580 -	no entry	null
	at_At5g03380 -	no entry	null
	at_At5g17450 -	no entry	null
	at_At5g26690 -	no entry	null
	at_At5g50730 -	no entry	null
	at_At5g52750 -	no entry	null
	at_At1g22990 -	no entry	null
	at_At1g49420 -	no entry	null
	at_At4g39700 -	no entry	null
	at_At5g66110 -	no entry	null


------------------
Rule 685
	c.23.1 <= 0.018
	->  class mips_10_05 "transmembrane signal transduction"

	Evaluation on training data (4488 items):
	at_At1g19050 -	mips_04_05_01_04_01	"putative protein"
			mips_10_01_05_07
			mips_10_01_99
	at_At1g59940	mips_10_01_05_07	"putative protein"
			mips_10_01_99
			mips_10_05_01
			mips_10_05_01_10
	at_At1g68210	mips_02_13	"hypothetical protein"
			mips_02_13_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At2g01830	mips_01_04_04	"cytokinin receptor CRE1b (CRE1)"
			mips_01_05_04
			mips_06_07_03
			mips_10_05_01
			mips_10_05_01_10
			mips_13_11_03
			mips_13_11_03_13
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_30
	at_At2g17820	mips_01_05_01_01_01	"histidine kinase 1"
			mips_01_20_03
			mips_02_08
			mips_06_07_03
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_01_01
			mips_62_01
			mips_62_01_01
	at_At2g27070	mips_04_05_01_04_01	"putative two-component response regulator protein"
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At2g41310	mips_02	"putative two-component response regulator 3 protein"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05_01_04_01
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At3g16855	mips_01_05_04	"ARR1 protein, putative, 3' partial"
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_13_11_03
			mips_13_11_03_13
	at_At3g16857	mips_10_05_01	"ARR1 protein, putative, 5' partial"
			mips_10_05_01_10
	at_At3g23150	mips_02_13	"ethylene receptor, putative"
			mips_02_13_05
			mips_06_07_03
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_05
			mips_11_05_05_99
			mips_14_01_03
			mips_20_20
			mips_20_20_18
			mips_40_30
	at_At3g48100	mips_02	"response reactor 2 (ATRR2)"
			mips_01_04_04
			mips_02_13
			mips_02_13_03
			mips_02_13_05
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_11_01
	at_At3g56380	mips_02_13	"response regulator-like protein"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05_01_04_01
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At3g57040	mips_02	"responce reactor 4"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At5g10720	mips_01_04	"histidine kinase - like protein"
			mips_01_04_04
			mips_01_05_04
			mips_06_07_03
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_05
			mips_11_05_05_99
			mips_13_11_03
			mips_13_11_03_13
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At5g35750	mips_01_05_04	"histidine kinase (AHK2)"
			mips_06_07_03
			mips_10_05_01
			mips_10_05_01_10
			mips_13_11_03
			mips_13_11_03_13
			mips_14_01_03
			mips_20_20
			mips_20_20_18
			mips_40_30
	at_At5g49240	mips_10_01_05_07	"putative protein"
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At5g62120	mips_01_04_04	"putative protein"
			mips_04_05_01_04_01
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
	Training Accuracy: 16/17 (94.12%)
	Training Frequency class 'mips_10_05': 204/4488 (4.55%)

	Evaluation on validation data (2239 items):
	at_At1g10470	mips_10_01_05_07	"putative response regulator 3"
			mips_10_01_99
			mips_10_05_01
			mips_10_05_01_10
	at_At1g49190	mips_10_05	"putative two-component response regulator gb|AAD12696.1"
			mips_10_05_01
			mips_10_05_01_10
	at_At1g66340	mips_01_04	"ethylene-response protein, ETR1"
			mips_01_04_04
			mips_06_07_03
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_05
			mips_14_01
			mips_14_01_03
			mips_20_20
			mips_20_20_18
			mips_40_30
	at_At1g67710	mips_04_05_01_04_01	"response regulator 11 (ARR11)"
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_01
			mips_11_05_01_01
			mips_11_05_05
			mips_30_01
			mips_63_03_01
	at_At1g74890	mips_02_13	"putative response regulator (two component phosphotransfer signaling)"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05_01_04_01
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
	at_At4g00760	mips_10_05_01	"putative protein"
			mips_10_05_01_10
			mips_25_03
	at_At4g16110	mips_01_04	"hypothetical protein"
			mips_01_04_04
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_11_05_01
			mips_11_05_01_01
			mips_14_01
			mips_30_01
			mips_63_03_01
	at_At5g02810 -	mips_01_04_04	"unknown protein"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_10_01_05_07
			mips_63_03_01
	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
	at_At5g24470	mips_10_01_05	"pseudo-response regulator 5 (APRR5)"
			mips_10_01_05_07
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_25_03
	at_At5g58080	mips_01_04_04	"ARR2 - like protein"
			mips_04
			mips_10
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
	at_At5g60100 -	mips_02_13	"pseudo-response regulator 3 (APRR3)"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_10_01_05_07
	at_At5g61380 -	mips_02_13	"pseudo-response regulator 1"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05_01_04_01
			mips_10_01_05
			mips_10_01_05_07
	at_At5g62920	mips_01_04_04	"response regulator 6 (ARR6)"
			mips_02_13
			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
	Validation Accuracy: 11/14 (78.57%)
	Validation Frequency class 'mips_10_05': 122/2239 (5.45%)

	Evaluation on propertest data (3463 items):
	at_At1g27320 -	mips_01_05_04	"histidine kinase (AHK3)"
			mips_13_11_03
			mips_13_11_03_13
			mips_14_01
			mips_14_01_03
			mips_20_20
			mips_20_20_18
	at_At2g01760	mips_01_04	"putative two-component response regulator protein"
			mips_01_04_04
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	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_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_At2g40670	mips_02	"putative two-component response regulator protein"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_01
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_25
			mips_25_03
			mips_40_03
			mips_63_03
			mips_63_03_01
	at_At2g46790	mips_10_05_01	"hypothetical protein"
			mips_10_05_01_10
			mips_25_03
	at_At2g47430	mips_01_04	"putative histidine kinase"
			mips_01_04_04
			mips_06_07
			mips_06_07_03
			mips_10_01
			mips_10_01_01
			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_40_30
	at_At3g62670	mips_04_05_01_04_01	"putative protein"
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_01
			mips_11_05_01_01
	at_At4g18020	mips_04_05_01_04_01	"pseudo-response regulator 2 (APRR2)"
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
	at_At4g31920	mips_02_13	"predicted protein"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04
			mips_10
			mips_10_01_01
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	Propertest Accuracy: 9/10 (90.00%)
	Propertest Frequency class 'mips_10_05': 187/3463 (5.40%)

	New (unknown) data (2239 items):


------------------
Rule 247
	b.82.3 <= 8.5e-08
	f.14 <= 0.0052
	->  class mips_10_05 "transmembrane signal transduction"

	Evaluation on training data (4488 items):
	at_At1g01340	mips_10_05_01	"CaM-regulated potassium ion channel (ACBK1)"
			mips_10_05_01_10
			mips_13_05
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At2g24610	mips_06_10	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At2g25600 -	mips_67_01	"putative potassium transporter/channel"
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g26650	mips_10_01_09	"K+ transporter, AKT1"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g46450	mips_10_01_09	"putative cyclic nucleotide-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_At3g17700	mips_06_10	"cyclic nucleotide-binding transporter 1 (CNBT1)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At3g48010	mips_10_01_09	"putative cyclic nucleotide-gated channel"
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g22200	mips_10	"potassium channel (AKT2)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At4g30360	mips_10_05_01	"cyclic nucleotide and calmodulin-regulated ion channel-like protein"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g37500	mips_06_10	"guard cell outward rectifying K+ channel"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At5g54250	mips_10_05_01	"cyclic nucleotide and calmodulin-regulated ion channel"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g57940	mips_06_10	"cyclic nucleotide and calmodulin-regulated ion channel (emb|CAB40130.1)"
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_13_05
			mips_20
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	Training Accuracy: 11/12 (91.67%)
	Training Frequency class 'mips_10_05': 204/4488 (4.55%)

	Evaluation on validation data (2239 items):
	at_At1g15990	mips_10_01_09	""
			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_At2g28260	mips_06_10	"putative cyclic nucleotide and calmodulin-regulated ion channel protein"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At2g46440	mips_10_01_09	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10_01_09_07
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g01010	mips_06_10	"cyclic nucleotide gated channel (CNGC4) like protein"
			mips_10_01_09
			mips_10_01_09_07
			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_63_09
			mips_63_17
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At4g18290	mips_10_01_09	"potassium channel protein KAT2"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g30560	mips_04	"cyclic nucleotide and calmodulin-regulated ion channel-like protein"
			mips_06
			mips_06_10
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05
			mips_10_05_02
			mips_10_05_02_30
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_02
			mips_63
			mips_63_01
			mips_63_09
			mips_63_17
			mips_63_17_03
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At5g14870	mips_06_10	"cyclic nucleotide and calmodulin-regulated ion channel -like protein"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	Validation Accuracy: 7/7 (100.00%)
	Validation Frequency class 'mips_10_05': 122/2239 (5.45%)

	Evaluation on propertest data (3463 items):
	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_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_At2g46430	mips_06	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10
			mips_10_01_01
			mips_10_01_09
			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
			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_63_01
			mips_67
			mips_67_01
			mips_67_01_01
	at_At3g17690	mips_06_10	"hypothetical protein"
			mips_10_01_09
			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_01
			mips_13_01_01_01
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g32500 -	mips_13	"potassium channel - protein"
			mips_13_05
			mips_20
			mips_30
			mips_30_04
			mips_40_02
			mips_40_04
			mips_63_07
			mips_63_19
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At4g32650	mips_10_05_01	"potassium channel protein AtKC"
			mips_10_05_01_10
			mips_13_05
			mips_20_25_01
			mips_20_25_01_01
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g15410	mips_10_05_01	"cyclic nucleotide-gated cation channel"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g46240	mips_06_10	"potassium channel protein KAT1 (pir||S32816)"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_13_05
			mips_30_04
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At5g53130	mips_10_01_09	"cyclic nucleotide-regulated ion channel (emb|CAA76178.1)"
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	Propertest Accuracy: 8/9 (88.89%)
	Propertest Frequency class 'mips_10_05': 187/3463 (5.40%)

	New (unknown) data (2239 items):


------------------
Rule 734
	a.118.6 > 0.0027
	a.158 > 8e-05
	c.55.1 <= 0.00011
	e.20 > 4.5e-30
	->  class mips_63_06 "motor protein"

	Evaluation on training data (4488 items):
	at_At1g13180	mips_13_05	"actin-like protein"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At1g18450	mips_13_05	"unknown protein"
			mips_30_04_03
			mips_63_06
	at_At1g47840 -	mips_02	"hexokinase, putative"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_04
			mips_03
			mips_03_03
			mips_03_03_01
			mips_40_03
			mips_40_16
			mips_63_19
	at_At1g72160 -	mips_01_06_13	"cytosolic factor, putative"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At1g80460 -	mips_01_06_01	"putative glycerol kinase"
			mips_01_06_01_01
			mips_01_06_01_03
			mips_10_01_05
			mips_67_07
			mips_67_07_01
	at_At2g37620	mips_13_05	"actin 3"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At2g42100	mips_13_05	"putative actin"
			mips_30_04_03
			mips_40_04
			mips_63_06
			mips_63_07
	at_At2g45270 -	mips_06_13	"sialoglycoprotease GCP1 (GCP1)"
			mips_06_99
	at_At3g20040 -	mips_01	"hexokinase, putative"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_04
			mips_03
			mips_03_03
			mips_03_03_01
			mips_40_16
			mips_63
			mips_63_19
	at_At3g33520	mips_13_05	"actin like protein"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g53750	mips_13_05	"actin (ACT3)"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g60830	mips_13_05	"actin - like protein"
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63_06
			mips_63_07
	at_At4g22720 -	mips_06_99	"glycoprotein endopeptidase - like protein"
	at_At4g29130 -	mips_01_05	"hexokinase"
			mips_01_05_01_01
			mips_01_05_04
			mips_02_01
			mips_03
			mips_03_03
			mips_03_03_01
			mips_63_19
	at_At5g59370	mips_13	"actin 4"
			mips_13_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63
			mips_63_06
			mips_63_07
	Training Accuracy: 8/15 (53.33%)
	Training Frequency class 'mips_63_06': 76/4488 (1.69%)

	Evaluation on validation data (2239 items):
	at_At1g11660 -	mips_11_01_05	"putative heat-shock protein"
			mips_13_11
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_02
			mips_47_03_15
			mips_47_03_15_07
	at_At1g73910	mips_13_05	"putative actin"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At2g21370 -	mips_01_06_01	"putative xylulose kinase"
			mips_01_06_01_01
			mips_01_06_01_03
			mips_10_01_05
			mips_67_07
			mips_67_07_01
	at_At2g42170 -	mips_06	"pseudogene"
			mips_06_04
			mips_08
			mips_08_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_07
			mips_37
			mips_37_03
			mips_37_03_13
			mips_37_03_13_05
			mips_40_03
			mips_40_04
			mips_40_04_07
			mips_47
			mips_47_03
			mips_47_03_13
			mips_47_03_13_05
			mips_63
			mips_63_01
			mips_63_07
	at_At3g12110	mips_13_05	"unknown protein"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g18780	mips_13_05	"actin 2"
			mips_30_04_03
			mips_40_04
			mips_63_06
	at_At3g27000	mips_13	"actin related protein, putative"
			mips_13_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63
			mips_63_06
			mips_63_07
	at_At4g37840 -	mips_02_01	"hexokinase - like protein"
	at_At5g09810	mips_13_05	"ACTIN 2/7 (sp|P53492)"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	Validation Accuracy: 5/9 (55.56%)
	Validation Frequency class 'mips_63_06': 36/2239 (1.61%)

	Evaluation on propertest data (3463 items):
	at_At1g30540 -	mips_01_05_01_01_04	"unknown protein"
	at_At1g49240	mips_13	"actin 11 like protein"
			mips_13_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40
			mips_40_04
			mips_63
			mips_63_06
			mips_63_07
	at_At1g50460 -	mips_01_05_04	"hexokinase, putative"
	at_At2g19860 -	mips_01_05_04	"hexokinase (ATHXK2)"
	at_At2g42090	mips_13_05	"putative actin"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g46520	mips_13_05	"actin 12"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At4g16660 -	mips_01_03	"HSP like protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_11
			mips_06_01
			mips_11_01_05
			mips_11_01_07
			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
	at_At4g30310 -	mips_01_06_01_01	"putative protein"
			mips_01_06_01_03
			mips_67_07
			mips_67_07_01
	at_At5g43500	mips_13_05	"actin-like protein"
			mips_30_04_03
			mips_63_06
	at_At5g49650 -	mips_01_06_01_01	"xylulose kinase"
			mips_01_06_01_03
			mips_67_07
			mips_67_07_01
	Propertest Accuracy: 4/10 (40.00%)
	Propertest Frequency class 'mips_63_06': 66/3463 (1.91%)

	New (unknown) data (2239 items):
	at_At1g47860 -	no entry	null


------------------
Rule 733
	a.118.6 > 0.0027
	c.55.1 <= 0.00011
	e.20 > 4.5e-30
	->  class mips_30_04 "cytoskeleton"

	Evaluation on training data (4488 items):
	at_At1g13180	mips_13_05	"actin-like protein"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At1g18450	mips_13_05	"unknown protein"
			mips_30_04_03
			mips_63_06
	at_At1g47840 -	mips_02	"hexokinase, putative"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_04
			mips_03
			mips_03_03
			mips_03_03_01
			mips_40_03
			mips_40_16
			mips_63_19
	at_At1g72160 -	mips_01_06_13	"cytosolic factor, putative"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At1g80460 -	mips_01_06_01	"putative glycerol kinase"
			mips_01_06_01_01
			mips_01_06_01_03
			mips_10_01_05
			mips_67_07
			mips_67_07_01
	at_At2g37620	mips_13_05	"actin 3"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At2g42100	mips_13_05	"putative actin"
			mips_30_04_03
			mips_40_04
			mips_63_06
			mips_63_07
	at_At2g45270 -	mips_06_13	"sialoglycoprotease GCP1 (GCP1)"
			mips_06_99
	at_At3g20040 -	mips_01	"hexokinase, putative"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_04
			mips_03
			mips_03_03
			mips_03_03_01
			mips_40_16
			mips_63
			mips_63_19
	at_At3g33520	mips_13_05	"actin like protein"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g53750	mips_13_05	"actin (ACT3)"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g60830	mips_13_05	"actin - like protein"
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63_06
			mips_63_07
	at_At4g22720 -	mips_06_99	"glycoprotein endopeptidase - like protein"
	at_At4g29130 -	mips_01_05	"hexokinase"
			mips_01_05_01_01
			mips_01_05_04
			mips_02_01
			mips_03
			mips_03_03
			mips_03_03_01
			mips_63_19
	at_At5g56180	mips_13_05	"putative protein"
			mips_30_04_03
	at_At5g59370	mips_13	"actin 4"
			mips_13_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63
			mips_63_06
			mips_63_07
	Training Accuracy: 9/16 (56.25%)
	Training Frequency class 'mips_30_04': 140/4488 (3.12%)

	Evaluation on validation data (2239 items):
	at_At1g11660 -	mips_11_01_05	"putative heat-shock protein"
			mips_13_11
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_02
			mips_47_03_15
			mips_47_03_15_07
	at_At1g73910	mips_13_05	"putative actin"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At2g21370 -	mips_01_06_01	"putative xylulose kinase"
			mips_01_06_01_01
			mips_01_06_01_03
			mips_10_01_05
			mips_67_07
			mips_67_07_01
	at_At2g42170	mips_06	"pseudogene"
			mips_06_04
			mips_08
			mips_08_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_07
			mips_37
			mips_37_03
			mips_37_03_13
			mips_37_03_13_05
			mips_40_03
			mips_40_04
			mips_40_04_07
			mips_47
			mips_47_03
			mips_47_03_13
			mips_47_03_13_05
			mips_63
			mips_63_01
			mips_63_07
	at_At3g12110	mips_13_05	"unknown protein"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g18780	mips_13_05	"actin 2"
			mips_30_04_03
			mips_40_04
			mips_63_06
	at_At3g27000	mips_13	"actin related protein, putative"
			mips_13_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63
			mips_63_06
			mips_63_07
	at_At4g37840 -	mips_02_01	"hexokinase - like protein"
	at_At5g09810	mips_13_05	"ACTIN 2/7 (sp|P53492)"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	Validation Accuracy: 6/9 (66.67%)
	Validation Frequency class 'mips_30_04': 65/2239 (2.90%)

	Evaluation on propertest data (3463 items):
	at_At1g30540 -	mips_01_05_01_01_04	"unknown protein"
	at_At1g49240	mips_13	"actin 11 like protein"
			mips_13_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40
			mips_40_04
			mips_63
			mips_63_06
			mips_63_07
	at_At1g50460 -	mips_01_05_04	"hexokinase, putative"
	at_At2g19860 -	mips_01_05_04	"hexokinase (ATHXK2)"
	at_At2g42090	mips_13_05	"putative actin"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g46520	mips_13_05	"actin 12"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At4g16660 -	mips_01_03	"HSP like protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_11
			mips_06_01
			mips_11_01_05
			mips_11_01_07
			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
	at_At4g30310 -	mips_01_06_01_01	"putative protein"
			mips_01_06_01_03
			mips_67_07
			mips_67_07_01
	at_At5g43500	mips_13_05	"actin-like protein"
			mips_30_04_03
			mips_63_06
	at_At5g49650 -	mips_01_06_01_01	"xylulose kinase"
			mips_01_06_01_03
			mips_67_07
			mips_67_07_01
	Propertest Accuracy: 4/10 (40.00%)
	Propertest Frequency class 'mips_30_04': 107/3463 (3.09%)

	New (unknown) data (2239 items):
	at_At1g47860 -	no entry	null


------------------
Rule 271
	b.35.1 <= 8.3e-05
	c <= 0.02
	->  class mips_02_16 "fermentation"

	Evaluation on training data (4488 items):
	at_At1g64710 -	mips_01_20_01	"putative protein"
			mips_01_20_01_05
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At1g65560	mips_02_16	"putative oxido reductase (At1g65560)"
	at_At2g21890	mips_01_05_01_01_03	"putative cinnamyl-alcohol dehydrogenase"
			mips_01_20_01
			mips_01_20_01_05
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_01
	at_At3g15090	mips_01_20_01	"zinc-binding dehydrogenase, putative"
			mips_01_20_01_05
			mips_02_16
	at_At3g45770	mips_02_16	"nuclear receptor binding factor-like protein"
	at_At4g13010	mips_02_16	"unknown protein"
	at_At4g37970	mips_01_05_01_01_03	"cinnamyl alcohol dehydrogenase -like protein, LCADa"
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_01
	at_At4g37980	mips_01_05_01_01	"cinnamyl-alcohol dehydrogenase ELI3-1"
			mips_01_05_01_01_03
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_01
			mips_40_16
			mips_63_09
			mips_63_17_09
			mips_67_15
	at_At5g61510	mips_02	"quinone oxidoreductase - like protein"
			mips_01_05_01
			mips_02_16
			mips_02_16_01
			mips_11_07
			mips_40_16
			mips_63_17
			mips_63_17_09
	Training Accuracy: 8/9 (88.89%)
	Training Frequency class 'mips_02_16': 61/4488 (1.36%)

	Evaluation on validation data (2239 items):
	at_At1g22430 -	mips_01_20	"Very similar to alcohol dehydrogenase"
			mips_01_20_01
			mips_01_20_01_05
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At1g22440 -	mips_01_20_01	"Very similar to alcohol dehydrogenase"
			mips_01_20_01_05
			mips_63_17_09
	at_At1g23740	mips_02_16	"putative auxin-induced protein"
			mips_63_21
			mips_63_21_07
	at_At1g77120 -	mips_01_20_01	"alcohol dehydrogenase"
			mips_01_20_01_05
			mips_63_17_09
	at_At2g21730	mips_01_05_01_01_03	"putative cinnamyl-alcohol dehydrogenase"
			mips_01_20_01
			mips_01_20_01_05
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_01
	at_At4g39330	mips_01_20_01	"cinnamyl-alcohol dehydrogenase CAD1"
			mips_01_20_01_05
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
	at_At5g16980 -	mips_63_17_09	"quinone oxidoreductase -like protein"
	at_At5g16990	mips_02	"quinone oxidoreductase - like protein"
			mips_01_05_01
			mips_01_06
			mips_02_16
			mips_11_07
	at_At5g63620 -	mips_01_20_01	"alcohol dehydrogenase-like protein"
			mips_01_20_01_05
			mips_63_17
			mips_63_17_09
			mips_67_15
	Validation Accuracy: 4/9 (44.44%)
	Validation Frequency class 'mips_02_16': 26/2239 (1.16%)

	Evaluation on propertest data (3463 items):
	at_At1g32780 -	mips_01_06_01_05	"alcohol dehydrogenase like protein"
			mips_01_20_01
			mips_01_20_01_05
	at_At1g49670	mips_02_16	"ARP protein (At1g49670; F14J22.10)"
	at_At1g72680	mips_01_20_01	"putative cinnamyl-alcohol dehydrogenase"
			mips_01_20_01_05
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
	at_At3g19450	mips_01_05_01_01_03	"putative cinnamyl alcohol dehydrogenase 2"
			mips_01_20_01
			mips_01_20_01_05
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_01
	at_At3g56460	mips_02_16	"quinone reductase-like protein"
			mips_11_07
	at_At4g21580	mips_02_16	"putative NADPH quinone oxidoreductase"
			mips_20_25_01
			mips_20_25_01_01
			mips_63_17_09
	at_At4g22110 -	mips_01_20_01	"alcohol dehydrogenase like protein"
			mips_01_20_01_05
	at_At4g34230	mips_01_20_35	"cinnamyl alcohol dehydrogenase like protein"
			mips_01_20_35_01
			mips_02_16
			mips_11_07
			mips_30_01
			mips_63_17
			mips_63_17_09
	at_At4g37990	mips_01_05_01_01_03	"cinnamyl-alcohol dehydrogenase ELI3-2"
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_01
			mips_11_07
			mips_30_01
			mips_63_17
			mips_63_17_09
	at_At5g16960	mips_02_16	"quinone oxidoreductase -like protein"
	at_At5g16970	mips_02_16	"quinone oxidoreductase -like protein"
	at_At5g24760 -	mips_01_05_01	"alcohol dehydrogenase - like protein"
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_01_20
			mips_01_20_01
			mips_01_20_01_05
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At5g42250 -	mips_01_20	"alcohol dehydrogenase"
			mips_01_20_01
			mips_01_20_01_05
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At5g43940 -	mips_01_20_01	"alcohol dehydrogenase (EC 1.1.1.1) class III (pir||S71244)"
			mips_01_20_01_05
			mips_63_17_09
			mips_67_15
	at_At5g51970 -	mips_01_05_01_01_01	"sorbitol dehydrogenase-like protein"
			mips_01_20_01
			mips_01_20_01_05
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_63_17
			mips_63_17_09
			mips_67_15
	Propertest Accuracy: 9/15 (60.00%)
	Propertest Frequency class 'mips_02_16': 38/3463 (1.10%)

	New (unknown) data (2239 items):
	at_At1g26320 -	no entry	null
	at_At5g17000 -	no entry	null
	at_At5g37940 -	no entry	null
	at_At5g37980 -	no entry	null
	at_At5g38000 -	no entry	null


------------------
Rule 229
	d.145 <= 3.9e-39
	d.87.2 > 1.4e-11
	->  class mips_02_16 "fermentation"

	Evaluation on training data (4488 items):
	at_At1g26380	mips_01_05_01_01_01	"putative protein"
			mips_01_20_17
			mips_01_20_17_09
			mips_02_16
	at_At1g26400	mips_01_05_01_01_01	"hypothetical protein"
			mips_01_20_17_09
			mips_02_16
	at_At1g26410 -	mips_01_20_17_09	"unknown protein"
			mips_01_20_99
			mips_20_20
			mips_20_20_18
	at_At1g26420	mips_02	"hypothetical protein"
			mips_01_05_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_09
			mips_02_16
			mips_02_16_03
			mips_40_16
			mips_67_15
	at_At1g30700	mips_01_20_17	"putative reticuline oxidase-like protein"
			mips_01_20_17_09
			mips_02_16
			mips_40_19
			mips_67_15
	at_At1g30710 -	mips_01_20_17_09	"putative reticuline oxidase-like protein"
			mips_01_20_99
			mips_02_99
			mips_20_20
			mips_20_20_18
	at_At1g30730 -	mips_01_20_17_09	"putative reticuline oxidase-like protein"
			mips_40_19
	at_At1g75450	mips_02	"cytokinin oxidase (CKX6)"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_99
			mips_02_16
			mips_02_16_03
			mips_02_99
			mips_14
			mips_14_04
			mips_20
			mips_20_20
			mips_20_20_18
			mips_25
			mips_30
			mips_30_04
			mips_40_03
			mips_40_04
			mips_40_16
			mips_67
			mips_67_15
	at_At2g34790 -	mips_01	"putative berberine bridge enzyme"
			mips_01_05
			mips_01_05_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_09
			mips_01_20_99
			mips_14
			mips_14_04
			mips_20
			mips_20_20
			mips_20_20_18
			mips_25
			mips_67
			mips_67_15
			mips_99
	at_At2g46750 -	mips_02	"unknown protein"
			mips_01_05_01
			mips_01_06
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_02_99
			mips_11_01
			mips_30_04
			mips_40_04
			mips_40_16
			mips_40_19
			mips_67_15
	at_At2g46760	mips_01_05_01_01_01	"unknown protein"
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_02_16
			mips_02_99
			mips_30_04
			mips_40_19
			mips_67_15
	at_At3g47930	mips_01_05_01_01_01	"L-galactono-1,4-lactone dehydrogenase - like protein"
			mips_01_07_01
			mips_01_20_17_09
			mips_01_20_99
			mips_02_16
			mips_02_99
			mips_20_20
			mips_20_20_18
	at_At3g63440	mips_01	"cytokinin oxidase -like protein"
			mips_02
			mips_01_05
			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_09
			mips_01_20_99
			mips_02_16
			mips_02_16_03
			mips_02_99
			mips_11
			mips_11_01
			mips_20
			mips_20_20
			mips_20_20_18
			mips_30
			mips_30_04
			mips_40
			mips_40_03
			mips_40_04
			mips_40_16
	at_At4g20800	mips_02	"putative 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_09
			mips_02_16
			mips_40_04
			mips_40_16
	at_At4g20840 -	mips_01_20_17_09	"reticuline oxidase - like protein"
	at_At4g20860	mips_01_05_01_01_01	"berberine bridge enzyme - like protein"
			mips_01_20_17_09
			mips_02_16
			mips_02_99
	at_At4g29740	mips_02	"cytokinin oxidase - like protein"
			mips_01_05_01
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_99
			mips_02_16
			mips_02_16_03
			mips_02_99
			mips_20
			mips_20_20
			mips_20_20_18
			mips_30_04
			mips_40_04
			mips_40_16
			mips_67_15
	at_At5g11540	mips_01_05_01_01_01	"putative protein"
			mips_01_07_01
			mips_01_20_17_09
			mips_02_16
			mips_02_99
			mips_40_19
	at_At5g44380	mips_01_06	"berberine bridge enzyme-like protein"
			mips_01_20_17
			mips_01_20_17_09
			mips_02_16
			mips_40_19
			mips_67_15
	at_At5g44410 -	mips_01_20_17_09	"berberine bridge enzyme-like protein"
	at_At5g56490	mips_01_05_01_01	"putative protein"
			mips_01_05_01_01_01
			mips_01_07_01
			mips_02_16
			mips_02_99
			mips_40_04
			mips_40_19
	Training Accuracy: 14/21 (66.67%)
	Training Frequency class 'mips_02_16': 61/4488 (1.36%)

