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"
			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_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
			mips_01_20_17_03
			mips_01_20_27
			mips_02_10
			mips_40_26
			mips_40_26_03
	at_At5g23670 -	mips_01_20_19	"serine palmitoyltransferase"
			mips_01_20_19_01
			mips_30_02
	at_At5g28360 -	mips_01_01_10	"fragment of 1-aminocyclopropane-1-carboxylate synthase"
			mips_01_01_10_01
			mips_01_20_23
			mips_01_20_99
			mips_14_20
			mips_20_20
			mips_20_20_18
	at_At5g46180	mips_01_01_01_01	"ornithine aminotransferase"
			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_50
			mips_20_25_01
			mips_20_25_01_01
	at_At5g51690	mips_01_01	"ACS12 (MIO24.18)"
			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_02
			mips_01_02_01
			mips_01_20_23
			mips_01_20_99
			mips_14_20
			mips_20_20
			mips_20_20_18
	at_At5g63570	mips_01_01_99	"glutamate-1-semialdehyde 2,1-aminomutase 1 precursor (GSA 1) (glutamate-1-semialdehyde aminotransferase 1) (GSA-AT 1) (sp|P42799)"
			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_At5g65720	mips_01_01_10_05	"NifS-like aminotranfserase"
			mips_01_02_01
			mips_01_07
			mips_04_03
			mips_04_03_03
			mips_04_03_06
			mips_63_21
			mips_63_21_17
	Propertest Accuracy: 21/30 (70.00%)
	Propertest Frequency class 'mips_01_02': 102/3463 (2.95%)

	New (unknown) data (2239 items):
	at_At1g70560 -	no entry	null
	at_At1g23320 -	no entry	null
	at_At1g34060 -	no entry	null
	at_At5g49810 -	no entry	null
	at_At4g24670 -	no entry	null


------------------
Rule 1582
	a.103.1 > 0.015
	a.118.8 > 0.019
	a.2 <= 0.0018
	a.2.2 > 3.8e-15
	->  class mips_06_01 "protein folding and stabilization"

	Evaluation on training data (4488 items):
	at_At1g03760 -	mips_14_01_03	"hypothetical protein"
			mips_25_05_09
	at_At1g10350	mips_03	"putative heat-shock protein"
			mips_03_03
			mips_03_03_01
			mips_05
			mips_06_01
			mips_11
			mips_11_01
			mips_11_01_05
			mips_13
			mips_13_11
			mips_63_01
	at_At1g21080 -	mips_08_04	"putative dnaJ protein"
			mips_08_07
	at_At1g24120 -	mips_11_01_05	"DNAJ-like heatshock protein (At1g24120)"
			mips_13
			mips_13_11
			mips_63_01
	at_At1g28210	mips_03_01	"AtJ1 (atj)"
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_01_01_01
			mips_03_03_01_02
			mips_05
			mips_06_01
			mips_06_04
			mips_08
			mips_08_04
			mips_08_07
			mips_11_01
			mips_13_11
			mips_40_07
	at_At1g59980 -	mips_08_04	"hypothetical protein"
	at_At1g62970 -	mips_20	"unknown protein"
			mips_20_25
			mips_20_25_01
			mips_20_25_01_03
			mips_20_25_01_07
			mips_40_09
			mips_47
			mips_47_03
			mips_47_03_02
			mips_98
	at_At1g71000 -	mips_11_01_05	""
			mips_13_11
	at_At1g77930 -	mips_03_03_01	"dnaJ like protein"
			mips_11_01_05
			mips_13
			mips_13_11
			mips_63_01
	at_At1g79030 -	mips_11_01_05	"hypothetical protein"
			mips_37
			mips_37_03
			mips_37_03_03
			mips_37_03_03_02
	at_At1g80030	mips_03_01_03	"unknown protein (At1g80030)"
			mips_03_03_01_01
			mips_03_03_01_01_01
			mips_03_03_01_02
			mips_06_01
	at_At1g80920	mips_06_01	"putative J8 protein"
			mips_11_01_05
	at_At2g04960 -	mips_03_03_01	"putative protein on transposon FARE2.9"
			mips_06_04
			mips_67_01
	at_At2g05230	mips_06_01	"hypothetical protein"
	at_At2g35540	mips_06_01	"putative DnaJ protein"
	at_At2g42750	mips_05	"unknown protein"
			mips_06
			mips_06_01
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_16
	at_At3g08910 -	mips_11_01_05	"putative heat shock protein"
	at_At3g08970	mips_06_01	"putative DnaJ protein"
			mips_11_01_05
			mips_37
			mips_37_03
			mips_37_03_03
			mips_37_03_03_02
	at_At3g09700 -	mips_08_99	"unknown protein"
			mips_11_01_05
	at_At3g11450 -	mips_40_10_03	"putative cell division related protein"
			mips_63_17_01
	at_At3g12170	mips_06_01	"hypothetical protein"
			mips_30_04
	at_At3g14200	mips_06_01	"hypothetical protein"
			mips_11_01_05
	at_At3g22480	mips_03_03	"prefoldin like protein"
			mips_05
			mips_06_01
			mips_14_01
			mips_14_01_03
			mips_20
			mips_30_04
	at_At3g62190	mips_06	"putative protein"
			mips_06_01
			mips_11_01_05
			mips_13
			mips_13_11
			mips_62_02_01
			mips_62_02_01_02
			mips_63_01
	at_At3g62600	mips_03_01_03	"unknown protein"
			mips_03_03_01_01_01
			mips_03_03_01_02
			mips_06_01
	at_At4g11930	mips_05	"hypothetical protein"
			mips_06_01
			mips_11_01
			mips_13_11
			mips_40_16
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
	at_At4g12780 -	mips_03_03_01	"auxilin-like protein"
			mips_13_03
			mips_13_03_01
			mips_67_01
	at_At4g19580 -	mips_11_01_05	"putative protein"
			mips_62_02_01_02
	at_At4g39150 -	mips_11_01_05	"dnaJ-like protein"
	at_At5g09540	mips_06_01	"putative protein"
	at_At5g16650	mips_06_01	"unknown protein"
			mips_06_04
			mips_08_10
			mips_11_01_05
			mips_13_11
			mips_30_19
	at_At5g22060 -	mips_03_03_01_01	"DNAJ PROTEIN HOMOLOG ATJ"
			mips_03_03_01_01_01
			mips_03_03_01_02
			mips_08_04
	at_At5g37380 -	mips_62_02_01_02	"putative protein"
	at_At5g37440	mips_05_04	"contains similarity to DnaJ protein"
			mips_06_01
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
	at_At5g37750 -	mips_62_02_01_02	"putative protein"
	at_At5g37760	mips_06_01	"putative protein (fragment)"
			mips_08_99
			mips_11_01_05
			mips_29_99
			mips_40_07
			mips_67_99
	at_At5g49060 -	mips_62_02_01_02	"DNAJ-like protein"
	at_At5g49580	mips_06_01	"putative protein"
			mips_11_01_01
			mips_11_01_05
			mips_11_01_99
	at_At5g50620	mips_03_03	"unknown protein"
			mips_03_03_01
			mips_05
			mips_06_01
			mips_11_01
	at_At5g59610 -	mips_37	"putative protein"
			mips_37_03
			mips_37_03_03
			mips_37_03_03_02
	at_At5g62780	mips_06_01	"putative protein"
			mips_11_01_05
			mips_30_07
			mips_40_07
	Training Accuracy: 21/41 (51.22%)
	Training Frequency class 'mips_06_01': 114/4488 (2.54%)

	Evaluation on validation data (2239 items):
	at_At1g07830 -	mips_05_01	"mitochondrial ribosomal protein, putative"
			mips_05_01_01
			mips_14_01_03
	at_At1g14610 -	mips_05_10	"valyl tRNA synthetase (valRS)"
			mips_63_03_03
			mips_63_11
			mips_63_19_03
	at_At1g16680	mips_01_04	"hypothetical protein"
			mips_06_01
			mips_11_01_05
			mips_13_03
			mips_13_03_01
	at_At1g29990 -	mips_14_01_03	"hydrophilic protein, putative"
	at_At1g65280	mips_03_01_03	""
			mips_03_03_01_01
			mips_03_03_01_01_01
			mips_03_03_01_02
			mips_06_01
			mips_08_04
			mips_40_07
	at_At1g72070 -	mips_06	"hypothetical protein"
			mips_13
			mips_13_11
	at_At1g76700	mips_06_01	"putative DnaJ protein"
			mips_37
			mips_37_03
			mips_37_03_03
			mips_37_03_03_02
	at_At1g77020 -	mips_08_04	""
	at_At2g41000	mips_05_04	"putative DnaJ protein"
			mips_06_01
			mips_37
			mips_37_03
			mips_37_03_03
			mips_37_03_03_02
	at_At3g10920 -	mips_11	"putative [Mn] superoxide dismutase"
			mips_11_01
			mips_11_01_01
			mips_11_07
			mips_11_07_03
			mips_11_07_07
			mips_11_07_07_07
			mips_13
			mips_13_11
			mips_40_16
			mips_63
			mips_63_17
			mips_63_17_09
	at_At3g17830	mips_03	"DnaJ, putative"
			mips_03_01
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_01_01_01
			mips_03_03_01_02
			mips_05
			mips_06
			mips_06_01
			mips_06_04
			mips_08_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_03
			mips_40_07
	at_At3g21030 -	mips_29	"hypothetical protein"
			mips_29_01
			mips_29_99
	at_At3g47940	mips_06_01	"heat shock protein-like protein"
			mips_11_01_05
	at_At4g09350	mips_06_01	"putative protein"
			mips_11_01_05
			mips_30_07
	at_At4g25100 -	mips_11_01_01	"superoxide dismutase (EC 1.15.1.1) (Fe)"
			mips_11_07_03
			mips_11_07_07
			mips_11_07_07_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
	at_At4g28480	mips_05_04	"heat-shock protein"
			mips_06_01
			mips_11_01_05
	at_At5g03030	mips_06_01	"DNAJ protein - like"
			mips_08_99
			mips_11_01_05
			mips_40_07
	at_At5g06110 -	mips_40_10_03	"cell division related protein-like"
	at_At5g06410	mips_02_13	"putative protein"
			mips_06_01
			mips_11_01_05
	at_At5g23590	mips_06	"putative protein"
			mips_06_01
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_10
			mips_40_16
	at_At5g25530	mips_03	"heat-shock protein - like"
			mips_03_03
			mips_03_03_01
			mips_06_01
			mips_11_01_05
			mips_13
			mips_13_11
			mips_63_01
	at_At5g27470 -	mips_04_03	"seryl-tRNA synthetase"
			mips_04_03_03
			mips_05_10
	at_At5g48030	mips_03_01_03	"DnaJ protein-like"
			mips_03_03_01_01
			mips_03_03_01_01_01
			mips_03_03_01_02
			mips_06_01
	at_At5g49510 -	mips_03_03_01	"von Hippel-Lindau binding protein (VHL binding protein; VBP) like"
			mips_25_05_01
	at_At5g64360 -	mips_08_04	"unknown protein"
			mips_08_07
			mips_62_02_01_02
	Validation Accuracy: 13/25 (52.00%)
	Validation Frequency class 'mips_06_01': 57/2239 (2.55%)

	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_At1g56300 -	mips_11_01_05	"unknown protein"
	at_At1g61770 -	mips_37	"unknown protein"
			mips_37_03
			mips_37_03_03
			mips_37_03_03_02
			mips_40_10_03
	at_At1g68370 -	mips_03_03_01_01	"ARG1 protein (Altered Response to Gravity)"
			mips_03_03_01_01_01
			mips_03_03_01_02
	at_At1g74250	mips_06_01	"putative heat shock protein"
			mips_11_01_05
			mips_25_05_15
	at_At2g01710	mips_02	"unknown protein"
			mips_02_11
			mips_06_01
	at_At2g17880	mips_06_01	"putative DnaJ protein"
			mips_11_05_03
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
	at_At2g20560 -	mips_11_01_05	"putative heat shock protein"
	at_At2g21510	mips_06_01	"putative DnaJ protein"
			mips_08_10
			mips_30_19
			mips_37
			mips_37_03
			mips_37_03_03
			mips_37_03_03_02
	at_At2g22360 -	mips_03_03_01_01_01	"DnaJ like protein"
			mips_03_03_01_02
			mips_11_01_05
	at_At2g25560 -	mips_08_04	"putative DnaJ protein"
	at_At2g35720 -	mips_37	"putative DnaJ protein"
			mips_37_03
			mips_37_03_03
			mips_37_03_03_02
	at_At2g39390 -	mips_05_01	"60S ribosomal protein L35"
			mips_05_01_01
			mips_06_10
			mips_40_10_07
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_99
			mips_63_03_03
			mips_63_07
	at_At2g42080	mips_03_03	"unknown protein"
			mips_03_03_01
			mips_06_01
			mips_06_04
			mips_08
			mips_08_04
			mips_08_07
			mips_11_01
			mips_11_01_05
			mips_13_11
			mips_40_07
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
	at_At3g13310 -	mips_11_01_05	"DnaJ protein, putative"
			mips_62_02_01_02
	at_At3g44110	mips_03_01_03	"dnaJ protein homolog atj3"
			mips_03_03_01_01
			mips_03_03_01_01_01
			mips_03_03_01_02
			mips_06_01
			mips_08_04
			mips_08_07
	at_At3g56350 -	mips_11_01_01	"manganese superoxide dismutase-like protein"
			mips_11_07
			mips_11_07_03
			mips_11_07_07
			mips_11_07_07_07
			mips_63_17
			mips_63_17_09
	at_At3g57340	mips_05	"dnaJ-like protein"
			mips_06_01
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_37
			mips_37_03
			mips_37_03_03
			mips_37_03_03_02
	at_At4g10130	mips_06_01	"putative protein"
			mips_11_01_05
	at_At4g13830	mips_06_01	"DnaJ-like protein"
			mips_11_01_05
			mips_30_07
	at_At4g36040	mips_05_04	"DnaJ-like protein"
			mips_06_01
			mips_11_01_05
			mips_11_05_03
	at_At4g37480	mips_05_04	"putative protein"
			mips_06_01
	at_At4g39960 -	mips_03_03_01_01_01	"DnaJ like protein"
			mips_03_03_01_02
			mips_08_04
	at_At5g01390 -	mips_11_01_05	"heat shock protein 40-like"
	at_At5g06910 -	mips_08_04	"DnaJ homologue (gb|AAB91418.1|)"
			mips_08_07
			mips_11_01_05
	at_At5g18140 -	mips_11_01_05	"unknown protein"
			mips_37
			mips_37_03
			mips_37_03_03
			mips_37_03_03_02
	at_At5g22080	mips_06_01	"putative protein"
			mips_11_01_05
	at_At5g23240	mips_06_01	"putative protein"
	at_At5g23310 -	mips_11_01_01	"iron superoxide dismutase 3 (gb|AAC24834.1)"
			mips_11_07_03
			mips_11_07_07
			mips_11_07_07_07
	at_At5g47030 -	mips_01_07_01	"ATP synthase delta' chain, mitochondrial precursor (sp|Q96252)"
			mips_02_13
			mips_08_04
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At5g51100 -	mips_11_01	"unknown protein"
			mips_11_01_01
			mips_11_07
			mips_11_07_03
			mips_11_07_07
			mips_11_07_07_07
			mips_13_11
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_40_16
			mips_63_17
			mips_63_17_09
	Propertest Accuracy: 13/31 (41.94%)
	Propertest Frequency class 'mips_06_01': 98/3463 (2.83%)

	New (unknown) data (2239 items):
	at_At1g08640 -	no entry	null
	at_At1g26660 -	no entry	null
	at_At4g07990 -	no entry	null
	at_At1g18700 -	no entry	null
	at_At1g69470 -	no entry	null
	at_At2g05250 -	no entry	null
	at_At5g18750 -	no entry	null
	at_At5g23290 -	no entry	null
	at_At5g27240 -	no entry	null
	at_At5g50510 -	no entry	null
	at_At5g53150 -	no entry	null
	at_At5g65220 -	no entry	null
	at_At1g08780 -	no entry	null
	at_At2g07340 -	no entry	null
	at_At4g19570 -	no entry	null
	at_At4g19590 -	no entry	null
	at_At5g42480 -	no entry	null


------------------
Rule 429
	a <= 0.02
	c.8.5 <= 2.8e-28
	->  class mips_06_01 "protein folding and stabilization"

	Evaluation on training data (4488 items):
	at_At1g26230	mips_06_01	"chaperonin precursor, putative"
			mips_30_16
	at_At5g18820	mips_05	"chaperonin 60 alpha chain - like protein"
			mips_06_01
			mips_06_04
			mips_11_01
			mips_13_11
			mips_30_16
			mips_40_16
	at_At5g20890 -	mips_30_04_03	"T-complex protein 1, beta subunit"
			mips_30_04_05
			mips_67_99
	at_At5g26360	mips_03_03	"chaperonin gamma chain - like protein"
			mips_03_03_01
			mips_06_01
			mips_06_04
			mips_40_04
	at_At5g56500 -	mips_30_16	"RuBisCO subunit binding-protein beta subunit precursor; chaperonin, 60 kDa"
	Training Accuracy: 3/5 (60.00%)
	Training Frequency class 'mips_06_01': 114/4488 (2.54%)

	Evaluation on validation data (2239 items):
	at_At2g28000	mips_06_01	"putative rubisco subunit binding-protein alpha subunit"
			mips_06_10
			mips_30_16
	at_At3g13470 -	mips_30_16	"chaperonin 60 beta, putative"
	at_At3g13860	mips_05	"chaperonin like protein"
			mips_06
			mips_06_01
			mips_06_10
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_16
			mips_63
			mips_63_19
	at_At3g18190	mips_03	"chaperonin subunit, putative"
			mips_03_03
			mips_03_03_01
			mips_05
			mips_06_01
			mips_11
			mips_11_01
			mips_40_03
			mips_40_04
			mips_63_19
	at_At3g20050	mips_06_01	"t-complex polypeptide 1 homologue"
	at_At3g23990	mips_06_01	"mitochondrial chaperonin hsp60"
			mips_06_10
	at_At5g16070 -	mips_25_05_25	"TCP-1 chaperonin-like protein"
			mips_30_04_03
			mips_30_04_05
			mips_47_03_15
			mips_47_03_15_07
	Validation Accuracy: 5/7 (71.43%)
	Validation Frequency class 'mips_06_01': 57/2239 (2.55%)

	Evaluation on propertest data (3463 items):
	at_At1g24510	mips_06_01	"T-complex chaperonin protein , epsilon subunit"
	at_At2g33210	mips_05	"mitochondrial chaperonin (HSP60)"
			mips_06
			mips_06_01
			mips_06_10
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_16
			mips_63
			mips_63_19
	at_At3g11830	mips_06_01	"putative T-complex protein 1, ETA subunit"
	Propertest Accuracy: 3/3 (100.00%)
	Propertest Frequency class 'mips_06_01': 98/3463 (2.83%)