	Evaluation on validation data (2239 items):
	at_At1g01980	mips_01_20_17_09	"hypothetical protein"
			mips_01_20_99
			mips_02_16
			mips_20_20
			mips_20_20_18
	at_At1g30760 -	mips_02	"putative reticuline oxidase-like protein, 3' partial"
			mips_01_05
			mips_01_05_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_09
			mips_02_99
			mips_30
			mips_30_04
			mips_40_03
			mips_40_04
	at_At4g20820	mips_01_20_17_09	"reticuline oxidase - like protein"
			mips_02_16
	at_At4g36400	mips_01	"unknown protein"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_06
			mips_01_06_01
			mips_02_16
			mips_02_16_03
			mips_02_99
			mips_14
			mips_14_04
			mips_25
			mips_30
			mips_30_04
			mips_40_03
			mips_40_04
			mips_40_16
			mips_40_19
			mips_67
			mips_67_15
	at_At5g06580	mips_01_05_01_01_01	"unknown protein"
			mips_02_16
			mips_02_16_03
			mips_02_99
			mips_40_19
	Validation Accuracy: 4/5 (80.00%)
	Validation Frequency class 'mips_02_16': 26/2239 (1.16%)

	Evaluation on propertest data (3463 items):
	at_At1g11770 -	mips_01_20_17_09	"putative reticuline oxidase"
			mips_01_20_99
			mips_20_20
			mips_20_20_18
	at_At1g26390 -	mips_01	"putative protein"
			mips_01_05
			mips_01_05_01
			mips_01_06
			mips_01_20
			mips_01_20_17
			mips_01_20_17_09
			mips_30
			mips_30_04
			mips_40_16
			mips_40_19
			mips_67
			mips_67_15
	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
	at_At1g30740	mips_01_20_17_09	"putative reticuline oxidase-like protein"
			mips_02_16
			mips_40_19
	at_At1g32300 -	mips_02	"hypothetical protein"
			mips_01_06
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_09
			mips_01_20_99
			mips_02_99
			mips_20
			mips_20_20
			mips_20_20_18
			mips_40_04
			mips_40_16
			mips_40_19
			mips_67_15
	at_At2g19500	mips_01_05_01_01_01	"cytokinin oxidase (CKX2)"
			mips_01_07_01
			mips_01_20_17_09
			mips_01_20_99
			mips_02_16
			mips_02_99
			mips_20_20
			mips_20_20_18
	at_At2g34810 -	mips_01_05_01	"putative berberine bridge enzyme"
			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
	at_At2g41510	mips_02	"putative cytokinin oxidase"
			mips_01_05_01
			mips_01_06
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_99
			mips_02_16
			mips_20
			mips_20_20
			mips_20_20_18
			mips_30_04
			mips_40_04
			mips_40_16
			mips_40_19
			mips_67_15
	at_At2g46740 -	mips_01_07_01	"unknown protein"
			mips_01_20_17_09
			mips_01_20_99
			mips_02_99
			mips_20_20
			mips_20_20_18
	at_At4g20830 -	mips_01_20_17	"reticuline oxidase -like protein"
			mips_01_20_17_09
	at_At5g44360 -	mips_01_20_17_09	"berberine bridge enzyme"
			mips_02_99
			mips_40_19
	at_At5g44390 -	mips_01_20_17_09	"berberine bridge enzyme-like protein"
	at_At5g44400	mips_01_05_01_01_01	"berberine bridge enzyme"
			mips_01_20_17_09
			mips_02_16
			mips_20_20
			mips_20_20_18
	at_At5g44440	mips_01_20	"berberine bridge enzyme-like protein"
			mips_01_20_17
			mips_01_20_17_09
			mips_02_16
			mips_02_99
			mips_40_04
			mips_40_16
	at_At5g56970	mips_01_20_99	"cytokinin oxidase"
			mips_02_16
			mips_02_99
			mips_20_20
			mips_20_20_18
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	Propertest Accuracy: 6/15 (40.00%)
	Propertest Frequency class 'mips_02_16': 38/3463 (1.10%)

	New (unknown) data (2239 items):


------------------
Rule 19
	b.7.3 <= 2.7e-26
	->  class mips_40_01 "cell wall"

	Evaluation on training data (4488 items):
	at_At1g12560	mips_40_01	"hypothetical protein"
	at_At1g26770	mips_30_01	"expansin 10"
			mips_40_01
	at_At1g62980	mips_40_01	"expansin At-EXP6, putative"
	at_At2g03090	mips_30_01	"expansin like protein"
			mips_40_01
	at_At2g37640	mips_30_01	"putative expansin"
			mips_40_01
	at_At2g40610	mips_40_01	"putative expansin"
	at_At2g45110	mips_30_01	"putative beta-expansin"
			mips_40_01
	at_At3g15370	mips_30_01	"putative expansin S2 precursor"
			mips_40_01
	at_At4g01630	mips_30	"putative expansin"
			mips_30_01
			mips_40_01
			mips_98
	at_At5g05290	mips_40_01	"expansin At-EXP2 (gb|AAB38073.1)"
	at_At5g39260	mips_30_01	"expansin-like protein"
			mips_40_01
	at_At5g39270	mips_30	"expansin-like protein"
			mips_40_01
			mips_98
	at_At5g39280	mips_40_01	"expansin-like protein"
	at_At5g39290	mips_30_01	"expansin-like protein"
			mips_40_01
	at_At5g39300	mips_30_01	"expansin-like protein"
			mips_40_01
	Training Accuracy: 15/15 (100.00%)
	Training Frequency class 'mips_40_01': 106/4488 (2.36%)

	Evaluation on validation data (2239 items):
	at_At1g20190	mips_40_01	"expansin S2 precursor like protein"
	at_At2g20750	mips_40_01	"beta-expansin"
	at_At2g28950	mips_40_01	"putative expansin"
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_40_01': 39/2239 (1.74%)

	Evaluation on propertest data (3463 items):
	at_At1g69530	mips_30_01	"expansin-like protein"
			mips_40_01
	at_At2g39700	mips_40_01	"putative expansin"
	at_At3g29030	mips_40_01	"expansin At-EXP5"
	at_At3g55500	mips_40_01	"expansin-like protein"
	at_At4g38210	mips_30_01	"expansin -like protein"
			mips_40_01
	at_At5g02260	mips_40_01	"expansin precursor - like protein"
	at_At5g39310	mips_30_01	"expansin-like protein"
			mips_40_01
	at_At5g56320	mips_40_01	"expansin"
	Propertest Accuracy: 8/8 (100.00%)
	Propertest Frequency class 'mips_40_01': 75/3463 (2.17%)

	New (unknown) data (2239 items):
	at_At4g28250 -	mips_30	"putative beta-expansin/allergen protein"
			mips_98
	at_At1g65680 -	no entry	null


------------------
Rule 107
	b.18.1 <= 0.0027
	c.1.8 <= 0.016
	->  class mips_40_01 "cell wall"

	Evaluation on training data (4488 items):
	at_At1g10050	mips_40_01	"putative xylan endohydrolase"
	at_At1g58370	mips_40_01	"unknown protein"
			mips_98
	at_At1g72990	mips_40_01	"unknown protein (At1g72990)"
			mips_40_25
	at_At2g14690	mips_40_01	"1,4-beta-xylan endohydrolase"
	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_At2g32810	mips_01_05_01_01_01	"putative beta-galactosidase (BGAL9)"
			mips_01_20_01
			mips_01_20_01_07
			mips_30_01
			mips_40_01
			mips_40_25
	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_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_At4g33820	mips_40_01	"putative protein"
	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_At4g38590	mips_01_20_01	"galactosidase like protein"
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	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_At5g63800	mips_01_05_01	"beta-galactosidase like 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_At5g63810	mips_01_05_01_01_01	"beta-galactosidase (emb|CAB64746.1)"
			mips_01_20_01
			mips_01_20_01_07
			mips_30_01
			mips_40_01
			mips_40_25
	Training Accuracy: 15/15 (100.00%)
	Training Frequency class 'mips_40_01': 106/4488 (2.36%)

	Evaluation on validation data (2239 items):
	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_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_At3g54440 -	mips_01_05_01_01_01	"beta Galactosidase - like protein"
			mips_25_05_10
			mips_25_05_13
			mips_25_05_17
			mips_33_03_13
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_17
			mips_40_25
	at_At4g33810	mips_40_01	"beta-xylan endohydrolase -like protein"
	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
	Validation Accuracy: 4/5 (80.00%)
	Validation Frequency class 'mips_40_01': 39/2239 (1.74%)

	Evaluation on propertest data (3463 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_At1g77410	mips_01_05_01_01_01	""
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At3g52840	mips_01	"beta-galactosidase precursor - like protein"
			mips_01_05
			mips_01_05_01
			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
			mips_30_01
			mips_40
			mips_40_01
			mips_40_25
	at_At4g08160	mips_40_01	"putative xylan endohydrolase"
	at_At4g33830	mips_40_01	"putative protein"
	at_At4g33840	mips_40_01	"putative protein"
	at_At4g33850	mips_40_01	"putative protein"
	at_At4g33860	mips_40_01	"putative protein"
	Propertest Accuracy: 8/8 (100.00%)
	Propertest Frequency class 'mips_40_01': 75/3463 (2.17%)

	New (unknown) data (2239 items):


------------------
Rule 170
	a > 0.02
	b.104 > 1.3999e-42
	b.29 <= 1.8e-07
	->  class mips_40_01 "cell wall"

	Evaluation on training data (4488 items):
	at_At1g08450 -	mips_04_05_01_04_99	"calreticulin like protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_17_01
	at_At1g10550	mips_01_05_99	"endoxyloglucan transferase like protein"
			mips_30_01
			mips_40_01
	at_At1g14720	mips_01_05_99	"xyloglucan endo-transglycosylase, putative"
			mips_40_01
	at_At1g15530 -	mips_10	"hypothetical protein"
			mips_10_01_01
			mips_98
	at_At2g01850	mips_01_05_99	"putative xyloglucan-specific glucanase"
			mips_40_01
	at_At2g06850	mips_01_05_99	"putative endoxyloglucan glycosyltransferase"
			mips_40_01
	at_At2g14620	mips_01	"putative endoxyloglucan glycosyltransferase"
			mips_01_05
			mips_01_05_01
			mips_01_05_99
			mips_30
			mips_30_01
			mips_40_01
	at_At2g15770 -	mips_02	"hypothetical protein"
			mips_02_11
			mips_02_13
			mips_02_13_01
			mips_11_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	at_At3g23730	mips_01_05_99	"xyloglucan endotransglycosylase, putative"
			mips_40_01
	at_At3g25050	mips_01_05_99	"endoxyloglucan transferase, putative"
			mips_40_01
	at_At3g48580	mips_01_05_99	"endoxyloglucan transferase-like protein"
			mips_40_01
	at_At4g13090	mips_01_05_99	"endoxyloglucan transferase-like protein"
			mips_40_01
	at_At4g14130	mips_01_05_99	"xyloglucan endotransglycosylase-related protein XTR-7"
			mips_40_01
	at_At4g25810	mips_01_05_01	"xyloglucan endo-1,4-beta-D-glucanase (XTR-6)"
			mips_01_05_99
			mips_30_01
			mips_40_01
	at_At4g30270	mips_01_05_99	"xyloglucan endo-1,4-beta-D-glucanase precursor"
			mips_40_01
	at_At5g13870	mips_01_05_01	"endoxyloglucan transferase (dbj|BAA81669.1)"
			mips_01_05_99
			mips_30_01
			mips_40_01
	at_At5g48070	mips_01_05_99	"xyloglucan endo-1,4-beta-D-glucanase"
			mips_30_01
			mips_40_01
	at_At5g57540	mips_01_05_99	"xyloglucan endotransglycosylase"
			mips_40_01
	Training Accuracy: 15/18 (83.33%)
	Training Frequency class 'mips_40_01': 106/4488 (2.36%)

	Evaluation on validation data (2239 items):
	at_At1g53070 -	mips_10_01	"protein kinase, putative"
			mips_10_01_01
			mips_10_05
	at_At1g65310	mips_01_05_99	"putative protein"
			mips_40_01
	at_At1g70130 -	mips_10_05	"hypothetical protein"
	at_At2g18800	mips_01_05_99	"putative xyloglucan endo-transglycosylase"
			mips_40_01
	at_At4g18990	mips_01_05_99	"xyloglucan endo-transglycosylase - like protein"
			mips_30_01
			mips_40_01
	at_At4g30290	mips_01	"xyloglucan endo-1,4-beta-D-glucanase-like protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_99
			mips_30
			mips_30_01
			mips_40_01
	Validation Accuracy: 4/6 (66.67%)
	Validation Frequency class 'mips_40_01': 39/2239 (1.74%)

	Evaluation on propertest data (3463 items):
	at_At1g26810 -	mips_01_05_01_01	"hypothetical protein"
			mips_01_05_01_01_01
			mips_06
			mips_40_08
	at_At1g27120 -	mips_01_05_01_01_01	"unknown protein"
			mips_40_08
	at_At1g32170	mips_01_05_99	"endoxyloglucan transferase"
			mips_30_01
			mips_40_01
	at_At2g36870	mips_01_05_99	"putative xyloglucan endo-transglycosylase"
			mips_30_01
			mips_40_01
	at_At3g44990	mips_01_05_99	"xyloglucan endo-transglycosylase"
			mips_40_01
	at_At3g45430 -	mips_10	"receptor like protein kinase"
			mips_10_01_01
	at_At4g03210	mips_01_05_99	"putative xyloglucan endotransglycosylase"
			mips_40_01
	at_At4g13080	mips_01_05_99	"endoxyloglucan transferase-like protein"
			mips_40_01
	at_At4g25820	mips_01_05_99	"putative xyloglucan endo-1,4-beta-D-glucanase"
			mips_30_01
			mips_40_01
	at_At4g28850	mips_01_05_99	"xyloglucan endotransglycosylase - like protein"
			mips_40_01
	at_At4g30280	mips_01_05_99	"xyloglucan endo-1,4-beta-D-glucanase-like protein"
			mips_30_01
			mips_40_01
	at_At4g37800	mips_01_05_99	"endo-xyloglucan transferase - like protein"
			mips_40_01
	at_At5g57530	mips_01_05_99	"xyloglucan endotransglycosylase"
			mips_40_01
	at_At5g57550	mips_01_05_99	"endoxyloglucan transferase (gb|AAD45127.1)"
			mips_30_01
			mips_40_01
	at_At5g57560	mips_01_05_99	"TCH4 protein (gb|AAA92363.1)"
			mips_40_01
	at_At5g60300 -	mips_10_05	"receptor like protein kinase"
	at_At5g65730	mips_01_05_99	"xyloglucan endo-transglycosylase-like protein"
			mips_30_01
			mips_40_01
	Propertest Accuracy: 13/17 (76.47%)
	Propertest Frequency class 'mips_40_01': 75/3463 (2.17%)

	New (unknown) data (2239 items):
	at_At1g53080 -	no entry	null
	at_At2g29220 -	no entry	null
	at_At3g08870 -	no entry	null
	at_At3g16530 -	no entry	null
	at_At3g45330 -	no entry	null
	at_At3g45410 -	no entry	null
	at_At3g53380 -	no entry	null
	at_At3g59750 -	no entry	null
	at_At4g02420 -	no entry	null
	at_At4g04960 -	no entry	null
	at_At5g03140 -	no entry	null
	at_At5g55830 -	no entry	null
	at_At5g59260 -	no entry	null
	at_At5g59270 -	no entry	null
	at_At5g60280 -	no entry	null
	at_At5g60310 -	no entry	null
	at_At5g60320 -	no entry	null
	at_At5g65600 -	no entry	null
	at_At1g53060 -	no entry	null
	at_At1g70110 -	no entry	null
	at_At1g74800 -	no entry	null
	at_At1g78540 -	no entry	null
	at_At2g29250 -	no entry	null
	at_At2g43690 -	no entry	null
	at_At2g43700 -	no entry	null
	at_At3g45390 -	no entry	null
	at_At3g45420 -	no entry	null
	at_At3g45440 -	no entry	null
	at_At3g53810 -	no entry	null
	at_At3g59700 -	no entry	null
	at_At3g59730 -	no entry	null
	at_At3g59740 -	no entry	null
	at_At4g21060 -	no entry	null
	at_At4g28350 -	no entry	null
	at_At4g29050 -	no entry	null
	at_At5g01090 -	no entry	null
	at_At5g01560 -	no entry	null
	at_At5g10530 -	no entry	null
	at_At5g60270 -	no entry	null
	at_At5g62620 -	no entry	null
	at_At1g07460 -	no entry	null
	at_At2g37710 -	no entry	null
	at_At3g54080 -	no entry	null
	at_At3g55550 -	no entry	null
	at_At4g02410 -	no entry	null
	at_At5g01550 -	no entry	null
	at_At5g03350 -	no entry	null
	at_At5g06740 -	no entry	null
	at_At5g42120 -	no entry	null


------------------
Rule 109
	c.1.8 <= 0.016
	c.23 <= 0.018
	->  class mips_40_01 "cell wall"

	Evaluation on training data (4488 items):
	at_At3g19620	mips_01_05_01_03	"beta-xylosidase, putative"
			mips_01_05_01_03_02
			mips_30_01
			mips_40_01
	at_At3g47010 -	mips_01_05_01_01	"beta-D-glucan exohydrolase - like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
	at_At3g62710	mips_01_05_01_03_02	"beta-D-glucan exohydrolase-like protein"
			mips_40_01
	at_At5g09700	mips_40_01	"beta-glucosidase - like protein"
	at_At5g10560	mips_01_05	"beta-xylosidase - like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_30
			mips_30_01
			mips_40_01
	at_At5g64570	mips_40_01	"beta-xylosidase"
	Training Accuracy: 5/6 (83.33%)
	Training Frequency class 'mips_40_01': 106/4488 (2.36%)

	Evaluation on validation data (2239 items):
	at_At1g02640	mips_01_05_01_03	"beta-xylosidase, putative"
			mips_01_05_01_03_02
			mips_30_01
			mips_40_01
	at_At3g47000	mips_01	"beta-D-glucan exohydrolase - like protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_30
			mips_30_01
			mips_40_01
	at_At3g47050	mips_01_05_01_03_02	"beta-D-glucan exohydrolase - like protein"
			mips_40_01
	at_At5g20940	mips_01_05_01_03	"beta-glucosidase - like protein"
			mips_01_05_01_03_02
			mips_30_01
			mips_40_01
	at_At5g20950 -	mips_01_05_01_01	"beta-D-glucan exohydrolase-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
	Validation Accuracy: 4/5 (80.00%)
	Validation Frequency class 'mips_40_01': 39/2239 (1.74%)

	Evaluation on propertest data (3463 items):
	at_At1g78060	mips_01_05_01_03_02	"putative protein"
			mips_40_01
	at_At3g47040	mips_01_05_01	"beta-D-glucan exohydrolase - like protein"
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_30_01
			mips_40_01
	at_At5g09730	mips_01_05	"beta-xylosidase - like protein"
			mips_01_05_01_01
			mips_40_01
	at_At5g49360	mips_01_05_01_03	"xylosidase"
			mips_01_05_01_03_02
			mips_40_01
	Propertest Accuracy: 4/4 (100.00%)
	Propertest Frequency class 'mips_40_01': 75/3463 (2.17%)

	New (unknown) data (2239 items):


------------------
Rule 914
	a.157.1 <= 4e-11
	->  class mips_25_05 "animal development"

	Evaluation on training data (4488 items):
	at_At1g20140	mips_01_01_04	"kinetochore protein Skp1, putative"
			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_At2g25700	mips_01_01	"putative kinetechore (Skp1p-like) protein"
			mips_01_01_04
			mips_01_05_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_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_At3g53060	mips_03	"kinetochore - like protein"
			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_04
			mips_25
			mips_25_05
			mips_40_02
			mips_40_10
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
			mips_63
			mips_63_03
			mips_67
			mips_67_01
			mips_67_04
	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
	at_At5g42190	mips_01_01_04	"UIP2 (gb|AAC63110.1)"
			mips_01_05_04
			mips_04_05_01_04_99
			mips_25_05_09
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	Training Accuracy: 7/7 (100.00%)
	Training Frequency class 'mips_25_05': 400/4488 (8.91%)

	Evaluation on validation data (2239 items):
	at_At1g10230	mips_01_01_04	"putative kinetochore protein"
			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_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_At3g21840	mips_04_05_01_04_99	"kinetochore-like protein, Skp1p"
			mips_14_01_03
			mips_25_05_09
			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: 4/4 (100.00%)
	Validation Frequency class 'mips_25_05': 204/2239 (9.11%)

	Evaluation on propertest data (3463 items):
	at_At1g75950	mips_01_01_04	"UIP1"
			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_At2g03160 -	mips_01_01_04	"putative kinetechore (Skp1p-like) protein"
			mips_01_05_04
			mips_04_05_01_04_99
			mips_06_13_01
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
	at_At2g03190	mips_04_05_01_04_99	"putative kinetechore (Skp1p-like) protein"
			mips_14_01
			mips_14_01_03
			mips_25_05_09
			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_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_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_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_At3g25650	mips_01_01_04	"kinetechore protein, putative"
			mips_04_05_01_04_99
			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: 7/9 (77.78%)
	Propertest Frequency class 'mips_25_05': 319/3463 (9.21%)

	New (unknown) data (2239 items):


------------------
Rule 266
	f.19.1 <= 1.6e-34
	->  class mips_25_05 "animal development"

	Evaluation on training data (4488 items):
	at_At2g16850	mips_25_05_13	"putative aquaporin (plasma membrane intrinsic protein)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At2g25810	mips_13_01	"putative aquaporin (tonoplast intrinsic protein)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g54820 -	mips_33_03_13	"aquaporin/MIP - like protein"
			mips_35_03_17
			mips_67_99
	at_At4g01470	mips_13	"putative water channel protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At4g17340	mips_08	"membrane channel like protein"
			mips_13_01
			mips_20
			mips_20_25
			mips_20_25_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_99
	at_At4g23400	mips_20	"water channel - like protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_67_99
	at_At5g18290 -	mips_13_01	"putative protein"
			mips_20_25
			mips_20_25_99
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_99
	Training Accuracy: 5/7 (71.43%)
	Training Frequency class 'mips_25_05': 400/4488 (8.91%)

	Evaluation on validation data (2239 items):
	at_At1g73190 -	mips_13_01	"tonoplast intrinsic protein, alpha (alpha-TIP)"
			mips_13_01_01
			mips_13_01_01_99
			mips_20_25_99
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At2g34390	mips_20	"putative aquaporin (plasma membrane intrinsic protein)"
			mips_25
			mips_25_05
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_40
			mips_40_02
			mips_67
			mips_67_01
			mips_67_99
			mips_98
	at_At2g45960	mips_25_05_13	"aquaporin (plasma membrane intrinsic protein 1B)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At3g16240	mips_13_01	"delta tonoplast integral protein (delta-TIP)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g26520	mips_13_01	"salt-stress induced tonoplast intrinsic protein"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g47440	mips_13_01	"aquaporin-like protein"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At3g53420	mips_20	"plasma membrane intrinsic protein 2a"
			mips_25
			mips_25_05
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40
			mips_40_02
			mips_67
			mips_67_99
			mips_98
			mips_99
	at_At3g61430	mips_25_05_13	"plasma membrane intrinsic protein 1a"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At4g00430	mips_25_05_13	"transmembrane protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_99
	at_At4g10380 -	mips_33_03_13	"major intrinsic protein (MIP) - like"
			mips_35_03_17
			mips_67_99
	at_At4g18910	mips_25_05	"major intrinsic protein (MIP)- like"
			mips_67
			mips_67_01
			mips_67_99
	at_At5g37820	mips_25_05_13	"Membrane integral protein (MIP) -like"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At5g60660	mips_25_05_13	"mipC protein - like (aquaporin)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_99
	Validation Accuracy: 11/13 (84.62%)
	Validation Frequency class 'mips_25_05': 204/2239 (9.11%)

	Evaluation on propertest data (3463 items):
	at_At1g01620	mips_25_05_13	"putative protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_99
	at_At1g17810 -	mips_13_01_01	"putative protein"
			mips_13_01_01_99
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At1g80760	mips_25_05_13	"nodulin-like protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At2g36830	mips_13_01	"putative aquaporin (tonoplast intrinsic protein gamma)"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At2g39010	mips_25_05_13	"putative aquaporin (water channel protein)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_99
	at_At3g56950	mips_08	"unknown protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_20
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_67_01
			mips_67_99
	at_At4g19030 -	mips_67_99	"nodulin-26 like protein"
	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_At5g47450	mips_13_01	"membrane channel protein-like; aquaporin (tonoplast intrinsic protein)-like"
			mips_13_01_01
			mips_13_01_01_99
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	Propertest Accuracy: 7/9 (77.78%)
	Propertest Frequency class 'mips_25_05': 319/3463 (9.21%)

	New (unknown) data (2239 items):
	at_At4g35100 -	no entry	null


------------------
Rule 50
	b.82.1 <= 1.1e-15
	->  class mips_02_13 "respiration"

	Evaluation on training data (4488 items):
	at_At1g03890	mips_01_05_01_01_03	"putative cruciferin 12S seed storage protein"
			mips_02_13
			mips_65
	at_At1g10460	mips_01_05_01_01_03	"germin-like protein (GLP7)"
			mips_02_13
	at_At1g18970	mips_01_05_01_01_03	"germin-like protein (GLP4)"
			mips_02_13
	at_At1g67070 -	mips_01_05_01_01_01	"phosphomannose isomerase (din9)"
	at_At1g72610 -	mips_01_05_01_01	"germin-like protein"
			mips_01_05_01_01_03
	at_At2g28680	mips_01_05_01_01_01	"legumin-like protein"
			mips_01_05_01_01_03
			mips_02_13
			mips_02_99
			mips_65
	at_At3g10080	mips_01_05_01_01_03	"germin-like protein"
			mips_02_13
	at_At4g14710 -	mips_01_01_01_07	"hypothetical protein"
			mips_01_01_01_07_04
	at_At4g28520 -	mips_01_05_01_01_03	"12S cruciferin seed storage protein"
			mips_65
	at_At5g38930 -	mips_01_05_01	"germin - like protein"
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_30_01
	at_At5g38950 -	mips_01_05_01_01_03	"germin - like protein"
	at_At5g39100	mips_01_05_01_01_03	"germin-like protein (GLP6)"
			mips_02_13
			mips_30_01
	at_At5g39110	mips_01_05_01_01_03	"germin -like protein"
			mips_02_13
	at_At5g39150	mips_01_05_01_01_03	"germin - like protein"
			mips_02_13
	at_At5g61750	mips_01_05	"germin-like protein - like"
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_02_13
			mips_11_05
			mips_30
	Training Accuracy: 9/15 (60.00%)
	Training Frequency class 'mips_02_13': 82/4488 (1.83%)

	Evaluation on validation data (2239 items):
	at_At1g09560	mips_02	"germin-like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_02_13
			mips_11_01
			mips_11_05
			mips_30_01
	at_At1g18980	mips_01_05_01_01	"unknown protein"
			mips_01_05_01_01_03
			mips_02_13
	at_At3g62020	mips_01_05_01_01_03	"germin-like protein (GLP10)"
			mips_02_13
	at_At5g39120	mips_01_05_01_01_03	"germin - like protein"
			mips_02_13
			mips_30_01
	at_At5g39130	mips_01_05_01_01_03	"germin - like protein"
			mips_02_13
	Validation Accuracy: 5/5 (100.00%)
	Validation Frequency class 'mips_02_13': 32/2239 (1.43%)

	Evaluation on propertest data (3463 items):
	at_At1g74820	mips_01_05_01_01	"germin-like protein"
			mips_01_05_01_01_03
			mips_02_13
	at_At2g18540 -	mips_13_07	"putative vicilin storage protein (globulin-like)"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_27
			mips_63_06
			mips_63_07
			mips_65
	at_At2g26400 -	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_04
	at_At4g02980 -	mips_03_99	"auxin-binding protein 1 precursor"
			mips_20_20
			mips_20_20_18
	at_At4g14630	mips_02	"germin precursor oxalate oxidase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_02_13
			mips_11
			mips_11_01
			mips_11_05
			mips_30
			mips_30_01
	at_At5g26700	mips_01	"nectarin - like protein"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_02_13
			mips_11
			mips_11_01
			mips_11_05
			mips_30
			mips_30_01
			mips_98
	at_At5g38910	mips_02	"germin - like protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_02_13
			mips_11
			mips_11_01
			mips_11_05
			mips_30
			mips_30_01
	at_At5g38940 -	mips_01_05_01_01_03	"germin - like protein"
			mips_30_01
	at_At5g38960	mips_01_05_01_01_03	"germin - like protein"
			mips_02_13
			mips_30_01
	at_At5g39190	mips_02	"germin-like protein (GLP2a) copy2"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_02_13
			mips_11_01
			mips_11_05
			mips_30_01
	at_At5g43850 -	mips_01_01_01_07	"putative protein"
			mips_01_01_01_07_04
	at_At5g54080 -	mips_01_01	"homogentisate 1,2-dioxygenase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_01_01_10_05_06
	Propertest Accuracy: 6/12 (50.00%)
	Propertest Frequency class 'mips_02_13': 54/3463 (1.56%)

	New (unknown) data (2239 items):
	at_At1g03880 -	mips_65	"putative cruciferin 12S seed storage protein"
	at_At4g36700 -	mips_65	"globulin-like protein"
	at_At1g07750 -	mips_65	"globulin like protein"
	at_At4g10280 -	no entry	null
	at_At2g28490 -	mips_65	"putative seed storage protein (vicilin-like)"
	at_At3g22640 -	mips_65	"unknown protein"
	at_At5g44120 -	mips_65	"legumin-like protein"


------------------
Rule 686
	a.30.2 > 0.0053
	a.4.1 > 0.011
	c.23.1 <= 0.018
	->  class mips_02_13 "respiration"

	Evaluation on training data (4488 items):
	at_At1g19050 -	mips_04_05_01_04_01	"putative protein"
			mips_10_01_05_07
			mips_10_01_99
	at_At1g59940 -	mips_10_01_05_07	"putative protein"
			mips_10_01_99
			mips_10_05_01
			mips_10_05_01_10
	at_At1g68210	mips_02_13	"hypothetical protein"
			mips_02_13_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At2g41310	mips_02	"putative two-component response regulator 3 protein"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05_01_04_01
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At3g16855 -	mips_01_05_04	"ARR1 protein, putative, 3' partial"
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_13_11_03
			mips_13_11_03_13
	at_At3g48100	mips_02	"response reactor 2 (ATRR2)"
			mips_01_04_04
			mips_02_13
			mips_02_13_03
			mips_02_13_05
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_11_01
	at_At3g56380	mips_02_13	"response regulator-like protein"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05_01_04_01
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At3g57040	mips_02	"responce reactor 4"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At5g62120 -	mips_01_04_04	"putative protein"
			mips_04_05_01_04_01
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
	Training Accuracy: 5/9 (55.56%)
	Training Frequency class 'mips_02_13': 82/4488 (1.83%)

	Evaluation on validation data (2239 items):
	at_At1g10470 -	mips_10_01_05_07	"putative response regulator 3"
			mips_10_01_99
			mips_10_05_01
			mips_10_05_01_10
	at_At1g66340 -	mips_01_04	"ethylene-response protein, ETR1"
			mips_01_04_04
			mips_06_07_03
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_05
			mips_14_01
			mips_14_01_03
			mips_20_20
			mips_20_20_18
			mips_40_30
	at_At1g74890	mips_02_13	"putative response regulator (two component phosphotransfer signaling)"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05_01_04_01
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
	at_At4g00760 -	mips_10_05_01	"putative protein"
			mips_10_05_01_10
			mips_25_03
	at_At5g02810	mips_01_04_04	"unknown protein"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_10_01_05_07
			mips_63_03_01
	at_At5g24470 -	mips_10_01_05	"pseudo-response regulator 5 (APRR5)"
			mips_10_01_05_07
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_25_03
	at_At5g60100	mips_02_13	"pseudo-response regulator 3 (APRR3)"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_10_01_05_07
	at_At5g61380	mips_02_13	"pseudo-response regulator 1"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05_01_04_01
			mips_10_01_05
			mips_10_01_05_07
	at_At5g62920	mips_01_04_04	"response regulator 6 (ARR6)"
			mips_02_13
			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
	Validation Accuracy: 5/9 (55.56%)
	Validation Frequency class 'mips_02_13': 32/2239 (1.43%)

	Evaluation on propertest data (3463 items):
	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_At2g40670	mips_02	"putative two-component response regulator protein"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_01
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_25
			mips_25_03
			mips_40_03
			mips_63_03
			mips_63_03_01
	at_At2g46790 -	mips_10_05_01	"hypothetical protein"
			mips_10_05_01_10
			mips_25_03
	at_At2g47430 -	mips_01_04	"putative histidine kinase"
			mips_01_04_04
			mips_06_07
			mips_06_07_03
			mips_10_01
			mips_10_01_01
			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_40_30
	Propertest Accuracy: 1/4 (25.00%)
	Propertest Frequency class 'mips_02_13': 54/3463 (1.56%)

	New (unknown) data (2239 items):


------------------
Rule 75
	c.72.1 <= 4.7e-33
	->  class mips_02_07 "pentose-phosphate pathway"

	Evaluation on training data (4488 items):
	at_At1g06020	mips_02_01	"fructokinase, putative"
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At1g06030	mips_02	"fructokinase, putative"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_02_01
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At1g22940 -	mips_01_01	"phosphomethylpyrimidine kinase"
			mips_01_01_01
			mips_01_07
			mips_01_07_01
	at_At1g49350 -	mips_01	"unknown protein"
			mips_01_03
			mips_02
			mips_01_03_01
			mips_01_03_01_03
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_02_01
			mips_40_03
	at_At1g50390	mips_02_01	"fructokinase, putative"
			mips_02_05
			mips_02_07
			mips_02_07_03
			mips_67_07
			mips_67_07_01
	at_At1g69200 -	mips_01_03_01	"putative fructokinase"
			mips_01_05
			mips_01_05_01_01
			mips_02_01
	at_At3g09820	mips_01_03_01	"putative adenosine kinase"
			mips_01_03_01_03
			mips_02_01
			mips_02_07
			mips_02_07_03
	at_At3g24030 -	mips_01_07	"hydoxyethylthiazole kinase, putative"
			mips_01_07_01
			mips_63_17_07
	at_At3g59480	mips_01_05_01_01_01	"fructokinase-like protein"
			mips_02_01
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At4g10260	mips_02	"fructokinase - like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_02_01
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At4g27600	mips_01_03	"carbohydrate kinase like protein"
			mips_02
			mips_01_03_01
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_02_01
			mips_02_07
			mips_02_07_03
			mips_40_03
	at_At5g03300	mips_01_03_01	"adenosine kinase (MOK16.21)"
			mips_01_03_01_03
			mips_02_07
			mips_02_07_03
	at_At5g37850 -	mips_01_01	"pyridoxal kinase -like protein"
			mips_01_01_01
			mips_01_07
			mips_01_07_01
			mips_01_07_04
	at_At5g51830	mips_01_05_01_01_01	"fructokinase 1"
			mips_02_01
			mips_02_05
			mips_02_07
			mips_02_07_03
	Training Accuracy: 9/14 (64.29%)
	Training Frequency class 'mips_02_07': 49/4488 (1.09%)

	Evaluation on validation data (2239 items):
	at_At1g06730	mips_01_03_01	"sugar kinase, putative"
			mips_01_05_01_01_01
			mips_02_01
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At1g17160	mips_01_03	"putative ribokinase"
			mips_02
			mips_01_03_01
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
			mips_02_07
			mips_02_07_03
	at_At5g43910	mips_01_03_01	"putative protein"
			mips_01_03_01_03
			mips_01_05_01_01_01
			mips_02_01
			mips_02_07
			mips_02_07_03
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_02_07': 21/2239 (0.94%)

	Evaluation on propertest data (3463 items):
	at_At1g19600	mips_01_03	"ribokinase, putative"
			mips_01_03_01
			mips_01_05_01_01_01
			mips_02_01
			mips_02_07
			mips_02_07_03
	at_At1g66430	mips_02_01	"fructokinase, putative"
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At2g31390	mips_02_01	"putative fructokinase"
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At3g54090	mips_01_03_01	"fructokinase - like protein"
			mips_01_05_01_01_01
			mips_02_01
			mips_02_07
			mips_02_07_03
	at_At5g58730	mips_02	"unknown protein"
			mips_01_05_01
			mips_02_01
			mips_02_07
			mips_02_07_03
	Propertest Accuracy: 5/5 (100.00%)
	Propertest Frequency class 'mips_02_07': 24/3463 (0.69%)

	New (unknown) data (2239 items):
	at_At5g19150 -	no entry	null


------------------
Rule 73
	c.72.1 <= 4.7e-33
	->  class mips_02_01 "glycolysis and gluconeogenesis"

	Evaluation on training data (4488 items):
	at_At1g06020	mips_02_01	"fructokinase, putative"
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At1g06030	mips_02	"fructokinase, putative"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_02_01
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At1g22940 -	mips_01_01	"phosphomethylpyrimidine kinase"
			mips_01_01_01
			mips_01_07
			mips_01_07_01
	at_At1g49350	mips_01	"unknown protein"
			mips_01_03
			mips_02
			mips_01_03_01
			mips_01_03_01_03
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_02_01
			mips_40_03
	at_At1g50390	mips_02_01	"fructokinase, putative"
			mips_02_05
			mips_02_07
			mips_02_07_03
			mips_67_07
			mips_67_07_01
	at_At1g69200	mips_01_03_01	"putative fructokinase"
			mips_01_05
			mips_01_05_01_01
			mips_02_01
	at_At3g09820	mips_01_03_01	"putative adenosine kinase"
			mips_01_03_01_03
			mips_02_01
			mips_02_07
			mips_02_07_03
	at_At3g24030 -	mips_01_07	"hydoxyethylthiazole kinase, putative"
			mips_01_07_01
			mips_63_17_07
	at_At3g59480	mips_01_05_01_01_01	"fructokinase-like protein"
			mips_02_01
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At4g10260	mips_02	"fructokinase - like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_02_01
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At4g27600	mips_01_03	"carbohydrate kinase like protein"
			mips_02
			mips_01_03_01
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_02_01
			mips_02_07
			mips_02_07_03
			mips_40_03
	at_At5g03300 -	mips_01_03_01	"adenosine kinase (MOK16.21)"
			mips_01_03_01_03
			mips_02_07
			mips_02_07_03
	at_At5g37850 -	mips_01_01	"pyridoxal kinase -like protein"
			mips_01_01_01
			mips_01_07
			mips_01_07_01
			mips_01_07_04
	at_At5g51830	mips_01_05_01_01_01	"fructokinase 1"
			mips_02_01
			mips_02_05
			mips_02_07
			mips_02_07_03
	Training Accuracy: 10/14 (71.43%)
	Training Frequency class 'mips_02_01': 107/4488 (2.38%)

	Evaluation on validation data (2239 items):
	at_At1g06730	mips_01_03_01	"sugar kinase, putative"
			mips_01_05_01_01_01
			mips_02_01
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At1g17160	mips_01_03	"putative ribokinase"
			mips_02
			mips_01_03_01
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
			mips_02_07
			mips_02_07_03
	at_At5g43910	mips_01_03_01	"putative protein"
			mips_01_03_01_03
			mips_01_05_01_01_01
			mips_02_01
			mips_02_07
			mips_02_07_03
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_02_01': 49/2239 (2.19%)

	Evaluation on propertest data (3463 items):
	at_At1g19600	mips_01_03	"ribokinase, putative"
			mips_01_03_01
			mips_01_05_01_01_01
			mips_02_01
			mips_02_07
			mips_02_07_03
	at_At1g66430	mips_02_01	"fructokinase, putative"
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At2g31390	mips_02_01	"putative fructokinase"
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At3g54090	mips_01_03_01	"fructokinase - like protein"
			mips_01_05_01_01_01
			mips_02_01
			mips_02_07
			mips_02_07_03
	at_At5g58730	mips_02	"unknown protein"
			mips_01_05_01
			mips_02_01
			mips_02_07
			mips_02_07_03
	Propertest Accuracy: 5/5 (100.00%)
	Propertest Frequency class 'mips_02_01': 60/3463 (1.73%)

	New (unknown) data (2239 items):
	at_At5g19150 -	no entry	null


------------------
Rule 214
	c.1.12 <= 1.9e-12
	->  class mips_02_01 "glycolysis and gluconeogenesis"

	Evaluation on training data (4488 items):
	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_At2g43180	mips_02	"putative carboxyphosphonoenolpyruvate mutase"
			mips_01_05_01
			mips_01_20
			mips_02_01
			mips_02_22
	at_At3g21720	mips_02_01	"putative isocitrate lyase"
			mips_02_22
	at_At3g22960	mips_02_01	"pyruvate kinase like protein"
	at_At4g15530	mips_01_04_07	"pyruvate,orthophosphate dikinase"
			mips_01_05_07
			mips_02_01
			mips_02_30
			mips_02_99
			mips_06_07_03
			mips_08_19
			mips_63_19_03
			mips_67_07
			mips_67_07_01
	at_At4g26390	mips_02	"pyruvate kinase like protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
			mips_40_03
	at_At5g43350 -	mips_01_05_07	"phosphate transporter (gb|AAB17265.1)"
			mips_08_19
			mips_67_04_07
			mips_67_07
	at_At5g56350	mips_02	"pyruvate kinase"
			mips_01_05_01_01
			mips_02_01
	Training Accuracy: 6/8 (75.00%)
	Training Frequency class 'mips_02_01': 107/4488 (2.38%)

	Evaluation on validation data (2239 items):
	at_At1g21440	mips_02_01	"hypothetical protein"
			mips_02_22
	at_At1g32440	mips_02_01	"putative pyruvate kinase, plastid isozyme (At1g32440)"
	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_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_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_At2g46110 -	mips_01_07_01	"3-methyl-2-oxobutanoate hydroxy-methyl-transferase"
	at_At3g25960	mips_02_01	"putative pyruvate kinase"
	at_At3g52990	mips_02_01	"pyruvate kinase - like protein"
	at_At3g54700 -	mips_01	"phosphate transport protein"
			mips_01_04_07
			mips_01_05
			mips_01_05_07
			mips_08_19
			mips_13
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_40
			mips_67
			mips_67_04_07
			mips_67_07
	at_At3g55810	mips_02	"pyruvate kinase - like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
	at_At5g43340 -	mips_01_04	"inorganic phosphate transporter (dbj|BAA34390.1)"
			mips_01_04_07
			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_At5g43360 -	mips_01_04	"inorganic phosphate transporter (dbj|BAA24281.1)"
			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_At5g63680	mips_02_01	"pyruvate kinase"
	Validation Accuracy: 6/13 (46.15%)
	Validation Frequency class 'mips_02_01': 49/2239 (2.19%)

	Evaluation on propertest data (3463 items):
	at_At1g77060	mips_02_01	"carboxyphosphonoenolpyruvate mutase like protein"
			mips_02_22
	at_At2g36580	mips_02_01	"pyruvate kinase like protein"
	at_At3g49160 -	mips_02	"pyruvate kinase -like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
	at_At3g55650	mips_01_05	"pyruvate kinase - like protein"
			mips_01_05_01_01
			mips_02_01
	at_At3g61530 -	mips_01_07	"3-methyl-2-oxobutanoate hydroxy-methyl-transferase-like protein"
			mips_01_07_01
			mips_30_01
	at_At5g08570	mips_02	"pyruvate kinase"
			mips_01_05_01
			mips_01_05_01_01
			mips_02_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_At5g52920	mips_02_01	"pyruvate kinase"
	Propertest Accuracy: 5/8 (62.50%)
	Propertest Frequency class 'mips_02_01': 60/3463 (1.73%)

	New (unknown) data (2239 items):
	at_At3g14940 -	no entry	null
	at_At2g42600 -	no entry	null
	at_At4g10750 -	no entry	null
	at_At1g53310 -	no entry	null
	at_At1g68750 -	no entry	null
	at_At4g24080 -	no entry	null


------------------
Rule 255
	b.82.3 <= 8.5e-08
	->  class mips_13_05 "cell motility"

	Evaluation on training data (4488 items):
	at_At1g01340	mips_10_05_01	"CaM-regulated potassium ion channel (ACBK1)"
			mips_10_05_01_10
			mips_13_05
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At1g01710	mips_01_06_07	"acyl CoA thioesterase, putative"
			mips_02_25
			mips_10_05_01
			mips_10_05_01_10
			mips_13_05
			mips_20_25
			mips_40_19
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_04
	at_At2g01980 -	mips_13_01	"Na+/H+ antiporter like protein"
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_67_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At2g24610 -	mips_06_10	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At2g25600 -	mips_67_01	"putative potassium transporter/channel"
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g26650	mips_10_01_09	"K+ transporter, AKT1"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g46450	mips_10_01_09	"putative cyclic nucleotide-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_At3g17700	mips_06_10	"cyclic nucleotide-binding transporter 1 (CNBT1)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At3g48010 -	mips_10_01_09	"putative cyclic nucleotide-gated channel"
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g00510 -	mips_10_01_05_05	"predicted protein with unknown function"
			mips_10_01_05_05_01
			mips_20_25_01
			mips_20_25_01_01
			mips_67_01
	at_At4g22200	mips_10	"potassium channel (AKT2)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At4g30360	mips_10_05_01	"cyclic nucleotide and calmodulin-regulated ion channel-like protein"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g37500	mips_06_10	"guard cell outward rectifying K+ channel"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At5g54250	mips_10_05_01	"cyclic nucleotide and calmodulin-regulated ion channel"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g57940	mips_06_10	"cyclic nucleotide and calmodulin-regulated ion channel (emb|CAB40130.1)"
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_13_05
			mips_20
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	Training Accuracy: 10/15 (66.67%)
	Training Frequency class 'mips_13_05': 102/4488 (2.27%)

	Evaluation on validation data (2239 items):
	at_At1g15990	mips_10_01_09	""
			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_At2g28260	mips_06_10	"putative cyclic nucleotide and calmodulin-regulated ion channel protein"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At2g46440	mips_10_01_09	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10_01_09_07
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g01010	mips_06_10	"cyclic nucleotide gated channel (CNGC4) like protein"
			mips_10_01_09
			mips_10_01_09_07
			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_63_09
			mips_63_17
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At4g18290	mips_10_01_09	"potassium channel protein KAT2"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g30560 -	mips_04	"cyclic nucleotide and calmodulin-regulated ion channel-like protein"
			mips_06
			mips_06_10
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05
			mips_10_05_02
			mips_10_05_02_30
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_02
			mips_63
			mips_63_01
			mips_63_09
			mips_63_17
			mips_63_17_03
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At5g14870 -	mips_06_10	"cyclic nucleotide and calmodulin-regulated ion channel -like protein"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	Validation Accuracy: 5/7 (71.43%)
	Validation Frequency class 'mips_13_05': 53/2239 (2.37%)

	Evaluation on propertest data (3463 items):
	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_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_At2g46430	mips_06	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10
			mips_10_01_01
			mips_10_01_09
			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
			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_63_01
			mips_67
			mips_67_01
			mips_67_01_01
	at_At3g17690	mips_06_10	"hypothetical protein"
			mips_10_01_09
			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_01
			mips_13_01_01_01
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g32500	mips_13	"potassium channel - protein"
			mips_13_05
			mips_20
			mips_30
			mips_30_04
			mips_40_02
			mips_40_04
			mips_63_07
			mips_63_19
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At4g32650	mips_10_05_01	"potassium channel protein AtKC"
			mips_10_05_01_10
			mips_13_05
			mips_20_25_01
			mips_20_25_01_01
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g15410	mips_10_05_01	"cyclic nucleotide-gated cation channel"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g46240	mips_06_10	"potassium channel protein KAT1 (pir||S32816)"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_13_05
			mips_30_04
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At5g53130 -	mips_10_01_09	"cyclic nucleotide-regulated ion channel (emb|CAA76178.1)"
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	Propertest Accuracy: 8/9 (88.89%)
	Propertest Frequency class 'mips_13_05': 61/3463 (1.76%)

	New (unknown) data (2239 items):


------------------
Rule 732
	a.118.6 > 0.0027
	c.55.1 <= 0.00011
	e.20 > 4.5e-30
	->  class mips_13_05 "cell motility"

	Evaluation on training data (4488 items):
	at_At1g13180	mips_13_05	"actin-like protein"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At1g18450	mips_13_05	"unknown protein"
			mips_30_04_03
			mips_63_06
	at_At1g47840 -	mips_02	"hexokinase, putative"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_04
			mips_03
			mips_03_03
			mips_03_03_01
			mips_40_03
			mips_40_16
			mips_63_19
	at_At1g72160 -	mips_01_06_13	"cytosolic factor, putative"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At1g80460 -	mips_01_06_01	"putative glycerol kinase"
			mips_01_06_01_01
			mips_01_06_01_03
			mips_10_01_05
			mips_67_07
			mips_67_07_01
	at_At2g37620	mips_13_05	"actin 3"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At2g42100	mips_13_05	"putative actin"
			mips_30_04_03
			mips_40_04
			mips_63_06
			mips_63_07
	at_At2g45270 -	mips_06_13	"sialoglycoprotease GCP1 (GCP1)"
			mips_06_99
	at_At3g20040 -	mips_01	"hexokinase, putative"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_04
			mips_03
			mips_03_03
			mips_03_03_01
			mips_40_16
			mips_63
			mips_63_19
	at_At3g33520	mips_13_05	"actin like protein"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g53750	mips_13_05	"actin (ACT3)"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g60830	mips_13_05	"actin - like protein"
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63_06
			mips_63_07
	at_At4g22720 -	mips_06_99	"glycoprotein endopeptidase - like protein"
	at_At4g29130 -	mips_01_05	"hexokinase"
			mips_01_05_01_01
			mips_01_05_04
			mips_02_01
			mips_03
			mips_03_03
			mips_03_03_01
			mips_63_19
	at_At5g56180	mips_13_05	"putative protein"
			mips_30_04_03
	at_At5g59370	mips_13	"actin 4"
			mips_13_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63
			mips_63_06
			mips_63_07
	Training Accuracy: 9/16 (56.25%)
	Training Frequency class 'mips_13_05': 102/4488 (2.27%)

	Evaluation on validation data (2239 items):
	at_At1g11660 -	mips_11_01_05	"putative heat-shock protein"
			mips_13_11
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_02
			mips_47_03_15
			mips_47_03_15_07
	at_At1g73910	mips_13_05	"putative actin"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At2g21370 -	mips_01_06_01	"putative xylulose kinase"
			mips_01_06_01_01
			mips_01_06_01_03
			mips_10_01_05
			mips_67_07
			mips_67_07_01
	at_At2g42170 -	mips_06	"pseudogene"
			mips_06_04
			mips_08
			mips_08_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_07
			mips_37
			mips_37_03
			mips_37_03_13
			mips_37_03_13_05
			mips_40_03
			mips_40_04
			mips_40_04_07
			mips_47
			mips_47_03
			mips_47_03_13
			mips_47_03_13_05
			mips_63
			mips_63_01
			mips_63_07
	at_At3g12110	mips_13_05	"unknown protein"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g18780	mips_13_05	"actin 2"
			mips_30_04_03
			mips_40_04
			mips_63_06
	at_At3g27000	mips_13	"actin related protein, putative"
			mips_13_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63
			mips_63_06
			mips_63_07
	at_At4g37840 -	mips_02_01	"hexokinase - like protein"
	at_At5g09810	mips_13_05	"ACTIN 2/7 (sp|P53492)"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	Validation Accuracy: 5/9 (55.56%)
	Validation Frequency class 'mips_13_05': 53/2239 (2.37%)

	Evaluation on propertest data (3463 items):
	at_At1g30540 -	mips_01_05_01_01_04	"unknown protein"
	at_At1g49240	mips_13	"actin 11 like protein"
			mips_13_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40
			mips_40_04
			mips_63
			mips_63_06
			mips_63_07
	at_At1g50460 -	mips_01_05_04	"hexokinase, putative"
	at_At2g19860 -	mips_01_05_04	"hexokinase (ATHXK2)"
	at_At2g42090	mips_13_05	"putative actin"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g46520	mips_13_05	"actin 12"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At4g16660 -	mips_01_03	"HSP like protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_11
			mips_06_01
			mips_11_01_05
			mips_11_01_07
			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
	at_At4g30310 -	mips_01_06_01_01	"putative protein"
			mips_01_06_01_03
			mips_67_07
			mips_67_07_01
	at_At5g43500	mips_13_05	"actin-like protein"
			mips_30_04_03
			mips_63_06
	at_At5g49650 -	mips_01_06_01_01	"xylulose kinase"
			mips_01_06_01_03
			mips_67_07
			mips_67_07_01
	Propertest Accuracy: 4/10 (40.00%)
	Propertest Frequency class 'mips_13_05': 61/3463 (1.76%)

	New (unknown) data (2239 items):
	at_At1g47860 -	no entry	null


------------------
Rule 187
	d.79.2 <= 1.2e-39
	->  class mips_63_07 "structural protein"

	Evaluation on training data (4488 items):
	at_At1g20010 -	mips_25_05_15	"beta tubulin 1, putative"
	at_At1g64740	mips_03_03	"putative protein"
			mips_30_04
			mips_40_04
			mips_63_07
	at_At2g36250 -	mips_03_03_03	"chloroplast division protein AtFtsZ2-1 (AtFtsZ2-1)"
			mips_03_99
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_26
			mips_30_26_03
			mips_40_26
			mips_40_26_03
			mips_63_19_05
	at_At4g14960	mips_30_04	"tubulin alpha-6 chain (TUA6)"
			mips_63_07
	at_At4g20890	mips_25	"tubulin beta-9 chain"
			mips_25_05
			mips_25_05_15
			mips_30
			mips_30_04
			mips_30_04_05
			mips_30_30
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_04
			mips_63_07
			mips_63_19
	at_At5g05620	mips_30_04_05	"tubulin gamma-2 chain (sp|P38558)"
			mips_40_04
			mips_40_04_05
			mips_48
			mips_63_07
			mips_63_19
	at_At5g19770	mips_30_04	"tubulin alpha-5 chain-like protein"
			mips_63_07
	at_At5g44340	mips_25_05_15	"tubulin beta-4 chain (sp|P24636)"
			mips_30_04
			mips_30_04_05
			mips_30_30
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_07
	at_At5g62690	mips_25_05_15	"tubulin beta-2/beta-3 chain (sp|P29512)"
			mips_30_04
			mips_30_04_05
			mips_30_30
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_07
	at_At5g62700 -	mips_25_05_15	"tubulin beta-2/beta-3 chain (sp|P29512)"
			mips_30_04_05
			mips_30_30
			mips_35_03_12
			mips_40_04
	Training Accuracy: 7/10 (70.00%)
	Training Frequency class 'mips_63_07': 79/4488 (1.76%)