	New (unknown) data (2239 items):
	at_At1g55490 -	no entry	null


------------------
Rule 1149
	c.73.1 > 2.8e-33
	d.108 <= 0.00082
	->  class mips_03_01 "DNA processing"

	Evaluation on training data (4488 items):
	at_At1g03150	mips_01_06_07	"unknown protein"
			mips_03_01_99
			mips_06_07_04
			mips_30_10
	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_At2g36720	mips_03_01_99	"putative PHD-type zinc finger protein"
			mips_04_05_01_04_01
			mips_30_10
			mips_40_10_03
	at_At2g38130	mips_03_01_99	"putative acetyltransferase"
			mips_06_07_04
	at_At3g53680	mips_03	"putative protein"
			mips_03_01
			mips_03_01_99
			mips_04
			mips_30
			mips_40_10
			mips_63_17_09
			mips_63_19
	at_At4g37580	mips_01_06_07	"probable N-acetyltransferase hookless 1"
			mips_03_01_99
			mips_06_07_04
			mips_10_01_99
			mips_30_10
	at_At5g09740	mips_03_01_09	"embryogenic callus protein - like"
			mips_03_01_09_05
			mips_03_01_99
			mips_25_05_13
			mips_25_05_23
			mips_30_10
			mips_30_10_03
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_10_03
			mips_40_10_99
	at_At5g11340	mips_03_01_99	"separation anxiety protein - like"
			mips_06_07_04
			mips_30_10
	at_At5g63900 -	mips_04_05_01_04_01	"putative protein"
	at_At5g64610	mips_03_01_99	"histone acetyltransferase"
			mips_25_05_23
	Training Accuracy: 9/10 (90.00%)
	Training Frequency class 'mips_03_01': 325/4488 (7.24%)

	Evaluation on validation data (2239 items):
	at_At1g05380 -	mips_04_05	"unknown protein (T25N20.3)"
			mips_04_05_01
			mips_04_05_01_04
			mips_11
			mips_11_05
			mips_11_05_03
			mips_11_05_05
			mips_13
			mips_13_11
			mips_40_10_05
			mips_40_10_99
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_47
			mips_47_03
			mips_47_03_05
			mips_47_03_05_02
			mips_63_03
	at_At2g44170 -	mips_01_06	"N-myristoyltransferase-like protein 2"
			mips_01_06_07
	at_At3g54610	mips_03_01	"histone acetyltransferase (HAT1)"
			mips_03_01_01
			mips_03_01_09
			mips_03_01_09_05
			mips_03_03
			mips_03_03_01
			mips_04_05_01_04_01
			mips_04_99
			mips_06_07_04
			mips_13_11
			mips_13_11_03
			mips_25_01
			mips_25_01_01
			mips_47_03_15
			mips_47_03_15_01
	at_At5g50320	mips_01_20_19	"histone acetyltransferase"
			mips_01_20_19_01
			mips_03_01_09
			mips_03_01_09_05
	at_At5g56740	mips_03_01_99	"histone acetyltransferase HAT B"
	at_At5g58610	mips_03_01_99	"putative protein"
			mips_11_05_03
			mips_11_05_05
			mips_40_10_05
			mips_40_10_99
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_63_17_09
	at_At5g67430	mips_01_06	"N-acetyltransferase hookless1-like protein"
			mips_01_06_07
			mips_03_01
			mips_03_01_99
			mips_03_03
			mips_03_03_01
			mips_06_07
			mips_06_07_04
			mips_10_01_99
			mips_30_10
	Validation Accuracy: 5/7 (71.43%)
	Validation Frequency class 'mips_03_01': 185/2239 (8.26%)

	Evaluation on propertest data (3463 items):
	at_At1g03650	mips_03_01_99	"hypothetical protein"
			mips_06_07_04
			mips_30_10
			mips_40_37
	at_At1g32070 -	mips_01_05_01	"unknown protein"
			mips_01_05_01_01
			mips_01_05_01_01_99
			mips_01_20
			mips_01_20_01
			mips_03_03
			mips_03_03_01
			mips_06_07
			mips_06_07_04
			mips_40_01
	at_At2g23060 -	mips_10_01_99	"similar to hookless1 (HLS1)"
	at_At2g30090	mips_01_06	"hookless1-like protein"
			mips_01_06_07
			mips_03_01
			mips_03_01_99
			mips_03_03
			mips_03_03_01
			mips_06_07
			mips_06_07_04
			mips_10_01_99
			mips_30_10
	at_At2g32020 -	mips_01_01_01_01	"putative alanine acetyl transferase"
			mips_01_01_01_01_02
			mips_01_01_01_01_02_01
			mips_01_01_01_01_02_03
			mips_01_01_99
			mips_06_07_04
			mips_29_06
	at_At2g32030 -	mips_01_01_01_01	"putative alanine acetyl transferase"
			mips_01_01_01_01_02
			mips_01_01_01_01_02_01
			mips_01_01_01_01_02_03
			mips_01_01_99
			mips_06_07_04
			mips_29_06
	at_At2g37520 -	mips_40_27	"unknown protein"
			mips_40_27_99
			mips_40_99
			mips_45
			mips_45_03
			mips_63_03_01
	at_At2g39020	mips_01_01_10	"unknown protein"
			mips_01_01_10_01
			mips_01_05_01_01_99
			mips_03_01_09
			mips_03_01_09_05
			mips_03_03_03
			mips_04_05_01_04_03
			mips_06_07_04
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_37
	at_At2g39030	mips_01_05_01_01_99	"unknown protein"
			mips_03_01_09
			mips_03_01_09_05
			mips_06_07_04
	at_At3g14980 -	mips_11_05	"PHD-finger protein, putative"
			mips_11_05_03
			mips_11_05_05
			mips_40_10_05
			mips_40_10_99
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_47
			mips_47_03
			mips_47_03_05
			mips_47_03_05_02
	at_At3g22560 -	mips_01_01_01_01	"hypothetical protein"
			mips_01_01_01_01_02
			mips_01_01_99
			mips_01_05
			mips_06
			mips_06_07_04
	at_At5g13780	mips_01_06_07	"Unknown protein (MXE10.5)"
			mips_03_01_99
			mips_06_07_04
			mips_30_10
	at_At5g15770	mips_01_20_01	"acetyltransferase-like protein"
			mips_03_01_99
			mips_06_07_04
			mips_30_10
			mips_40_01
	at_At5g16800	mips_01	"putative protein"
			mips_01_01
			mips_01_01_99
			mips_03
			mips_03_01
			mips_03_01_99
			mips_06
			mips_06_07
			mips_06_07_04
			mips_30
			mips_30_10
			mips_40_03
			mips_40_10
			mips_98
	at_At5g57020 -	mips_01_06_07	"N-myristoyltransferase 1 (NMT1)"
	Propertest Accuracy: 7/15 (46.67%)
	Propertest Frequency class 'mips_03_01': 254/3463 (7.33%)

	New (unknown) data (2239 items):
	at_At1g26220 -	no entry	null
	at_At2g41450 -	no entry	null
	at_At3g50890 -	no entry	null
	at_At1g21770 -	no entry	null
	at_At1g24040 -	no entry	null
	at_At1g72030 -	no entry	null
	at_At2g23390 -	no entry	null
	at_At2g27980 -	no entry	null
	at_At4g31400 -	no entry	null
	at_At4g28030 -	no entry	null


------------------
Rule 1239
	a.118.8 > 0.019
	a.45.1 > 0.013
	b.34.5 > 1.5e-15
	b.40.4 <= 0.0049
	d.10 > 6.4e-16
	d.104 > 1.9e-08
	d.14 > 4.5e-10
	g.40.1 > 0.015
	->  class mips_03_01 "DNA processing"

	Evaluation on training data (4488 items):
	at_At1g01030 -	mips_20_20	"DNA-binding protein, putative"
			mips_20_20_18
	at_At1g06790	mips_03_01	"RNA polymerase, putative"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_01_99
			mips_04_01
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05_01_04_01
			mips_11_07
			mips_11_07_07
			mips_25_05_10
			mips_40_10_99
			mips_63_03_01
	at_At1g08130	mips_03_01_05_01	"DNA ligase"
			mips_03_01_05_01_01
			mips_03_01_05_01_99
			mips_03_01_05_03
			mips_11_01_09
			mips_14_01_01
			mips_25_05_99
			mips_30_10
			mips_30_10_03
			mips_62_01
			mips_62_01_07
	at_At1g34710	mips_03_01_03	"hypothetical protein"
	at_At1g49250	mips_03_01	"hypothetical protein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_01_01
			mips_03_01_05_01_99
			mips_03_01_05_03
			mips_03_03
			mips_06_10
			mips_11_01
			mips_11_01_09
			mips_14_01
			mips_14_01_01
			mips_25_05_99
			mips_30_10
			mips_30_10_03
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
	at_At1g49400 -	mips_05	"hypothetical protein"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_05_04_03
			mips_06
			mips_06_10
			mips_08
			mips_40
			mips_40_16
			mips_63
			mips_63_03
			mips_67
			mips_99
	at_At1g54250 -	mips_04_01	"RNA polymerase I, II and III 16.5 kDa subunit"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05_01_01
			mips_40_10_99
			mips_63_17_09
	at_At2g01440	mips_03_01_03	"putative ATP-dependent DNA helicase RECG"
			mips_03_01_03_01
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_20_25
			mips_20_25_16
			mips_40_37
			mips_63_03_01
			mips_63_19_03
	at_At2g04520 -	mips_05	"putative translation initiation factor eIF-1A"
			mips_05_04
			mips_05_04_01
			mips_14
			mips_14_01
			mips_14_01_01
			mips_40_03
			mips_40_27
			mips_48
			mips_62
			mips_62_01
			mips_62_01_07
			mips_63_01
			mips_63_03
			mips_63_03_03
			mips_63_19
			mips_63_19_03
	at_At2g05090 -	mips_14_04_03	"putative replication protein A1"
			mips_14_04_03_03
	at_At2g05870	mips_03_01	"hypothetical protein"
			mips_03_01_03
	at_At2g05890	mips_03	"putative replication protein A1"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_40_10_99
			mips_63_03
	at_At2g07630	mips_03	"putative replication protein A1"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_05
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63_03
			mips_63_19
	at_At2g10370	mips_03_01_03	"putative replication protein A1"
	at_At2g14450	mips_03_01	"putative replication protein A1"
			mips_03_01_03
	at_At2g16010	mips_03_01_03	"putative replication protein A1"
	at_At2g24900	mips_03_01	"putative replication protein A1"
			mips_03_01_03
	at_At2g32910 -	mips_02_01	"unknown protein"
	at_At2g40290 -	mips_01_03	"putative eukaryotic translation initiation factor 2 alpha subunit, eIF2"
			mips_01_03_01
			mips_01_03_04
			mips_01_03_07
			mips_04_05
			mips_04_05_05
			mips_05
			mips_05_01
			mips_05_04
			mips_05_04_01
			mips_10_01
			mips_40_03
			mips_63_03
	at_At3g13260	mips_03_01_03	"hypothetical protein"
	at_At3g22900	mips_03_01	"unknown protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_01_99
			mips_04_05_01_01
			mips_04_05_01_04_01
			mips_11_01
			mips_11_07
			mips_11_07_07
			mips_25_05_10
			mips_40_10_99
			mips_63_03_01
	at_At3g23700 -	mips_04_01	"unknown protein"
			mips_04_01_04
	at_At3g26560 -	mips_04_05_05	"ATP-dependent RNA helicase, putative"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_04_05_05_11
			mips_06_10
			mips_40_10_99
	at_At3g30150	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_03
			mips_29
	at_At3g31930	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_03
	at_At3g32270	mips_03_01	"hypothetical protein"
			mips_03_01_03
	at_At3g42420	mips_03_01_05_01	"putative protein"
	at_At3g42460	mips_03_01_03	"putative protein"
	at_At3g48930 -	mips_05_04_03	"cytosolic ribosomal protein S11"
			mips_62_01_07
			mips_62_02_99
	at_At3g59600 -	mips_04_01	"putative protein"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_04_05_01_01
	at_At4g00020 -	mips_04_05_01_04_01	"putative BRCA2 homolog"
			mips_40_27_99
	at_At4g02260 -	mips_01_03	"RSH1"
			mips_01_03_01
			mips_03_03_01_03
			mips_05_04
			mips_10_01_09
	at_At4g05570	mips_03_01_03	""
	at_At4g07310	mips_03	""
			mips_03_01
			mips_03_01_03
	at_At4g07430	mips_03_01_03	""
	at_At4g14660	mips_03	"RNA polymerase II fifth largest subunit like protein"
			mips_03_01
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_01_99
			mips_04_05
			mips_04_05_01
			mips_04_05_01_01
			mips_04_05_01_04
			mips_04_05_01_04_01
			mips_11
			mips_11_01
			mips_11_07
			mips_11_07_07
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_10
			mips_40_10_99
			mips_63_03
			mips_63_03_01
	at_At4g18590 -	mips_03_03	"pollen-specific protein - like"
			mips_03_03_02
			mips_06_07
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_14_04_03
			mips_14_04_03_05
			mips_14_04_07
			mips_40_10_99
			mips_63_17_09
	at_At4g19130	mips_03_01_05_03	"replication A protein-like"
			mips_14_04_03
			mips_14_04_03_03
	at_At5g08020	mips_03_01_03	"replication factor A - like protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_05_04
			mips_14_04_03
			mips_14_04_03_03
			mips_40_10_99
	at_At5g23740 -	mips_05_01	"40S ribosomal protein S11"
			mips_05_01_01
			mips_05_04
			mips_05_04_03
			mips_06_10
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_99
			mips_63_03_03
	at_At5g27480	mips_03_01	"putative protein"
			mips_03_01_03
	at_At5g28980	mips_03	"replication protein - like"
			mips_03_01
			mips_03_01_03
			mips_99
	at_At5g33200	mips_03_01_03	"putative protein"
			mips_03_01_05
	at_At5g34960	mips_03	"putative protein"
			mips_03_01
			mips_03_01_03
	at_At5g35040	mips_03_01_03	"replication protein A1 - like"
	at_At5g36830	mips_03_01_03	"putative protein"
	at_At5g57160	mips_03_01_05	"putative protein"
			mips_03_01_05_01
			mips_03_01_05_01_99
			mips_03_01_05_03
			mips_03_03_02
			mips_14_04_03
			mips_14_04_03_05
			mips_63_03_01
	at_At5g59180	mips_03_01_05_01	"RNA polymerase II"
			mips_03_01_05_01_99
			mips_04_05_01_01
			mips_04_05_01_04_01
			mips_11_07_07
			mips_25_05_10
			mips_63_03_01
	at_At5g61000	mips_03	"RNA helicase"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_05
			mips_05_04
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_03
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_63_19
	Training Accuracy: 34/49 (69.39%)
	Training Frequency class 'mips_03_01': 325/4488 (7.24%)

	Evaluation on validation data (2239 items):
	at_At1g12800 -	mips_05_01	"putative protein"
			mips_20_25_16
			mips_63_03_01
	at_At1g35920	mips_03_01_05_01	"hypothetical protein"
			mips_03_01_05_03
			mips_14_04_03
			mips_14_04_03_03
	at_At1g44860	mips_03_01_03	"hypothetical protein"
	at_At1g52950	mips_03	"replication protein A1, putative"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_05
			mips_05_04
			mips_40_10_99
			mips_63_03
			mips_63_19
	at_At1g65440	mips_03_01_09	""
			mips_03_01_09_05
			mips_04_05_01_01
	at_At1g71720 -	mips_04_01	"RIBOSOMAL PROTEIN, putative"
			mips_04_01_04
			mips_05_01
			mips_40_26
			mips_40_26_03
			mips_63_03_01
	at_At2g11360	mips_03_01_03	"putative replication protein A1"
	at_At2g14330	mips_03_01_03	"putative replication protein A1"
			mips_40_10_99
	at_At2g36080 -	mips_20	"putative RAV2-like DNA binding protein"
			mips_20_20
			mips_20_20_18
			mips_25_03
	at_At3g18580 -	mips_29_06	"hypothetical protein"
			mips_30_16
	at_At3g30500	mips_03_01	"hypothetical protein"
			mips_03_01_03
	at_At3g30550	mips_03_01_05_01	"putative replication protein"
			mips_03_01_05_03
	at_At3g31990 -	mips_14_04_03	"hypothetical protein"
			mips_14_04_03_03
	at_At3g42400	mips_03	"putative replication protein"
			mips_03_01
			mips_03_01_03
	at_At3g42980	mips_03_01_03	"putative protein"
			mips_03_01_05
	at_At3g43040	mips_03_01_03	"putative protein"
	at_At3g59980 -	mips_05_10	"unknown protein"
			mips_10
			mips_10_05_99
			mips_13_05
			mips_13_11
			mips_13_11_03
			mips_13_11_03_03
			mips_14_04_09
			mips_14_04_09_01
			mips_14_10
			mips_14_10_02
			mips_40_27
	at_At4g01500 -	mips_20	"putative DNA-binding protein"
			mips_20_20
			mips_20_20_18
			mips_25_03
	at_At4g07480	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_03
	at_At4g07790	mips_03_01_03	"hypothetical protein"
	at_At4g13780 -	mips_05_10	"methionyl-tRNA synthetase - like protein"
			mips_40_26
			mips_40_26_03
	at_At4g14520	mips_03_01	"hypothetical protein"
			mips_03_01_05
			mips_03_01_05_01_99
			mips_04_05_01_01
			mips_04_05_01_04_01
			mips_11_07_07
			mips_14_04
			mips_25_05_10
	at_At4g26310 -	mips_05_04	"unknown protein"
			mips_05_04_02
	at_At5g01630 -	mips_04_05_01_04_01	"putative protein"
			mips_40_27_99
	at_At5g05470 -	mips_05_01	"eukaryotic translation initiation factor 2 alpha subunit-like protein"
			mips_05_04_01
	at_At5g28940	mips_03_01_05_01	"replication protein - like"
			mips_03_01_05_03
	at_At5g34950	mips_03_01_03	"putative protein"
	at_At5g35280	mips_03_01_03	"putative protein"
	at_At5g35680 -	mips_05_04	"unknown protein"
			mips_05_04_01
			mips_14_01
			mips_14_01_01
			mips_40_27
			mips_48
			mips_62
			mips_62_01
			mips_62_01_07
			mips_63_03_03
			mips_63_19_03
	at_At5g37080	mips_03	"putative protein"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_99
	at_At5g45400	mips_03_01_03	"replication protein A1-like"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_05_04
			mips_40_10_99
	Validation Accuracy: 19/31 (61.29%)
	Validation Frequency class 'mips_03_01': 185/2239 (8.26%)