	Evaluation on validation data (2239 items):
	at_At1g50010	mips_63_07	"tubulin alpha-2/alpha-4 chain, putative"
	at_At3g52750 -	mips_03_03_03	"plastid division protein FtsZ-like"
			mips_03_99
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_26
			mips_30_26_03
			mips_40_26
			mips_40_26_03
			mips_63_19_05
	at_At3g61650	mips_14_01	"tubulin gamma-1 chain"
			mips_30_04
			mips_30_04_05
			mips_40_04_05
			mips_48
			mips_63_07
	at_At5g19780	mips_30_04	"tubulin alpha-5 chain"
			mips_40_04
			mips_63_07
	at_At5g23860	mips_14	"beta tubulin"
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_15
			mips_30
			mips_30_04
			mips_30_04_05
			mips_30_30
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40
			mips_40_04
			mips_63
			mips_63_07
			mips_63_19
	Validation Accuracy: 4/5 (80.00%)
	Validation Frequency class 'mips_63_07': 36/2239 (1.61%)

	Evaluation on propertest data (3463 items):
	at_At1g75780	mips_63_07	"tubulin beta-1 chain"
	at_At2g29550	mips_25_05_15	"tubulin beta-7 chain"
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_07
	at_At5g12250	mips_25_05_15	"tubulin beta-6 chain (sp|P29514)"
			mips_30_04_05
			mips_30_30
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_07
	Propertest Accuracy: 3/3 (100.00%)
	Propertest Frequency class 'mips_63_07': 70/3463 (2.02%)

	New (unknown) data (2239 items):
	at_At1g04820 -	no entry	null


------------------
Rule 735
	a.118.6 > 0.0027
	a.158 > 8e-05
	c.55.1 <= 0.00011
	e.20 > 4.5e-30
	->  class mips_63_07 "structural protein"

	Evaluation on training data (4488 items):
	at_At1g13180	mips_13_05	"actin-like protein"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At1g18450 -	mips_13_05	"unknown protein"
			mips_30_04_03
			mips_63_06
	at_At1g47840 -	mips_02	"hexokinase, putative"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_04
			mips_03
			mips_03_03
			mips_03_03_01
			mips_40_03
			mips_40_16
			mips_63_19
	at_At1g72160 -	mips_01_06_13	"cytosolic factor, putative"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	at_At1g80460 -	mips_01_06_01	"putative glycerol kinase"
			mips_01_06_01_01
			mips_01_06_01_03
			mips_10_01_05
			mips_67_07
			mips_67_07_01
	at_At2g37620	mips_13_05	"actin 3"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At2g42100	mips_13_05	"putative actin"
			mips_30_04_03
			mips_40_04
			mips_63_06
			mips_63_07
	at_At2g45270 -	mips_06_13	"sialoglycoprotease GCP1 (GCP1)"
			mips_06_99
	at_At3g20040 -	mips_01	"hexokinase, putative"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_04
			mips_03
			mips_03_03
			mips_03_03_01
			mips_40_16
			mips_63
			mips_63_19
	at_At3g33520	mips_13_05	"actin like protein"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g53750	mips_13_05	"actin (ACT3)"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g60830	mips_13_05	"actin - like protein"
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63_06
			mips_63_07
	at_At4g22720 -	mips_06_99	"glycoprotein endopeptidase - like protein"
	at_At4g29130 -	mips_01_05	"hexokinase"
			mips_01_05_01_01
			mips_01_05_04
			mips_02_01
			mips_03
			mips_03_03
			mips_03_03_01
			mips_63_19
	at_At5g59370	mips_13	"actin 4"
			mips_13_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63
			mips_63_06
			mips_63_07
	Training Accuracy: 7/15 (46.67%)
	Training Frequency class 'mips_63_07': 79/4488 (1.76%)

	Evaluation on validation data (2239 items):
	at_At1g11660 -	mips_11_01_05	"putative heat-shock protein"
			mips_13_11
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_02
			mips_47_03_15
			mips_47_03_15_07
	at_At1g73910	mips_13_05	"putative actin"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At2g21370 -	mips_01_06_01	"putative xylulose kinase"
			mips_01_06_01_01
			mips_01_06_01_03
			mips_10_01_05
			mips_67_07
			mips_67_07_01
	at_At2g42170	mips_06	"pseudogene"
			mips_06_04
			mips_08
			mips_08_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_07
			mips_37
			mips_37_03
			mips_37_03_13
			mips_37_03_13_05
			mips_40_03
			mips_40_04
			mips_40_04_07
			mips_47
			mips_47_03
			mips_47_03_13
			mips_47_03_13_05
			mips_63
			mips_63_01
			mips_63_07
	at_At3g12110	mips_13_05	"unknown protein"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g18780 -	mips_13_05	"actin 2"
			mips_30_04_03
			mips_40_04
			mips_63_06
	at_At3g27000	mips_13	"actin related protein, putative"
			mips_13_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63
			mips_63_06
			mips_63_07
	at_At4g37840 -	mips_02_01	"hexokinase - like protein"
	at_At5g09810	mips_13_05	"ACTIN 2/7 (sp|P53492)"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	Validation Accuracy: 5/9 (55.56%)
	Validation Frequency class 'mips_63_07': 36/2239 (1.61%)

	Evaluation on propertest data (3463 items):
	at_At1g30540 -	mips_01_05_01_01_04	"unknown protein"
	at_At1g49240	mips_13	"actin 11 like protein"
			mips_13_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40
			mips_40_04
			mips_63
			mips_63_06
			mips_63_07
	at_At1g50460 -	mips_01_05_04	"hexokinase, putative"
	at_At2g19860 -	mips_01_05_04	"hexokinase (ATHXK2)"
	at_At2g42090	mips_13_05	"putative actin"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g46520	mips_13_05	"actin 12"
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At4g16660 -	mips_01_03	"HSP like protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_11
			mips_06_01
			mips_11_01_05
			mips_11_01_07
			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
	at_At4g30310 -	mips_01_06_01_01	"putative protein"
			mips_01_06_01_03
			mips_67_07
			mips_67_07_01
	at_At5g43500 -	mips_13_05	"actin-like protein"
			mips_30_04_03
			mips_63_06
	at_At5g49650 -	mips_01_06_01_01	"xylulose kinase"
			mips_01_06_01_03
			mips_67_07
			mips_67_07_01
	Propertest Accuracy: 3/10 (30.00%)
	Propertest Frequency class 'mips_63_07': 70/3463 (2.02%)

	New (unknown) data (2239 items):
	at_At1g47860 -	no entry	null


------------------
Rule 919
	a.157.1 > 4e-11
	b > 0.02
	c.10 > 0.00068
	d.42.1 <= 2.4e-09
	g.53.1 > 7.8e-22
	->  class mips_13_11 "cellular sensing and response"

	Evaluation on training data (4488 items):
	at_At1g01640 -	mips_25_05_25	"hypothetical protein"
			mips_30_04
			mips_63_07
	at_At1g03010	mips_13_11	"hypothetical protein"
			mips_13_11_01
			mips_13_11_01_05
			mips_30_04
			mips_40_04
	at_At1g67900	mips_13	"unknown protein"
			mips_13_11
			mips_13_11_01
			mips_13_11_01_05
			mips_30
			mips_30_04
			mips_40_04
			mips_63_01
	at_At2g05330 -	mips_63_07	"hypothetical protein"
	at_At2g23050	mips_13_11_01	"hypothetical protein"
			mips_13_11_01_05
	at_At2g40440 -	mips_11_01_01	"hypothetical protein"
			mips_11_01_09
	at_At2g40450 -	mips_25_05_25	"hypothetical protein"
			mips_63_07
	at_At2g46260 -	mips_25_05_25	"unknown protein"
	at_At3g08660	mips_13_11_01	"putative non-phototropic hypocotyl"
			mips_13_11_01_05
			mips_30_04
	at_At3g26490	mips_13_11_01	"non-phototropic hypocotyl, putative"
			mips_13_11_01_05
	at_At3g29740 -	mips_11_01_01	"hypothetical protein"
			mips_11_01_09
	at_At3g44820	mips_13_11_01	"non-phototropic hypocotyl 3-like protein"
			mips_13_11_01_05
	at_At3g50840	mips_13_11	"putative protein"
			mips_13_11_01
			mips_13_11_01_05
			mips_30_04
			mips_40_04
	at_At3g61600 -	mips_63_07	"POZ/BTB containing-protein AtPOB1"
	at_At5g03250	mips_13_11_01	"photoreceptor-interacting protein - like"
			mips_13_11_01_05
	at_At5g10250	mips_13_11_01	"non-phototropic hypocotyl 3-like protein"
			mips_13_11_01_05
	at_At5g47800	mips_13_11_01	"photoreceptor-interacting protein-like"
			mips_13_11_01_05
	at_At5g59140 -	mips_03_03_01	"unknown protein"
			mips_04_05_01_01
			mips_04_05_01_04_99
			mips_40_10
			mips_47_03_01
			mips_47_03_01_02
			mips_47_03_02
			mips_63_01
	at_At5g64330	mips_13	"non-phototropic hypocotyl 3 (NPH3)"
			mips_13_11
			mips_13_11_01
			mips_13_11_01_05
			mips_63
			mips_63_01
			mips_98
	Training Accuracy: 11/19 (57.89%)
	Training Frequency class 'mips_13_11': 179/4488 (3.99%)

	Evaluation on validation data (2239 items):
	at_At2g14820	mips_13	"hypothetical protein"
			mips_13_11
			mips_13_11_01
			mips_13_11_01_05
			mips_30
			mips_30_04
			mips_63_01
	at_At3g48360 -	mips_25_05_25	"unknown protein"
			mips_30_04
	at_At3g49900	mips_13_11_01	"putative protein"
			mips_13_11_01_05
			mips_25_05_25
	at_At3g56230 -	mips_25_05_25	"putative protein"
			mips_30_04
			mips_63_07
	at_At4g01160 -	mips_63_07	"predicted protein"
	at_At4g19660 -	mips_63_07	"putative protein"
	at_At4g37590	mips_13_11_01	"unknown protein"
			mips_13_11_01_05
	at_At5g13060 -	mips_08_13	"unknown protein"
			mips_40_10_05
	at_At5g17580	mips_13	"putative protein"
			mips_13_11
			mips_13_11_01
			mips_13_11_01_05
			mips_63_01
			mips_63_19
	at_At5g48800	mips_13_11_01	"non-phototropic hypocotyl-like protein"
			mips_13_11_01_05
			mips_30_04
	at_At5g66560	mips_13_11_01	"unknown protein"
			mips_13_11_01_05
	Validation Accuracy: 6/11 (54.55%)
	Validation Frequency class 'mips_13_11': 77/2239 (3.44%)

	Evaluation on propertest data (3463 items):
	at_At1g30440	mips_13_11_01	"non-phototropic hypocotyl, putative"
			mips_13_11_01_05
	at_At1g50280	mips_13_11_01	"hypothetical protein"
			mips_13_11_01_05
	at_At1g64280 -	mips_10	"transcription factor inhibitor I kappa B, putative"
			mips_11
			mips_11_05
			mips_11_05_03
			mips_40_02
			mips_40_04
			mips_63
			mips_63_07
	at_At2g30520 -	mips_25_05_25	"unknown protein"
	at_At2g41370 -	mips_06	"hypothetical protein"
			mips_06_04
			mips_10
			mips_40
			mips_63
			mips_63_07
			mips_99
	at_At2g47860	mips_13_11_01	"unknown protein"
			mips_13_11_01_05
	at_At3g08570	mips_06_04	"hypothetical protein"
			mips_13_11
			mips_13_11_01
			mips_13_11_01_05
			mips_14_01
			mips_40_04
	at_At3g49970	mips_13_11_01	"putative protein"
			mips_13_11_01_05
	at_At3g51770 -	mips_01	"putative protein"
			mips_03
			mips_03_03
			mips_03_03_01
			mips_05
			mips_06
			mips_06_07
			mips_10
			mips_20
			mips_40
			mips_40_03
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_01
			mips_99
	at_At4g31820	mips_13_11_01	"putative protein"
			mips_13_11_01_05
	at_At5g13600	mips_13_11_01	"photoreceptor-interacting protein-like; non-phototropic hypocotyl-like protein"
			mips_13_11_01_05
	at_At5g19330 -	mips_08_13	"putative protein"
			mips_40_10_05
	at_At5g48130	mips_13_11_01	"putative protein"
			mips_13_11_01_05
	at_At5g48510 -	mips_25_05_25	"putative protein"
			mips_40_04
			mips_63_07
	at_At5g67440	mips_13_11_01	"photoreceptor-interacting protein-like"
			mips_13_11_01_05
	Propertest Accuracy: 9/15 (60.00%)
	Propertest Frequency class 'mips_13_11': 114/3463 (3.29%)

	New (unknown) data (2239 items):
	at_At2g04740 -	no entry	null
	at_At3g57130 -	no entry	null
	at_At4g04090 -	no entry	null
	at_At5g45110 -	no entry	null
	at_At5g58550 -	no entry	null


------------------
Rule 567
	d.20.1 <= 4.8e-06
	->  class mips_03_03 "cell cycle"

	Evaluation on training data (4488 items):
	at_At1g17280 -	mips_06_07_05	"putative ubiquitin-conjugating enzyme"
			mips_06_13_01
			mips_14_04_03
			mips_14_04_03_03
			mips_30_10
	at_At1g70660	mips_03_03_01_01	"unknown protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At2g16740	mips_03	"putative ubiquitin-conjugating enzyme E2"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14
			mips_14_01
			mips_30
			mips_30_10
			mips_40_03
	at_At2g16920	mips_03_03_01_01	"putative ubiquitin-conjugating enzyme"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_10
			mips_14_10_02
			mips_30_10
	at_At2g33770	mips_03_03_01_01	"putative ubiquitin-conjugating enzyme E2"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_10
			mips_14_10_02
			mips_30_10
	at_At3g08690	mips_03_03_01_01	"putative ubiquitin conjugating enzyme"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At3g13550	mips_03_03_01_01	"ubiquitin-conjugating enzyme COP10 (COP10)"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At3g20060	mips_03_03_01_01	"ubiquitin-conjugating enzyme, putative"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At3g55380	mips_03_03_02	"ubiquitin-conjugating enzyme UBC3"
			mips_06_07_05
			mips_06_13_01
			mips_06_99
			mips_25_05_25
			mips_48
			mips_62_01
			mips_62_01_07
	at_At4g36410 -	mips_06_07_05	"ubiquitin-conjugating enzyme"
			mips_08_05
	at_At4g36800	mips_03	"ubiquitin-protein ligase like protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_06_13
			mips_30
	at_At5g05080	mips_03_03_01_01	"unknown protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At5g42990	mips_03_03_01_01	"ubiquitin-conjugating enzyme-like protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At5g50870 -	mips_06_07	"ubiquitin-conjugating enzyme-like protein"
			mips_06_07_05
			mips_06_13
			mips_06_13_01
			mips_08
			mips_08_13
			mips_11_01
			mips_14_01
			mips_14_04_03
			mips_14_04_03_03
			mips_14_04_03_05
	at_At5g53300	mips_03_03_01_01	"ubiquitin-conjugating enzyme E2-17 kD 10 (ubiquitin-protein ligase 10) (ubiquitin carrier protein 10) (sp|P35133)"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At5g56150	mips_03_03_01_01	"ubiquitin-conjugating enzyme-like protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	Training Accuracy: 13/16 (81.25%)
	Training Frequency class 'mips_03_03': 313/4488 (6.97%)

	Evaluation on validation data (2239 items):
	at_At1g14400	mips_03_03_02	"unknown protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
	at_At1g45050	mips_03_03_01_01	"similar to ubiquitin-conjugating enzyme 15 gb|AAC39324.1; similar to ESTs emb|Z47633.1, gb|L47909.1, gb|T42291.1"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At1g63800	mips_03_03_02	"putative ubiquitin-conjugating enzyme"
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_06_13_01
			mips_14_04_03_03
			mips_14_04_03_05
	at_At1g64230	mips_03_03	"ubiquitin-conjugating enzyme, putative"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14_01
			mips_30_10
	at_At1g75440	mips_03_01_05_01	"ubiquitin-conjugating enzyme 16, putative"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At2g18600	mips_03_03	"putative ubiquitin-conjugating enzyme E2"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14_01
			mips_30_10
	at_At2g32790	mips_03_03	"putative ubiquitin-conjugating enzyme E2"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14_01
			mips_30_10
	at_At2g46030	mips_03_03_01_01	"putative ubiquitin-conjugating enzyme E2"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_04_03
			mips_14_04_03_03
			mips_30_10
	at_At3g08700	mips_03_03_01	"putative ubiquitin-conjugating enzyme"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06
			mips_06_07_05
			mips_30_10
	at_At3g12400 -	mips_02	"unknown protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_06_07
			mips_06_13
			mips_06_13_04
			mips_08
			mips_08_13
			mips_63_01
			mips_63_03
	at_At5g13860 -	mips_02	"putative protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_06_07
			mips_06_13
			mips_06_13_04
			mips_08
			mips_08_13
	at_At5g41340	mips_03_03_01_01	"ubiquitin-conjugating enzyme E2-21 kD 1 (ubiquitin-protein ligase 4) (ubiquitin carrier protein 4) (sp|P42748)"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_06_13_01
			mips_08_13
			mips_14_04_03
			mips_14_04_03_03
			mips_14_04_03_05
			mips_30_10
	Validation Accuracy: 10/12 (83.33%)
	Validation Frequency class 'mips_03_03': 157/2239 (7.01%)

	Evaluation on propertest data (3463 items):
	at_At1g16890	mips_03	"unknown protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14
			mips_14_01
			mips_30
			mips_30_10
			mips_40_03
	at_At1g23260	mips_03_03_01_01	"similar to DNA binding protein (At1g23260)"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At1g36340	mips_03	"putative ubiquitin conjugating enzyme"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14
			mips_14_01
			mips_30
			mips_30_10
			mips_40
			mips_40_03
	at_At1g50490	mips_03_03_01_01	"cyclin-specific ubiquitin carrier protein, putative"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At1g78870	mips_03_03_01_01	"unknown protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At2g02760	mips_03_03_01_01	"putative ubiquitin-conjugating enzyme E2"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At2g36060	mips_03_03_01_01	"putative ubiquitin-conjugating enzyme"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At3g15355	mips_03_03_01_01	"ubiquitin-conjugating like enzyme"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_10
			mips_14_10_02
			mips_30_10
	at_At3g17000	mips_03_03_04	"ubiquitin conjugating enzyme, putative"
			mips_03_03_04_07
			mips_06_07_05
	at_At3g46460	mips_03_03	"ubiquitin conjugating enzyme E2 (UBC13)"
			mips_03_03_02
			mips_06_07_05
			mips_06_13
			mips_06_13_01
			mips_14_04_03
			mips_14_04_03_03
			mips_48
			mips_62_01_07
	at_At3g52560 -	mips_06_07_05	"putative DNA-binding protein"
			mips_06_13_01
			mips_08_13
			mips_14_04_03_03
			mips_14_04_03_05
	at_At3g57870	mips_03_03_01_01	"E2 ubiquitin-conjugating-like enzyme Ahus5"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At4g27960	mips_03_03_01_01	"ubiquitin-protein ligase UBC9"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At5g25760	mips_03_03_01_01	"unknown protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	at_At5g41700	mips_03_03_01_01	"ubiquitin-conjugating enzyme E2-17 kD 8 (ubiquitin-protein ligase 8) (ubiquitin carrier protein 8) (sp|P35131)"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_14_01
			mips_30_10
	at_At5g50430	mips_03_03	"ubiquitin conjugating enzyme-like protein"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14_01
			mips_30_10
	at_At5g59300	mips_03_03_02	"ubiquitin-conjugating enzyme - like"
			mips_06_07_05
			mips_06_13_01
			mips_06_99
			mips_25_05_25
			mips_48
			mips_62_01
			mips_62_01_07
	at_At5g62540	mips_03_03_01_01	"ubiquitin-conjugating enzyme E2-17 kd 3 (ubiquitin-protein ligase 3) (ubiquitin carrier protein 3)-like protein (sp|P42746)"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
			mips_30_10
	Propertest Accuracy: 17/18 (94.44%)
	Propertest Frequency class 'mips_03_03': 229/3463 (6.61%)

	New (unknown) data (2239 items):
	at_At1g27530 -	no entry	null
	at_At1g53020 -	no entry	null


------------------
Rule 881
	a.74.1 <= 5.6e-06
	->  class mips_03_03 "cell cycle"

	Evaluation on training data (4488 items):
	at_At1g14750	mips_03_01	"cyclin, putative"
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03
			mips_14_04_03_01
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At1g15570	mips_03_03_04	"putative cyclin (At1g15570)"
			mips_03_03_04_07
			mips_14_04_03_01
			mips_62_02_01_01
	at_At1g16330	mips_03_03_04	"putative mitotic cyclin"
			mips_03_03_04_07
			mips_14_04_03_01
			mips_62_02_01
			mips_62_02_01_01
	at_At1g35440	mips_03_03_01_01	"hypothetical protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_40_10_03
			mips_62_02_01_01
	at_At1g44110	mips_03_03	"mitotic cyclin a2-type, putative"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03
			mips_14_04_03_01
			mips_25_05_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At1g76310	mips_03_03_02	"putative G2/mitotic-specific cyclin 1 (B-like cyclin)"
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_14_04_03_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At1g80370	mips_03_03_01_01	"putative cyclin"
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03
			mips_14_04_03_01
			mips_62_02_01_01
	at_At2g17620	mips_03_03	"putative cyclin 2"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03
			mips_14_04_03_01
			mips_30_04
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At2g26430	mips_03	"cyclin like protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_04_05_01
			mips_04_05_01_04
			mips_25_05
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At2g44740 -	mips_01_04	"putative PREG1-like negative regulator"
			mips_01_04_04
			mips_01_05_04
			mips_02_19
	at_At3g12280	mips_03_03_01_01	"putative retinoblastoma-associated protein"
			mips_40_10_03
	at_At3g21870 -	mips_01_04_04	"PREG-like protein, putative"
			mips_01_05_04
			mips_02_19
	at_At3g50070	mips_03_03	"cyclin D3-like protein"
			mips_03_03_01
			mips_03_03_01_01
			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
			mips_14_04_03_01
			mips_25_05_25
			mips_40_08
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At3g57370 -	mips_04_01	"putative protein"
			mips_04_01_01
			mips_04_05_01_01
			mips_04_05_01_04_01
			mips_40_10_99
	at_At3g60550 -	mips_01_04_04	"regulatory protein - like"
			mips_01_05_04
			mips_02_19
	at_At3g63120	mips_02	"unknown protein"
			mips_01_04
			mips_01_04_04
			mips_01_05
			mips_01_05_04
			mips_02_19
			mips_03
			mips_03_03
			mips_03_03_01
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
	at_At4g03270	mips_03_03_01	"putative D-type cyclin"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_25_05_25
			mips_62_02_01_01
	at_At4g34160	mips_03_03_04	"cyclin delta-3"
			mips_03_03_04_07
			mips_10_01_05
			mips_10_01_05_01
			mips_14_04_03_01
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At4g36650 -	mips_04_01	"transcription initiation factor like protein"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05_01_01
			mips_04_05_01_04_01
			mips_40_10_99
	at_At5g02110	mips_03	"putative protein"
			mips_03_03_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_62_02_01_01
	at_At5g06150	mips_03_03_01_01	"mitosis-specific cyclin 1b"
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_40_08
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At5g07450 -	mips_01_04_04	"putative protein"
			mips_01_05_04
			mips_02_19
	at_At5g11300	mips_03_03_04	"cyclin 3b"
			mips_03_03_04_07
			mips_14_04_03_01
			mips_62_02_01_01
	at_At5g43080	mips_03_01_03	"cyclin A-type"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_25_05_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At5g45190	mips_03_03_01_01	"putative protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_40_10_03
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At5g48630	mips_03_03_02	"cyclin C-like protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	Training Accuracy: 20/26 (76.92%)
	Training Frequency class 'mips_03_03': 313/4488 (6.97%)

	Evaluation on validation data (2239 items):
	at_At1g20610	mips_03	"hypothetical protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_03
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At1g27630	mips_03_03_01_01	"putative cyclin"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03
			mips_14_04_03_01
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At1g47210	mips_03_03_01_01	"cyclin like protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At1g47220	mips_03_03_02	"cyclin, putative"
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03_01
			mips_62_02_01_01
	at_At1g77390	mips_03	""
			mips_03_03_01
			mips_03_03_04
			mips_03_03_04_07
			mips_10
			mips_10_01_05
			mips_10_01_05_01
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_63_01
	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_At2g41630 -	mips_04_01	"transcription factor IIB (TFIIB)"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05_01_01
			mips_04_05_01_04_01
	at_At3g09360 -	mips_04	"putative transcription factor"
			mips_04_01
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_01
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_01
			mips_63_03
	at_At3g29380 -	mips_04_01	"transcription initiation factor IIB, putative"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05_01_01
			mips_04_05_01_04_01
	at_At4g35540 -	mips_04_01	"putative protein"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_99
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_62_02_99
			mips_63_03_01
	at_At4g35620	mips_03_03_01_01	"cyclin 2b protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At4g37490	mips_03	"cyclin cyc1"
			mips_03_03
			mips_03_03_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_01
			mips_25_05
			mips_40
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_63_01
	at_At5g25380	mips_03_03	"cyclin 3a"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03
			mips_14_04_03_01
			mips_25_05_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At5g48640	mips_03_03_01_01	"cyclin C-like protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_40_10_03
			mips_62_02_01_01
	at_At5g61650	mips_02	"PREG-like - like protein"
			mips_01_04
			mips_01_04_04
			mips_01_05_04
			mips_02_19
			mips_03_03
			mips_03_03_01
	Validation Accuracy: 10/15 (66.67%)
	Validation Frequency class 'mips_03_03': 157/2239 (7.01%)

	Evaluation on propertest data (3463 items):
	at_At1g20590	mips_03	"hypothetical protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_01
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40
			mips_40_03
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_63
			mips_63_01
	at_At1g47230	mips_03_03_01	"cyclin like protein"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05
			mips_10_01_05_01
			mips_25_05_25
			mips_40_08
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At1g70210	mips_03_01_03	"hypothetical protein"
			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_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At2g22490	mips_03_03_01_01	"putative cyclin D"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At2g26760	mips_03_03_01_01	"putative cyclin"
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_40_08
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At2g45100 -	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_01
			mips_40_10_99
	at_At3g10330 -	mips_04_01	"transcription initiation factor IIB (TFIIB)"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05_01_01
			mips_04_05_01_04_01
	at_At3g11520	mips_03_03_01_01	"cyclin box"
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_40_08
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At4g19560 -	mips_40_10_03	"putative protein"
			mips_62_02_01_01
	at_At4g19600	mips_03_03_01	"putative protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_62_02_01
			mips_62_02_01_01
	at_At4g37630	mips_03_03_04	"putative protein"
			mips_03_03_04_07
			mips_10_01_05_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At5g27620	mips_03_03_04	"cyclin H (AtCycH1)"
			mips_03_03_04_07
			mips_04_05_01_01
			mips_62_01_07
			mips_62_02_01_01
	at_At5g65420	mips_03_03_04	"D-type cyclin (emb|CAB41347.1)"
			mips_03_03_04_07
			mips_10_01_05
			mips_10_01_05_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At5g67260	mips_03	"cyclin D3-like protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01
			mips_10_01_05
			mips_10_01_05_01
			mips_40_08
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_63_01
	Propertest Accuracy: 11/14 (78.57%)
	Propertest Frequency class 'mips_03_03': 229/3463 (6.61%)

	New (unknown) data (2239 items):
	at_At3g21150 -	no entry	null
	at_At2g19890 -	no entry	null
	at_At4g10680 -	no entry	null
	at_At5g48050 -	no entry	null


------------------
Rule 1265
	c.62 > 0.015
	d.109 <= 4.3e-21
	->  class mips_14_04 "cell differentiation"

	Evaluation on training data (4488 items):
	at_At2g31200 -	mips_03	"actin depolymerizing factor 6 (ADF6)"
			mips_03_03
			mips_03_03_05
			mips_03_03_05_03
			mips_06_04
			mips_08_22
			mips_08_22_02
			mips_10_01
			mips_30
			mips_30_04
			mips_30_04_03
			mips_40_04
			mips_63_01
	at_At3g55270	mips_06_07_03	"MAP kinase phosphatase (MKP1)"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_10_01_05_01_03
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_18
			mips_13_11_03
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
			mips_14_04_07
			mips_14_10
			mips_14_10_02
			mips_30_10
	at_At4g00680	mips_08_19	"putative actin-depolymerizing factor"
			mips_14_04_03
			mips_14_04_03_01
	at_At4g30160 -	mips_25_05_13	"putative villin"
			mips_30_04
			mips_33_03_13
			mips_35_03_17
			mips_40_04
			mips_63_07
	at_At5g52360	mips_06_10	"actin depolymerizing factor-like"
			mips_08_19
			mips_14_04_03_01
	at_At5g59890	mips_08_19	"actin depolymerizing factor 4 - like protein"
			mips_14_04_03
			mips_14_04_03_01
	Training Accuracy: 4/6 (66.67%)
	Training Frequency class 'mips_14_04': 282/4488 (6.28%)

	Evaluation on validation data (2239 items):
	at_At1g01750	mips_08_19	"actin depolymerizing factor like protein"
			mips_14_04_03
			mips_14_04_03_01
	at_At2g16700	mips_06_07_03	"actin depolymerizing factor 5 (ADF5)"
			mips_08_19
			mips_14_04_03
			mips_14_04_03_01
	at_At3g45990	mips_08_19	"actin depolymerising like protein"
			mips_14_04_03
			mips_14_04_03_01
	at_At3g46010	mips_06_10	"actin depolymerizing factor 1 (ADF1)"
			mips_08_19
			mips_14_04
			mips_14_04_03_01
			mips_40_04
	at_At4g34970	mips_06_10	"actin depolymerizing factor - like protein"
			mips_08_19
			mips_14_04_03
			mips_14_04_03_01
			mips_30_01
			mips_30_04
	at_At5g57320 -	mips_30_04_03	"villin"
			mips_33_03_13
			mips_40_04_03
	at_At5g59880 -	mips_04	"actin depolymerizing factor 3 - like protein"
			mips_10
			mips_30
			mips_40_04
			mips_40_10
			mips_63_01
	Validation Accuracy: 5/7 (71.43%)
	Validation Frequency class 'mips_14_04': 131/2239 (5.85%)

	Evaluation on propertest data (3463 items):
	at_At3g46000	mips_08_19	"actin depolymerizing factor 2 (ADF2)"
			mips_14_04_03
			mips_14_04_03_01
	at_At3g57410 -	mips_25_05_13	"villin 3"
			mips_30_04
			mips_30_04_03
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_04
			mips_40_04_03
			mips_63_07
	at_At4g25590	mips_08_19	"actin depolymerizing factor - like protein"
			mips_14_04_03
			mips_14_04_03_01
	Propertest Accuracy: 2/3 (66.67%)
	Propertest Frequency class 'mips_14_04': 171/3463 (4.94%)

	New (unknown) data (2239 items):


------------------
Rule 146
	b.50.1 <= 3.3e-07
	e.8.1 > 0.0058
	->  class mips_20_03 "nutrients uptake and absorption (eg. digestion)"

	Evaluation on training data (4488 items):
	at_At1g01300	mips_06_13_99	"chloroplast nucleoid DNA binding protein, putative"
			mips_10_01_05
			mips_10_01_05_03
			mips_20_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At1g09750	mips_06_13_99	"unknown protein"
			mips_10_01_05_03
			mips_20_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At1g11910	mips_06_13_99	"putative aspartic proteinase"
			mips_10_01_05_03
			mips_20_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At1g31450 -	mips_06_13	"hypothetical protein"
	at_At1g44130 -	mips_06_13_04	"nucellin, putative"
			mips_06_13_04_01
			mips_40_25
	at_At1g65240	mips_06_13_04	"hypothetical protein"
			mips_06_13_04_01
			mips_20_03
			mips_40_25
	at_At1g66180 -	mips_06_13	"unknown protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05
			mips_10_01_05_03
			mips_40_25
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At1g69100	mips_06_13	"hypothetical protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05
			mips_10_01_05_03
			mips_20_03
			mips_40_25
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At1g77480	mips_04	"nucellin-like protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_13
			mips_06_13_99
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_03
			mips_20
			mips_20_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
			mips_63
			mips_63_01
			mips_98
	at_At1g79720	mips_06_13_04	"unknown protein"
			mips_06_13_04_01
			mips_20_03
			mips_40_25
			mips_40_26
			mips_40_26_03
			mips_40_27
	at_At2g17760	mips_06_13	"putative chloroplast nucleoid DNA-binding protein"
			mips_20_03
	at_At2g28010 -	mips_06_13	"putative chloroplast nucleoid DNA binding protein"
			mips_06_13_99
			mips_10_01_05
			mips_10_01_05_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
			mips_63_01
	at_At2g36670	mips_04	"putative protease"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_13
			mips_20
			mips_20_03
			mips_40
			mips_40_26
			mips_40_26_03
			mips_99
	at_At2g42980 -	mips_06_13_99	"hypothetical protein"
			mips_10_01_05
			mips_10_01_05_03
			mips_40_25
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At3g31390 -	mips_29	"hypothetical protein"
			mips_29_02
	at_At3g50050	mips_06_13_04	"putative protein"
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05_03
			mips_20_03
			mips_40_25
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At3g51330	mips_06_13	"predicted GPI-anchored protein"
			mips_20
			mips_20_03
			mips_40_25
	at_At3g52500	mips_06	"Unknown protein"
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_03
			mips_20
			mips_20_03
			mips_40_25
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
			mips_63
			mips_63_01
			mips_98
	at_At3g54400	mips_06_13_99	"nucleoid DNA-binding - like protein"
			mips_10_01_05
			mips_10_01_05_03
			mips_20_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At3g61820 -	mips_06_13	"unknown protein"
			mips_40_25
			mips_40_26
			mips_40_26_03
	at_At4g04460 -	mips_06	"putative aspartic protease"
			mips_06_13
			mips_06_13_99
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_03
			mips_40_25
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
			mips_63
			mips_63_01
			mips_98
	at_At4g22050	mips_06_13_04	"aspartic proteinase like protein"
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05_03
			mips_20_03
			mips_40_25
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At5g02190	mips_06_13_04	"putative protein"
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05
			mips_10_01_05_03
			mips_20_03
			mips_40_25
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At5g10080 -	mips_06_07	"predicted GPI-anchored protein"
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05
			mips_10_01_05_03
			mips_40_25
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At5g10760	mips_20_03	"nucleoid DNA-binding protein cnd41 - like protein"
			mips_40_26
			mips_40_26_03
	at_At5g10770	mips_20_03	"nucleoid DNA-binding protein cnd41 - like protein"
			mips_40_26
			mips_40_26_03
	at_At5g19100 -	mips_06_13_04	"dermal glycoprotein precursor -like protein"
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05_03
			mips_40_25
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At5g19110	mips_20_03	"dermal glycoprotein - like"
			mips_40_25
	at_At5g33340	mips_04	"putative protein"
			mips_06
			mips_06_13
			mips_20_03
			mips_40_26
			mips_40_26_03
	at_At5g36260	mips_06_13	"aspartyl protease-like predicted GPI-anchored protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_20
			mips_20_03
			mips_40_25
	at_At5g37540	mips_01_25	"unknown protein"
			mips_01_25_03
			mips_20_03
			mips_40_27
			mips_47_03_11
			mips_47_03_11_03
			mips_47_03_15
			mips_47_03_15_09
	at_At5g45120	mips_06_13_04	"chloroplast nucleoid DNA-binding protein-like"
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05_03
			mips_20_03
			mips_40_25
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At5g48430	mips_06_13_04	"dermal glycoprotein precursor, extracellular-like"
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05_03
			mips_20_03
			mips_40_25
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_03
			mips_63_01
	Training Accuracy: 23/33 (69.70%)
	Training Frequency class 'mips_20_03': 50/4488 (1.11%)

	Evaluation on validation data (2239 items):
	at_At1g03230 -	mips_06_13	"unknown protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05
			mips_10_01_05_03
			mips_40_25
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At1g05840	mips_06_13_99	"unknown protein"
			mips_10_01_05
			mips_10_01_05_03
			mips_20_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At1g49050	mips_04_05	"unknown protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_06_13
			mips_20
			mips_20_03
			mips_40_26
			mips_40_26_03
	at_At1g62290	mips_06_13_99	"putative aspartic protease (At1g62290)"
			mips_10_01_05_03
			mips_20_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_03
			mips_63_01
	at_At3g12700	mips_04	"putative 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
	at_At3g51340	mips_06_13_04	"putative protein"
			mips_06_13_04_01
			mips_20_03
			mips_40_25
	at_At3g51360 -	mips_06_13	"putative protein"
	at_At3g59080 -	mips_40_26	"putative protein"
			mips_40_26_03
	at_At4g08030 -	mips_29_02	"putative Athila-like protein"
	at_At5g07030	mips_06_13_99	"nucleoid DNA-binding-like protein"
			mips_10_01_05_03
			mips_20_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At5g24820 -	mips_06_13_04	"putative protein"
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05_03
			mips_40_25
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_03
	Validation Accuracy: 6/11 (54.55%)
	Validation Frequency class 'mips_20_03': 12/2239 (0.54%)

	Evaluation on propertest data (3463 items):
	at_At1g03220	mips_06_13_04	"unknown protein"
			mips_06_13_04_01
			mips_20_03
			mips_40_25
	at_At1g08210	mips_06_13_04	"predicted GPI-anchored protein"
			mips_06_13_04_01
			mips_20_03
			mips_40_25
	at_At1g25510 -	mips_04_05	"hypothetical protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_06_13
			mips_06_13_99
			mips_10_01
			mips_10_01_05
			mips_10_01_05_03
			mips_40_26
			mips_40_26_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
			mips_63_01
	at_At1g64830	mips_06_13	"hypothetical protein"
			mips_20_03
	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_At2g28030 -	mips_06_13	"putative chloroplast nucleoid DNA binding protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_40_25
	at_At2g28040	mips_06_13_04	"putative chloroplast nucleoid DNA binding protein"
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05_03
			mips_20_03
			mips_40_25
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At2g28220 -	mips_06_13_04	"putative chloroplast nucleoid DNA binding protein"
			mips_06_13_04_01
			mips_40_25
	at_At2g39710	mips_06_13	"unknown protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05
			mips_10_01_05_03
			mips_20
			mips_20_03
			mips_40_25
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At3g18490	mips_04_05	"putative chloroplast nucleoid DNA-binding protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_06_13
			mips_20
			mips_20_03
			mips_40_26
			mips_40_26_03
	at_At3g20015	mips_06_13_04	"putative nucleoid chloroplast DNA-binding protein"
			mips_06_13_04_01
			mips_20_03
			mips_40_25
			mips_40_26
			mips_40_26_03
	at_At3g25700 -	mips_06_13_04	"hypothetical protein"
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05
			mips_10_01_05_03
			mips_40_25
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At3g42550	mips_06_13	"putative protein"
			mips_06_13_99
			mips_10_01_05
			mips_10_01_05_03
			mips_20
			mips_20_03
			mips_40_27
			mips_40_27_99
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At4g12920 -	mips_06_13_04	"putative protein"
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05_03
			mips_40_25
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At4g30040	mips_06_13_04	"putative protein"
			mips_06_13_04_01
			mips_20_03
			mips_40_25
	at_At4g33490	mips_06_13_04	"nucellin -like protein"
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05
			mips_10_01_05_03
			mips_20_03
			mips_40_25
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At5g19120 -	mips_06_13_04	"conglutin gamma - like protein"
			mips_06_13_04_01
			mips_06_13_99
			mips_10_01_05_03
			mips_40_25
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At5g22850	mips_06_13_04	"protease-like protein"
			mips_06_13_04_01
			mips_20_03
			mips_40_25
	at_At5g43100	mips_06_13_04	"putative protein"
			mips_06_13_04_01
			mips_20_03
			mips_40_25
	Propertest Accuracy: 13/19 (68.42%)
	Propertest Frequency class 'mips_20_03': 24/3463 (0.69%)

	New (unknown) data (2239 items):
	at_At4g07780 -	no entry	null
	at_At4g30030 -	no entry	null
	at_At1g36560 -	no entry	null
	at_At3g29750 -	no entry	null
	at_At3g51350 -	no entry	null
	at_At4g03850 -	no entry	null
	at_At4g35880 -	no entry	null


------------------
Rule 108
	b.18.1 <= 0.0027
	c.1.8 <= 0.016
	->  class mips_40_25 "vacuole or lysosome"

	Evaluation on training data (4488 items):
	at_At1g10050 -	mips_40_01	"putative xylan endohydrolase"
	at_At1g58370 -	mips_40_01	"unknown protein"
			mips_98
	at_At1g72990	mips_40_01	"unknown protein (At1g72990)"
			mips_40_25
	at_At2g14690 -	mips_40_01	"1,4-beta-xylan endohydrolase"
	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_At2g32810	mips_01_05_01_01_01	"putative beta-galactosidase (BGAL9)"
			mips_01_20_01
			mips_01_20_01_07
			mips_30_01
			mips_40_01
			mips_40_25
	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_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_At4g33820 -	mips_40_01	"putative protein"
	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_At4g38590	mips_01_20_01	"galactosidase like protein"
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	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_At5g63800	mips_01_05_01	"beta-galactosidase like 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_At5g63810	mips_01_05_01_01_01	"beta-galactosidase (emb|CAB64746.1)"
			mips_01_20_01
			mips_01_20_01_07
			mips_30_01
			mips_40_01
			mips_40_25
	Training Accuracy: 11/15 (73.33%)
	Training Frequency class 'mips_40_25': 87/4488 (1.94%)

	Evaluation on validation data (2239 items):
	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_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_At3g54440	mips_01_05_01_01_01	"beta Galactosidase - like protein"
			mips_25_05_10
			mips_25_05_13
			mips_25_05_17
			mips_33_03_13
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_17
			mips_40_25
	at_At4g33810 -	mips_40_01	"beta-xylan endohydrolase -like protein"
	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
	Validation Accuracy: 4/5 (80.00%)
	Validation Frequency class 'mips_40_25': 60/2239 (2.68%)

	Evaluation on propertest data (3463 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_At1g77410	mips_01_05_01_01_01	""
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At3g52840	mips_01	"beta-galactosidase precursor - like protein"
			mips_01_05
			mips_01_05_01
			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
			mips_30_01
			mips_40
			mips_40_01
			mips_40_25
	at_At4g08160 -	mips_40_01	"putative xylan endohydrolase"
	at_At4g33830 -	mips_40_01	"putative protein"
	at_At4g33840 -	mips_40_01	"putative protein"
	at_At4g33850 -	mips_40_01	"putative protein"
	at_At4g33860 -	mips_40_01	"putative protein"
	Propertest Accuracy: 3/8 (37.50%)
	Propertest Frequency class 'mips_40_25': 81/3463 (2.34%)

	New (unknown) data (2239 items):


------------------
Rule 101
	b.62.1 <= 2.3e-23
	->  class mips_62_01 "mechanism of regulation"

	Evaluation on training data (4488 items):
	at_At1g01940	mips_20_25_16	"hypothetical protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At1g26940	mips_06_01	"unknown protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At1g74070	mips_20_25_16	"unknown protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g15790	mips_04	"cyclophilin-40"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_05
			mips_06
			mips_06_01
			mips_11
			mips_11_01
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63
			mips_63_13
	at_At2g16600	mips_20_25_16	"cytosolic cyclophilin (ROC3)"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g21130	mips_20_25_16	"cyclophilin (CYP2)"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g38730	mips_20_25_16	"putative peptidyl-prolyl cis-trans isomerase"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g44600	mips_05	"unknown protein"
			mips_06_01
			mips_06_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g55920	mips_20_25_16	"cyclophilin protein (ROC15)"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g56070	mips_05	"peptidylprolyl isomerase"
			mips_06
			mips_06_01
			mips_06_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40
			mips_40_03
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63
			mips_63_13
			mips_99
	at_At4g33060	mips_43	"putative protein"
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At4g34870	mips_05	"peptidylprolyl isomerase (cyclophilin)"
			mips_06_01
			mips_06_04
			mips_11_01
			mips_13_11
			mips_20_25
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At4g34960	mips_05	"cyclophilin - like protein (ROC14)"
			mips_05_04
			mips_06_01
			mips_06_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At4g38740	mips_06_01	"peptidylprolyl isomerase ROC1"
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At5g13120	mips_06_01	"chloroplast cyclophilin ROC8"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At5g35100	mips_11_05_01_01	"putative protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At5g67530 -	mips_20_25_16	"peptidylprolyl isomerase (cyclophilin)-like"
	Training Accuracy: 16/17 (94.12%)
	Training Frequency class 'mips_62_01': 154/4488 (3.43%)

	Evaluation on validation data (2239 items):
	at_At2g36130	mips_20_25_16	"cyclophilin protein (ROC10)"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g47320	mips_06_01	"putative peptidyl-prolyl cis-trans isomerase"
			mips_06_04
			mips_13_11
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At3g66654	mips_06_01	"unknown protein"
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_62_01': 56/2239 (2.50%)

	Evaluation on propertest data (3463 items):
	at_At1g53720	mips_05	"hypothetical protein"
			mips_06_01
			mips_06_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At2g29960	mips_06_01	"cyclophilin"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At3g22920	mips_20_25_16	"cyclophilin, putative"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g62030	mips_20_25_16	"peptidylprolyl isomerase ROC4"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At3g63400	mips_06_01	"cyclophylin -like protein"
			mips_20_25
			mips_20_25_16
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_13
	at_At4g32420	mips_06_01	"putative protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At5g58710	mips_06_01	"cyclophilin ROC7"
			mips_14_01_03
			mips_20_25
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	Propertest Accuracy: 7/7 (100.00%)
	Propertest Frequency class 'mips_62_01': 114/3463 (3.29%)

	New (unknown) data (2239 items):


------------------
Rule 1480
	a.118.7 <= 5.4e-11
	->  class mips_62_01 "mechanism of regulation"

	Evaluation on training data (4488 items):
	at_At1g22300	mips_10_05_02	"unknown protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25_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
			mips_62_01_01
			mips_62_01_07
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At2g10450	mips_20_25_01	"14-3-3 regulatory protein"
			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_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
	Training Accuracy: 2/2 (100.00%)
	Training Frequency class 'mips_62_01': 154/4488 (3.43%)

	Evaluation on validation data (2239 items):
	at_At1g35160	mips_13_01_01_01	"32kDa endonuclease, putative"
			mips_13_11
			mips_13_11_03
			mips_13_11_03_05
			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_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
	at_At4g09000	mips_10_05_01	"14-3-3-like protein"
			mips_10_05_01_12
			mips_10_05_01_12_99
			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
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_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
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_62_01': 56/2239 (2.50%)

	Evaluation on propertest data (3463 items):
	at_At1g22290	mips_10_05_02	"hypothetical protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25_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
			mips_62_01_01
			mips_62_01_07
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At1g26480	mips_13_01_01	"14-3-3 protein epsilon, putative"
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			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_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At1g34760	mips_10_05_02	"putative protein"
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At1g78220	mips_10_05_01	"putative 14-3-3 protein"
			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
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At1g78300	mips_13_11_03	"putative tyrosine activation protein"
			mips_13_11_03_05
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01_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_At2g42590	mips_10_05_01	"14-3-3 regulatory protein (GF14 mu)"
			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_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			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
	at_At5g16050	mips_20	"14-3-3-LIKE PROTEIN GF14 UPSILON"
			mips_20_25
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_03
			mips_20_25_07_99
			mips_43
			mips_43_03
			mips_43_03_13
			mips_43_03_99
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17
			mips_63_17_01
	at_At5g38480	mips_13_01	"14-3-3 protein homolog RCI1 (pir||S47969)"
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			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_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	at_At5g65430	mips_10_05_01	"GF14 Kappa isoform"
			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_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
			mips_62_01_01
			mips_62_01_07
			mips_62_02_07
			mips_63_02
			mips_63_13
			mips_63_13_03
			mips_63_17_01
	Propertest Accuracy: 9/9 (100.00%)
	Propertest Frequency class 'mips_62_01': 114/3463 (3.29%)

	New (unknown) data (2239 items):


------------------
Rule 532
	d.219 <= 2.4e-33
	->  class mips_62_02 "target of regulation"

	Evaluation on training data (4488 items):
	at_At1g43900	mips_01_04	"putative protein phosphatase type 2C (At1g43900)"
			mips_06_07
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g20050	mips_06	"putative protein phosphatase 2C"
			mips_06_07_03
			mips_10
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_62_02_01_02
			mips_62_02_01_02_05
			mips_63_01
			mips_63_17_07
	at_At2g25620	mips_01	"protein phosphatase 2C like protein"
			mips_06
			mips_06_07
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g30020 -	mips_10_01_05_01	"putative protein phosphatase 2C"
			mips_10_01_05_01_02
	at_At2g35350 -	mips_01_04	"hypothetical protein"
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_63_17
			mips_63_17_07
	at_At2g46920 -	mips_03_03	"unknown protein"
			mips_03_03_01
			mips_06_07_03
			mips_13_11
			mips_14_01_05
	at_At3g17250	mips_10_01_05_01	"putative protein phosphatase"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g23360	mips_10_01_05_01	"hypothetical protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g51470	mips_10_01_05_01	"protein phosphatase 2C-like protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g16580	mips_10_01_05	"hypothetical protein"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g33920	mips_10_01_05	"unknown protein"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g38520	mips_10_01_05	"putative protein phosphatase-2c"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g10740	mips_10_01_05_01	"protein phosphatase 2C -like protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g19280	mips_06_07	"kinase associated protein phosphatase"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g36250	mips_01_04	"protein phosphatase-2C PP2C-like"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g66080	mips_01_04	"protein phosphatase 2C-like protein"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	Training Accuracy: 13/16 (81.25%)
	Training Frequency class 'mips_62_02': 245/4488 (5.46%)

	Evaluation on validation data (2239 items):
	at_At1g07160	mips_10_01_05	"hypothetical protein"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g07430	mips_10_01_05	"protein phosphatase 2C, putative"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g34750	mips_01_04_07	"protein phosphatase type 2C, putative"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g47380	mips_06_07_03	"unknown protein"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_62_02_01_02
			mips_62_02_01_02_05
			mips_63_17_07
	at_At1g48040	mips_10_01_05_01	"protein phosphatase-2C, putative"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g68410	mips_10_01_05	"putative protein phosphatase"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g28890 -	mips_01	"unknown protein"
			mips_06
			mips_10
			mips_10_01
			mips_10_01_01
			mips_40
			mips_40_16
			mips_63_17_01
	at_At2g29380	mips_10_01_05	"putative protein phosphatase 2C"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g40180	mips_01_04	"protein phosphatase 2C (AthPP2C5)"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	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_At4g27800	mips_01_04	"protein phosphatase homolog (PPH1)"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g31860	mips_06	"protein phosphatase 2C - like protein"
			mips_10
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g02760	mips_01_04	"protein phosphatase - like protein"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g26010	mips_10_01_05_01	"protein phosphatase - like"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g51760	mips_10_01_05_01	"protein phosphatase-2C; PP2C-like protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g57050	mips_10_01_05_01	"protein phosphatase 2C ABI2 (PP2C) (sp|O04719)"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	Validation Accuracy: 15/16 (93.75%)
	Validation Frequency class 'mips_62_02': 120/2239 (5.36%)

	Evaluation on propertest data (3463 items):
	at_At1g03590	mips_10_01_05_01	"protein phosphatase 2C (AtPPC6;6)"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g07630 -	mips_01_04	"unknown protein"
			mips_06_07
			mips_40_16
			mips_63_17
			mips_63_17_01
	at_At1g09160	mips_10_01_05_01	"putative protein phosphatase 2C"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g16220	mips_01_04	"putative protein phosphatase 2C"
			mips_06_07
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g17550 -	mips_01_04	"hypothetical protein"
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_63_17
			mips_63_17_07
	at_At1g18030	mips_10_01_05_01	"unknown protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g22280	mips_01_04_07	"putative protein phosphatase type 2C (At1g22280)"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g72770	mips_01_04	"protein phosphatase 2C (AtP2C-HA)"
			mips_06_07
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g78200	mips_10_01_05_01	"putative protein phosphatase 2C"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g79630	mips_01_04	"putative protein phosphatase-2C (At1g79630)"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g25070	mips_01_04	"putative protein phosphatase 2C"
			mips_06_07
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g33700	mips_10_01_05	"putative protein phosphatase 2C"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g34740 -	mips_01_04_07	"putative protein phosphatase 2C"
			mips_06_07_03
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_63_01
			mips_63_17_07
			mips_63_19
	at_At2g40860	mips_01_04	"putative protein phosphatase 2C"
			mips_06_07
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g09400 -	mips_63_17_01	"unknown protein"
	at_At3g12620	mips_10_01_05_01	"hypothetical protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g15260	mips_01	"putative protein phosphatase type 2C"
			mips_01_04_07
			mips_06
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g16800	mips_10_01_05_01	"protein phosphatase, putative"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g27140 -	mips_01_04	"protein phosphatase 2C, putative"
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_63_17
			mips_63_17_07
	at_At3g55050	mips_01	"protein phosphatase 2C - like protein"
			mips_06
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g62260	mips_10_01_05_01	"unknown protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g26080	mips_10_01_05	"abscisic acid insensitive protein (ABI1)"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g28400	mips_01_04_07	"protein phosphatase 2C like protein"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g32950	mips_10_01_05_01	"putative protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g01700	mips_10_01_05_01	"putative protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g06750 -	mips_01_04	"protein phosphatase 2C-like"
			mips_63_17
			mips_63_17_01
	at_At5g53140	mips_10_01_05_01	"protein phosphatase 2C-like"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g59220 -	mips_06_07_03	"protein phosphatase 2C - like"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_63_17_07
	Propertest Accuracy: 21/28 (75.00%)
	Propertest Frequency class 'mips_62_02': 189/3463 (5.46%)

	New (unknown) data (2239 items):
	at_At3g11410 -	no entry	null
	at_At3g16560 -	no entry	null
	at_At3g17090 -	no entry	null
	at_At1g67820 -	no entry	null
	at_At3g51370 -	no entry	null
	at_At3g63340 -	no entry	null
	at_At4g31750 -	no entry	null
	at_At5g24940 -	no entry	null
	at_At5g27930 -	no entry	null
	at_At3g63320 -	no entry	null
	at_At5g02400 -	no entry	null


------------------
Rule 883
	a.74.1 <= 5.6e-06
	->  class mips_62_02 "target of regulation"