	Evaluation on propertest data (3463 items):
	at_At1g03360 -	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_01
			mips_04_01_04
			mips_05
			mips_05_01
			mips_05_01_99
			mips_06_10
			mips_40_10_99
			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_99
			mips_63_03_03
	at_At1g35950	mips_03_01	"hypothetical protein"
			mips_03_01_03
	at_At1g36510	mips_03_01_03	"hypothetical protein"
	at_At1g42400	mips_03_01_03	"hypothetical protein"
	at_At1g79850 -	mips_05	"30S ribosomal protein S17, chloroplast precursor (CS17)"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_05_04_03
			mips_06_10
			mips_08
			mips_40_16
	at_At2g06510	mips_03_01_03	"putative replication protein A1"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_05_04
			mips_14_04_03
			mips_14_04_03_03
			mips_40_10_99
	at_At2g07320 -	mips_29_99	"Mutator-like transposase"
	at_At2g14780	mips_03_01_03	"putative replication protein A1"
	at_At2g17510 -	mips_04_01	"putative mitotic control protein dis3"
			mips_04_01_04
	at_At3g13270	mips_03_01_03	"hypothetical protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_40_10_99
	at_At3g18880 -	mips_05_01	"ribosomal protein, putative"
			mips_05_01_01
			mips_05_04_03
	at_At3g30310	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_03
	at_At3g43100	mips_03_01_03	"putative protein"
	at_At3g52630 -	mips_40_10_99	"putative protein"
			mips_63_03
	at_At4g07510	mips_03_01	"hypothetical protein"
			mips_03_01_03
	at_At4g08360 -	mips_03_03	"putative protein"
			mips_03_03_01
			mips_03_03_01_01_11
			mips_04_05_01_04_03
			mips_06_10
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01
			mips_14_01_01
			mips_14_01_03
			mips_25_05_13
			mips_30_10_03
			mips_48
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_99
	at_At4g11060	mips_03_01	"putative protein"
			mips_03_01_03
			mips_03_01_05
			mips_29
			mips_29_06
			mips_30_16
			mips_40_10_03
			mips_40_16
			mips_63_03_01
	at_At4g29060 -	mips_05	"unknown protein"
			mips_05_04_02
			mips_63_03
	at_At4g30800 -	mips_05_04_03	"ribosomal protein S11 - like"
			mips_62_01_07
			mips_62_02_99
	at_At5g01290 -	mips_04_05_05_03	"mRNA capping enzyme - like protein"
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
	at_At5g02960 -	mips_05_01	"unknown protein"
			mips_05_01_01
	at_At5g27120	mips_03_01_09	"SAR DNA-binding protein - like"
			mips_03_01_09_05
			mips_04_01
			mips_04_01_04
			mips_04_05_05
			mips_40_10_07
			mips_40_10_99
	at_At5g28210 -	mips_04_05_05	"mRNA capping enzyme - like"
			mips_04_05_05_03
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
	at_At5g30510 -	mips_04_01	"ribosomal protein S1"
			mips_04_01_04
			mips_05
			mips_05_01
			mips_40_26
			mips_40_26_03
			mips_63_03_01
	at_At5g33240	mips_03_01_03	"putative protein"
	at_At5g37100	mips_03_01_03	"putative protein"
	Propertest Accuracy: 13/26 (50.00%)
	Propertest Frequency class 'mips_03_01': 254/3463 (7.33%)

	New (unknown) data (2239 items):
	at_At1g03810 -	no entry	null
	at_At1g08390 -	no entry	null
	at_At1g23750 -	no entry	null
	at_At1g23790 -	no entry	null
	at_At1g31010 -	no entry	null
	at_At1g35930 -	no entry	null
	at_At1g36920 -	no entry	null
	at_At1g42250 -	no entry	null
	at_At1g45080 -	no entry	null
	at_At1g54430 -	no entry	null
	at_At1g63210 -	no entry	null
	at_At1g64410 -	no entry	null
	at_At1g67440 -	no entry	null
	at_At2g05480 -	no entry	null
	at_At2g06610 -	no entry	null
	at_At2g06690 -	no entry	null
	at_At2g09960 -	no entry	null
	at_At2g10840 -	mips_29	"putative replication protein A1"
	at_At2g16040 -	no entry	null
	at_At2g40780 -	no entry	null
	at_At3g09680 -	no entry	null
	at_At3g30420 -	no entry	null
	at_At3g42410 -	no entry	null
	at_At3g42440 -	no entry	null
	at_At3g42620 -	no entry	null
	at_At3g43370 -	no entry	null
	at_At3g48500 -	no entry	null
	at_At3g51690 -	no entry	null
	at_At3g51700 -	no entry	null
	at_At4g03670 -	no entry	null
	at_At4g07340 -	no entry	null
	at_At4g09400 -	no entry	null
	at_At4g19300 -	no entry	null
	at_At5g06310 -	no entry	null
	at_At5g35260 -	no entry	null
	at_At1g08760 -	no entry	null
	at_At1g10590 -	no entry	null
	at_At1g14800 -	no entry	null
	at_At1g75670 -	no entry	null
	at_At2g05210 -	no entry	null
	at_At2g05570 -	no entry	null
	at_At2g05860 -	no entry	null
	at_At2g05880 -	no entry	null
	at_At2g06500 -	no entry	null
	at_At2g07300 -	no entry	null
	at_At2g11150 -	no entry	null
	at_At2g12140 -	no entry	null
	at_At2g16330 -	no entry	null
	at_At2g19960 -	no entry	null
	at_At2g31920 -	no entry	null
	at_At3g11580 -	no entry	null
	at_At3g14170 -	no entry	null
	at_At3g19610 -	no entry	null
	at_At3g32260 -	no entry	null
	at_At3g42110 -	no entry	null
	at_At3g42500 -	no entry	null
	at_At3g42760 -	no entry	null
	at_At4g03640 -	no entry	null
	at_At4g07440 -	no entry	null
	at_At4g07450 -	no entry	null
	at_At4g08890 -	no entry	null
	at_At4g13370 -	no entry	null
	at_At5g33420 -	no entry	null
	at_At5g35250 -	no entry	null
	at_At5g36050 -	no entry	null
	at_At5g37090 -	no entry	null
	at_At5g38890 -	no entry	null
	at_At5g63690 -	no entry	null
	at_At1g07130 -	no entry	null
	at_At1g27810 -	no entry	null
	at_At1g35090 -	no entry	null
	at_At1g47720 -	no entry	null
	at_At2g10460 -	no entry	null
	at_At2g16160 -	no entry	null
	at_At2g24490 -	no entry	null
	at_At3g45350 -	no entry	null
	at_At4g03660 -	no entry	null
	at_At4g07690 -	no entry	null
	at_At4g20010 -	no entry	null
	at_At4g28440 -	no entry	null
	at_At5g14150 -	no entry	null
	at_At5g33410 -	no entry	null
	at_At5g34460 -	no entry	null


------------------
Rule 15
	c.55.3 > 1e-05
	e.8.1 <= 0.0058
	->  class mips_03_01 "DNA processing"

	Evaluation on training data (4488 items):
	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_At1g35050 -	mips_29_01	"putative protein"
			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_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_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_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_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_At2g15920 -	mips_10_01	"putative retroelement pol polyprotein"
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_99
	at_At2g17610 -	mips_29_02	"putative non-LTR retroelement reverse transcriptase"
	at_At2g21310 -	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_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_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_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_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: 19/31 (61.29%)
	Training Frequency class 'mips_03_01': 325/4488 (7.24%)

	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_At1g47910	mips_03_01_05_01	"reverse transcriptase, putative"
			mips_29_01
			mips_29_99
	at_At1g51750 -	mips_29_99	"hypothetical protein"
	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_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_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_At4g09540 -	mips_29_01	"putative 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: 12/15 (80.00%)
	Validation Frequency class 'mips_03_01': 185/2239 (8.26%)

	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_At1g74350 -	mips_01_03_16	"putative type II intron maturase"
			mips_04_05_05_01
	at_At2g05200	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g14380	mips_03_01_05_03	"putative retroelement pol polyprotein"
			mips_29_01
	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_At2g41580	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At3g44650	mips_03_01_05	"putative protein"
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			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_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_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_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
	Propertest Accuracy: 17/27 (62.96%)
	Propertest Frequency class 'mips_03_01': 254/3463 (7.33%)

	New (unknown) data (2239 items):
	at_At1g24640 -	no entry	null
	at_At4g15590 -	no entry	null
	at_At4g20520 -	no entry	null
	at_At1g30390 -	no entry	null
	at_At1g36110 -	no entry	null
	at_At1g47860 -	no entry	null
	at_At1g54390 -	no entry	null
	at_At2g06310 -	mips_29	"putative Athila retroelement ORF1 protein"
	at_At2g26530 -	no entry	null
	at_At3g48370 -	mips_29	"putative protein"
	at_At3g61900 -	no entry	null
	at_At2g28980 -	no entry	null
	at_At3g30570 -	no entry	null
	at_At4g04000 -	no entry	null
	at_At4g07550 -	no entry	null


------------------
Rule 546
	a.22 <= 1.6e-07
	->  class mips_03_01 "DNA processing"

	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: 18/33 (54.55%)
	Training Frequency class 'mips_03_01': 325/4488 (7.24%)

	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: 11/18 (61.11%)
	Validation Frequency class 'mips_03_01': 185/2239 (8.26%)

	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: 16/28 (57.14%)
	Propertest Frequency class 'mips_03_01': 254/3463 (7.33%)

	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 476
	c.111 > 0.0009
	c.2 > 1.2e-06
	c.3 <= 0.0014
	d.16 > 3.9e-19
	->  class mips_67_15 "electron / hydrogen carrier"

	Evaluation on training data (4488 items):
	at_At1g06820	mips_01_03_04	"unknown protein"
			mips_01_20_13
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_30_26
			mips_30_26_03
			mips_67_15
	at_At1g12140 -	mips_02	"hypothetical protein"
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_40_16
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g19250 -	mips_01_01	"hypothetical protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g24340	mips_01	"hypothetical protein"
			mips_01_01
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_01_20_33
			mips_11
			mips_11_05
			mips_11_05_01
			mips_11_07
			mips_11_07_03
			mips_40_03
			mips_67
			mips_67_15
			mips_98
	at_At1g48030	mips_01_01	"lipoamide dehydrogenase precursor"
			mips_01_01_01
			mips_02_01
			mips_02_08
			mips_02_10
			mips_02_11
			mips_11_07
			mips_67_15
	at_At1g48910 -	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_07
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g58440 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
	at_At1g62600 -	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g63340 -	mips_01_01_99	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63390 -	mips_01_01_99	"unknown protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g20800 -	mips_02_11_05	"putative NADH-ubiquinone oxireductase"
			mips_02_13
			mips_02_13_03
	at_At2g22830	mips_02	"putative squalene epoxidase"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At2g33230 -	mips_01_02	"putative flavin-containing monooxygenase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g43400 -	mips_01_06_01_05	"putative electron transfer flavoprotein ubiquinone oxidoreductase"
			mips_01_06_01_07
			mips_02_13
			mips_02_25
			mips_40_26
			mips_40_26_03
	at_At3g09580 -	mips_02	"putative oxidoreductase"
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_30
			mips_30_26
			mips_30_26_03
			mips_40_03
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At3g24200	mips_02	"monooxygenase, putatve"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_07_01
			mips_02_11
			mips_40_07
			mips_40_16
			mips_40_99
			mips_67_15
	at_At3g27820	mips_01_02_01	"putative cytosolic monodehydroascorbate reductase"
			mips_01_07
			mips_02_08
			mips_02_13
			mips_02_13_01
			mips_67_15
	at_At3g52880 -	mips_01_07_01	"monodehydroascorbate reductase (NADH) - like protein"
			mips_02_08
	at_At4g01690 -	mips_01_07_01	"protoporphyrinogen oxidase"
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At4g15760	mips_01_01	"hypothetical protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_33
			mips_67_15
	at_At4g21490	mips_02_08	"NADH dehydrogenase like protein"
			mips_02_11
			mips_02_13
			mips_67_15
	at_At4g28720 -	mips_01_07	"putative protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g32360	mips_01_01	"MFDR (AtMFDR)"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_02_11
			mips_02_11_05
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At4g37760 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
	at_At4g38540 -	mips_01_01_10	"monooxygenase 2 (MO2)"
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_07_01
			mips_01_20_33
	at_At5g03630	mips_01_01	"monodehydroascorbate reductase (NADH) - like protein"
			mips_01_07
			mips_01_07_01
			mips_02_08
			mips_02_11
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At5g07800 -	mips_01_01	"dimethylaniline monooxygenase-like protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g11330 -	mips_01_07	"putative protein"
	at_At5g14760	mips_01_05	"L-aspartate oxidase -like protein"
			mips_02_10
			mips_02_13
			mips_67
			mips_67_15
	at_At5g24150	mips_01_05_01_01_09	"squalene monooxygenase"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_02_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At5g48440 -	mips_01_01_01_11	"putative protein"
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10_05
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_48
			mips_63_11
			mips_63_21
			mips_63_21_05
	at_At5g63910 -	mips_01_20	"unknown protein"
			mips_01_20_17
			mips_01_20_50
			mips_06_13
			mips_40_25
	at_At5g66760	mips_02_10	"succinate dehydrogenase flavoprotein alpha subunit (emb|CAA05025.1)"
			mips_02_13
			mips_02_13_03
			mips_67_15
	Training Accuracy: 13/33 (39.39%)
	Training Frequency class 'mips_67_15': 95/4488 (2.12%)

	Evaluation on validation data (2239 items):
	at_At1g04180 -	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g07180	mips_02_11_05	"unknown protein"
			mips_02_13
			mips_67_15
	at_At1g21430 -	mips_01_02	"flavin-containing monooxygenases, putative"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g57770	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_07
			mips_01_07_01
			mips_02_11
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At1g62540 -	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62620 -	mips_01_02	"similar to flavin-binding monooxygenase (Z71258); similar to ESTs gb|R30018, gb|T23015, and gb|T88100"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63940	mips_01_01	"monodehydroascorbate reductase"
			mips_01_02
			mips_01_02_01
			mips_01_07
			mips_01_07_01
			mips_02_08
			mips_02_11
			mips_02_13
			mips_02_13_01
			mips_67_15
	at_At1g65860 -	mips_02	""
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_63_99
	at_At2g13440 -	mips_03_03_03	"similar to glucose inhibited division protein A from prokaryotes"
	at_At2g29720 -	mips_01_01_10	"Hydroxylase/Oxygenase (CTF2B)"
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07_01
			mips_01_20_33
	at_At2g29990 -	mips_02_11_05	"putative NADH dehydrogenase (ubiquinone oxidoreductase)"
			mips_02_13
	at_At3g16950 -	mips_20_07	"dihydrolipoamide dehydrogenase lpd1"
			mips_20_07_05
			mips_20_07_07
			mips_20_25_16_01
			mips_20_25_16_01_03
			mips_20_25_16_01_05
			mips_30_03
			mips_30_16
			mips_35_03_03
			mips_62_01_99
			mips_62_02_99
			mips_63_02
			mips_63_21
			mips_63_21_05
	at_At3g17240	mips_01_01	"lipoamide dehydrogenase precursor"
			mips_01_01_01
			mips_02
			mips_01_05_01
			mips_02_01
			mips_02_08
			mips_02_10
			mips_02_11
			mips_11_07
			mips_40_16
			mips_67_15
	at_At3g24170	mips_02_11	"glutathione reductase, cytosolic"
			mips_11_07
			mips_13_01
			mips_40_26
			mips_40_26_03
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At3g54660	mips_02_11	"Gluthatione reductase, chloroplast precursor"
			mips_40_26
			mips_40_26_03
			mips_63_17_09
			mips_67_15
	at_At5g11320 -	mips_02	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_99
	at_At5g22140 -	mips_02_01	"putative protein"
			mips_02_08
			mips_02_16
			mips_02_16_05
			mips_11_01_01
			mips_11_07_07
			mips_63_21
			mips_63_21_05
	at_At5g24160	mips_01_05_01_01_09	"squalene monooxygenase 1,2 (squalene epoxidase 1,2) (se 1,2) (sp|O65402)"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_02_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At5g43890 -	mips_01	"dimethylaniline monooxygenase-like"
			mips_02
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_98
	at_At5g45180 -	mips_02	"dimethylaniline monooxygenase (N-oxide-forming)-like protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g54770 -	mips_01_07	"thiazole biosynthetic enzyme precursor (ARA6) (sp|Q38814)"
			mips_01_07_99
			mips_03
			mips_03_01
			mips_03_01_05
			mips_03_01_05_01
	at_At5g67030	mips_01_01	"zeaxanthin epoxidase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_01_20_33
			mips_67_15
	Validation Accuracy: 8/22 (36.36%)
	Validation Frequency class 'mips_67_15': 46/2239 (2.05%)