	Evaluation on training data (4488 items):
	at_At1g14750	mips_03_01	"cyclin, putative"
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03
			mips_14_04_03_01
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At1g15570	mips_03_03_04	"putative cyclin (At1g15570)"
			mips_03_03_04_07
			mips_14_04_03_01
			mips_62_02_01_01
	at_At1g16330	mips_03_03_04	"putative mitotic cyclin"
			mips_03_03_04_07
			mips_14_04_03_01
			mips_62_02_01
			mips_62_02_01_01
	at_At1g35440	mips_03_03_01_01	"hypothetical protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_40_10_03
			mips_62_02_01_01
	at_At1g44110	mips_03_03	"mitotic cyclin a2-type, putative"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03
			mips_14_04_03_01
			mips_25_05_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At1g76310	mips_03_03_02	"putative G2/mitotic-specific cyclin 1 (B-like cyclin)"
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_14_04_03_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At1g80370	mips_03_03_01_01	"putative cyclin"
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03
			mips_14_04_03_01
			mips_62_02_01_01
	at_At2g17620	mips_03_03	"putative cyclin 2"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03
			mips_14_04_03_01
			mips_30_04
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At2g26430	mips_03	"cyclin like protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_04_05_01
			mips_04_05_01_04
			mips_25_05
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At2g44740 -	mips_01_04	"putative PREG1-like negative regulator"
			mips_01_04_04
			mips_01_05_04
			mips_02_19
	at_At3g12280 -	mips_03_03_01_01	"putative retinoblastoma-associated protein"
			mips_40_10_03
	at_At3g21870 -	mips_01_04_04	"PREG-like protein, putative"
			mips_01_05_04
			mips_02_19
	at_At3g50070	mips_03_03	"cyclin D3-like protein"
			mips_03_03_01
			mips_03_03_01_01
			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
			mips_14_04_03_01
			mips_25_05_25
			mips_40_08
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At3g57370 -	mips_04_01	"putative protein"
			mips_04_01_01
			mips_04_05_01_01
			mips_04_05_01_04_01
			mips_40_10_99
	at_At3g60550 -	mips_01_04_04	"regulatory protein - like"
			mips_01_05_04
			mips_02_19
	at_At3g63120 -	mips_02	"unknown protein"
			mips_01_04
			mips_01_04_04
			mips_01_05
			mips_01_05_04
			mips_02_19
			mips_03
			mips_03_03
			mips_03_03_01
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
	at_At4g03270	mips_03_03_01	"putative D-type cyclin"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_25_05_25
			mips_62_02_01_01
	at_At4g34160	mips_03_03_04	"cyclin delta-3"
			mips_03_03_04_07
			mips_10_01_05
			mips_10_01_05_01
			mips_14_04_03_01
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At4g36650 -	mips_04_01	"transcription initiation factor like protein"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05_01_01
			mips_04_05_01_04_01
			mips_40_10_99
	at_At5g02110	mips_03	"putative protein"
			mips_03_03_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_62_02_01_01
	at_At5g06150	mips_03_03_01_01	"mitosis-specific cyclin 1b"
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_40_08
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At5g07450 -	mips_01_04_04	"putative protein"
			mips_01_05_04
			mips_02_19
	at_At5g11300	mips_03_03_04	"cyclin 3b"
			mips_03_03_04_07
			mips_14_04_03_01
			mips_62_02_01_01
	at_At5g43080	mips_03_01_03	"cyclin A-type"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_25_05_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At5g45190	mips_03_03_01_01	"putative protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_40_10_03
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At5g48630	mips_03_03_02	"cyclin C-like protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	Training Accuracy: 18/26 (69.23%)
	Training Frequency class 'mips_62_02': 245/4488 (5.46%)

	Evaluation on validation data (2239 items):
	at_At1g20610	mips_03	"hypothetical protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_03
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At1g27630	mips_03_03_01_01	"putative cyclin"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03
			mips_14_04_03_01
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At1g47210	mips_03_03_01_01	"cyclin like protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At1g47220	mips_03_03_02	"cyclin, putative"
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03_01
			mips_62_02_01_01
	at_At1g77390	mips_03	""
			mips_03_03_01
			mips_03_03_04
			mips_03_03_04_07
			mips_10
			mips_10_01_05
			mips_10_01_05_01
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_63_01
	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_At2g41630 -	mips_04_01	"transcription factor IIB (TFIIB)"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05_01_01
			mips_04_05_01_04_01
	at_At3g09360 -	mips_04	"putative transcription factor"
			mips_04_01
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_01
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_01
			mips_63_03
	at_At3g29380 -	mips_04_01	"transcription initiation factor IIB, putative"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05_01_01
			mips_04_05_01_04_01
	at_At4g35540	mips_04_01	"putative protein"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_99
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_62_02_99
			mips_63_03_01
	at_At4g35620	mips_03_03_01_01	"cyclin 2b protein"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At4g37490	mips_03	"cyclin cyc1"
			mips_03_03
			mips_03_03_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_01
			mips_25_05
			mips_40
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_63_01
	at_At5g25380	mips_03_03	"cyclin 3a"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_14_04_03
			mips_14_04_03_01
			mips_25_05_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At5g48640	mips_03_03_01_01	"cyclin C-like protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_40_10_03
			mips_62_02_01_01
	at_At5g61650 -	mips_02	"PREG-like - like protein"
			mips_01_04
			mips_01_04_04
			mips_01_05_04
			mips_02_19
			mips_03_03
			mips_03_03_01
	Validation Accuracy: 10/15 (66.67%)
	Validation Frequency class 'mips_62_02': 120/2239 (5.36%)

	Evaluation on propertest data (3463 items):
	at_At1g20590	mips_03	"hypothetical protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_01
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40
			mips_40_03
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_63
			mips_63_01
	at_At1g47230	mips_03_03_01	"cyclin like protein"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05
			mips_10_01_05_01
			mips_25_05_25
			mips_40_08
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At1g70210	mips_03_01_03	"hypothetical protein"
			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_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At2g22490	mips_03_03_01_01	"putative cyclin D"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At2g26760	mips_03_03_01_01	"putative cyclin"
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_40_08
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At2g45100 -	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_01
			mips_40_10_99
	at_At3g10330 -	mips_04_01	"transcription initiation factor IIB (TFIIB)"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05_01_01
			mips_04_05_01_04_01
	at_At3g11520	mips_03_03_01_01	"cyclin box"
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05_01
			mips_40_08
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At4g19560	mips_40_10_03	"putative protein"
			mips_62_02_01_01
	at_At4g19600	mips_03_03_01	"putative protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_62_02_01
			mips_62_02_01_01
	at_At4g37630	mips_03_03_04	"putative protein"
			mips_03_03_04_07
			mips_10_01_05_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At5g27620	mips_03_03_04	"cyclin H (AtCycH1)"
			mips_03_03_04_07
			mips_04_05_01_01
			mips_62_01_07
			mips_62_02_01_01
	at_At5g65420	mips_03_03_04	"D-type cyclin (emb|CAB41347.1)"
			mips_03_03_04_07
			mips_10_01_05
			mips_10_01_05_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At5g67260	mips_03	"cyclin D3-like protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01
			mips_10_01_05
			mips_10_01_05_01
			mips_40_08
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_63_01
	Propertest Accuracy: 12/14 (85.71%)
	Propertest Frequency class 'mips_62_02': 189/3463 (5.46%)

	New (unknown) data (2239 items):
	at_At3g21150 -	no entry	null
	at_At2g19890 -	no entry	null
	at_At4g10680 -	no entry	null
	at_At5g48050 -	no entry	null


------------------
Rule 688
	a.30.2 > 0.0053
	a.4.1 > 0.011
	c.23.1 <= 0.018
	->  class mips_10_01 "intracellular signalling"

	Evaluation on training data (4488 items):
	at_At1g19050	mips_04_05_01_04_01	"putative protein"
			mips_10_01_05_07
			mips_10_01_99
	at_At1g59940	mips_10_01_05_07	"putative protein"
			mips_10_01_99
			mips_10_05_01
			mips_10_05_01_10
	at_At1g68210	mips_02_13	"hypothetical protein"
			mips_02_13_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At2g41310	mips_02	"putative two-component response regulator 3 protein"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05_01_04_01
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At3g16855	mips_01_05_04	"ARR1 protein, putative, 3' partial"
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_13_11_03
			mips_13_11_03_13
	at_At3g48100	mips_02	"response reactor 2 (ATRR2)"
			mips_01_04_04
			mips_02_13
			mips_02_13_03
			mips_02_13_05
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_11_01
	at_At3g56380	mips_02_13	"response regulator-like protein"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05_01_04_01
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At3g57040	mips_02	"responce reactor 4"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At5g62120	mips_01_04_04	"putative protein"
			mips_04_05_01_04_01
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
	Training Accuracy: 9/9 (100.00%)
	Training Frequency class 'mips_10_01': 382/4488 (8.51%)

	Evaluation on validation data (2239 items):
	at_At1g10470	mips_10_01_05_07	"putative response regulator 3"
			mips_10_01_99
			mips_10_05_01
			mips_10_05_01_10
	at_At1g66340 -	mips_01_04	"ethylene-response protein, ETR1"
			mips_01_04_04
			mips_06_07_03
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_05
			mips_14_01
			mips_14_01_03
			mips_20_20
			mips_20_20_18
			mips_40_30
	at_At1g74890	mips_02_13	"putative response regulator (two component phosphotransfer signaling)"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05_01_04_01
			mips_10_01_05_07
			mips_10_05_01
			mips_10_05_01_10
	at_At4g00760 -	mips_10_05_01	"putative protein"
			mips_10_05_01_10
			mips_25_03
	at_At5g02810	mips_01_04_04	"unknown protein"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_10_01_05_07
			mips_63_03_01
	at_At5g24470	mips_10_01_05	"pseudo-response regulator 5 (APRR5)"
			mips_10_01_05_07
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_25_03
	at_At5g60100	mips_02_13	"pseudo-response regulator 3 (APRR3)"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_10_01_05_07
	at_At5g61380	mips_02_13	"pseudo-response regulator 1"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05_01_04_01
			mips_10_01_05
			mips_10_01_05_07
	at_At5g62920	mips_01_04_04	"response regulator 6 (ARR6)"
			mips_02_13
			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
	Validation Accuracy: 7/9 (77.78%)
	Validation Frequency class 'mips_10_01': 195/2239 (8.71%)

	Evaluation on propertest data (3463 items):
	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_At2g40670	mips_02	"putative two-component response regulator protein"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_01
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_07
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_25
			mips_25_03
			mips_40_03
			mips_63_03
			mips_63_03_01
	at_At2g46790 -	mips_10_05_01	"hypothetical protein"
			mips_10_05_01_10
			mips_25_03
	at_At2g47430	mips_01_04	"putative histidine kinase"
			mips_01_04_04
			mips_06_07
			mips_06_07_03
			mips_10_01
			mips_10_01_01
			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_40_30
	Propertest Accuracy: 3/4 (75.00%)
	Propertest Frequency class 'mips_10_01': 335/3463 (9.67%)

	New (unknown) data (2239 items):


------------------
Rule 531
	d.219 <= 2.4e-33
	->  class mips_10_01 "intracellular signalling"

	Evaluation on training data (4488 items):
	at_At1g43900	mips_01_04	"putative protein phosphatase type 2C (At1g43900)"
			mips_06_07
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g20050	mips_06	"putative protein phosphatase 2C"
			mips_06_07_03
			mips_10
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_62_02_01_02
			mips_62_02_01_02_05
			mips_63_01
			mips_63_17_07
	at_At2g25620	mips_01	"protein phosphatase 2C like protein"
			mips_06
			mips_06_07
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g30020	mips_10_01_05_01	"putative protein phosphatase 2C"
			mips_10_01_05_01_02
	at_At2g35350	mips_01_04	"hypothetical protein"
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_63_17
			mips_63_17_07
	at_At2g46920 -	mips_03_03	"unknown protein"
			mips_03_03_01
			mips_06_07_03
			mips_13_11
			mips_14_01_05
	at_At3g17250	mips_10_01_05_01	"putative protein phosphatase"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g23360	mips_10_01_05_01	"hypothetical protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g51470	mips_10_01_05_01	"protein phosphatase 2C-like protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g16580	mips_10_01_05	"hypothetical protein"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g33920	mips_10_01_05	"unknown protein"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g38520	mips_10_01_05	"putative protein phosphatase-2c"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g10740	mips_10_01_05_01	"protein phosphatase 2C -like protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g19280	mips_06_07	"kinase associated protein phosphatase"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g36250	mips_01_04	"protein phosphatase-2C PP2C-like"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g66080	mips_01_04	"protein phosphatase 2C-like protein"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	Training Accuracy: 15/16 (93.75%)
	Training Frequency class 'mips_10_01': 382/4488 (8.51%)

	Evaluation on validation data (2239 items):
	at_At1g07160	mips_10_01_05	"hypothetical protein"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g07430	mips_10_01_05	"protein phosphatase 2C, putative"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g34750	mips_01_04_07	"protein phosphatase type 2C, putative"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g47380	mips_06_07_03	"unknown protein"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_62_02_01_02
			mips_62_02_01_02_05
			mips_63_17_07
	at_At1g48040	mips_10_01_05_01	"protein phosphatase-2C, putative"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g68410	mips_10_01_05	"putative protein phosphatase"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g28890	mips_01	"unknown protein"
			mips_06
			mips_10
			mips_10_01
			mips_10_01_01
			mips_40
			mips_40_16
			mips_63_17_01
	at_At2g29380	mips_10_01_05	"putative protein phosphatase 2C"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g40180	mips_01_04	"protein phosphatase 2C (AthPP2C5)"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	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_At4g27800	mips_01_04	"protein phosphatase homolog (PPH1)"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g31860	mips_06	"protein phosphatase 2C - like protein"
			mips_10
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g02760	mips_01_04	"protein phosphatase - like protein"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g26010	mips_10_01_05_01	"protein phosphatase - like"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g51760	mips_10_01_05_01	"protein phosphatase-2C; PP2C-like protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g57050	mips_10_01_05_01	"protein phosphatase 2C ABI2 (PP2C) (sp|O04719)"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	Validation Accuracy: 16/16 (100.00%)
	Validation Frequency class 'mips_10_01': 195/2239 (8.71%)

	Evaluation on propertest data (3463 items):
	at_At1g03590	mips_10_01_05_01	"protein phosphatase 2C (AtPPC6;6)"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g07630 -	mips_01_04	"unknown protein"
			mips_06_07
			mips_40_16
			mips_63_17
			mips_63_17_01
	at_At1g09160	mips_10_01_05_01	"putative protein phosphatase 2C"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g16220	mips_01_04	"putative protein phosphatase 2C"
			mips_06_07
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g17550	mips_01_04	"hypothetical protein"
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_63_17
			mips_63_17_07
	at_At1g18030	mips_10_01_05_01	"unknown protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g22280	mips_01_04_07	"putative protein phosphatase type 2C (At1g22280)"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g72770	mips_01_04	"protein phosphatase 2C (AtP2C-HA)"
			mips_06_07
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g78200	mips_10_01_05_01	"putative protein phosphatase 2C"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g79630	mips_01_04	"putative protein phosphatase-2C (At1g79630)"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g25070	mips_01_04	"putative protein phosphatase 2C"
			mips_06_07
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g33700	mips_10_01_05	"putative protein phosphatase 2C"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g34740	mips_01_04_07	"putative protein phosphatase 2C"
			mips_06_07_03
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_63_01
			mips_63_17_07
			mips_63_19
	at_At2g40860	mips_01_04	"putative protein phosphatase 2C"
			mips_06_07
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g09400 -	mips_63_17_01	"unknown protein"
	at_At3g12620	mips_10_01_05_01	"hypothetical protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g15260	mips_01	"putative protein phosphatase type 2C"
			mips_01_04_07
			mips_06
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g16800	mips_10_01_05_01	"protein phosphatase, putative"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g27140	mips_01_04	"protein phosphatase 2C, putative"
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_63_17
			mips_63_17_07
	at_At3g55050	mips_01	"protein phosphatase 2C - like protein"
			mips_06
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At3g62260	mips_10_01_05_01	"unknown protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g26080	mips_10_01_05	"abscisic acid insensitive protein (ABI1)"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g28400	mips_01_04_07	"protein phosphatase 2C like protein"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g32950	mips_10_01_05_01	"putative protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g01700	mips_10_01_05_01	"putative protein"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g06750 -	mips_01_04	"protein phosphatase 2C-like"
			mips_63_17
			mips_63_17_01
	at_At5g53140	mips_10_01_05_01	"protein phosphatase 2C-like"
			mips_10_01_05_01_02
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g59220	mips_06_07_03	"protein phosphatase 2C - like"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_63_17_07
	Propertest Accuracy: 25/28 (89.29%)
	Propertest Frequency class 'mips_10_01': 335/3463 (9.67%)

	New (unknown) data (2239 items):
	at_At3g11410 -	no entry	null
	at_At3g16560 -	no entry	null
	at_At3g17090 -	no entry	null
	at_At1g67820 -	no entry	null
	at_At3g51370 -	no entry	null
	at_At3g63340 -	no entry	null
	at_At4g31750 -	no entry	null
	at_At5g24940 -	no entry	null
	at_At5g27930 -	no entry	null
	at_At3g63320 -	no entry	null
	at_At5g02400 -	no entry	null


------------------
Rule 253
	b.82.3 <= 8.5e-08
	c > 0.0016
	f.14 <= 0.0052
	->  class mips_10_01 "intracellular signalling"

	Evaluation on training data (4488 items):
	at_At2g24610	mips_06_10	"putative cyclic nucleotide-regulated ion channel protein"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At2g25600 -	mips_67_01	"putative potassium transporter/channel"
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g26650	mips_10_01_09	"K+ transporter, AKT1"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At3g17700	mips_06_10	"cyclic nucleotide-binding transporter 1 (CNBT1)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At3g48010	mips_10_01_09	"putative cyclic nucleotide-gated channel"
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g22200	mips_10	"potassium channel (AKT2)"
			mips_10_01_09
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At5g37500	mips_06_10	"guard cell outward rectifying K+ channel"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	Training Accuracy: 6/7 (85.71%)
	Training Frequency class 'mips_10_01': 382/4488 (8.51%)

	Evaluation on validation data (2239 items):
	at_At2g28260	mips_06_10	"putative cyclic nucleotide and calmodulin-regulated ion channel protein"
			mips_10_01_09
			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
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At4g18290	mips_10_01_09	"potassium channel protein KAT2"
			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_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g30560	mips_04	"cyclic nucleotide and calmodulin-regulated ion channel-like protein"
			mips_06
			mips_06_10
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05
			mips_10_05_02
			mips_10_05_02_30
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_02
			mips_63
			mips_63_01
			mips_63_09
			mips_63_17
			mips_63_17_03
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At5g14870	mips_06_10	"cyclic nucleotide and calmodulin-regulated ion channel -like protein"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	Validation Accuracy: 4/4 (100.00%)
	Validation Frequency class 'mips_10_01': 195/2239 (8.71%)

	Evaluation on propertest data (3463 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_At3g17690	mips_06_10	"hypothetical protein"
			mips_10_01_09
			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_01
			mips_13_01_01_01
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
	at_At4g32500 -	mips_13	"potassium channel - protein"
			mips_13_05
			mips_20
			mips_30
			mips_30_04
			mips_40_02
			mips_40_04
			mips_63_07
			mips_63_19
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At4g32650 -	mips_10_05_01	"potassium channel protein AtKC"
			mips_10_05_01_10
			mips_13_05
			mips_20_25_01
			mips_20_25_01_01
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g15410 -	mips_10_05_01	"cyclic nucleotide-gated cation channel"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
	at_At5g46240	mips_06_10	"potassium channel protein KAT1 (pir||S32816)"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01_01
			mips_13_01_01_01
			mips_13_05
			mips_30_04
			mips_63_09
			mips_63_17_03
			mips_67_01
			mips_67_01_01
			mips_67_04
	Propertest Accuracy: 3/6 (50.00%)
	Propertest Frequency class 'mips_10_01': 335/3463 (9.67%)

	New (unknown) data (2239 items):


------------------
Rule 5
	e.8.1 <= 0.0058
	->  class mips_29_01 "LTR retroelements (retroviral)"

	Evaluation on training data (4488 items):
	at_At1g20390	mips_03_01_05_03	"hypothetical protein"
			mips_29_01
	at_At1g23990 -	mips_29_02	"reverse transcriptase, putative"
	at_At1g25430	mips_03_01_03	"hypothetical protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At1g29650	mips_03_01_05_01	"reverse transcriptase, putative"
			mips_29_01
			mips_29_99
	at_At1g32590	mips_10_01	"hypothetical protein, 5' partial"
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At1g35050	mips_29_01	"putative protein"
			mips_29_99
	at_At1g36620	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At1g47520	mips_29_01	"hypothetical protein"
			mips_29_02
			mips_29_99
	at_At1g48710 -	mips_29	"hypothetical protein"
			mips_29_02
	at_At1g49980 -	mips_03_01_03	"unknown protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_01_01
			mips_29_06
			mips_40_10_99
			mips_40_37
			mips_63_03_01
	at_At1g57640	mips_29_01	""
			mips_29_99
	at_At1g70010	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At2g02830	mips_10_01	"putative retroelement pol polyprotein"
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_99
	at_At2g04760 -	mips_03_01_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_02
	at_At2g05390	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_02
			mips_29_99
	at_At2g05930	mips_29	"copia-like retroelement pol polyprotein"
			mips_29_01
			mips_29_99
	at_At2g05980 -	mips_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01
			mips_03_01_03
			mips_29
			mips_29_02
			mips_29_99
			mips_63
			mips_63_03
			mips_98
	at_At2g06170 -	mips_03_01_05_03	"putative Ty3-gypsy-like retroelement pol polyprotein"
	at_At2g06470	mips_03_01_05_03	"putative retroelement pol polyprotein"
			mips_29_01
	at_At2g06890	mips_03_01	"putative retroelement integrase"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
			mips_29_01
	at_At2g07420	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g07650	mips_29_01	"putative non-LTR retrolelement reverse transcriptase"
			mips_29_99
	at_At2g07660	mips_03	"putative retroelement pol polyprotein"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
			mips_29_01
			mips_63_03
	at_At2g10690 -	mips_03_01_05_03	"putative retroelement pol polyprotein"
	at_At2g11680	mips_03_01	"putative retroelement pol polyprotein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_06_13
			mips_29
			mips_29_01
	at_At2g13930	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g14040	mips_03_01_05_03	"putative retroelement pol polyprotein"
			mips_29_01
	at_At2g14430	mips_03_01_05	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g14640	mips_03_01_05_03	"putative retroelement pol polyprotein"
			mips_29_01
	at_At2g15700	mips_29_01	"copia-like retroelement pol polyprotein"
			mips_29_99
	at_At2g15870	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_02
			mips_29_99
	at_At2g15920	mips_10_01	"putative retroelement pol polyprotein"
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_99
	at_At2g16000	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g17490	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_02
	at_At2g17610 -	mips_29_02	"putative non-LTR retroelement reverse transcriptase"
	at_At2g20460	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g21310	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g23330	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g25550	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g31080	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g45230 -	mips_03_01	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_03
			mips_03_01_05
			mips_29
			mips_29_02
	at_At3g22340	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At3g30800 -	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_06
			mips_06_13
			mips_29
	at_At3g32110	mips_03_01_05_01	"non-LTR reverse transcriptase, putative"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At3g59720	mips_29_01	"copia-type reverse transcriptase-like protein"
	at_At3g61330	mips_29_01	"copia-type polyprotein"
			mips_29_02
			mips_29_99
	at_At4g03810 -	mips_29	"putative retrotransposon protein"
			mips_29_02
	at_At4g04230	mips_03_01_05_03	"putative transposon protein"
			mips_29_01
	at_At4g04420 -	mips_29_02	"putative transposon protein"
	at_At4g07600	mips_03_01	""
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
			mips_29_01
	at_At4g07850	mips_03_01_03	"putative polyprotein"
			mips_03_01_05
			mips_03_01_05_03
			mips_29_01
	at_At4g08830 -	mips_29	"putative protein"
			mips_29_02
			mips_29_99
	at_At4g09710	mips_03_01_03	"RNA-directed DNA polymerase -like protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g17450	mips_29_01	"retrotransposon like protein"
			mips_29_02
			mips_29_99
	at_At4g19780	mips_29_01	"putative LTR retrotransposon (fragment)"
			mips_29_99
	at_At4g26360	mips_03_01_03	"putative protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_99
	Training Accuracy: 43/56 (76.79%)
	Training Frequency class 'mips_29_01': 55/4488 (1.23%)

	Evaluation on validation data (2239 items):
	at_At1g31030	mips_03_01_05_01	"F17F8.5"
			mips_29_01
	at_At1g34080	mips_03_01_05_03	"putative protein"
			mips_29_01
	at_At1g36590 -	mips_03_01	"hypothetical protein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
	at_At1g37110	mips_29_01	""
			mips_29_99
	at_At1g47360	mips_29_01	"polyprotein, putative"
			mips_29_02
			mips_29_99
	at_At1g47910	mips_03_01_05_01	"reverse transcriptase, putative"
			mips_29_01
			mips_29_99
	at_At1g50840 -	mips_40_37	"unknown protein"
	at_At1g51750 -	mips_29_99	"hypothetical protein"
	at_At1g58140	mips_29_01	"hypothetical protein"
			mips_29_02
	at_At1g68990 -	mips_03_01	"DNA-directed RNA polymerase"
			mips_03_01_03
			mips_04_05_01_01
			mips_40_16
			mips_40_26
			mips_40_26_03
	at_At2g01840	mips_03_01	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g04670	mips_03_01	"putative retroelement pol polyprotein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
			mips_29_01
	at_At2g04820	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g05610	mips_03_01	"putative retroelement pol polyprotein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
			mips_29_01
	at_At2g10610	mips_29_01	"pseudogene"
			mips_29_99
	at_At2g14400 -	mips_03_01_05_03	"putative retroelement pol polyprotein"
	at_At2g15650	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g16670	mips_10	"putative retroelement pol polyprotein"
			mips_10_01
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_99
	at_At2g16680	mips_03_01_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g23880 -	mips_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_29_02
	at_At2g24120 -	mips_04_05_01_01	"chloroplast single subunit DNA-dependent RNA polymerase"
			mips_40_26
			mips_40_26_03
	at_At3g20540 -	mips_40_37	"DNA polymerase, putative"
	at_At3g29510	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At3g45520	mips_29_01	"copia-like polyprotein"
			mips_29_99
	at_At3g45550	mips_03_01_05_01	"putative protein"
			mips_29_01
			mips_29_99
	at_At4g03800	mips_03_01_03	""
			mips_03_01_05
			mips_03_01_05_03
			mips_29_01
	at_At4g07840	mips_29_01	"putative transposon protein"
	at_At4g09540	mips_29_01	"putative protein"
			mips_29_99
	at_At4g10460 -	mips_29	"putative retrotransposon"
			mips_29_02
	at_At4g10990	mips_29_01	"putative retrotransposon polyprotein"
			mips_29_99
	at_At4g16870	mips_29_01	"retrotransposon like protein"
			mips_29_99
	at_At5g04050 -	mips_01_03_16	"maturase -like protein"
			mips_03_01_05_01
			mips_04_05_05_01
	at_At5g44740 -	mips_03_01_05_01	"DNA-damage-inducible like protein P"
			mips_03_01_05_01_01
			mips_03_01_05_01_99
			mips_04_05_01_01
			mips_30_10
			mips_40_37
			mips_63_03_01
	at_At5g44750 -	mips_03_01_05_01	"unknown protein"
			mips_10
	Validation Accuracy: 22/34 (64.71%)
	Validation Frequency class 'mips_29_01': 26/2239 (1.16%)