	Evaluation on propertest data (3463 items):
	at_At1g04610 -	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g12160 -	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62560 -	mips_01_01_99	"similar to flavin-containing monooxygenase (sp|P36366); similar to ESTs gb|R30018, gb|H36886, gb|N37822, and gb|T88100"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63370 -	mips_01_02_01	"flavin-binding monooxygenase, putative"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g74470	mips_01_05_01_01_09	"geranylgeranyl reductase"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_02_11
			mips_02_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_67_15
	at_At2g17420 -	mips_01_02_01	"putative thioredoxin reductase"
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_11_01_01
			mips_63_21
			mips_63_21_05
	at_At2g18450	mips_02_10	"putative succinate dehydrogenase flavoprotein subunit"
			mips_02_11
			mips_02_13
			mips_02_13_03
			mips_67_15
	at_At2g35660	mips_01_01	"CTF2A"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_07_01
			mips_01_20_33
			mips_02_11
			mips_67_15
	at_At2g41680 -	mips_01_02	"putative thioredoxin reductase"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_13_01
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_05
	at_At3g09940	mips_01_07	"putative monodehydroascorbate reductase (NADH)"
			mips_02_08
			mips_67
			mips_67_15
	at_At3g10370	mips_02	"putative glycerol-3-phosphate dehydrogenase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
			mips_02_11
			mips_40_16
			mips_63_17_01
			mips_67
			mips_67_15
	at_At3g44190	mips_01	"unknown protein"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_02_01
			mips_02_10
			mips_02_11
			mips_11
			mips_11_01
			mips_11_07
			mips_13
			mips_13_11
			mips_40
			mips_40_03
			mips_63
			mips_63_17
			mips_63_17_09
			mips_63_21
			mips_63_21_05
			mips_67
			mips_67_15
			mips_99
	at_At4g05020 -	mips_02_08	"unknown protein"
			mips_02_13
	at_At4g14210 -	mips_01_07_01	"phytoene dehydrogenase precursor (phytoene desaturase)"
			mips_01_20_13
			mips_01_20_17_03
			mips_01_20_50
			mips_13_03
			mips_13_03_01
			mips_30_26
			mips_30_26_03
	at_At4g28220	mips_02_08	"putative NADH dehydrogenase"
			mips_02_11
			mips_02_13
			mips_67_15
	at_At4g29720 -	mips_02_11	"unknown protein"
	at_At4g32540 -	mips_01_07	"dimethylaniline monooxygenase - like protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g35460 -	mips_01_02	"thioredoxin reductase (NADPH) 2"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_63_21
			mips_63_21_05
	at_At5g05320	mips_01_01_10_05	"monooxygenase"
			mips_01_01_10_05_07
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_33
			mips_67_15
	at_At5g08740 -	mips_02_13	"NADH dehydrogenase-like protein"
			mips_13_01
			mips_40_26
			mips_40_26_03
	at_At5g14220 -	mips_01_07_01	"protoporphyrinogen IX oxidase"
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At5g24140	mips_02	"squalene monooxygenase 2 (squalene epoxidase 2) (SE 2) (sp|O65403)"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_63_01
			mips_67
			mips_67_15
	at_At5g25620 -	mips_01_07	"unknown protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g53460	mips_01_01	"NADH-dependent glutamate synthase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_03
			mips_01_02
			mips_01_02_01
			mips_01_03_04
			mips_01_03_04_01
			mips_02_11
			mips_67_15
	at_At5g61290 -	mips_01_01	"putative protein"
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g67290 -	mips_01_01_01_11	"unknown protein"
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10
			mips_01_01_10_05
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_48
			mips_63_11
			mips_63_21
			mips_63_21_05
	Propertest Accuracy: 10/26 (38.46%)
	Propertest Frequency class 'mips_67_15': 73/3463 (2.11%)

	New (unknown) data (2239 items):
	at_At1g56000 -	no entry	null
	at_At4g16410 -	no entry	null
	at_At4g19380 -	no entry	null
	at_At5g57030 -	no entry	null
	at_At1g03990 -	no entry	null
	at_At1g55980 -	no entry	null
	at_At2g32640 -	no entry	null
	at_At3g10230 -	no entry	null
	at_At4g28570 -	no entry	null
	at_At4g30720 -	no entry	null
	at_At5g39940 -	no entry	null


------------------
Rule 467
	c.3 <= 0.0014
	d.16 > 3.9e-19
	d.168.1 > 4.4e-39
	d.87.1 > 2e-18
	->  class mips_63_21 "complex cofactor binding"

	Evaluation on training data (4488 items):
	at_At1g06820 -	mips_01_03_04	"unknown protein"
			mips_01_20_13
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_30_26
			mips_30_26_03
			mips_67_15
	at_At1g12140 -	mips_02	"hypothetical protein"
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_40_16
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g12200	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g19250 -	mips_01_01	"hypothetical protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g24340 -	mips_01	"hypothetical protein"
			mips_01_01
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_01_20_33
			mips_11
			mips_11_05
			mips_11_05_01
			mips_11_07
			mips_11_07_03
			mips_40_03
			mips_67
			mips_67_15
			mips_98
	at_At1g48910	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_07
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g58440 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
	at_At1g62570	mips_01_02	"similar to glutamate synthase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g62600	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g63340	mips_01_01_99	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63390	mips_01_01_99	"unknown protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g20800 -	mips_02_11_05	"putative NADH-ubiquinone oxireductase"
			mips_02_13
			mips_02_13_03
	at_At2g22830 -	mips_02	"putative squalene epoxidase"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At2g33230	mips_01_02	"putative flavin-containing monooxygenase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g43400 -	mips_01_06_01_05	"putative electron transfer flavoprotein ubiquinone oxidoreductase"
			mips_01_06_01_07
			mips_02_13
			mips_02_25
			mips_40_26
			mips_40_26_03
	at_At3g09580	mips_02	"putative oxidoreductase"
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_30
			mips_30_26
			mips_30_26_03
			mips_40_03
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At3g24200 -	mips_02	"monooxygenase, putatve"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_07_01
			mips_02_11
			mips_40_07
			mips_40_16
			mips_40_99
			mips_67_15
	at_At3g25530 -	mips_01_01_01_15	"putative protein"
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
	at_At4g01690	mips_01_07_01	"protoporphyrinogen oxidase"
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At4g15760 -	mips_01_01	"hypothetical protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_33
			mips_67_15
	at_At4g21490 -	mips_02_08	"NADH dehydrogenase like protein"
			mips_02_11
			mips_02_13
			mips_67_15
	at_At4g28720 -	mips_01_07	"putative protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g32360	mips_01_01	"MFDR (AtMFDR)"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_02_11
			mips_02_11_05
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At4g37760 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
	at_At4g38540 -	mips_01_01_10	"monooxygenase 2 (MO2)"
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_07_01
			mips_01_20_33
	at_At5g03630 -	mips_01_01	"monodehydroascorbate reductase (NADH) - like protein"
			mips_01_07
			mips_01_07_01
			mips_02_08
			mips_02_11
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At5g07800	mips_01_01	"dimethylaniline monooxygenase-like protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g11330 -	mips_01_07	"putative protein"
	at_At5g19180 -	mips_03_01_03	"putative ubiquitin activating enzyme E1 (ECR1)"
			mips_06_07_07
			mips_06_13_01
	at_At5g24150 -	mips_01_05_01_01_09	"squalene monooxygenase"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_02_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At5g48440	mips_01_01_01_11	"putative protein"
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10_05
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_48
			mips_63_11
			mips_63_21
			mips_63_21_05
	at_At5g63910 -	mips_01_20	"unknown protein"
			mips_01_20_17
			mips_01_20_50
			mips_06_13
			mips_40_25
	Training Accuracy: 12/32 (37.50%)
	Training Frequency class 'mips_63_21': 80/4488 (1.78%)

	Evaluation on validation data (2239 items):
	at_At1g04180 -	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g07180 -	mips_02_11_05	"unknown protein"
			mips_02_13
			mips_67_15
	at_At1g21430	mips_01_02	"flavin-containing monooxygenases, putative"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g57770	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_07
			mips_01_07_01
			mips_02_11
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At1g62540	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62580	mips_01_02	"similar to flavin-containing monooxygenase form 2 (sp|Q28505); similar to ESTs gb|T88100, gb|R30018, and gb|T23015"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62620	mips_01_02	"similar to flavin-binding monooxygenase (Z71258); similar to ESTs gb|R30018, gb|T23015, and gb|T88100"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63940 -	mips_01_01	"monodehydroascorbate reductase"
			mips_01_02
			mips_01_02_01
			mips_01_07
			mips_01_07_01
			mips_02_08
			mips_02_11
			mips_02_13
			mips_02_13_01
			mips_67_15
	at_At1g65860	mips_02	""
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_63_99
	at_At2g13440 -	mips_03_03_03	"similar to glucose inhibited division protein A from prokaryotes"
	at_At2g29720 -	mips_01_01_10	"Hydroxylase/Oxygenase (CTF2B)"
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07_01
			mips_01_20_33
	at_At2g29990 -	mips_02_11_05	"putative NADH dehydrogenase (ubiquinone oxidoreductase)"
			mips_02_13
	at_At4g29120 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_03
			mips_01_07
	at_At5g11320	mips_02	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_99
	at_At5g22140	mips_02_01	"putative protein"
			mips_02_08
			mips_02_16
			mips_02_16_05
			mips_11_01_01
			mips_11_07_07
			mips_63_21
			mips_63_21_05
	at_At5g24160 -	mips_01_05_01_01_09	"squalene monooxygenase 1,2 (squalene epoxidase 1,2) (se 1,2) (sp|O65402)"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_02_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At5g43890 -	mips_01	"dimethylaniline monooxygenase-like"
			mips_02
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_98
	at_At5g45180	mips_02	"dimethylaniline monooxygenase (N-oxide-forming)-like protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g54770 -	mips_01_07	"thiazole biosynthetic enzyme precursor (ARA6) (sp|Q38814)"
			mips_01_07_99
			mips_03
			mips_03_01
			mips_03_01_05
			mips_03_01_05_01
	at_At5g67030 -	mips_01_01	"zeaxanthin epoxidase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_01_20_33
			mips_67_15
	Validation Accuracy: 9/20 (45.00%)
	Validation Frequency class 'mips_63_21': 52/2239 (2.32%)

	Evaluation on propertest data (3463 items):
	at_At1g04610 -	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g12130	mips_01_01_99	"hypothetical protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12160	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g50450 -	mips_01_05_01_03_02	"unknown protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20_35
			mips_01_20_35_01
			mips_30_34
	at_At1g62560	mips_01_01_99	"similar to flavin-containing monooxygenase (sp|P36366); similar to ESTs gb|R30018, gb|H36886, gb|N37822, and gb|T88100"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63370	mips_01_02_01	"flavin-binding monooxygenase, putative"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g74470 -	mips_01_05_01_01_09	"geranylgeranyl reductase"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_02_11
			mips_02_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_67_15
	at_At2g17420	mips_01_02_01	"putative thioredoxin reductase"
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_11_01_01
			mips_63_21
			mips_63_21_05
	at_At2g35660 -	mips_01_01	"CTF2A"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_07_01
			mips_01_20_33
			mips_02_11
			mips_67_15
	at_At2g41680	mips_01_02	"putative thioredoxin reductase"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_13_01
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_05
	at_At3g09940 -	mips_01_07	"putative monodehydroascorbate reductase (NADH)"
			mips_02_08
			mips_67
			mips_67_15
	at_At3g10370 -	mips_02	"putative glycerol-3-phosphate dehydrogenase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
			mips_02_11
			mips_40_16
			mips_63_17_01
			mips_67
			mips_67_15
	at_At3g44190	mips_01	"unknown protein"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_02_01
			mips_02_10
			mips_02_11
			mips_11
			mips_11_01
			mips_11_07
			mips_13
			mips_13_11
			mips_40
			mips_40_03
			mips_63
			mips_63_17
			mips_63_17_09
			mips_63_21
			mips_63_21_05
			mips_67
			mips_67_15
			mips_99
	at_At4g05020 -	mips_02_08	"unknown protein"
			mips_02_13
	at_At4g14210 -	mips_01_07_01	"phytoene dehydrogenase precursor (phytoene desaturase)"
			mips_01_20_13
			mips_01_20_17_03
			mips_01_20_50
			mips_13_03
			mips_13_03_01
			mips_30_26
			mips_30_26_03
	at_At4g28220 -	mips_02_08	"putative NADH dehydrogenase"
			mips_02_11
			mips_02_13
			mips_67_15
	at_At4g29720 -	mips_02_11	"unknown protein"
	at_At4g32540 -	mips_01_07	"dimethylaniline monooxygenase - like protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g35460	mips_01_02	"thioredoxin reductase (NADPH) 2"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_63_21
			mips_63_21_05
	at_At5g05320 -	mips_01_01_10_05	"monooxygenase"
			mips_01_01_10_05_07
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_33
			mips_67_15
	at_At5g08740 -	mips_02_13	"NADH dehydrogenase-like protein"
			mips_13_01
			mips_40_26
			mips_40_26_03
	at_At5g14220	mips_01_07_01	"protoporphyrinogen IX oxidase"
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At5g18660 -	mips_01_05_01_01_01	"unknown protein"
			mips_01_05_99
			mips_02_01
	at_At5g24140 -	mips_02	"squalene monooxygenase 2 (squalene epoxidase 2) (SE 2) (sp|O65403)"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_63_01
			mips_67
			mips_67_15
	at_At5g25620 -	mips_01_07	"unknown protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g53460 -	mips_01_01	"NADH-dependent glutamate synthase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_03
			mips_01_02
			mips_01_02_01
			mips_01_03_04
			mips_01_03_04_01
			mips_02_11
			mips_67_15
	at_At5g61290	mips_01_01	"putative protein"
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g67290	mips_01_01_01_11	"unknown protein"
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10
			mips_01_01_10_05
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_48
			mips_63_11
			mips_63_21
			mips_63_21_05
	Propertest Accuracy: 11/28 (39.29%)
	Propertest Frequency class 'mips_63_21': 79/3463 (2.28%)

	New (unknown) data (2239 items):
	at_At1g56000 -	no entry	null
	at_At4g16410 -	no entry	null
	at_At4g19380 -	no entry	null
	at_At5g57030 -	no entry	null
	at_At1g03990 -	no entry	null
	at_At1g55980 -	no entry	null
	at_At2g32640 -	no entry	null
	at_At3g10230 -	no entry	null
	at_At4g28570 -	no entry	null
	at_At4g30720 -	no entry	null
	at_At5g39940 -	no entry	null


------------------
Rule 915
	a.157.1 <= 4e-11
	->  class mips_47_03 "animal organ"

	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_47_03': 242/4488 (5.39%)

	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_47_03': 114/2239 (5.09%)

	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: 9/9 (100.00%)
	Propertest Frequency class 'mips_47_03': 191/3463 (5.52%)

	New (unknown) data (2239 items):


------------------
Rule 466
	c.3 <= 0.0014
	d.16 > 3.9e-19
	d.168.1 > 4.4e-39
	d.87.1 > 2e-18
	->  class mips_47_03 "animal organ"

	Evaluation on training data (4488 items):
	at_At1g06820 -	mips_01_03_04	"unknown protein"
			mips_01_20_13
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_30_26
			mips_30_26_03
			mips_67_15
	at_At1g12140	mips_02	"hypothetical protein"
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_40_16
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g12200	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g19250	mips_01_01	"hypothetical protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g24340 -	mips_01	"hypothetical protein"
			mips_01_01
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_01_20_33
			mips_11
			mips_11_05
			mips_11_05_01
			mips_11_07
			mips_11_07_03
			mips_40_03
			mips_67
			mips_67_15
			mips_98
	at_At1g48910	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_07
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g58440 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
	at_At1g62570	mips_01_02	"similar to glutamate synthase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g62600	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g63340	mips_01_01_99	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63390	mips_01_01_99	"unknown protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g20800 -	mips_02_11_05	"putative NADH-ubiquinone oxireductase"
			mips_02_13
			mips_02_13_03
	at_At2g22830 -	mips_02	"putative squalene epoxidase"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At2g33230	mips_01_02	"putative flavin-containing monooxygenase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g43400 -	mips_01_06_01_05	"putative electron transfer flavoprotein ubiquinone oxidoreductase"
			mips_01_06_01_07
			mips_02_13
			mips_02_25
			mips_40_26
			mips_40_26_03
	at_At3g09580 -	mips_02	"putative oxidoreductase"
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_30
			mips_30_26
			mips_30_26_03
			mips_40_03
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At3g24200 -	mips_02	"monooxygenase, putatve"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_07_01
			mips_02_11
			mips_40_07
			mips_40_16
			mips_40_99
			mips_67_15
	at_At3g25530 -	mips_01_01_01_15	"putative protein"
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
	at_At4g01690 -	mips_01_07_01	"protoporphyrinogen oxidase"
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At4g15760 -	mips_01_01	"hypothetical protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_33
			mips_67_15
	at_At4g21490 -	mips_02_08	"NADH dehydrogenase like protein"
			mips_02_11
			mips_02_13
			mips_67_15
	at_At4g28720	mips_01_07	"putative protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g32360 -	mips_01_01	"MFDR (AtMFDR)"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_02_11
			mips_02_11_05
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At4g37760 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
	at_At4g38540 -	mips_01_01_10	"monooxygenase 2 (MO2)"
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_07_01
			mips_01_20_33
	at_At5g03630 -	mips_01_01	"monodehydroascorbate reductase (NADH) - like protein"
			mips_01_07
			mips_01_07_01
			mips_02_08
			mips_02_11
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At5g07800	mips_01_01	"dimethylaniline monooxygenase-like protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g11330 -	mips_01_07	"putative protein"
	at_At5g19180 -	mips_03_01_03	"putative ubiquitin activating enzyme E1 (ECR1)"
			mips_06_07_07
			mips_06_13_01
	at_At5g24150 -	mips_01_05_01_01_09	"squalene monooxygenase"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_02_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At5g48440	mips_01_01_01_11	"putative protein"
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10_05
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_48
			mips_63_11
			mips_63_21
			mips_63_21_05
	at_At5g63910 -	mips_01_20	"unknown protein"
			mips_01_20_17
			mips_01_20_50
			mips_06_13
			mips_40_25
	Training Accuracy: 12/32 (37.50%)
	Training Frequency class 'mips_47_03': 242/4488 (5.39%)

	Evaluation on validation data (2239 items):
	at_At1g04180	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g07180 -	mips_02_11_05	"unknown protein"
			mips_02_13
			mips_67_15
	at_At1g21430	mips_01_02	"flavin-containing monooxygenases, putative"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g57770 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_07
			mips_01_07_01
			mips_02_11
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At1g62540	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62580	mips_01_02	"similar to flavin-containing monooxygenase form 2 (sp|Q28505); similar to ESTs gb|T88100, gb|R30018, and gb|T23015"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62620	mips_01_02	"similar to flavin-binding monooxygenase (Z71258); similar to ESTs gb|R30018, gb|T23015, and gb|T88100"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63940 -	mips_01_01	"monodehydroascorbate reductase"
			mips_01_02
			mips_01_02_01
			mips_01_07
			mips_01_07_01
			mips_02_08
			mips_02_11
			mips_02_13
			mips_02_13_01
			mips_67_15
	at_At1g65860	mips_02	""
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_63_99
	at_At2g13440 -	mips_03_03_03	"similar to glucose inhibited division protein A from prokaryotes"
	at_At2g29720 -	mips_01_01_10	"Hydroxylase/Oxygenase (CTF2B)"
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07_01
			mips_01_20_33
	at_At2g29990 -	mips_02_11_05	"putative NADH dehydrogenase (ubiquinone oxidoreductase)"
			mips_02_13
	at_At4g29120 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_03
			mips_01_07
	at_At5g11320	mips_02	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_99
	at_At5g22140 -	mips_02_01	"putative protein"
			mips_02_08
			mips_02_16
			mips_02_16_05
			mips_11_01_01
			mips_11_07_07
			mips_63_21
			mips_63_21_05
	at_At5g24160 -	mips_01_05_01_01_09	"squalene monooxygenase 1,2 (squalene epoxidase 1,2) (se 1,2) (sp|O65402)"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_02_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At5g43890	mips_01	"dimethylaniline monooxygenase-like"
			mips_02
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_98
	at_At5g45180	mips_02	"dimethylaniline monooxygenase (N-oxide-forming)-like protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g54770 -	mips_01_07	"thiazole biosynthetic enzyme precursor (ARA6) (sp|Q38814)"
			mips_01_07_99
			mips_03
			mips_03_01
			mips_03_01_05
			mips_03_01_05_01
	at_At5g67030 -	mips_01_01	"zeaxanthin epoxidase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_01_20_33
			mips_67_15
	Validation Accuracy: 9/20 (45.00%)
	Validation Frequency class 'mips_47_03': 114/2239 (5.09%)