	Evaluation on propertest data (3463 items):
	at_At1g10160	mips_03_01_05_01	"putative reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At1g30010 -	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_04_05_05
			mips_04_05_05_01
	at_At1g31100	mips_03_01	"hypothetical protein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At1g34090	mips_29	"putative protein"
			mips_29_01
			mips_29_99
	at_At1g34100	mips_29_01	"putative protein"
			mips_29_99
	at_At1g35370	mips_03_01_05_03	"hypothetical protein"
			mips_29_01
	at_At1g37060 -	mips_03_01_05_03	"Athila retroelment ORF 1, putative"
	at_At1g53810	mips_29_01	""
			mips_29_99
	at_At1g67500 -	mips_03_01_03	"putative DNA polymerase zeta catalytic subunit"
			mips_03_01_05
	at_At1g74350 -	mips_01_03_16	"putative type II intron maturase"
			mips_04_05_05_01
	at_At2g04490	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g05200	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g05960	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g07010	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g07730	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g13940	mips_29	"putative retroelement pol polyprotein"
			mips_29_01
			mips_29_99
	at_At2g14380	mips_03_01_05_03	"putative retroelement pol polyprotein"
			mips_29_01
	at_At2g14650 -	mips_03_01_05_03	"putative retroelement pol polyprotein"
	at_At2g15410 -	mips_03_01_05_03	"putative retroelement pol polyprotein"
	at_At2g15540	mips_29_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_02
			mips_29_99
	at_At2g17910	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g18820	mips_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_99
			mips_63
			mips_63_03
	at_At2g27120 -	mips_03_01_05_01	"putative DNA polymerase epsilon catalytic subunit"
			mips_03_03_01_03
			mips_30_10
	at_At2g31520	mips_03_01	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g41580	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At3g11970	mips_03_01_05	"hypothetical protein"
			mips_03_01_05_03
			mips_29_01
	at_At3g25450 -	mips_10_01_01	"hypothetical protein"
			mips_29
	at_At3g31970 -	mips_03_01_05_03	"hypothetical protein"
	at_At3g44650	mips_03_01_05	"putative protein"
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At3g60170	mips_29_01	"putative protein"
			mips_29_99
	at_At4g02490	mips_03_01_03	""
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g03650	mips_03_01_03	"putative reverse transcriptase"
			mips_03_01_05
			mips_03_01_05_03
			mips_29_01
	at_At4g03840	mips_03_01_05_03	"putative transposon protein"
			mips_29_01
	at_At4g04280	mips_29_01	"putative transposon protein"
			mips_29_02
	at_At4g04440	mips_29_01	"putative transposon protein"
			mips_29_02
			mips_29_99
	at_At4g04600	mips_29	"putative polyprotein"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g08100	mips_03_01	"putative polyprotein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
			mips_29_01
	at_At4g10580	mips_03_01_05_03	"putative reverse-transcriptase -like protein"
			mips_29_01
	at_At4g10830	mips_03_01_05_01	"putative protein"
			mips_29_01
			mips_29_99
	at_At4g12180	mips_03_01	"putative reverse transcriptase"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g14460	mips_29	"retrovirus-related like polyprotein"
			mips_29_01
			mips_29_99
	at_At4g15860	mips_10	"retrotransposon like protein"
			mips_10_01
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_99
			mips_99
	at_At4g16020	mips_29_01	"retrotransposon like protein"
			mips_29_99
	at_At4g16910 -	mips_03_01_03	"retrotransposon like protein"
			mips_03_01_05
			mips_03_01_05_03
	at_At4g21360	mips_29_01	"putative transposable element"
			mips_29_02
			mips_29_99
	at_At4g22040	mips_29	"LTR retrotransposon like protein"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g23160	mips_29	"putative protein"
			mips_29_01
			mips_29_99
			mips_99
	at_At4g27200	mips_10	"putative protein"
			mips_10_01
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_99
	at_At4g32700 -	mips_03_01_03	"putative protein"
			mips_03_01_05
			mips_40_10_99
			mips_40_37
	at_At5g15700 -	mips_04_05_01_01	"DNA-directed RNA polymerase (mitochondrial)"
			mips_40_26
			mips_40_26_03
	at_At5g16850 -	mips_03_01	"telomerase reverse transcriptase"
			mips_03_01_03
			mips_03_99
			mips_13_11
			mips_30_10
			mips_30_10_03
			mips_40_10_03
	at_At5g63960 -	mips_03_01_05_01	"DNA polymerase III catalytic subunit"
	at_At5g67100 -	mips_03_01_05_01	"DNA polymerase alpha 1"
	Propertest Accuracy: 38/53 (71.70%)
	Propertest Frequency class 'mips_29_01': 50/3463 (1.44%)

	New (unknown) data (2239 items):
	at_At1g24640 -	no entry	null
	at_At2g06950 -	no entry	null
	at_At2g21460 -	no entry	null
	at_At2g24660 -	no entry	null
	at_At4g15590 -	no entry	null
	at_At4g20520 -	no entry	null
	at_At4g32220 -	mips_29	"hypothetical protein"
	at_At1g30390 -	no entry	null
	at_At1g31210 -	no entry	null
	at_At1g36110 -	no entry	null
	at_At1g47860 -	no entry	null
	at_At1g54390 -	no entry	null
	at_At1g60020 -	mips_29	"hypothetical protein"
	at_At2g06310 -	mips_29	"putative Athila retroelement ORF1 protein"
	at_At2g11190 -	mips_29	"putative retroelement pol polyprotein"
	at_At2g19840 -	no entry	null
	at_At2g26530 -	no entry	null
	at_At3g48370 -	mips_29	"putative protein"
	at_At3g61900 -	no entry	null
	at_At4g07810 -	no entry	null
	at_At4g10690 -	no entry	null
	at_At4g16010 -	no entry	null
	at_At4g27210 -	no entry	null
	at_At4g28900 -	no entry	null
	at_At2g07550 -	no entry	null
	at_At2g28980 -	no entry	null
	at_At3g30570 -	no entry	null
	at_At4g02960 -	mips_29	"putative polyprotein of LTR transposon"
	at_At4g04000 -	no entry	null
	at_At4g04380 -	no entry	null
	at_At4g07550 -	no entry	null
	at_At5g35820 -	no entry	null


------------------
Rule 17
	b > 0.01
	e.8.1 <= 0.0058
	->  class mips_29_99 "other transposable elements, viral and plasmid proteins"

	Evaluation on training data (4488 items):
	at_At1g20390 -	mips_03_01_05_03	"hypothetical protein"
			mips_29_01
	at_At1g23990 -	mips_29_02	"reverse transcriptase, putative"
	at_At1g25430	mips_03_01_03	"hypothetical protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At1g29650	mips_03_01_05_01	"reverse transcriptase, putative"
			mips_29_01
			mips_29_99
	at_At1g32590	mips_10_01	"hypothetical protein, 5' partial"
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At1g35050	mips_29_01	"putative protein"
			mips_29_99
	at_At1g36620	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At1g47520	mips_29_01	"hypothetical protein"
			mips_29_02
			mips_29_99
	at_At1g48710 -	mips_29	"hypothetical protein"
			mips_29_02
	at_At1g49980 -	mips_03_01_03	"unknown protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_01_01
			mips_29_06
			mips_40_10_99
			mips_40_37
			mips_63_03_01
	at_At1g57640	mips_29_01	""
			mips_29_99
	at_At1g70010	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At2g02830	mips_10_01	"putative retroelement pol polyprotein"
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_99
	at_At2g04760 -	mips_03_01_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_02
	at_At2g05390	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_02
			mips_29_99
	at_At2g05930	mips_29	"copia-like retroelement pol polyprotein"
			mips_29_01
			mips_29_99
	at_At2g05980	mips_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01
			mips_03_01_03
			mips_29
			mips_29_02
			mips_29_99
			mips_63
			mips_63_03
			mips_98
	at_At2g06170 -	mips_03_01_05_03	"putative Ty3-gypsy-like retroelement pol polyprotein"
	at_At2g06470 -	mips_03_01_05_03	"putative retroelement pol polyprotein"
			mips_29_01
	at_At2g06890 -	mips_03_01	"putative retroelement integrase"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
			mips_29_01
	at_At2g07420	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g07650	mips_29_01	"putative non-LTR retrolelement reverse transcriptase"
			mips_29_99
	at_At2g10690 -	mips_03_01_05_03	"putative retroelement pol polyprotein"
	at_At2g11680 -	mips_03_01	"putative retroelement pol polyprotein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_06_13
			mips_29
			mips_29_01
	at_At2g13930	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g14430	mips_03_01_05	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g15700	mips_29_01	"copia-like retroelement pol polyprotein"
			mips_29_99
	at_At2g15870	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_02
			mips_29_99
	at_At2g15920	mips_10_01	"putative retroelement pol polyprotein"
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_99
	at_At2g16000	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g17490 -	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_02
	at_At2g17610 -	mips_29_02	"putative non-LTR retroelement reverse transcriptase"
	at_At2g20460	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g21310	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g23330	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g25550	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g31080	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g45230 -	mips_03_01	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_03
			mips_03_01_05
			mips_29
			mips_29_02
	at_At3g22340	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At3g30800 -	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_06
			mips_06_13
			mips_29
	at_At3g32110	mips_03_01_05_01	"non-LTR reverse transcriptase, putative"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At3g59720 -	mips_29_01	"copia-type reverse transcriptase-like protein"
	at_At3g61330	mips_29_01	"copia-type polyprotein"
			mips_29_02
			mips_29_99
	at_At4g03810 -	mips_29	"putative retrotransposon protein"
			mips_29_02
	at_At4g04230 -	mips_03_01_05_03	"putative transposon protein"
			mips_29_01
	at_At4g04420 -	mips_29_02	"putative transposon protein"
	at_At4g07850 -	mips_03_01_03	"putative polyprotein"
			mips_03_01_05
			mips_03_01_05_03
			mips_29_01
	at_At4g08830	mips_29	"putative protein"
			mips_29_02
			mips_29_99
	at_At4g09710	mips_03_01_03	"RNA-directed DNA polymerase -like protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g17450	mips_29_01	"retrotransposon like protein"
			mips_29_02
			mips_29_99
	at_At4g19780	mips_29_01	"putative LTR retrotransposon (fragment)"
			mips_29_99
	at_At4g26360	mips_03_01_03	"putative protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_99
	Training Accuracy: 33/52 (63.46%)
	Training Frequency class 'mips_29_99': 51/4488 (1.14%)

	Evaluation on validation data (2239 items):
	at_At1g31030 -	mips_03_01_05_01	"F17F8.5"
			mips_29_01
	at_At1g34080 -	mips_03_01_05_03	"putative protein"
			mips_29_01
	at_At1g36590 -	mips_03_01	"hypothetical protein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
	at_At1g37110	mips_29_01	""
			mips_29_99
	at_At1g47360	mips_29_01	"polyprotein, putative"
			mips_29_02
			mips_29_99
	at_At1g47910	mips_03_01_05_01	"reverse transcriptase, putative"
			mips_29_01
			mips_29_99
	at_At1g50840 -	mips_40_37	"unknown protein"
	at_At1g51750	mips_29_99	"hypothetical protein"
	at_At1g58140 -	mips_29_01	"hypothetical protein"
			mips_29_02
	at_At1g68990 -	mips_03_01	"DNA-directed RNA polymerase"
			mips_03_01_03
			mips_04_05_01_01
			mips_40_16
			mips_40_26
			mips_40_26_03
	at_At2g01840	mips_03_01	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g04820	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g05610 -	mips_03_01	"putative retroelement pol polyprotein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
			mips_29_01
	at_At2g10610	mips_29_01	"pseudogene"
			mips_29_99
	at_At2g14400 -	mips_03_01_05_03	"putative retroelement pol polyprotein"
	at_At2g15650	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g16670	mips_10	"putative retroelement pol polyprotein"
			mips_10_01
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_99
	at_At2g16680	mips_03_01_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g23880 -	mips_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_29_02
	at_At2g24120 -	mips_04_05_01_01	"chloroplast single subunit DNA-dependent RNA polymerase"
			mips_40_26
			mips_40_26_03
	at_At3g20540 -	mips_40_37	"DNA polymerase, putative"
	at_At3g45520	mips_29_01	"copia-like polyprotein"
			mips_29_99
	at_At3g45550	mips_03_01_05_01	"putative protein"
			mips_29_01
			mips_29_99
	at_At4g03800 -	mips_03_01_03	""
			mips_03_01_05
			mips_03_01_05_03
			mips_29_01
	at_At4g07840 -	mips_29_01	"putative transposon protein"
	at_At4g09540	mips_29_01	"putative protein"
			mips_29_99
	at_At4g10460 -	mips_29	"putative retrotransposon"
			mips_29_02
	at_At4g10990	mips_29_01	"putative retrotransposon polyprotein"
			mips_29_99
	at_At4g16870	mips_29_01	"retrotransposon like protein"
			mips_29_99
	at_At5g04050 -	mips_01_03_16	"maturase -like protein"
			mips_03_01_05_01
			mips_04_05_05_01
	at_At5g44740 -	mips_03_01_05_01	"DNA-damage-inducible like protein P"
			mips_03_01_05_01_01
			mips_03_01_05_01_99
			mips_04_05_01_01
			mips_30_10
			mips_40_37
			mips_63_03_01
	at_At5g44750 -	mips_03_01_05_01	"unknown protein"
			mips_10
	Validation Accuracy: 15/32 (46.88%)
	Validation Frequency class 'mips_29_99': 23/2239 (1.03%)

	Evaluation on propertest data (3463 items):
	at_At1g10160	mips_03_01_05_01	"putative reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At1g30010 -	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_04_05_05
			mips_04_05_05_01
	at_At1g31100	mips_03_01	"hypothetical protein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At1g34090	mips_29	"putative protein"
			mips_29_01
			mips_29_99
	at_At1g34100	mips_29_01	"putative protein"
			mips_29_99
	at_At1g35370 -	mips_03_01_05_03	"hypothetical protein"
			mips_29_01
	at_At1g37060 -	mips_03_01_05_03	"Athila retroelment ORF 1, putative"
	at_At1g53810	mips_29_01	""
			mips_29_99
	at_At1g67500 -	mips_03_01_03	"putative DNA polymerase zeta catalytic subunit"
			mips_03_01_05
	at_At1g74350 -	mips_01_03_16	"putative type II intron maturase"
			mips_04_05_05_01
	at_At2g04490	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g05200	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g05960	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g07010	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g07730	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g15410 -	mips_03_01_05_03	"putative retroelement pol polyprotein"
	at_At2g15540	mips_29_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_02
			mips_29_99
	at_At2g17910	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g18820	mips_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_99
			mips_63
			mips_63_03
	at_At2g27120 -	mips_03_01_05_01	"putative DNA polymerase epsilon catalytic subunit"
			mips_03_03_01_03
			mips_30_10
	at_At2g31520	mips_03_01	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At3g11970 -	mips_03_01_05	"hypothetical protein"
			mips_03_01_05_03
			mips_29_01
	at_At3g25450 -	mips_10_01_01	"hypothetical protein"
			mips_29
	at_At3g44650	mips_03_01_05	"putative protein"
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At3g60170	mips_29_01	"putative protein"
			mips_29_99
	at_At4g02490	mips_03_01_03	""
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g03650 -	mips_03_01_03	"putative reverse transcriptase"
			mips_03_01_05
			mips_03_01_05_03
			mips_29_01
	at_At4g03840 -	mips_03_01_05_03	"putative transposon protein"
			mips_29_01
	at_At4g04280 -	mips_29_01	"putative transposon protein"
			mips_29_02
	at_At4g04440	mips_29_01	"putative transposon protein"
			mips_29_02
			mips_29_99
	at_At4g04600	mips_29	"putative polyprotein"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g08100 -	mips_03_01	"putative polyprotein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
			mips_29_01
	at_At4g10580 -	mips_03_01_05_03	"putative reverse-transcriptase -like protein"
			mips_29_01
	at_At4g10830	mips_03_01_05_01	"putative protein"
			mips_29_01
			mips_29_99
	at_At4g12180	mips_03_01	"putative reverse transcriptase"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g14460	mips_29	"retrovirus-related like polyprotein"
			mips_29_01
			mips_29_99
	at_At4g15860	mips_10	"retrotransposon like protein"
			mips_10_01
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_99
			mips_99
	at_At4g16020	mips_29_01	"retrotransposon like protein"
			mips_29_99
	at_At4g16910 -	mips_03_01_03	"retrotransposon like protein"
			mips_03_01_05
			mips_03_01_05_03
	at_At4g21360	mips_29_01	"putative transposable element"
			mips_29_02
			mips_29_99
	at_At4g22040	mips_29	"LTR retrotransposon like protein"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g23160	mips_29	"putative protein"
			mips_29_01
			mips_29_99
			mips_99
	at_At4g27200	mips_10	"putative protein"
			mips_10_01
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_99
	at_At4g32700 -	mips_03_01_03	"putative protein"
			mips_03_01_05
			mips_40_10_99
			mips_40_37
	at_At5g15700 -	mips_04_05_01_01	"DNA-directed RNA polymerase (mitochondrial)"
			mips_40_26
			mips_40_26_03
	at_At5g16850 -	mips_03_01	"telomerase reverse transcriptase"
			mips_03_01_03
			mips_03_99
			mips_13_11
			mips_30_10
			mips_30_10_03
			mips_40_10_03
	at_At5g63960 -	mips_03_01_05_01	"DNA polymerase III catalytic subunit"
	at_At5g67100 -	mips_03_01_05_01	"DNA polymerase alpha 1"
	Propertest Accuracy: 28/48 (58.33%)
	Propertest Frequency class 'mips_29_99': 44/3463 (1.27%)

	New (unknown) data (2239 items):
	at_At1g24640 -	no entry	null
	at_At2g06950 -	no entry	null
	at_At2g21460 -	no entry	null
	at_At2g24660 -	no entry	null
	at_At4g15590 -	no entry	null
	at_At4g20520 -	no entry	null
	at_At4g32220 -	mips_29	"hypothetical protein"
	at_At1g30390 -	no entry	null
	at_At1g31210 -	no entry	null
	at_At1g36110 -	no entry	null
	at_At1g47860 -	no entry	null
	at_At1g54390 -	no entry	null
	at_At1g60020 -	mips_29	"hypothetical protein"
	at_At2g06310 -	mips_29	"putative Athila retroelement ORF1 protein"
	at_At2g11190 -	mips_29	"putative retroelement pol polyprotein"
	at_At2g19840 -	no entry	null
	at_At2g26530 -	no entry	null
	at_At3g48370 -	mips_29	"putative protein"
	at_At3g61900 -	no entry	null
	at_At4g07810 -	no entry	null
	at_At4g10690 -	no entry	null
	at_At4g16010 -	no entry	null
	at_At4g27210 -	no entry	null
	at_At4g28900 -	no entry	null
	at_At2g07550 -	no entry	null
	at_At2g28980 -	no entry	null
	at_At3g30570 -	no entry	null
	at_At4g02960 -	mips_29	"putative polyprotein of LTR transposon"
	at_At4g04000 -	no entry	null
	at_At4g04380 -	no entry	null
	at_At4g07550 -	no entry	null
	at_At5g35820 -	no entry	null


------------------
Rule 62
	b.82.2 <= 7.4e-19
	->  class mips_20_20 "plant / fungal specific systemic sensing and response"

	Evaluation on training data (4488 items):
	at_At1g03400	mips_01_01_99	"putative 1-aminocyclopropane-1-carboxylate oxidase"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At1g06620	mips_01_01_99	"oxidoreductase, putative"
			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_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_At1g15540 -	mips_01_01_99	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_07
	at_At1g17010	mips_01_20	"SRG1-like protein"
			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_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_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_At1g62310 -	mips_40_26	"hypothetical protein"
			mips_40_26_03
	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_At2g25450	mips_01_01	"putative dioxygenase"
			mips_01_01_99
			mips_01_20_17
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At2g44800	mips_01_01_99	"putative flavonol synthase"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_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_At3g20810 -	mips_01	"unknown protein"
			mips_01_06
			mips_01_06_04
			mips_04
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_04_05_01_04_05
			mips_04_99
			mips_11
			mips_11_01
			mips_11_01_01
			mips_40_10
			mips_98
	at_At3g46490	mips_01_01_99	"putative protein"
			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_At3g60290	mips_01_01_99	"SRG1 - like protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At4g03050	mips_01_20_17_07	"2-oxoglutarate-dependent dioxygenase (AOP3)"
			mips_20_20
			mips_20_20_18
	at_At4g03060	mips_01_20	"putative oxidoreductase"
			mips_01_20_17
			mips_01_20_17_07
			mips_20
			mips_20_20
			mips_20_20_18
	at_At4g10490	mips_01_20_17	"putative flavanone 3-beta-hydroxylase"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g10500 -	mips_01_20_17_07	"putative Fe(II)/ascorbate oxidase"
			mips_01_20_35_01
	at_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_At4g21200	mips_01_01_99	"gibberellin 20-oxidase - like protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At4g23340	mips_01_01_99	"putative protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At4g25310	mips_01_01_99	"SRG1-like protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At5g06550 -	mips_01_06_04	"putative protein"
			mips_04_05_01_04_03
			mips_04_05_01_04_05
			mips_04_99
			mips_11_01_01
	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_At5g07480	mips_01_20_17	"putative protein"
			mips_01_20_17_07
			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_At5g43450	mips_01_01_99	"1-aminocyclopropane-1-carboxylate oxidase"
			mips_01_20_17
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At5g54000	mips_01_20_17	"ethylene-forming-enzyme-like dioxygenase"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At5g54100 -	mips_03	"unknown protein"
			mips_03_01
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_02
			mips_10_05_02_30
			mips_30
			mips_30_02
			mips_30_04
			mips_40_04
			mips_62_01_01
			mips_62_01_07
			mips_63_01
			mips_63_09
			mips_67
			mips_67_01
			mips_67_01_01
			mips_98
	at_At5g58660	mips_01	"putative protein"
			mips_01_01
			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_20
			mips_20_20
			mips_20_20_18
			mips_98
	at_At5g59540	mips_01	"1-aminocyclopropane-1-carboxylate oxidase - like protein"
			mips_01_01_99
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
			mips_98
	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
	Training Accuracy: 37/46 (80.43%)
	Training Frequency class 'mips_20_20': 82/4488 (1.83%)

	Evaluation on validation data (2239 items):
	at_At1g02400	mips_01_01_99	"hypothetical protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At1g06640	mips_01_01	"putative Iron/Ascorbate oxidoreductase family protein"
			mips_01_01_99
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_10_05
			mips_20
			mips_20_20
			mips_20_20_18
	at_At1g15550	mips_01_20_13	"putative protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At1g17020	mips_01_20_17	"SRG1-like protein"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At1g52810	mips_01_20	"putative oxidoreductase"
			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_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_At3g19010 -	mips_01_20_17_07	"oxidase like protein"
	at_At3g45880 -	mips_01_06_04	"phospholipase - like protein"
	at_At4g00990 -	mips_40_26	"putative protein (fragment)"
			mips_40_26_03
	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_At4g25300 -	mips_01_01_99	"SRG1-like protein"
			mips_01_20_17_07
	at_At5g20550 -	mips_01_20_17_07	"ethylene-forming-enzyme-like dioxygenase - like"
	at_At5g51310	mips_01_20_17_07	"gibberellin 20-oxidase-like protein"
			mips_20_20
			mips_20_20_18
	at_At5g59530	mips_01_01	"1-aminocyclopropane-1-carboxylate oxidase - like protein"
			mips_01_01_99
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_20
			mips_20_20
			mips_20_20_18
	Validation Accuracy: 10/15 (66.67%)
	Validation Frequency class 'mips_20_20': 35/2239 (1.56%)

	Evaluation on propertest data (3463 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_At1g04350	mips_01_01_99	"putative 1-aminocyclopropane-1-carboxylate oxidase"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At1g04380	mips_01_01	"putative 1-aminocyclopropane-1-carboxylate oxidase"
			mips_01_01_99
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_20
			mips_20_20
			mips_20_20_18
	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_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_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_At1g28030	mips_01_20	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_20
			mips_20_20
			mips_20_20_18
	at_At1g35190	mips_01_20_17	"hyoscyamine 6-dioxygenase hydroxylase, putative"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At1g49390	mips_01_20_17_07	"hypothetical protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	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_At1g52800	mips_01_01	"putative oxidoreductase"
			mips_01_01_99
			mips_01_20_17
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At1g52820 -	mips_01_20_17_07	"putative oxidoreductase"
	at_At1g55290	mips_01_01_99	"leucoanthocyanidin dioxygenase 2, putative"
			mips_01_20_17_07
			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_At1g80320 -	mips_01_20_17	"oxidoreductase like protein"
			mips_01_20_17_07
			mips_10
	at_At2g06960	mips_01_01_99	"1-aminocyclopropane-1-carboxylate oxidase"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At2g30830 -	mips_01_01_99	"putative dioxygenase"
			mips_01_20_17
			mips_01_20_17_07
			mips_01_20_35_01
	at_At2g30840	mips_01_01_99	"putative dioxygenase"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_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_At2g38240	mips_01_20_17_07	"putative anthocyanidin synthase"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At3g11180	mips_01_01_99	"putative leucoanthocyanidin dioxygenase"
			mips_01_20_17
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At3g13610	mips_01_01_99	"unknown protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At3g19000	mips_01_20_17	"unknown protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At3g21420 -	mips_01_20_17	"unknown protein"
			mips_01_20_17_07
	at_At3g46480	mips_01_20	"putative protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_10_05
			mips_20
			mips_20_20
			mips_20_20_18
	at_At3g47190	mips_01_01_99	"1-aminocyclopropane-1-carboxylic acid oxidase - like protein"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	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_At3g51240 -	mips_01_20_17	"flavanone 3-hydroxylase (FH3)"
			mips_01_20_17_07
	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_At3g61400	mips_01_01_99	"1-aminocyclopropane-1-carboxylate oxidase-like protein"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g03070	mips_01_01_99	"putative oxidoreductase"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_At4g16330	mips_01_20_17_07	"naringenin 3-dioxygenase like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g22870	mips_01_01_99	"anthocyanidin synthase - like protein"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g22880	mips_01_20_17_07	"putative leucoanthocyanidin dioxygenase (LDOX)"
			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_At5g05600	mips_01_01_99	"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_At5g43440	mips_01_01	"1-aminocyclopropane-1-carboxylate oxidase"
			mips_01_01_99
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_20
			mips_20_20
			mips_20_20_18
	at_At5g51810 -	mips_01_20_17	"gibberellin 20-oxidase (emb|CAA58294.1)"
			mips_01_20_17_07
	at_At5g63080 -	mips_63_17	"unknown protein"
			mips_63_17_09
	Propertest Accuracy: 33/40 (82.50%)
	Propertest Frequency class 'mips_20_20': 72/3463 (2.08%)

	New (unknown) data (2239 items):
	at_At2g38500 -	no entry	null
	at_At3g12940 -	no entry	null
	at_At3g63290 -	no entry	null
	at_At4g13400 -	no entry	null
	at_At1g79760 -	no entry	null
	at_At3g11150 -	no entry	null
	at_At3g21360 -	no entry	null
	at_At5g19840 -	no entry	null
	at_At5g48020 -	no entry	null
	at_At1g78280 -	no entry	null


------------------
Rule 77
	a.102.4 <= 1.2e-21
	a.128.1 <= 2.8e-21
	->  class mips_20_20 "plant / fungal specific systemic sensing and response"

	Evaluation on training data (4488 items):
	at_At1g48820 -	mips_01_20_13	"hypothetical protein"
			mips_01_20_35_01
	at_At1g61120	mips_01_20_13	"putative S-linalool synthase (At1g61120)"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	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_At4g02780	mips_01_20	"ent-kaurene synthetase A - 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_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_At4g16740 -	mips_01_20_13	"limonene cyclase like protein"
			mips_01_20_35
			mips_01_20_35_01
	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
	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
	Training Accuracy: 12/14 (85.71%)
	Training Frequency class 'mips_20_20': 82/4488 (1.83%)

	Evaluation on validation data (2239 items):
	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
	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_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_At3g25820	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_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_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
	Validation Accuracy: 9/10 (90.00%)
	Validation Frequency class 'mips_20_20': 35/2239 (1.56%)

	Evaluation on propertest data (3463 items):
	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_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_At3g29410 -	mips_01_20_13	"terpene synthase, putative"
	at_At4g16730	mips_01_20_13	"limonene cyclase like 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_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: 8/9 (88.89%)
	Propertest Frequency class 'mips_20_20': 72/3463 (2.08%)

	New (unknown) data (2239 items):


------------------
Rule 550
	a.22 <= 1.6e-07
	->  class mips_63_03 "nucleic acid binding"

	Evaluation on training data (4488 items):
	at_At1g02680 -	mips_04_05_01_01	"transcription factor TFIID, putative"
			mips_14_04_03
			mips_14_04_03_03
	at_At1g07660 -	mips_03_01_99	"histone H4"
			mips_30_10
			mips_40_10_03
	at_At1g08970	mips_03_01_99	"transcription factor like protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At1g09200	mips_30_10	"histone H3 like protein"
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At1g13370	mips_30_10	"unknown protein"
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At1g51060	mips_03_01_09	"putative protein"
			mips_03_01_09_05
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At1g54140 -	mips_04_05_01_01	"unknown protein"
			mips_04_05_01_04_01
			mips_40_10_99
	at_At1g54830 -	mips_30_10_03	"unknown protein"
	at_At2g28720	mips_03_01_99	"putative histone H2B"
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At2g37060	mips_04_05_01_04_03	"putative CCAAT-box binding trancription factor"
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_99
			mips_63_03_01
	at_At2g37470	mips_03	"putative histone H2B"
			mips_03_01
			mips_03_01_99
			mips_30
			mips_30_10
			mips_30_10_03
			mips_40
			mips_40_10
			mips_40_10_03
			mips_63
			mips_63_03
			mips_98
	at_At2g38880	mips_04_05_01_04_03	"putative CCAAT-binding transcription factor subunit"
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_99
			mips_63_03_01
	at_At3g20670	mips_03_01_99	"histone H2A, putative"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At3g27360 -	mips_30	"histone H3 like protein"
			mips_30_10_03
	at_At3g46030 -	mips_03_01_99	"histone H2B -like protein"
			mips_30_10
			mips_30_10_03
			mips_40_10_03
	at_At3g46320 -	mips_03_01_99	"histone H4-like protein"
	at_At3g54560	mips_03_01_99	"histone H2A.F/Z"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At4g14540 -	mips_04_05_01_04_03	"CCAAT-binding transcription factor subunit A(CBF-A)"
			mips_40_10_99
			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_At4g27230	mips_03_03_04	"histone H2A- like protein"
			mips_03_03_04_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At4g40040	mips_30_10	"Histon H3"
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At5g02560	mips_03_01_99	"unknown protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10
			mips_40_10_03
			mips_63_03_01
	at_At5g02570 -	mips_03_01_99	"putative protein"
	at_At5g10980	mips_30_10	"histon H3 protein"
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At5g15570	mips_04	"putative protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_01
			mips_04_05_01_04
			mips_14
			mips_14_10
			mips_14_10_02
			mips_14_10_02_01
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_99
	at_At5g22880	mips_03_01_99	"histone H2B like protein (emb|CAA69025.1)"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At5g27670	mips_03_01_99	"histone H2A-like protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10
			mips_30_10_03
			mips_40_10
			mips_40_10_03
			mips_63_03_01
	at_At5g38140	mips_03_01_99	"putative protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10
			mips_40_10_03
			mips_63_03_01
	at_At5g43250	mips_03_01_99	"unknown protein"
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At5g50470 -	mips_03_01_03	"putative protein"
			mips_40_10_99
	at_At5g54640	mips_03_01_99	"histone H2A (gb|AAF64418.1)"
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At5g59970 -	mips_03_01	"histone H4 - like protein"
			mips_03_01_99
	at_At5g65350 -	mips_30_10_03	"histone H3"
	at_At5g65360	mips_30	"histone H3 (sp|P05203)"
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03
			mips_63_03_01
	Training Accuracy: 21/33 (63.64%)
	Training Frequency class 'mips_63_03': 266/4488 (5.93%)

	Evaluation on validation data (2239 items):
	at_At1g04950 -	mips_03_01_09	"putative TATA binding protein-associated factor (F13M7.6)"
			mips_03_01_09_05
			mips_04_05_01_01
	at_At1g07790	mips_03	"histone H2B"
			mips_03_01
			mips_03_01_99
			mips_30
			mips_30_10
			mips_30_10_03
			mips_40_10
			mips_40_10_03
			mips_63
			mips_63_03
			mips_63_03_01
			mips_98
	at_At1g07980	mips_03_01_99	"unknown protein"
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At1g19890 -	mips_03_01_09	"hypothetical protein"
			mips_03_01_09_05
			mips_03_01_99
			mips_30_10_03
	at_At1g52740	mips_03_01_99	"putative histone H2A"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At1g75600	mips_30_10	"histone H3, putative"
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At1g75610 -	mips_03_01	"histone H3, putative"
			mips_03_01_09
			mips_03_01_09_05
			mips_03_01_99
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_07
	at_At3g09480	mips_03	"putative histone H2B"
			mips_03_01
			mips_03_01_99
			mips_30
			mips_30_10
			mips_30_10_03
			mips_40_10
			mips_40_10_03
			mips_63
			mips_63_03
			mips_63_03_01
			mips_98
	at_At3g10070 -	mips_20	"unknown protein"
			mips_20_25
			mips_20_25_01
			mips_20_25_01_03
			mips_20_25_01_07
			mips_40_10_99
			mips_47
			mips_47_03
			mips_47_03_02
	at_At3g45980	mips_03_01	"histone H2B"
			mips_03_01_99
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At4g20280 -	mips_04_05_01_01	"unknown protein"
			mips_40_10_99
	at_At5g10390	mips_30_10	"histone H3 - like protein"
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At5g10400 -	mips_30_10_03	"histone H3 - like protein"
	at_At5g12910 -	mips_03_01_09	"histone H3 -like protein"
			mips_03_01_09_05
			mips_03_01_99
			mips_30_10_03
	at_At5g43130 -	mips_03_03_01_01	"putative protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_05_99
	at_At5g47670 -	mips_04_05_01_01	"putative protein"
			mips_40_10_99
	at_At5g50480 -	mips_03_01_99	"transcription factor Hap5a-like"
			mips_03_03_04
			mips_03_03_04_03
	at_At5g59910 -	mips_03_01_99	"histone H2B - like protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10_03
	Validation Accuracy: 7/18 (38.89%)
	Validation Frequency class 'mips_63_03': 136/2239 (6.07%)

	Evaluation on propertest data (3463 items):
	at_At1g01370	mips_30_10	"centromeric histone H3 HTR12"
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At1g07820 -	mips_03	"histone H4"
			mips_03_01
			mips_03_01_99
			mips_14_04
			mips_25_05
			mips_30
	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_At1g08880	mips_03	"histone H2A like protein"
			mips_03_01
			mips_03_01_99
			mips_03_03
			mips_03_03_04
			mips_03_03_04_03
			mips_30
			mips_30_10
			mips_30_10_03
			mips_40_10
			mips_40_10_03
			mips_63
			mips_63_03
			mips_63_03_01
			mips_98
	at_At1g09030	mips_04_05_01_04_03	"putative CCAAT-binding transcription factor subunit A"
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_99
			mips_63_03_01
	at_At1g20000 -	mips_04_05_01_01	"hypothetical protein"
	at_At1g31240 -	mips_04_05_01_01	"hypothetical protein"
			mips_14_10
			mips_14_10_02
			mips_14_10_02_01
			mips_40_10_99
	at_At1g54690 -	mips_03_01_99	"unknown protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10_03
	at_At2g13570 -	mips_04_05_01_04_03	"putative CCAAT-box binding trancription factor"
			mips_40_10_99
			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_At2g27470	mips_03	"putative CCAAT-binding transcription factor subunit"
			mips_03_01
			mips_03_01_09
			mips_03_01_99
			mips_04
			mips_04_01
			mips_04_01_01
			mips_04_05_01
			mips_04_05_01_04
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_01
			mips_63_03
			mips_99
	at_At2g38810	mips_03_01_99	"histone H2A"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At3g12480 -	mips_03_01_09	"unknown protein"
			mips_03_01_09_05
			mips_40_10_03
			mips_62_01
			mips_62_01_07
	at_At3g45930 -	mips_03_01_99	"Histone H4 - like protein"
	at_At3g48590	mips_03_01_99	"transcription factor Hap5a"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At3g53340	mips_04_05_01_04_03	"transcription factor NF-Y, CCAAT-binding - like protein"
			mips_40_10_99
			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
			mips_63_03_01
	at_At3g53650	mips_03_01_99	"histone H2B - like protein"
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At3g53730 -	mips_03_01_99	"histone H4-like protein"
			mips_30_10
			mips_40_10_03
	at_At4g13570	mips_03	"histone H2A.F/Z - like protein"
			mips_03_01
			mips_03_01_11
			mips_03_01_99
			mips_30
			mips_30_10
			mips_30_10_03
			mips_40
			mips_40_10
			mips_40_10_03
			mips_63
			mips_63_03
			mips_63_03_01
			mips_98
	at_At4g34340 -	mips_04_05_01_01	"unknown protein"
			mips_14_10
			mips_14_10_02
			mips_14_10_02_01
	at_At4g40030	mips_30_10	"histone H3.3"
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At5g08190 -	mips_04_05_01_01	"DR1-like protein"
			mips_04_05_01_04_03
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_99
	at_At5g19490 -	mips_40_10_99	"putative protein"
	at_At5g23090	mips_04_05_01_01	"TATA-binding protein-associated phosphoprotein Dr1 protein homolog (sp|P49592)"
			mips_04_05_01_04_03
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_99
			mips_63_03_01
	at_At5g47640 -	mips_04_05_01_04_03	"unknown protein"
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_99
	at_At5g50490 -	mips_03_01_99	"putative protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_40_10_03
	at_At5g59690 -	mips_03_01_99	"histone H4 - like protein"
	at_At5g59870 -	mips_03_01_99	"histone H2A - like protein"
			mips_30_10
			mips_30_10_03
			mips_40_10_03
	at_At5g63470	mips_03_01_09	"transcription factor Hap5a-like protein"
			mips_03_01_09_05
			mips_03_01_99
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	Propertest Accuracy: 12/28 (42.86%)
	Propertest Frequency class 'mips_63_03': 194/3463 (5.60%)

	New (unknown) data (2239 items):
	at_At1g21970 -	no entry	null
	at_At1g56170 -	no entry	null
	at_At5g50930 -	no entry	null
	at_At1g17440 -	no entry	null
	at_At2g47810 -	no entry	null
	at_At5g27910 -	no entry	null


------------------
Rule 382
	c.67.1 <= 3.3e-17
	->  class mips_01_02 "nitrogen and sulfur metabolism"

	Evaluation on training data (4488 items):
	at_At1g01480	mips_01_01_01_07	"1-aminocyclopropane-1-carboxylate synthase (ACC2)"
			mips_01_02
			mips_01_02_01
			mips_01_20_23
			mips_01_20_99
			mips_14_20
			mips_20_20
			mips_20_20_18
	at_At1g08630	mips_01_01_01_11	"unknown protein"
			mips_01_01_01_11_07
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_07_01
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_30_02
			mips_63_21
			mips_63_21_17
	at_At1g62800	mips_01_01_01_01	"aspartate aminotransferase (Asp4)"
			mips_01_01_01_01_02
			mips_01_01_01_01_02_05
			mips_01_01_01_07
			mips_01_01_10_03
			mips_01_01_10_03_01
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_01
			mips_01_02_99
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_27
			mips_02_10
			mips_40_26
			mips_40_26_03
	at_At1g62960	mips_01_01_01	"1-aminocyclopropane-1-carboxylate synthase, putative"
			mips_01_01_10_03
			mips_01_02_01
			mips_01_20_23
			mips_01_20_99
			mips_14_20
			mips_20_20
			mips_20_20_18
	at_At1g70580	mips_01_01_01_01	"putative alanine aminotransferase"
			mips_01_01_01_01_02
			mips_01_01_01_01_02_05
			mips_01_01_01_07
			mips_01_01_01_07_01
			mips_01_01_01_15
			mips_01_01_01_15_01
			mips_01_01_10
			mips_01_02
			mips_01_02_01
			mips_02_01
			mips_14_20
			mips_20_20
			mips_20_20_18
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_01
			mips_47_03_03
			mips_47_03_03_01
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_11
			mips_63_21
			mips_63_21_17
	at_At1g77670	mips_01_01	"putative aminotransferase"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_01_11_09
			mips_01_01_01_11_11
			mips_01_01_01_11_13
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
			mips_01_20_17
			mips_01_20_23
			mips_01_20_25
			mips_01_20_35
			mips_01_20_50
			mips_63_11
	at_At2g02000 -	mips_01_01_01_11	"putative glutamate decarboxylase"
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_20_17_03
			mips_01_20_50
			mips_03_01_05_01
	at_At2g02010 -	mips_01_01_01_11	"putative glutamate decarboxylase"
			mips_01_01_01_11_15
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_20_17_03
			mips_01_20_50
	at_At2g13360	mips_01_01_01_07	"alanine-glyoxylate aminotransferase"
			mips_01_01_01_07_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_03_01
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_04_03
			mips_04_03_03
			mips_40_19
	at_At2g22250	mips_01_01_01_07	"putative aspartate aminotransferase"
			mips_01_01_01_11
			mips_01_01_01_11_09
			mips_01_01_01_11_11
			mips_01_01_01_11_13
			mips_01_01_10_01
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_01_01_10_05_06
			mips_01_02_01
			mips_63_21
			mips_63_21_17
	at_At2g22810	mips_01_01_01_07	"1-aminocyclopropane-1-carboxylate synthase (ACS4)"
			mips_01_01_01_11
			mips_01_02
			mips_01_02_01
			mips_01_20_23
			mips_01_20_99
			mips_14_20
			mips_20_20
			mips_20_20_18
	at_At2g30970	mips_01_01_01_01	"aspartate aminotransferase (AAT1)"
			mips_01_01_01_01_02
			mips_01_01_01_01_02_05
			mips_01_01_01_07
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_03_01
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_01
			mips_01_02_99
			mips_01_20_17_03
			mips_01_20_27
			mips_02_10
			mips_40_26
			mips_40_26_03
	at_At3g08860	mips_01_01_01_01	"putative aminotransferase"
			mips_01_01_01_01_02
			mips_01_01_01_01_02_05
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_01_03
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_20_50
			mips_20_25_01
			mips_20_25_01_01
	at_At3g17720 -	mips_01_01_01_11	"unknown protein"
			mips_01_01_01_11_15
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_20_17_03
			mips_01_20_50
	at_At3g48730	mips_01_01_99	"glutamate-1-semialdehyde aminotransferase"
			mips_01_02
			mips_01_02_01
			mips_01_07_01
			mips_01_20_19
			mips_01_20_19_01
			mips_01_20_99
			mips_40_26
			mips_40_26_03
	at_At3g48790 -	mips_01_07_01	"serine palmitoyltransferase-like protein"
			mips_30_02
	at_At3g62130	mips_01_01_01_11	"unknown protein"
			mips_01_01_10_05
			mips_01_02
			mips_04_03
			mips_04_03_03
			mips_04_03_06
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_21
			mips_63_21_17
	at_At4g08040	mips_01_01_01_07	"putative protein"
			mips_01_01_01_11
			mips_01_02
			mips_01_02_01
			mips_01_20_23
			mips_01_20_99
			mips_14_20
			mips_20_20
			mips_20_20_18
	at_At4g13890 -	mips_01_01_01_11	"glycine hydroxymethyltransferase - like protein"
			mips_01_01_01_11_01
			mips_01_01_10
			mips_01_01_10_05
			mips_01_03_01
			mips_01_06_10
	at_At4g13930 -	mips_01_01_10_05	"hydroxymethyltransferase"
			mips_01_03_01
			mips_01_05
			mips_01_06_10
			mips_02_13
	at_At4g26200	mips_01_01	"1-aminocyclopropane-1-carboxylate synthase -like protein"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_02
			mips_01_02_01
			mips_01_20
			mips_01_20_23
			mips_01_20_99
			mips_10_01
			mips_10_01_01
			mips_14
			mips_20
			mips_14_20
			mips_20_20
			mips_20_20_18
	at_At4g28680 -	mips_01_01_99	"aromatic amino-acid decarboxylase - like protein"
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_03_01_05
	at_At4g31990	mips_01_01_01_01	"aspartate aminotransferase"
			mips_01_01_01_01_02
			mips_01_01_01_01_02_05
			mips_01_01_01_07
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_03_01
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_01
			mips_01_02_99
			mips_01_20_17_03
			mips_01_20_27
			mips_02_10
			mips_40_26
			mips_40_26_03
	at_At4g33680	mips_01_01_01_07	"unknown protein"
			mips_01_01_01_11
			mips_01_01_01_11_09
			mips_01_01_01_11_11
			mips_01_01_01_11_13
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
			mips_63_21
			mips_63_21_17
	at_At4g37930 -	mips_01_01	"glycine hydroxymethyltransferase like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_01
			mips_01_01_10
			mips_01_01_10_05
			mips_01_03
			mips_01_03_01
			mips_01_06
			mips_01_06_10
			mips_40_16
	at_At4g39660	mips_01_01_10	"alanine:glyoxylate aminotransferase 2 homolog (AGT2)"
			mips_01_01_10_01
			mips_01_01_10_01_03
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_07_01
			mips_01_20_50
			mips_20_25_01
			mips_20_25_01_01
	at_At5g04620 -	mips_01_01	"8-amino-7-oxononanoate synthase - like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_07
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_01_20_37
			mips_25_05_25
			mips_30_02
			mips_40_07
	at_At5g11520	mips_01_01	"aspartate aminotransferase (Asp3)"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_05
			mips_01_01_01_07
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_03_01
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_01
			mips_01_02_99
			mips_01_20
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_27
			mips_02_10
			mips_40_16
			mips_40_26
			mips_40_26_03
	at_At5g17330 -	mips_01_01_10_01	"glutamate decarboxylase 1 (GAD 1) (sp|Q42521)"
			mips_01_01_10_01_04
			mips_01_06_04
	at_At5g26600	mips_01_01_01_11	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_04_03
			mips_04_03_03
			mips_04_03_06
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_21
			mips_63_21_17
	at_At5g36160	mips_01_01	"tyrosine aminotransferase like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_09
			mips_01_01_01_11_11
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
			mips_01_20_23
			mips_01_20_25
			mips_01_20_35
	at_At5g53970	mips_01_01	"tyrosine aminotransferase"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_01_11_09
			mips_01_01_01_11_11
			mips_01_01_01_11_13
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
			mips_40_16
	at_At5g65800	mips_01_01_01_07	"1-aminocyclopropane-1-carboxylate synthase ACS5 (pir||S71174)"
			mips_01_02
			mips_01_02_01
			mips_01_20_23
			mips_01_20_99
			mips_14_20
			mips_20_20
			mips_20_20_18
	Training Accuracy: 23/33 (69.70%)
	Training Frequency class 'mips_01_02': 124/4488 (2.76%)

	Evaluation on validation data (2239 items):
	at_At1g27980 -	mips_01_01_01_01	"putative protein"
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_01_06_04
	at_At1g33320	mips_01	"cystathionine gamma-synthase, putative"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_04
			mips_01_01_01_11
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
			mips_40_03
	at_At1g65960 -	mips_01_01_01_11	"putative protein"
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_20_17_03
			mips_01_20_50
	at_At1g80360	mips_01_01	"putative aspartate aminotransferase"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_01_11_09
			mips_01_01_01_11_11
			mips_01_01_01_11_13
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
			mips_01_20
			mips_01_20_23
			mips_01_20_25
			mips_01_20_35
			mips_63_21
			mips_63_21_17
	at_At2g13810	mips_01_01_01_07	"putative aspartate aminotransferase"
			mips_01_01_01_11
			mips_01_01_01_11_09
			mips_01_01_01_11_11
			mips_01_01_01_11_13
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
			mips_01_20_23
			mips_01_20_25
			mips_01_20_35
	at_At2g17630 -	mips_01_01	"putative phosphoserine aminotransferase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_01
			mips_01_01_10
			mips_01_01_10_05
			mips_01_07
			mips_01_07_01
			mips_02_16
			mips_02_16_17
			mips_02_16_17_01
			mips_02_19
	at_At2g20610	mips_01_01	"putative tyrosine aminotransferase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
			mips_01_20_17
			mips_01_20_50
			mips_11_07
			mips_11_07_03
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_63_11
	at_At2g24850	mips_01_01	"putative tyrosine aminotransferase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
			mips_01_20_23
			mips_14_20
			mips_20_20
			mips_20_20_18
			mips_63_21
			mips_63_21_17
	at_At3g17760 -	mips_01_01_01_01	"glutamate decarboxylase, putative"
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_03_01_05
			mips_03_01_05_01
			mips_13_03
			mips_13_03_01
	at_At3g22200	mips_01_01	"aminotransferase like protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_05
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_07
			mips_01_07_01
			mips_01_20_17
			mips_01_20_50
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
	at_At3g57050	mips_01_01_01_07	"putative cystathionine beta-lyase (CBL) precursor protein"
			mips_01_01_01_07_04
			mips_01_01_01_11
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
	at_At4g11280	mips_01_01_01_07	"ACC synthase (AtACS-6)"
			mips_01_02_01
			mips_01_20_23
			mips_01_20_99
			mips_14_20
			mips_20_20
			mips_20_20_18
	at_At4g33010 -	mips_01_01_01_11	"P-Protein - like protein"
			mips_01_01_10_05
			mips_01_01_10_05_04
	at_At4g35630 -	mips_01_01_01_11	"phosphoserine aminotransferase"
			mips_01_01_01_11_01
			mips_01_01_10
			mips_01_01_10_05
			mips_01_07_01
			mips_02_16
			mips_02_16_17
			mips_02_16_17_01
			mips_02_19
	at_At4g36480 -	mips_01_01_01_07	"serine palmitoyltransferase (AtLCB1)"
			mips_01_07_01
	at_At5g26780 -	mips_01_01	"glycine hydroxymethyltransferase - like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_01
			mips_01_01_10
			mips_01_01_10_05
			mips_01_03
			mips_01_03_01
			mips_01_05
			mips_01_06
			mips_01_06_10
			mips_40_03
			mips_40_16
	at_At5g57590	mips_01_01_01_01	"adenosylmethionine-8-amino-7-oxononanoate aminotransferase-like protein"
			mips_01_01_01_01_02
			mips_01_01_01_01_02_05
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_07_01
			mips_13_03_01
	Validation Accuracy: 9/17 (52.94%)
	Validation Frequency class 'mips_01_02': 82/2239 (3.66%)

	Evaluation on propertest data (3463 items):
	at_At1g08490 -	mips_01_01_01	"NIFS like protein CpNifsp precursor (NIFS)"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_07
			mips_04_03
			mips_04_03_03
			mips_04_03_06
			mips_13
			mips_13_01_01
			mips_13_01_01_01
			mips_63_21
			mips_63_21_17
	at_At1g16540	mips_01_01_01_11	"molybdenum cofactor sulfurase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_07_01
			mips_04_03
			mips_04_03_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_05
			mips_63_21
			mips_63_21_17
	at_At1g17290	mips_01_01	"alanine aminotransferase (ALAAT1)"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_05
			mips_01_01_01_07
			mips_01_01_01_07_01
			mips_01_01_01_15
			mips_01_01_01_15_01
			mips_01_01_10
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_20
			mips_02_01
			mips_20
			mips_20_20
			mips_20_20_18
			mips_40_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_01
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_11
			mips_63_21
			mips_63_21_17
	at_At1g22020 -	mips_01_01	"hypothetical protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_01
			mips_01_01_10
			mips_01_01_10_05
			mips_01_03
			mips_01_03_01
			mips_01_06
			mips_01_06_10
			mips_40_16
	at_At1g23310	mips_01_01	"putative alanine aminotransferase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_05
			mips_01_01_01_07
			mips_01_01_01_07_01
			mips_01_01_01_15
			mips_01_01_01_15_01
			mips_01_01_10
			mips_01_02
			mips_01_02_01
			mips_02_01
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_01
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_11
			mips_63_21
			mips_63_21_17
	at_At1g34040	mips_01_01_01	"putative protein"
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_01_11_09
			mips_01_01_01_11_11
			mips_01_01_01_11_13
			mips_01_01_04
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
			mips_01_20_23
			mips_01_20_25
			mips_01_20_35
			mips_63_21
			mips_63_21_17
	at_At1g36370 -	mips_01_01_01_11	"hydroxymethyltransferase like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_03_01
			mips_01_06_10
	at_At1g43710 -	mips_01_01_01_11	"putative histidine decarboxylase"
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_20_17_03
			mips_01_20_50
			mips_03_01_05_01
	at_At1g64660	mips_01_01_01_07	"similar to O-succinylhomoserine sulfhydrylase"
			mips_01_01_01_07_04
			mips_01_01_01_11
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
	at_At1g71920	mips_01_01_01_07	"putative histidinol-phosphate aminotransferase"
			mips_01_01_01_11
			mips_01_01_01_11_09
			mips_01_01_01_11_11
			mips_01_01_01_11_13
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
	at_At1g72330	mips_01_01_01	"alanine aminotransferase (ALAAT2)"
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_05
			mips_01_01_01_07
			mips_01_01_01_07_01
			mips_01_01_01_15
			mips_01_01_01_15_01
			mips_01_02_01
			mips_01_20_99
			mips_02_01
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_01
			mips_47_03_03
			mips_47_03_03_01
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_11
			mips_63_21
			mips_63_21_17
	at_At1g80600	mips_01_01	"acetylornithine transaminase 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_01_01_03
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_01_03
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_40_03
			mips_40_16
	at_At2g26080 -	mips_01_01_01_11	"putative glycine dehydrogenase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_04
	at_At2g38400	mips_01_01	"putative beta-alanine-pyruvate aminotransferase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_05
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_07
			mips_01_07_01
			mips_01_20_17
			mips_01_20_50
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
	at_At3g48780 -	mips_01_07_01	"serine palmitoyltransferase-like protein"
			mips_25_05_25
			mips_30_02
	at_At3g49700	mips_01	"1-aminocyclopropane-1-carboxylate synthase -like protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_07
			mips_01_02
			mips_01_02_01
			mips_01_20
			mips_01_20_23
			mips_01_20_99
			mips_10
			mips_10_01
			mips_10_01_01
			mips_14
			mips_20
			mips_14_20
			mips_20_20
			mips_20_20_18
			mips_98
	at_At3g61510	mips_01_01_01_07	"1-aminocyclopropane-1-carboxylate synthase-like protein"
			mips_01_01_01_11
			mips_01_02
			mips_01_02_01
			mips_01_20_23
			mips_01_20_99
			mips_10
			mips_14_20
			mips_20_20
			mips_20_20_18
	at_At4g23590	mips_01_01_01_11	"tyrosine transaminase like protein"
			mips_01_01_01_11_09
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
			mips_14_20
			mips_20_20
			mips_20_20_18
	at_At4g23600	mips_01_01_01_11	"tyrosine transaminase like protein"
			mips_01_01_01_11_09
			mips_01_01_01_11_11
			mips_01_01_01_11_13
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
			mips_01_20_23
			mips_01_20_25
			mips_01_20_35
	at_At4g28420	mips_01_01	"tyrosine transaminase-like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_40_16
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_63_11
			mips_63_21
			mips_63_21_17
	at_At4g32520 -	mips_01_01_01	"glycine hydroxymethyltransferase (EC 2.1.2.1) - like protein"
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_03
			mips_02
			mips_01_03_01
			mips_01_06
			mips_01_06_10
			mips_02_13
			mips_40_16
	at_At4g37770	mips_01_01	"1-aminocyclopropane-1-carboxylate synthase - like protein"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_02
			mips_01_02_01
			mips_01_20
			mips_01_20_23
			mips_01_20_99
			mips_10_01
			mips_10_01_01
			mips_14
			mips_20
			mips_14_20
			mips_20_20
			mips_20_20_18
	at_At5g10330	mips_01_01	"histidinol-phosphate aminotransferase-like protein"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_01_11_09
			mips_01_01_01_11_11
			mips_01_01_01_11_13
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_05
			mips_01_01_10_05_06
			mips_01_02
			mips_01_02_01
	at_At5g19550	mips_01_01	"aspartate aminotransferase Asp2"