	Evaluation on propertest data (3463 items):
	at_At1g04610	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g12130	mips_01_01_99	"hypothetical protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12160	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g50450 -	mips_01_05_01_03_02	"unknown protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20_35
			mips_01_20_35_01
			mips_30_34
	at_At1g62560	mips_01_01_99	"similar to flavin-containing monooxygenase (sp|P36366); similar to ESTs gb|R30018, gb|H36886, gb|N37822, and gb|T88100"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63370	mips_01_02_01	"flavin-binding monooxygenase, putative"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g74470 -	mips_01_05_01_01_09	"geranylgeranyl reductase"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_02_11
			mips_02_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_67_15
	at_At2g17420 -	mips_01_02_01	"putative thioredoxin reductase"
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_11_01_01
			mips_63_21
			mips_63_21_05
	at_At2g35660 -	mips_01_01	"CTF2A"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_07_01
			mips_01_20_33
			mips_02_11
			mips_67_15
	at_At2g41680 -	mips_01_02	"putative thioredoxin reductase"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_13_01
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_05
	at_At3g09940 -	mips_01_07	"putative monodehydroascorbate reductase (NADH)"
			mips_02_08
			mips_67
			mips_67_15
	at_At3g10370 -	mips_02	"putative glycerol-3-phosphate dehydrogenase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
			mips_02_11
			mips_40_16
			mips_63_17_01
			mips_67
			mips_67_15
	at_At3g44190 -	mips_01	"unknown protein"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_02_01
			mips_02_10
			mips_02_11
			mips_11
			mips_11_01
			mips_11_07
			mips_13
			mips_13_11
			mips_40
			mips_40_03
			mips_63
			mips_63_17
			mips_63_17_09
			mips_63_21
			mips_63_21_05
			mips_67
			mips_67_15
			mips_99
	at_At4g05020 -	mips_02_08	"unknown protein"
			mips_02_13
	at_At4g14210 -	mips_01_07_01	"phytoene dehydrogenase precursor (phytoene desaturase)"
			mips_01_20_13
			mips_01_20_17_03
			mips_01_20_50
			mips_13_03
			mips_13_03_01
			mips_30_26
			mips_30_26_03
	at_At4g28220 -	mips_02_08	"putative NADH dehydrogenase"
			mips_02_11
			mips_02_13
			mips_67_15
	at_At4g29720 -	mips_02_11	"unknown protein"
	at_At4g32540	mips_01_07	"dimethylaniline monooxygenase - like protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g35460 -	mips_01_02	"thioredoxin reductase (NADPH) 2"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_63_21
			mips_63_21_05
	at_At5g05320 -	mips_01_01_10_05	"monooxygenase"
			mips_01_01_10_05_07
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_33
			mips_67_15
	at_At5g08740 -	mips_02_13	"NADH dehydrogenase-like protein"
			mips_13_01
			mips_40_26
			mips_40_26_03
	at_At5g14220 -	mips_01_07_01	"protoporphyrinogen IX oxidase"
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At5g18660 -	mips_01_05_01_01_01	"unknown protein"
			mips_01_05_99
			mips_02_01
	at_At5g24140 -	mips_02	"squalene monooxygenase 2 (squalene epoxidase 2) (SE 2) (sp|O65403)"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_63_01
			mips_67
			mips_67_15
	at_At5g25620	mips_01_07	"unknown protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g53460 -	mips_01_01	"NADH-dependent glutamate synthase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_03
			mips_01_02
			mips_01_02_01
			mips_01_03_04
			mips_01_03_04_01
			mips_02_11
			mips_67_15
	at_At5g61290	mips_01_01	"putative protein"
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g67290	mips_01_01_01_11	"unknown protein"
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10
			mips_01_01_10_05
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_48
			mips_63_11
			mips_63_21
			mips_63_21_05
	Propertest Accuracy: 9/28 (32.14%)
	Propertest Frequency class 'mips_47_03': 191/3463 (5.52%)

	New (unknown) data (2239 items):
	at_At1g56000 -	no entry	null
	at_At4g16410 -	no entry	null
	at_At4g19380 -	no entry	null
	at_At5g57030 -	no entry	null
	at_At1g03990 -	no entry	null
	at_At1g55980 -	no entry	null
	at_At2g32640 -	no entry	null
	at_At3g10230 -	no entry	null
	at_At4g28570 -	no entry	null
	at_At4g30720 -	no entry	null
	at_At5g39940 -	no entry	null


------------------
Rule 378
	b > 0.02
	d.120 <= 2e-23
	->  class mips_02_11 "electron transport and membrane-associated energy conservation"

	Evaluation on training data (4488 items):
	at_At1g26340	mips_01_06_99	"cytochrome b5 like protein"
			mips_02_11_05
	at_At1g60660	mips_02_11_05	"Putative Cytochrome B5"
			mips_67_15
	at_At5g09680	mips_02_11	"putative protein"
			mips_13_11_03
			mips_13_11_03_05
			mips_48
			mips_67_15
	at_At5g48810	mips_02	"cytochrome b5 (dbj|BAA74840.1)"
			mips_01_06
			mips_01_06_01
			mips_02_11
			mips_02_11_05
			mips_40_16
			mips_67_04
			mips_67_15
	Training Accuracy: 4/4 (100.00%)
	Training Frequency class 'mips_02_11': 129/4488 (2.87%)

	Evaluation on validation data (2239 items):
	at_At2g32720	mips_02_11_05	"putative cytochrome b5"
			mips_02_13
	at_At2g46650	mips_01_06_01	"putative cytochrome b5"
			mips_02_11
			mips_02_11_05
			mips_67_04
			mips_67_15
	at_At5g53560	mips_01_06_01	"cytochrome b5 (dbj|BAA74839.1)"
			mips_01_06_99
			mips_02_11
			mips_67_04
			mips_67_15
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_02_11': 62/2239 (2.77%)

	Evaluation on propertest data (3463 items):
	Propertest Accuracy: 0/0 (0.00%)
	Propertest Frequency class 'mips_02_11': 105/3463 (2.77%)

	New (unknown) data (2239 items):


------------------
Rule 327
	c.3 <= 0.0062
	->  class mips_02_11 "electron transport and membrane-associated energy conservation"

	Evaluation on training data (4488 items):
	at_At1g06820 -	mips_01_03_04	"unknown protein"
			mips_01_20_13
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_30_26
			mips_30_26_03
			mips_67_15
	at_At1g12140	mips_02	"hypothetical protein"
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_40_16
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g12200 -	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g19250	mips_01_01	"hypothetical protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g24340 -	mips_01	"hypothetical protein"
			mips_01_01
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_01_20_33
			mips_11
			mips_11_05
			mips_11_05_01
			mips_11_07
			mips_11_07_03
			mips_40_03
			mips_67
			mips_67_15
			mips_98
	at_At1g48030	mips_01_01	"lipoamide dehydrogenase precursor"
			mips_01_01_01
			mips_02_01
			mips_02_08
			mips_02_10
			mips_02_11
			mips_11_07
			mips_67_15
	at_At1g48910 -	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_07
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g58440 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
	at_At1g61270 -	mips_01_01_07	"amino acid permease"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g62570	mips_01_02	"similar to glutamate synthase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g62600 -	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g62830 -	mips_01_20_17_03	"flavin-containing amine oxidase"
			mips_01_20_50
			mips_13_03
			mips_13_03_01
	at_At1g63340 -	mips_01_01_99	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63390 -	mips_01_01_99	"unknown protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g72970	mips_02_11	"putative protein"
			mips_67_15
	at_At2g20800	mips_02_11_05	"putative NADH-ubiquinone oxireductase"
			mips_02_13
			mips_02_13_03
	at_At2g22830	mips_02	"putative squalene epoxidase"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At2g33230	mips_01_02	"putative flavin-containing monooxygenase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g43400 -	mips_01_06_01_05	"putative electron transfer flavoprotein ubiquinone oxidoreductase"
			mips_01_06_01_07
			mips_02_13
			mips_02_25
			mips_40_26
			mips_40_26_03
	at_At2g44100 -	mips_08_07	"GDP dissociation inhibitor"
			mips_08_16
			mips_13_03
			mips_13_03_01
			mips_40_09
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_03
			mips_62_02_05
	at_At3g09580	mips_02	"putative oxidoreductase"
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_30
			mips_30_26
			mips_30_26_03
			mips_40_03
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At3g13682 -	mips_01_20_17_03	"hypothetical protein"
			mips_01_20_50
	at_At3g24200	mips_02	"monooxygenase, putatve"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_07_01
			mips_02_11
			mips_40_07
			mips_40_16
			mips_40_99
			mips_67_15
	at_At3g25530 -	mips_01_01_01_15	"putative protein"
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
	at_At3g27820 -	mips_01_02_01	"putative cytosolic monodehydroascorbate reductase"
			mips_01_07
			mips_02_08
			mips_02_13
			mips_02_13_01
			mips_67_15
	at_At3g30390 -	mips_01_01	"unknown protein"
			mips_01_01_07
			mips_08
			mips_08_99
			mips_13_03
			mips_13_03_01
			mips_40_02
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	at_At3g52880 -	mips_01_07_01	"monodehydroascorbate reductase (NADH) - like protein"
			mips_02_08
	at_At3g59920 -	mips_06_04	"Rab GDP dissociation inhibitor"
			mips_08_16
			mips_10_01
			mips_10_01_01
			mips_13
			mips_13_03_01
			mips_40_09
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_03
			mips_62_02_05
	at_At4g01690 -	mips_01_07_01	"protoporphyrinogen oxidase"
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At4g15760 -	mips_01_01	"hypothetical protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_33
			mips_67_15
	at_At4g16310 -	mips_01_20_17_03	"hypothetical protein"
			mips_01_20_50
			mips_13_03
			mips_13_03_01
	at_At4g21490	mips_02_08	"NADH dehydrogenase like protein"
			mips_02_11
			mips_02_13
			mips_67_15
	at_At4g28720	mips_01_07	"putative protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g32360	mips_01_01	"MFDR (AtMFDR)"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_02_11
			mips_02_11_05
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At4g37760 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
	at_At4g38540 -	mips_01_01_10	"monooxygenase 2 (MO2)"
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_07_01
			mips_01_20_33
	at_At5g03630	mips_01_01	"monodehydroascorbate reductase (NADH) - like protein"
			mips_01_07
			mips_01_07_01
			mips_02_08
			mips_02_11
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At5g07800	mips_01_01	"dimethylaniline monooxygenase-like protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g09550 -	mips_08_16	"GDP dissociation inhibitor"
			mips_13_03
			mips_13_03_01
			mips_40_09
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_03
			mips_62_02_05
	at_At5g11330 -	mips_01_07	"putative protein"
	at_At5g14760 -	mips_01_05	"L-aspartate oxidase -like protein"
			mips_02_10
			mips_02_13
			mips_67
			mips_67_15
	at_At5g19180 -	mips_03_01_03	"putative ubiquitin activating enzyme E1 (ECR1)"
			mips_06_07_07
			mips_06_13_01
	at_At5g24150	mips_01_05_01_01_09	"squalene monooxygenase"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_02_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At5g48440 -	mips_01_01_01_11	"putative protein"
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10_05
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_48
			mips_63_11
			mips_63_21
			mips_63_21_05
	at_At5g51950	mips_02_11	"unknown protein"
			mips_67_15
	at_At5g63910 -	mips_01_20	"unknown protein"
			mips_01_20_17
			mips_01_20_50
			mips_06_13
			mips_40_25
	at_At5g66760 -	mips_02_10	"succinate dehydrogenase flavoprotein alpha subunit (emb|CAA05025.1)"
			mips_02_13
			mips_02_13_03
			mips_67_15
	Training Accuracy: 17/47 (36.17%)
	Training Frequency class 'mips_02_11': 129/4488 (2.87%)

	Evaluation on validation data (2239 items):
	at_At1g04180	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g07180	mips_02_11_05	"unknown protein"
			mips_02_13
			mips_67_15
	at_At1g21430 -	mips_01_02	"flavin-containing monooxygenases, putative"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g57770	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_07
			mips_01_07_01
			mips_02_11
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At1g62540 -	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62580 -	mips_01_02	"similar to flavin-containing monooxygenase form 2 (sp|Q28505); similar to ESTs gb|T88100, gb|R30018, and gb|T23015"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62620	mips_01_02	"similar to flavin-binding monooxygenase (Z71258); similar to ESTs gb|R30018, gb|T23015, and gb|T88100"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63940	mips_01_01	"monodehydroascorbate reductase"
			mips_01_02
			mips_01_02_01
			mips_01_07
			mips_01_07_01
			mips_02_08
			mips_02_11
			mips_02_13
			mips_02_13_01
			mips_67_15
	at_At1g65860	mips_02	""
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_63_99
	at_At2g13440 -	mips_03_03_03	"similar to glucose inhibited division protein A from prokaryotes"
	at_At2g24580 -	mips_01_01_01_11	"putative sarcosine oxidase"
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_03_05
			mips_01_01_10_05
			mips_40_19
			mips_43
			mips_43_03
			mips_43_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_48
			mips_63_11
			mips_63_21
			mips_63_21_05
	at_At2g29720 -	mips_01_01_10	"Hydroxylase/Oxygenase (CTF2B)"
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07_01
			mips_01_20_33
	at_At2g29990	mips_02_11_05	"putative NADH dehydrogenase (ubiquinone oxidoreductase)"
			mips_02_13
	at_At3g16950 -	mips_20_07	"dihydrolipoamide dehydrogenase lpd1"
			mips_20_07_05
			mips_20_07_07
			mips_20_25_16_01
			mips_20_25_16_01_03
			mips_20_25_16_01_05
			mips_30_03
			mips_30_16
			mips_35_03_03
			mips_62_01_99
			mips_62_02_99
			mips_63_02
			mips_63_21
			mips_63_21_05
	at_At3g17240	mips_01_01	"lipoamide dehydrogenase precursor"
			mips_01_01_01
			mips_02
			mips_01_05_01
			mips_02_01
			mips_02_08
			mips_02_10
			mips_02_11
			mips_11_07
			mips_40_16
			mips_67_15
	at_At3g24170	mips_02_11	"glutathione reductase, cytosolic"
			mips_11_07
			mips_13_01
			mips_40_26
			mips_40_26_03
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At3g54660	mips_02_11	"Gluthatione reductase, chloroplast precursor"
			mips_40_26
			mips_40_26_03
			mips_63_17_09
			mips_67_15
	at_At4g29120 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_03
			mips_01_07
	at_At5g11320	mips_02	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_99
	at_At5g13700	mips_01	"polyamine oxidase"
			mips_02
			mips_01_20
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_02_11
			mips_10
			mips_13
			mips_13_03
			mips_13_03_01
			mips_20
			mips_40
			mips_40_16
			mips_67
			mips_67_15
			mips_99
	at_At5g22140 -	mips_02_01	"putative protein"
			mips_02_08
			mips_02_16
			mips_02_16_05
			mips_11_01_01
			mips_11_07_07
			mips_63_21
			mips_63_21_05
	at_At5g24160	mips_01_05_01_01_09	"squalene monooxygenase 1,2 (squalene epoxidase 1,2) (se 1,2) (sp|O65402)"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_02_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At5g43890	mips_01	"dimethylaniline monooxygenase-like"
			mips_02
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_98
	at_At5g45180	mips_02	"dimethylaniline monooxygenase (N-oxide-forming)-like protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g54770 -	mips_01_07	"thiazole biosynthetic enzyme precursor (ARA6) (sp|Q38814)"
			mips_01_07_99
			mips_03
			mips_03_01
			mips_03_01_05
			mips_03_01_05_01
	at_At5g67030 -	mips_01_01	"zeaxanthin epoxidase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_01_20_33
			mips_67_15
	Validation Accuracy: 15/26 (57.69%)
	Validation Frequency class 'mips_02_11': 62/2239 (2.77%)

	Evaluation on propertest data (3463 items):
	at_At1g04610	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g12130	mips_01_01_99	"hypothetical protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12160 -	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12570 -	mips_02_13	"unknown protein"
	at_At1g50450 -	mips_01_05_01_03_02	"unknown protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20_35
			mips_01_20_35_01
			mips_30_34
	at_At1g62560 -	mips_01_01_99	"similar to flavin-containing monooxygenase (sp|P36366); similar to ESTs gb|R30018, gb|H36886, gb|N37822, and gb|T88100"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63370 -	mips_01_02_01	"flavin-binding monooxygenase, putative"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g65840 -	mips_01_20_17_03	"polyamine oxidase, putative"
			mips_01_20_50
			mips_10
			mips_13_03
			mips_13_03_01
	at_At1g73050 -	mips_67_15	"hypothetical protein"
	at_At1g74470	mips_01_05_01_01_09	"geranylgeranyl reductase"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_02_11
			mips_02_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_67_15
	at_At2g17420 -	mips_01_02_01	"putative thioredoxin reductase"
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_11_01_01
			mips_63_21
			mips_63_21_05
	at_At2g18450	mips_02_10	"putative succinate dehydrogenase flavoprotein subunit"
			mips_02_11
			mips_02_13
			mips_02_13_03
			mips_67_15
	at_At2g35660	mips_01_01	"CTF2A"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_07_01
			mips_01_20_33
			mips_02_11
			mips_67_15
	at_At2g41680 -	mips_01_02	"putative thioredoxin reductase"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_13_01
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_05
	at_At2g43020	mips_02	"putative amine oxidase"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_02_11
			mips_13
			mips_13_03
			mips_13_03_01
			mips_20
			mips_40_16
			mips_67
			mips_67_15
	at_At3g09940 -	mips_01_07	"putative monodehydroascorbate reductase (NADH)"
			mips_02_08
			mips_67
			mips_67_15
	at_At3g10370	mips_02	"putative glycerol-3-phosphate dehydrogenase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
			mips_02_11
			mips_40_16
			mips_63_17_01
			mips_67
			mips_67_15
	at_At3g10390 -	mips_01_20_17_03	"hypothetical protein"
			mips_01_20_50
			mips_10
			mips_13
			mips_13_03
			mips_13_03_01
	at_At3g44190	mips_01	"unknown protein"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_02_01
			mips_02_10
			mips_02_11
			mips_11
			mips_11_01
			mips_11_07
			mips_13
			mips_13_11
			mips_40
			mips_40_03
			mips_63
			mips_63_17
			mips_63_17_09
			mips_63_21
			mips_63_21_05
			mips_67
			mips_67_15
			mips_99
	at_At3g59050 -	mips_01_20_17_03	"unknown protein"
			mips_01_20_50
	at_At4g05020 -	mips_02_08	"unknown protein"
			mips_02_13
	at_At4g14210 -	mips_01_07_01	"phytoene dehydrogenase precursor (phytoene desaturase)"
			mips_01_20_13
			mips_01_20_17_03
			mips_01_20_50
			mips_13_03
			mips_13_03_01
			mips_30_26
			mips_30_26_03
	at_At4g28220	mips_02_08	"putative NADH dehydrogenase"
			mips_02_11
			mips_02_13
			mips_67_15
	at_At4g29720	mips_02_11	"unknown protein"
	at_At4g32540	mips_01_07	"dimethylaniline monooxygenase - like protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g35460 -	mips_01_02	"thioredoxin reductase (NADPH) 2"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_63_21
			mips_63_21_05
	at_At5g05320 -	mips_01_01_10_05	"monooxygenase"
			mips_01_01_10_05_07
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_33
			mips_67_15
	at_At5g08740 -	mips_02_13	"NADH dehydrogenase-like protein"
			mips_13_01
			mips_40_26
			mips_40_26_03
	at_At5g14220 -	mips_01_07_01	"protoporphyrinogen IX oxidase"
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At5g18660 -	mips_01_05_01_01_01	"unknown protein"
			mips_01_05_99
			mips_02_01
	at_At5g24140	mips_02	"squalene monooxygenase 2 (squalene epoxidase 2) (SE 2) (sp|O65403)"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_63_01
			mips_67
			mips_67_15
	at_At5g25620	mips_01_07	"unknown protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g53460	mips_01_01	"NADH-dependent glutamate synthase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_03
			mips_01_02
			mips_01_02_01
			mips_01_03_04
			mips_01_03_04_01
			mips_02_11
			mips_67_15
	at_At5g61290	mips_01_01	"putative protein"
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g67290 -	mips_01_01_01_11	"unknown protein"
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10
			mips_01_01_10_05
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_48
			mips_63_11
			mips_63_21
			mips_63_21_05
	Propertest Accuracy: 15/35 (42.86%)
	Propertest Frequency class 'mips_02_11': 105/3463 (3.03%)

	New (unknown) data (2239 items):
	at_At1g14190 -	no entry	null
	at_At1g56000 -	no entry	null
	at_At3g56060 -	no entry	null
	at_At4g16410 -	no entry	null
	at_At4g19380 -	no entry	null
	at_At5g57030 -	no entry	null
	at_At1g03990 -	no entry	null
	at_At1g55980 -	no entry	null
	at_At2g32640 -	no entry	null
	at_At3g10230 -	no entry	null
	at_At4g28570 -	no entry	null
	at_At4g30720 -	no entry	null
	at_At5g06180 -	no entry	null
	at_At5g39940 -	no entry	null
	at_At5g51930 -	no entry	null


------------------
Rule 39
	a.93.1 <= 1.9e-38
	->  class mips_11_07 "detoxification"

	Evaluation on training data (4488 items):
	at_At1g71695 -	mips_01_20_35	"peroxidase ATP4a"
			mips_01_20_35_01
	at_At2g18140	mips_11	"putative peroxidase"
			mips_11_05
			mips_11_07
	at_At3g09640	mips_01_01_99	"putative ascorbate peroxidase"
			mips_11_07_03
	at_At3g28200 -	mips_01_20_35_01	"peroxidase like protein"
	at_At3g50990	mips_11_07_99	"peroxidase-like protein"
	at_At4g09010	mips_01_20	"unknown protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_11_05
			mips_11_07
	at_At4g16270	mips_11_07	"peroxidase like protein"
	at_At4g17690	mips_01_20_35	"peroxidase like protein"
			mips_01_20_35_01
			mips_11_07
	at_At4g26010	mips_11	"peroxidase like protein"
			mips_11_05
			mips_11_07
	at_At4g35000	mips_01_01_99	"L-ascorbate peroxidase"
			mips_11_07_03
	at_At5g15180	mips_11	"prx10 peroxidase - like protein"
			mips_11_05
			mips_11_07
			mips_11_07_99
	at_At5g24070	mips_11	"peroxidase-like protein"
			mips_11_05
			mips_11_07
			mips_98
	at_At5g39580	mips_11	"peroxidase ATP24a"
			mips_11_05
			mips_11_07
			mips_98
	at_At5g47000 -	mips_01_20_35	"peroxidase"
			mips_01_20_35_01
	at_At5g51890	mips_11_05	"peroxidase"
			mips_11_07
	at_At5g58390	mips_11_05	"peroxidase"
			mips_11_07
	at_At5g66390	mips_11_07	"peroxidase (emb|CAA66964.1)"
	Training Accuracy: 14/17 (82.35%)
	Training Frequency class 'mips_11_07': 206/4488 (4.59%)

	Evaluation on validation data (2239 items):
	at_At2g41480	mips_11_05	"putative peroxidase"
			mips_11_07
	at_At3g21770	mips_11_07_99	"putative peroxidase"
	at_At4g08390	mips_01_01_99	"stromal ascorbate peroxidase"
			mips_11_07_03
			mips_40_26
			mips_40_26_03
	at_At4g31760	mips_11_07	"peroxidase - like protein"
	at_At4g32320	mips_01_01_99	"L-ascorbate peroxidase - like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_11_07_03
			mips_40_26
			mips_40_26_03
	at_At5g06720	mips_11_05	"peroxidase (emb|CAA68212.1)"
			mips_11_07
	at_At5g22410	mips_11_07	"peroxidase ATP14a homolog"
			mips_11_07_99
	Validation Accuracy: 7/7 (100.00%)
	Validation Frequency class 'mips_11_07': 116/2239 (5.18%)

	Evaluation on propertest data (3463 items):
	at_At1g05240	mips_11_07_99	"putative peroxidase ATP12a"
	at_At1g05250	mips_11_07	"putative peroxidase ATP12a"
			mips_11_07_99
	at_At1g05260	mips_11_07	"putative peroxidase"
			mips_11_07_99
	at_At1g14550	mips_11_07	"peroxidase, putative"
	at_At1g49570	mips_11_07	"peroxidase, putative"
	at_At1g68850	mips_11_07	"peroxidase ATP23a"
	at_At1g73680	mips_11_07	"feebly-like protein"
			mips_11_07_07
			mips_14_04_09
			mips_14_04_09_01
			mips_20_25
			mips_40_25
			mips_40_27
	at_At1g77490 -	mips_40_26	"thylakoid-bound ascorbate peroxidase"
			mips_40_26_03
	at_At2g18150	mips_11_07	"putative peroxidase"
	at_At3g17070	mips_11	"peroxidase, putative"
			mips_11_05
			mips_11_07
	at_At3g49120 -	mips_11_05	"peroxidase"
			mips_98
	at_At4g35970	mips_01_01_99	"putative ascorbate peroxidase"
			mips_11_07_03
			mips_40_26
			mips_40_26_03
	at_At4g36430	mips_11_07	"peroxidase like protein"
	at_At5g40150 -	mips_11_05	"peroxidase ATP26a"
	at_At5g42180	mips_11_05	"peroxidase (emb|CAA66960.1)"
			mips_11_07
	at_At5g64110	mips_11_07	"peroxidase ATP3a homolog"
			mips_11_07_99
	at_At5g64120	mips_11_07_99	"peroxidase (emb|CAA67551.1)"
	Propertest Accuracy: 14/17 (82.35%)
	Propertest Frequency class 'mips_11_07': 182/3463 (5.26%)

	New (unknown) data (2239 items):
	at_At1g14540 -	no entry	null
	at_At1g24110 -	no entry	null
	at_At1g34510 -	no entry	null
	at_At1g44970 -	no entry	null
	at_At2g22420 -	no entry	null
	at_At2g37130 -	no entry	null
	at_At2g39040 -	no entry	null
	at_At3g49110 -	no entry	null
	at_At4g11290 -	no entry	null
	at_At4g21960 -	no entry	null
	at_At5g64100 -	no entry	null
	at_At1g30870 -	no entry	null
	at_At1g77100 -	no entry	null
	at_At2g35380 -	no entry	null
	at_At2g38380 -	no entry	null
	at_At2g38390 -	no entry	null
	at_At2g43480 -	no entry	null
	at_At3g49960 -	no entry	null
	at_At4g08770 -	no entry	null
	at_At4g08780 -	no entry	null
	at_At4g30170 -	no entry	null
	at_At4g37530 -	no entry	null
	at_At5g05340 -	no entry	null
	at_At5g06730 -	no entry	null
	at_At5g17820 -	no entry	null
	at_At5g19880 -	no entry	null
	at_At5g19890 -	no entry	null
	at_At5g58400 -	no entry	null
	at_At5g67400 -	no entry	null
	at_At1g34330 -	no entry	null
	at_At2g18980 -	no entry	null
	at_At2g24800 -	no entry	null
	at_At2g34060 -	no entry	null
	at_At3g32980 -	no entry	null
	at_At4g25980 -	no entry	null
	at_At4g33420 -	no entry	null
	at_At4g33870 -	no entry	null
	at_At4g37520 -	no entry	null
	at_At5g14130 -	no entry	null


------------------
Rule 461
	c.3 <= 0.0014
	d.16 > 3.9e-19
	d.168.1 > 4.4e-39
	->  class mips_11_07 "detoxification"

	Evaluation on training data (4488 items):
	at_At1g06820 -	mips_01_03_04	"unknown protein"
			mips_01_20_13
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_30_26
			mips_30_26_03
			mips_67_15
	at_At1g12140	mips_02	"hypothetical protein"
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_40_16
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g12200	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g19250	mips_01_01	"hypothetical protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g24340	mips_01	"hypothetical protein"
			mips_01_01
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_01_20_33
			mips_11
			mips_11_05
			mips_11_05_01
			mips_11_07
			mips_11_07_03
			mips_40_03
			mips_67
			mips_67_15
			mips_98
	at_At1g48030	mips_01_01	"lipoamide dehydrogenase precursor"
			mips_01_01_01
			mips_02_01
			mips_02_08
			mips_02_10
			mips_02_11
			mips_11_07
			mips_67_15
	at_At1g48910	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_07
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g58440 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
	at_At1g62570	mips_01_02	"similar to glutamate synthase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g62600	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g63340	mips_01_01_99	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63390	mips_01_01_99	"unknown protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g20800 -	mips_02_11_05	"putative NADH-ubiquinone oxireductase"
			mips_02_13
			mips_02_13_03
	at_At2g22830 -	mips_02	"putative squalene epoxidase"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At2g33230	mips_01_02	"putative flavin-containing monooxygenase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At2g43400 -	mips_01_06_01_05	"putative electron transfer flavoprotein ubiquinone oxidoreductase"
			mips_01_06_01_07
			mips_02_13
			mips_02_25
			mips_40_26
			mips_40_26_03
	at_At3g09580 -	mips_02	"putative oxidoreductase"
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_30
			mips_30_26
			mips_30_26_03
			mips_40_03
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At3g24200 -	mips_02	"monooxygenase, putatve"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_07_01
			mips_02_11
			mips_40_07
			mips_40_16
			mips_40_99
			mips_67_15
	at_At3g25530 -	mips_01_01_01_15	"putative protein"
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
	at_At3g27820 -	mips_01_02_01	"putative cytosolic monodehydroascorbate reductase"
			mips_01_07
			mips_02_08
			mips_02_13
			mips_02_13_01
			mips_67_15
	at_At3g52880 -	mips_01_07_01	"monodehydroascorbate reductase (NADH) - like protein"
			mips_02_08
	at_At4g01690 -	mips_01_07_01	"protoporphyrinogen oxidase"
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At4g15760 -	mips_01_01	"hypothetical protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_33
			mips_67_15
	at_At4g21490 -	mips_02_08	"NADH dehydrogenase like protein"
			mips_02_11
			mips_02_13
			mips_67_15
	at_At4g28720	mips_01_07	"putative protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g32360 -	mips_01_01	"MFDR (AtMFDR)"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_02_11
			mips_02_11_05
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At4g37760 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
	at_At4g38540 -	mips_01_01_10	"monooxygenase 2 (MO2)"
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_07_01
			mips_01_20_33
	at_At5g03630 -	mips_01_01	"monodehydroascorbate reductase (NADH) - like protein"
			mips_01_07
			mips_01_07_01
			mips_02_08
			mips_02_11
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At5g07800	mips_01_01	"dimethylaniline monooxygenase-like protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g11330 -	mips_01_07	"putative protein"
	at_At5g19180 -	mips_03_01_03	"putative ubiquitin activating enzyme E1 (ECR1)"
			mips_06_07_07
			mips_06_13_01
	at_At5g24150 -	mips_01_05_01_01_09	"squalene monooxygenase"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_02_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At5g48440 -	mips_01_01_01_11	"putative protein"
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10_05
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_48
			mips_63_11
			mips_63_21
			mips_63_21_05
	at_At5g63910 -	mips_01_20	"unknown protein"
			mips_01_20_17
			mips_01_20_50
			mips_06_13
			mips_40_25
	Training Accuracy: 13/35 (37.14%)
	Training Frequency class 'mips_11_07': 206/4488 (4.59%)

	Evaluation on validation data (2239 items):
	at_At1g04180	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g07180 -	mips_02_11_05	"unknown protein"
			mips_02_13
			mips_67_15
	at_At1g21430	mips_01_02	"flavin-containing monooxygenases, putative"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g57770 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_07
			mips_01_07_01
			mips_02_11
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At1g62540	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62580	mips_01_02	"similar to flavin-containing monooxygenase form 2 (sp|Q28505); similar to ESTs gb|T88100, gb|R30018, and gb|T23015"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g62620	mips_01_02	"similar to flavin-binding monooxygenase (Z71258); similar to ESTs gb|R30018, gb|T23015, and gb|T88100"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63940 -	mips_01_01	"monodehydroascorbate reductase"
			mips_01_02
			mips_01_02_01
			mips_01_07
			mips_01_07_01
			mips_02_08
			mips_02_11
			mips_02_13
			mips_02_13_01
			mips_67_15
	at_At1g65860	mips_02	""
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_63_99
	at_At2g13440 -	mips_03_03_03	"similar to glucose inhibited division protein A from prokaryotes"
	at_At2g29720 -	mips_01_01_10	"Hydroxylase/Oxygenase (CTF2B)"
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07_01
			mips_01_20_33
	at_At2g29990 -	mips_02_11_05	"putative NADH dehydrogenase (ubiquinone oxidoreductase)"
			mips_02_13
	at_At3g16950 -	mips_20_07	"dihydrolipoamide dehydrogenase lpd1"
			mips_20_07_05
			mips_20_07_07
			mips_20_25_16_01
			mips_20_25_16_01_03
			mips_20_25_16_01_05
			mips_30_03
			mips_30_16
			mips_35_03_03
			mips_62_01_99
			mips_62_02_99
			mips_63_02
			mips_63_21
			mips_63_21_05
	at_At3g17240	mips_01_01	"lipoamide dehydrogenase precursor"
			mips_01_01_01
			mips_02
			mips_01_05_01
			mips_02_01
			mips_02_08
			mips_02_10
			mips_02_11
			mips_11_07
			mips_40_16
			mips_67_15
	at_At3g24170	mips_02_11	"glutathione reductase, cytosolic"
			mips_11_07
			mips_13_01
			mips_40_26
			mips_40_26_03
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At3g54660 -	mips_02_11	"Gluthatione reductase, chloroplast precursor"
			mips_40_26
			mips_40_26_03
			mips_63_17_09
			mips_67_15
	at_At4g29120 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_03
			mips_01_07
	at_At5g11320	mips_02	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_99
	at_At5g22140	mips_02_01	"putative protein"
			mips_02_08
			mips_02_16
			mips_02_16_05
			mips_11_01_01
			mips_11_07_07
			mips_63_21
			mips_63_21_05
	at_At5g24160 -	mips_01_05_01_01_09	"squalene monooxygenase 1,2 (squalene epoxidase 1,2) (se 1,2) (sp|O65402)"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_13
			mips_02_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_67_15
	at_At5g43890	mips_01	"dimethylaniline monooxygenase-like"
			mips_02
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_03
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_98
	at_At5g45180	mips_02	"dimethylaniline monooxygenase (N-oxide-forming)-like protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g54770 -	mips_01_07	"thiazole biosynthetic enzyme precursor (ARA6) (sp|Q38814)"
			mips_01_07_99
			mips_03
			mips_03_01
			mips_03_01_05
			mips_03_01_05_01
	at_At5g67030 -	mips_01_01	"zeaxanthin epoxidase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_13
			mips_01_20_33
			mips_67_15
	Validation Accuracy: 12/24 (50.00%)
	Validation Frequency class 'mips_11_07': 116/2239 (5.18%)

	Evaluation on propertest data (3463 items):
	at_At1g04610	mips_01_07	"putative dimethylaniline monooxygenase"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g12130	mips_01_01_99	"hypothetical protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12160	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g50450 -	mips_01_05_01_03_02	"unknown protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20_35
			mips_01_20_35_01
			mips_30_34
	at_At1g62560	mips_01_01_99	"similar to flavin-containing monooxygenase (sp|P36366); similar to ESTs gb|R30018, gb|H36886, gb|N37822, and gb|T88100"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63370	mips_01_02_01	"flavin-binding monooxygenase, putative"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g74470 -	mips_01_05_01_01_09	"geranylgeranyl reductase"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_02_11
			mips_02_13
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_67_15
	at_At2g17420 -	mips_01_02_01	"putative thioredoxin reductase"
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_11_01_01
			mips_63_21
			mips_63_21_05
	at_At2g35660 -	mips_01_01	"CTF2A"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_07
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_07_01
			mips_01_20_33
			mips_02_11
			mips_67_15
	at_At2g41680 -	mips_01_02	"putative thioredoxin reductase"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_13_01
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_05
	at_At3g09940 -	mips_01_07	"putative monodehydroascorbate reductase (NADH)"
			mips_02_08
			mips_67
			mips_67_15
	at_At3g10370 -	mips_02	"putative glycerol-3-phosphate dehydrogenase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
			mips_02_11
			mips_40_16
			mips_63_17_01
			mips_67
			mips_67_15
	at_At3g44190	mips_01	"unknown protein"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_02_01
			mips_02_10
			mips_02_11
			mips_11
			mips_11_01
			mips_11_07
			mips_13
			mips_13_11
			mips_40
			mips_40_03
			mips_63
			mips_63_17
			mips_63_17_09
			mips_63_21
			mips_63_21_05
			mips_67
			mips_67_15
			mips_99
	at_At4g05020 -	mips_02_08	"unknown protein"
			mips_02_13
	at_At4g14210 -	mips_01_07_01	"phytoene dehydrogenase precursor (phytoene desaturase)"
			mips_01_20_13
			mips_01_20_17_03
			mips_01_20_50
			mips_13_03
			mips_13_03_01
			mips_30_26
			mips_30_26_03
	at_At4g28220 -	mips_02_08	"putative NADH dehydrogenase"
			mips_02_11
			mips_02_13
			mips_67_15
	at_At4g29720 -	mips_02_11	"unknown protein"
	at_At4g32540	mips_01_07	"dimethylaniline monooxygenase - like protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g35460 -	mips_01_02	"thioredoxin reductase (NADPH) 2"
			mips_01_02_01
			mips_01_03_04
			mips_01_03_07
			mips_01_20_37
			mips_01_20_37_01
			mips_63_21
			mips_63_21_05
	at_At5g05320 -	mips_01_01_10_05	"monooxygenase"
			mips_01_01_10_05_07
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_33
			mips_67_15
	at_At5g08740 -	mips_02_13	"NADH dehydrogenase-like protein"
			mips_13_01
			mips_40_26
			mips_40_26_03
	at_At5g14220 -	mips_01_07_01	"protoporphyrinogen IX oxidase"
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	at_At5g18660 -	mips_01_05_01_01_01	"unknown protein"
			mips_01_05_99
			mips_02_01
	at_At5g24140 -	mips_02	"squalene monooxygenase 2 (squalene epoxidase 2) (SE 2) (sp|O65403)"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20
			mips_01_20_13
			mips_02_11
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_20
			mips_20_03
			mips_20_07
			mips_20_07_05
			mips_20_07_07
			mips_40_27
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_99
			mips_63_01
			mips_67
			mips_67_15
	at_At5g25620	mips_01_07	"unknown protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g53460 -	mips_01_01	"NADH-dependent glutamate synthase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_03
			mips_01_02
			mips_01_02_01
			mips_01_03_04
			mips_01_03_04_01
			mips_02_11
			mips_67_15
	at_At5g61290	mips_01_01	"putative protein"
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g67290 -	mips_01_01_01_11	"unknown protein"
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10
			mips_01_01_10_05
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_48
			mips_63_11
			mips_63_21
			mips_63_21_05
	Propertest Accuracy: 9/28 (32.14%)
	Propertest Frequency class 'mips_11_07': 182/3463 (5.26%)

	New (unknown) data (2239 items):
	at_At1g56000 -	no entry	null
	at_At4g16410 -	no entry	null
	at_At4g19380 -	no entry	null
	at_At5g57030 -	no entry	null
	at_At1g03990 -	no entry	null
	at_At1g55980 -	no entry	null
	at_At2g32640 -	no entry	null
	at_At3g10230 -	no entry	null
	at_At4g28570 -	no entry	null
	at_At4g30720 -	no entry	null
	at_At5g39940 -	no entry	null


------------------
Rule 144
	b.50.1 <= 3.3e-07
	e.8.1 > 0.0058
	->  class mips_06_13 "proteolytic degradation"

	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: 28/33 (84.85%)
	Training Frequency class 'mips_06_13': 228/4488 (5.08%)

	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: 9/11 (81.82%)
	Validation Frequency class 'mips_06_13': 124/2239 (5.54%)

	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: 19/19 (100.00%)
	Propertest Frequency class 'mips_06_13': 169/3463 (4.88%)

	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 450
	a.118.8 > 0.019
	d.3 <= 0.00032
	->  class mips_06_13 "proteolytic degradation"

	Evaluation on training data (4488 items):
	at_At1g04860 -	mips_06_07_05	"Unknown protein (At1g04860; F13M7.15)"
	at_At1g06260	mips_06_07_11	"cysteine proteinase, putative"
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
	at_At1g09850	mips_06_13_04	"papain-like cysteine peptidase XBCP3"
			mips_06_13_99
	at_At1g23940 -	mips_06_04	"gamma-adaptin, putative"
			mips_13_03
			mips_13_03_01
			mips_40_09
	at_At1g60220	mips_06_07_07	""
			mips_06_07_99
			mips_06_13_99
			mips_25_05_25
	at_At3g06910	mips_06_07_07	"hypothetical protein"
			mips_06_07_99
			mips_06_13_99
			mips_25_05_25
	at_At3g14400	mips_06_07	"unknown protein"
			mips_06_13
	at_At3g19400	mips_06_13_99	"putative cysteine proteinase RD21A precursor"
			mips_20_25_16
	at_At3g20630	mips_06	"de-ubiquitinase, putative, 3' partial"
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_40
	at_At3g49340	mips_06_07_11	"cysteine protease - like protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At4g01610	mips_06_07	"putative cysteine protease"
			mips_06_07_11
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_30_25
			mips_40_25
			mips_43
			mips_43_03
			mips_62
			mips_62_01_05
	at_At4g11310	mips_06_10	"cysteine proteinase-like protein"
			mips_06_13
			mips_06_13_99
	at_At4g11320	mips_06_13_99	"cysteine proteinase like protein"
			mips_08_13
			mips_40_25
	at_At4g17510	mips_06_07_05	"carboxyl-terminal proteinase like protein"
			mips_06_07_11
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_62_01_05
			mips_63_01
	at_At4g23520	mips_06_13_99	"cysteine proteinase - like protein"
	at_At4g24560	mips_06_13_01	"putative protein"
	at_At4g30890	mips_06_13_01	"ubiquitin-specific protease 24 (UBP24)"
	at_At4g31670	mips_06_13	"putative protein"
			mips_25_05
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	at_At4g39090	mips_02_99	"drought-inducible cysteine proteinase RD19A precursor"
			mips_06_07_11
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At5g06600 -	mips_06_07_05	"ubiquitin carboxyl-terminal hydrolase"
			mips_20_25
	at_At5g16630 -	mips_03_01_05_01	"unknown protein"
	at_At5g17080	mips_06_07_11	"putative protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At5g43060	mips_06_07_11	"cysteine protease component of protease-inhibitor complex"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At5g49570	mips_03_01_05	"putative protein"
			mips_06_13_01
	Training Accuracy: 20/24 (83.33%)
	Training Frequency class 'mips_06_13': 228/4488 (5.08%)

	Evaluation on validation data (2239 items):
	at_At1g09730	mips_06_07_07	"unknown protein"
			mips_06_07_99
			mips_06_13_99
			mips_25_05_25
	at_At1g20850	mips_02_99	"putative cysteine proteinase"
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At1g29080	mips_06_13_99	"cysteine proteinase, putative"
			mips_40_25
	at_At1g29110	mips_06_13_99	"cysteine proteinase, putative"
			mips_40_25
	at_At2g27420	mips_06_07_11	"putative cysteine proteinase"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At2g34080	mips_06	"putative cysteine proteinase"
			mips_06_13
			mips_06_13_99
			mips_98
			mips_99
	at_At2g40930 -	mips_06_07_05	"ubiquitin-specific protease (UBP5)"
			mips_06_07_07
			mips_11_05_05
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_99
	at_At3g45310	mips_06_07_11	"cysteine protease-like protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At3g47900	mips_03	"putative protein"
			mips_06
			mips_06_07
			mips_06_07_05
			mips_06_13
	at_At3g48350	mips_06_13	"cysteine endopeptidase precursor - like protein"
			mips_06_13_99
			mips_40_25
	at_At4g00690	mips_06_07_07	"hypothetical protein"
			mips_06_07_99
			mips_06_13_99
			mips_25_05_25
	at_At4g16190	mips_02_99	"cysteine proteinase like protein"
			mips_06_13_04
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At4g33620	mips_06_07_07	"putative protein"
			mips_06_07_99
			mips_06_13_99
			mips_25_05_25
	at_At5g10790 -	mips_25_05_13	"ubiquitin specific protease -like protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g17140	mips_06_07_11	"putative protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_30_25
			mips_40_25
			mips_43
			mips_43_03
			mips_62_01
			mips_62_01_05
	at_At5g45890	mips_06_07_11	"senescence-specific cysteine protease"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At5g50260	mips_06	"cysteine endopeptidase"
			mips_06_13
			mips_06_13_99
			mips_40
			mips_40_25
			mips_98
	Validation Accuracy: 15/17 (88.24%)
	Validation Frequency class 'mips_06_13': 124/2239 (5.54%)

	Evaluation on propertest data (3463 items):
	at_At1g03720	mips_06_07_11	"hypothetical protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At1g10570	mips_06_07_07	"putative protein-tyrosine phosphatase 2"
			mips_06_07_99
			mips_06_13_99
			mips_25_05_25
	at_At1g29090	mips_06_07_11	"cysteine proteinase, putative"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At1g32850 -	mips_06_07_05	"hypothetical protein"
			mips_06_07_07
			mips_11_05_05
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_99
	at_At1g65650	mips_06_07_05	"unknown protein (At1g65650)"
			mips_06_13_01
			mips_06_13_01_01
			mips_62_01
			mips_62_01_05
	at_At2g21430	mips_02_99	"putative cysteine proteinase"
			mips_06_13_04
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At2g22160	mips_02	"putative cysteine proteinase"
			mips_02_99
			mips_06_13
			mips_06_13_04
			mips_06_13_99
			mips_08_13
			mips_11
			mips_11_01
			mips_40_25
	at_At2g24640 -	mips_25_05_13	"putative ubiquitin carboxyl terminal hydrolase"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At2g32780	mips_06_13_01	"ubiquitin-specific protease 1 (UBP1)"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g11910	mips_06	"ubiquitin carboxyl-terminal hydrolase like protein"
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_10
			mips_10_05
			mips_20
			mips_20_25
			mips_20_25_16
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_10
			mips_98
	at_At3g19390	mips_06_13_99	"putative cysteine proteinase RD21A precursor"
			mips_40_25
	at_At3g43960	mips_02_99	"cysteine proteinase - like predicted GPI-anchored protein"
			mips_06_13_99
	at_At3g48340	mips_06_07_11	"cysteine endopeptidase - like protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At3g49600 -	mips_06_07_05	"putative protein"
			mips_06_07_99
	at_At3g54940	mips_02_99	"cysteine proteinase precursor-like protein"
			mips_06_10
			mips_06_13_04
			mips_06_13_99
	at_At4g10570 -	mips_06_07_05	"putative protein"
			mips_06_07_07
			mips_11_05_05
			mips_40_10
			mips_62_01
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_99
	at_At4g10590 -	mips_06_07_05	"unknown protein"
			mips_06_07_07
			mips_11_05_05
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_99
	at_At4g15880	mips_06_07_07	"unknown protein"
			mips_06_13
	at_At4g22290	mips_06_13	"putative protein"
			mips_06_13_01
			mips_25_05
	at_At4g22410	mips_06_13_01	"putative protein"
			mips_06_13_01_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At4g35350	mips_06_13	"cysteine proteinase - like protein"
			mips_06_13_99
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_25
	at_At4g36880	mips_06_13_99	"cysteine proteinase"
			mips_08_13
			mips_40_25
	at_At4g39370	mips_06_13_01	"unknown protein"
			mips_13_11_03
			mips_13_11_03_13
			mips_14_04_03
			mips_14_04_03_05
			mips_30_25
			mips_40_07
	at_At5g16310	mips_06	"ubiquitin C-terminal hydrolase-like protein"
			mips_06_07_05
			mips_06_13_01
			mips_06_13_01_01
			mips_40_10
			mips_62_01
			mips_62_01_05
			mips_63_01
	at_At5g22030	mips_06_07_05	"ubiquitin-specific protease 8 (UBP8)"
			mips_06_13_01
	at_At5g46740	mips_06_13_01	"putative protein"
			mips_13_11_03
			mips_13_11_03_13
			mips_14_04_03
			mips_14_04_03_05
			mips_25_05_13
			mips_30_25
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_07
	at_At5g57990	mips_03	"ubiquitin-specific protease 23 (UBP23)"
			mips_06_07
			mips_06_13
	at_At5g60190	mips_06_07_07	"putative protein"
			mips_06_07_99
			mips_06_13_99
			mips_25_05_25
	at_At5g60360	mips_06_07_11	"AALP protein"
			mips_06_10
			mips_06_13_04
			mips_06_13_04_01
			mips_08_13
			mips_40_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
	Propertest Accuracy: 24/29 (82.76%)
	Propertest Frequency class 'mips_06_13': 169/3463 (4.88%)

	New (unknown) data (2239 items):
	at_At1g02300 -	no entry	null
	at_At1g08740 -	no entry	null
	at_At1g21030 -	no entry	null
	at_At1g27780 -	no entry	null
	at_At1g44880 -	no entry	null
	at_At1g48180 -	no entry	null
	at_At1g51670 -	no entry	null
	at_At1g51710 -	no entry	null
	at_At1g65130 -	no entry	null
	at_At1g65140 -	no entry	null
	at_At1g65170 -	no entry	null
	at_At1g65200 -	no entry	null
	at_At2g06860 -	no entry	null
	at_At2g14010 -	no entry	null
	at_At2g14130 -	no entry	null
	at_At2g24930 -	no entry	null
	at_At2g27620 -	no entry	null
	at_At2g29240 -	no entry	null
	at_At3g21280 -	no entry	null
	at_At3g30440 -	no entry	null
	at_At3g42580 -	no entry	null
	at_At3g42910 -	no entry	null
	at_At4g04530 -	no entry	null
	at_At4g07580 -	no entry	null
	at_At4g08430 -	no entry	null
	at_At4g19310 -	no entry	null
	at_At5g05060 -	no entry	null
	at_At5g20750 -	no entry	null
	at_At5g34900 -	no entry	null
	at_At5g36860 -	no entry	null
	at_At5g44890 -	no entry	null
	at_At5g65450 -	no entry	null
	at_At1g17110 -	no entry	null
	at_At1g22080 -	no entry	null
	at_At1g32840 -	no entry	null
	at_At1g35650 -	no entry	null
	at_At1g37020 -	no entry	null
	at_At1g43300 -	no entry	null
	at_At1g52020 -	mips_99	""
	at_At1g55350 -	mips_48	"putative n-calpain-1 large subunit (At1g55350)"
	at_At1g65160 -	no entry	null
	at_At2g02210 -	no entry	null
	at_At2g04980 -	mips_99	"putative protein on transposon FARE2.9"
	at_At2g05450 -	no entry	null
	at_At2g07240 -	mips_99	"hypothetical protein"
	at_At2g10350 -	no entry	null
	at_At2g11480 -	no entry	null
	at_At2g15140 -	no entry	null
	at_At2g15190 -	no entry	null
	at_At2g22310 -	no entry	null
	at_At3g09170 -	no entry	null
	at_At3g24390 -	no entry	null
	at_At3g42690 -	no entry	null
	at_At3g42730 -	no entry	null
	at_At3g43460 -	no entry	null
	at_At3g44500 -	no entry	null
	at_At3g47260 -	no entry	null
	at_At3g48480 -	no entry	null
	at_At4g03300 -	no entry	null
	at_At4g03970 -	no entry	null
	at_At4g04010 -	no entry	null
	at_At4g04130 -	no entry	null
	at_At4g04390 -	no entry	null
	at_At4g05280 -	no entry	null
	at_At4g08340 -	no entry	null
	at_At4g08880 -	no entry	null
	at_At4g29760 -	no entry	null
	at_At4g29770 -	no entry	null
	at_At4g39910 -	no entry	null
	at_At5g05050 -	no entry	null
	at_At5g34990 -	no entry	null
	at_At5g36030 -	no entry	null
	at_At1g34610 -	no entry	null
	at_At1g34740 -	no entry	null
	at_At1g35110 -	no entry	null
	at_At1g45090 -	no entry	null
	at_At2g06430 -	no entry	null
	at_At2g12100 -	no entry	null
	at_At2g16180 -	no entry	null
	at_At2g27640 -	no entry	null
	at_At2g39160 -	no entry	null
	at_At3g19515 -	no entry	null
	at_At3g26260 -	no entry	null
	at_At3g26530 -	no entry	null
	at_At3g32900 -	no entry	null
	at_At3g44780 -	no entry	null
	at_At4g09280 -	no entry	null
	at_At4g22350 -	no entry	null
	at_At5g05040 -	no entry	null
	at_At5g28250 -	no entry	null
	at_At5g28970 -	no entry	null
	at_At5g45570 -	no entry	null


------------------
Rule 677
	c.1.4 > 0
	c.26 > 4.7e-06
	d.153 <= 7.4e-25
	->  class mips_06_13 "proteolytic degradation"

	Evaluation on training data (4488 items):
	at_At1g13060	mips_03_03_02	"proteasome epsilon chain precursor"
			mips_06_13_01
			mips_06_13_01_01
			mips_14_04_03
			mips_14_04_03_05
			mips_20_25_16
			mips_20_25_16_03
			mips_20_25_16_03_05
	at_At1g16470	mips_04_05	"20S proteasome subunit PAB1"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_01
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_40_03
			mips_63_01
	at_At1g47250	mips_04_05_01_04_01	"20S proteasome subunit PAF2"
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
	at_At1g53850	mips_03_03_02	"unknown protein"
			mips_06_13_01
			mips_06_13_01_01
			mips_11_99
			mips_14_04_03
			mips_14_04_03_05
			mips_40_07
	at_At1g77440	mips_03_03_02	"putative 20S proteasome beta subunit PBC2"
			mips_06_13_01
			mips_06_13_01_01
			mips_14_04_03
			mips_14_04_03_05
			mips_20_25_16
			mips_20_25_16_03
			mips_20_25_16_03_05
	at_At2g27020	mips_06_13_01	"20S proteasome subunit C8 (PAG1/PRC8_ARATH)"
			mips_06_13_01_01
			mips_14_04_03
			mips_14_04_03_05
	at_At2g41220 -	mips_01	"ferredoxin-dependent glutamate synthase (GLU2)"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_06
			mips_01_06_04
			mips_02_11
			mips_40
			mips_40_19
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
			mips_67
			mips_67_15
	at_At3g14290	mips_03_03_02	"20S proteasome subunit PAE2"
			mips_06_13_01
			mips_06_13_01_01
			mips_11_99
			mips_14_04_03
			mips_14_04_03_05
	at_At3g22110	mips_06_13_01	"20S proteasome subunit PAC1"
			mips_06_13_01_01
			mips_30_04
			mips_40_07
	at_At3g22850 -	mips_01_01_01_01	"unknown protein"
			mips_01_01_01_01_02
			mips_01_01_01_07
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_03
			mips_01_02
			mips_01_02_01
	at_At3g24090 -	mips_01_01	"glutamine:fructose-6-phosphate amidotransferase, putative"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_02
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_04
			mips_14_04_03
			mips_14_04_03_03
			mips_63_13
			mips_63_13_01
	at_At3g26340	mips_03	"26S proteasome beta subunit like protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_02
			mips_06
			mips_06_07
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_14
			mips_14_04
			mips_20
			mips_14_04_03
			mips_14_04_03_05
			mips_20_25
			mips_20_25_16
			mips_20_25_16_03
			mips_20_25_16_03_05
			mips_40_03
			mips_40_07
			mips_63
			mips_63_01
	at_At3g27430	mips_06_13_01	"20S proteasome beta subunit (PBB1)"
			mips_06_13_01_01
			mips_20_25_16
			mips_30_03
	at_At3g60820	mips_03_03_02	"proteasome component C5"
			mips_06_13_01
			mips_06_13_01_01
			mips_14_04_03_05
			mips_20_25_16_03
			mips_20_25_16_03_05
	at_At4g14800	mips_03_03_02	"proteasome chain protein"
			mips_06_13_01
			mips_06_13_01_01
			mips_14_04_03
			mips_14_04_03_05
			mips_20_25
			mips_20_25_16
			mips_20_25_16_03
			mips_20_25_16_03_05
			mips_40_07
			mips_65
	at_At4g15160	mips_06_13_01	"cell wall protein like"
			mips_06_13_01_01
	at_At4g27450 -	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_07
			mips_01_01_01_07_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_03
			mips_01_02
			mips_01_02_01
			mips_40_03
	at_At4g31300	mips_03_03_02	"multicatalytic endopeptidase complex, proteasome precursor, beta subunit"
			mips_06_13_01
			mips_06_13_01_01
			mips_14_04_03
			mips_14_04_03_05
			mips_20_25_16
			mips_20_25_16_03
			mips_20_25_16_03_05
			mips_65
	at_At5g04140 -	mips_01_01_01_01	"ferredoxin-dependent glutamate synthase"
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_02
			mips_01_02_01
			mips_02_13
			mips_40_19
	Training Accuracy: 14/19 (73.68%)
	Training Frequency class 'mips_06_13': 228/4488 (5.08%)

	Evaluation on validation data (2239 items):
	at_At1g21720	mips_03	"putative 20S proteasome beta subunit PBC2"
			mips_03_03
			mips_03_03_01
			mips_03_03_02
			mips_06_07
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_05
			mips_40_03
			mips_40_07
	at_At2g05840	mips_04_05_01_04_01	"20S proteasome subunit (PAA2)"
			mips_06_13_01
			mips_06_13_01_01
	at_At3g15450 -	mips_01_01_01_07	"unknown protein"
			mips_01_01_01_07_02
			mips_01_01_10
			mips_01_01_10_03
			mips_01_02
			mips_01_02_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At3g16150 -	mips_01_01_10_03	"putative L-asparaginase"
			mips_01_20_01
			mips_01_20_01_07
			mips_40_25
	at_At3g22630	mips_03_03_01	"multicatalytic endopeptidase complex, proteasome component, beta subunit"
			mips_03_03_02
			mips_06_13_01
			mips_06_13_01_01
			mips_14_04_03
			mips_14_04_03_05
			mips_20_25_16
			mips_20_25_16_03
			mips_20_25_16_03_05
			mips_63_01
	at_At4g00590 -	mips_01_01_10	"putative glycosylasparaginase"
			mips_01_01_10_03
			mips_01_20_01
			mips_01_20_01_07
			mips_40_25
	at_At5g08100 -	mips_01_01_10	"asparaginase"
			mips_01_01_10_03
			mips_01_20_01
			mips_01_20_01_07
			mips_40_25
	at_At5g35590	mips_04_05_01_04_01	"multicatalytic endopeptidase complex alpha subunit-like"
			mips_06_13_01
			mips_06_13_01_01
	at_At5g40580	mips_06_13_01	"20S proteasome beta subunit PBB2"
			mips_06_13_01_01
			mips_30_03
	at_At5g66140	mips_04_05_01_04_01	"20S proteasome subunit PAD2 (gb|AAC32059.1)"
			mips_06_13_01
			mips_06_13_01_01
	Validation Accuracy: 6/10 (60.00%)
	Validation Frequency class 'mips_06_13': 124/2239 (5.54%)

	Evaluation on propertest data (3463 items):
	at_At1g56450	mips_03_03	"putative protein (At1g56450)"
			mips_03_03_01
			mips_03_03_02
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_14_04_03
			mips_14_04_03_05
			mips_30_04
			mips_40_07
	at_At1g79210	mips_04	""
			mips_04_05_01_04_01
			mips_05_01
			mips_06
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_40_10
			mips_63_01
	at_At2g16570 -	mips_01_01_01_01	"amidophosphoribosyltransferase"
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_03_01
			mips_01_03_01_03
			mips_14_04
			mips_63_19
	at_At3g51260	mips_04_05_01_04_01	"multicatalytic endopeptidase complex alpha chain"
			mips_06_13_01
			mips_06_13_01_01
			mips_40_07
	at_At4g34740 -	mips_01_01_01_01	"amidophosphoribosyltransferase 2 precursor"
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_03_01
			mips_01_03_01_03
	at_At4g38880 -	mips_01_01_01_01	"amidophosphoribosyltransferase - like protein"
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_03_01
			mips_01_03_01_03
	at_At5g19140 -	mips_01_01	"aluminium-induced protein - like"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_02
			mips_01_01_10
			mips_01_01_10_03
			mips_01_03
			mips_01_02
			mips_01_02_01
			mips_01_03_01
			mips_01_03_01_03
	at_At5g42790	mips_04_05_01_04_01	"20S proteasome subunit PAF1 (gb|AAC32062.1)"
			mips_05_01
			mips_06_13_01
			mips_06_13_01_01
			mips_40_10
	at_At5g43830 -	mips_01_01_01_07	"aluminum-induced protein-like"
			mips_01_01_01_07_02
			mips_01_01_10
			mips_01_01_10_03
			mips_01_02
			mips_01_02_01
	at_At5g53460 -	mips_01_01	"NADH-dependent glutamate synthase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_03
			mips_01_02
			mips_01_02_01
			mips_01_03_04
			mips_01_03_04_01
			mips_02_11
			mips_67_15
	at_At5g61540 -	mips_01_01_10	"glycosylasparaginase - like protein"
			mips_01_01_10_03
			mips_01_20_01
			mips_01_20_01_07
			mips_40_25
	Propertest Accuracy: 4/11 (36.36%)
	Propertest Frequency class 'mips_06_13': 169/3463 (4.88%)

	New (unknown) data (2239 items):
	at_At2g41950 -	no entry	null
	at_At1g70340 -	no entry	null


------------------
Rule 570
	d.20.1 <= 4.8e-06
	->  class mips_30_10 "nucleus"

	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: 12/16 (75.00%)
	Training Frequency class 'mips_30_10': 135/4488 (3.01%)

	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: 8/12 (66.67%)
	Validation Frequency class 'mips_30_10': 66/2239 (2.95%)

	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: 14/18 (77.78%)
	Propertest Frequency class 'mips_30_10': 90/3463 (2.60%)

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


------------------
Rule 548
	a.22 <= 1.6e-07
	->  class mips_30_10 "nucleus"

	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: 23/33 (69.70%)
	Training Frequency class 'mips_30_10': 135/4488 (3.01%)

	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: 12/18 (66.67%)
	Validation Frequency class 'mips_30_10': 66/2239 (2.95%)

	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_30_10': 90/3463 (2.60%)

	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 1276
	a.118.1 <= 3.3e-05
	d > 0.02
	g.44.1 <= 0.00021
	->  class mips_30_10 "nucleus"

	Evaluation on training data (4488 items):
	at_At1g49780 -	mips_08_01	"hypothetical protein"
			mips_40_10_05
	at_At1g60190	mips_08_01	""
			mips_30_10_05
			mips_40_10_05
	at_At2g35930 -	mips_40_10_05	"unknown protein"
	at_At3g19380	mips_05	"hypothetical protein"
			mips_06_04
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g46510	mips_06_04	"arm repeat containing protein homolog"
			mips_08_01
			mips_13_07
			mips_30_10_05
			mips_40_10_05
	at_At3g47820	mips_05	"putative protein"
			mips_06
			mips_06_04
			mips_08
			mips_08_01
			mips_30
			mips_30_10
			mips_30_10_05
			mips_40_03
			mips_40_10
			mips_40_10_05
			mips_63
			mips_63_01
	at_At3g52450	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
	at_At5g18330	mips_05	"putative protein"
			mips_06_04
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g67340 -	mips_06_04	"putative protein"
			mips_08
			mips_10_01
			mips_10_01_01
			mips_40_03
			mips_63_01
	Training Accuracy: 6/9 (66.67%)
	Training Frequency class 'mips_30_10': 135/4488 (3.01%)

	Evaluation on validation data (2239 items):
	at_At1g10560	mips_06	"unknown protein"
			mips_06_04
			mips_06_10
			mips_08_01
			mips_08_22
			mips_10
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_04
			mips_40_10
			mips_40_10_05
			mips_67
			mips_67_01
			mips_67_01_05
	at_At1g29340	mips_08_01	"arm repeat-containing protein, putative"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At1g76390	mips_06_10	"hypothetical protein"
			mips_08_01
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At5g62560	mips_06_04	"putative protein"
			mips_08_01
			mips_10_01
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_10_05
	Validation Accuracy: 4/4 (100.00%)
	Validation Frequency class 'mips_30_10': 66/2239 (2.95%)

	Evaluation on propertest data (3463 items):
	at_At1g24330 -	mips_08_01	"hypothetical protein"
			mips_67_01
			mips_67_01_05
	at_At1g56040 -	mips_14_01	"hypothetical protein"
			mips_25_05_09
			mips_30_04
			mips_30_04_07
			mips_35_03_09
			mips_37
			mips_37_03
			mips_37_03_13
			mips_37_03_13_05
			mips_40_04
			mips_40_04_07
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_13
			mips_47_03_13_05
	at_At3g49810	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g54790 -	mips_13_07	"putative protein"
			mips_40_10_05
	at_At3g54850	mips_08_01	"putative protein"
			mips_13_07
			mips_30_10_05
	at_At5g58410 -	mips_30_19	"unknown protein"
	at_At5g65200	mips_06_04	"putative protein"
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	Propertest Accuracy: 3/7 (42.86%)
	Propertest Frequency class 'mips_30_10': 90/3463 (2.60%)

	New (unknown) data (2239 items):
	at_At4g36550 -	no entry	null
	at_At5g18340 -	no entry	null


------------------
Rule 701
	d.129.3 <= 0.016
	->  class mips_25_03 "plant development"

	Evaluation on training data (4488 items):
	at_At1g14960	mips_25_03	"major latex protein, putative"
	at_At1g24000	mips_11	"hypothetical protein"
			mips_11_01
			mips_25
			mips_25_03
	at_At1g24020	mips_11_01	"pollen allergen-like protein"
			mips_25_03
	at_At1g34650	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_01
			mips_06
			mips_06_10
			mips_14
			mips_14_04
			mips_14_04_07
			mips_14_10
			mips_14_10_02
			mips_14_10_02_01
			mips_14_10_02_99
			mips_25
			mips_25_03
			mips_40
			mips_40_10
	at_At1g52150	mips_06_10	"putative protein"
			mips_25_03
			mips_40_10_03
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_03_01
	at_At1g64720 -	mips_01	"hypothetical protein"
			mips_01_04
			mips_01_06
			mips_01_06_13
			mips_06
			mips_06_07
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_63
			mips_63_09
			mips_67
			mips_67_13
			mips_98
	at_At1g70850	mips_25_03	"putative protein"
	at_At1g73000 -	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At2g34710 -	mips_25_05_10	"homeodomain transcription factor (ATHB-14)"
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At3g26460	mips_25_03	"major latex protein, putative"
	at_At4g14060	mips_25_03	"major latex protein like"
	at_At4g14500 -	mips_01_04	"unknown protein"
			mips_01_06
			mips_01_06_13
			mips_06_07
			mips_20
			mips_20_25
			mips_20_25_16
			mips_63_09
			mips_67_13
	at_At4g17710	mips_14_10	"GLABRA2 like protein"
			mips_14_10_02
			mips_25_03
			mips_25_05_10
	at_At5g05440 -	mips_04_05_99	"unknown protein"
	at_At5g07260	mips_04	"putative protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_40
			mips_40_10
	at_At5g28010	mips_11	"major latex protein homolog - like"
			mips_11_01
			mips_25
			mips_25_03
			mips_98
	at_At5g45860 -	mips_04_05_99	"putative protein"
	Training Accuracy: 11/17 (64.71%)
	Training Frequency class 'mips_25_03': 62/4488 (1.38%)

	Evaluation on validation data (2239 items):
	at_At1g01360 -	mips_04_05_99	"unknown protein"
	at_At1g30990	mips_11	"F17F8.9"
			mips_11_01
			mips_25
			mips_25_03
			mips_98
	at_At1g55960 -	mips_01_04	"putative membrane related protein CP5 (At1g55960)"
			mips_01_06
			mips_01_06_13
			mips_06_07
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_63_09
			mips_67
			mips_67_13
	at_At1g73360 -	mips_14_10	""
			mips_14_10_02
			mips_25_05_10
	at_At3g26450	mips_11	"major latex protein, putative"
			mips_11_01
			mips_25
			mips_25_03
			mips_98
	at_At3g61150	mips_25_03	"homeobox protein"
	at_At4g21750	mips_25_03	"L1 specific homeobox gene ATML1/ovule-specific homeobox protein A20"
	at_At4g23670	mips_25_03	"putative major latex protein"
	at_At4g29890 -	mips_01_20_17_03	"choline monooxygenase - like protein"
	at_At4g32880 -	mips_25_05_10	"HD-zip transcription factor (athb-8)"
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At5g45560 -	mips_01_06_01_07	"unknown protein"
			mips_01_06_01_07_11
			mips_14_01_01
			mips_14_01_03
			mips_14_01_05
			mips_14_04_07
			mips_20_07
			mips_20_07_05
			mips_20_25_01
			mips_20_25_07
			mips_20_25_07_01
			mips_20_25_07_03
			mips_63_13
			mips_63_13_99
			mips_67_13
	at_At5g52170	mips_25_03	"homeodomain transcription factor-like"
	at_At5g53160 -	mips_04_05_99	"putative protein"
	Validation Accuracy: 6/13 (46.15%)
	Validation Frequency class 'mips_25_03': 39/2239 (1.74%)

	Evaluation on propertest data (3463 items):
	at_At1g05230	mips_13_11	"homeobox like protein"
			mips_14_10
			mips_14_10_02
			mips_25_03
			mips_25_05_10
	at_At1g30490 -	mips_25_05_10	"HD-Zip protein"
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At1g35260	mips_25_03	"unknown protein"
	at_At1g70870	mips_25_03	"hypothetical protein"
	at_At1g70880	mips_11_01	"hypothetical protein"
			mips_25_03
	at_At2g01530	mips_25_03	"unknown protein"
	at_At2g26040 -	mips_04_05	"hypothetical protein"
			mips_04_05_99
	at_At2g38310 -	mips_04_05_99	"unknown protein"
	at_At2g40330 -	mips_04_05_99	"unknown protein"
	at_At3g23080 -	mips_01_04	"unknown protein"
			mips_01_06
			mips_01_06_13
			mips_06_07
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_63_09
			mips_67
			mips_67_13
	at_At4g04890 -	mips_25_05_10	"putative homeotic protein"
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At4g17870 -	mips_04_05_99	"unknown protein"
	at_At4g18620 -	mips_04_05_99	"putative protein"
	at_At4g23680	mips_25_03	"putative major latex protein"
	at_At4g25680 -	mips_14	"unknown protein"
			mips_14_10
	at_At4g27920 -	mips_04_05_99	"putative protein"
	at_At5g17320 -	mips_14_10	"homeobox protein"
			mips_14_10_02
			mips_25_05_10
	at_At5g28000	mips_25_03	"putative protein"
	at_At5g45870 -	mips_04_05_99	"putative protein"
	at_At5g46790 -	mips_04_05_99	"unknown protein"
	at_At5g54170 -	mips_01_06_13	"membrane related protein-like"
			mips_20_25_16
			mips_63_09
			mips_67_13
	Propertest Accuracy: 7/21 (33.33%)
	Propertest Frequency class 'mips_25_03': 50/3463 (1.44%)

	New (unknown) data (2239 items):
	at_At1g14950 -	no entry	null
	at_At1g23120 -	no entry	null
	at_At1g70830 -	no entry	null
	at_At1g70840 -	no entry	null
	at_At2g25770 -	no entry	null
	at_At2g32370 -	no entry	null
	at_At3g11720 -	no entry	null
	at_At3g54800 -	no entry	null
	at_At4g32870 -	no entry	null
	at_At5g46880 -	no entry	null
	at_At1g14930 -	no entry	null
	at_At1g14940 -	no entry	null
	at_At1g17920 -	no entry	null
	at_At1g23130 -	no entry	null
	at_At1g23910 -	no entry	null
	at_At1g24010 -	no entry	null
	at_At1g35310 -	no entry	null
	at_At1g70480 -	no entry	null
	at_At1g70890 -	no entry	null
	at_At1g79840 -	no entry	null
	at_At4g01650 -	no entry	null
	at_At4g19040 -	no entry	null
	at_At4g25530 -	no entry	null
	at_At5g06440 -	no entry	null
	at_At5g08720 -	no entry	null
	at_At5g49800 -	no entry	null
	at_At5g60690 -	no entry	null
	at_At1g02470 -	no entry	null
	at_At1g64130 -	no entry	null
	at_At2g01520 -	no entry	null
	at_At2g28320 -	no entry	null
	at_At4g00730 -	no entry	null
	at_At4g25660 -	no entry	null
	at_At4g26920 -	no entry	null
	at_At5g35180 -	no entry	null


------------------
Rule 182
	d.88.1 <= 5.6e-12
	->  class mips_25_03 "plant development"

	Evaluation on training data (4488 items):
	at_At1g47760 -	mips_25_05_15	"hypothetical protein"
			mips_35_03_12
	at_At1g54760	mips_04_05	""
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_25_05
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
	at_At1g59810	mips_04_05_01_04_01	"hypothetical protein"
			mips_04_05_01_04_05
			mips_25_03
			mips_25_05_15
			mips_35_03_12
			mips_63_03_01
	at_At1g60920 -	mips_04_05_01_04_01	"hypothetical protein"
			mips_25_05_15
			mips_35_03_12
	at_At1g65360	mips_04_05	""
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_25_05
			mips_25_05_09
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_10_99
			mips_63_03
	at_At2g24840	mips_25_03	"putative MADS-box protein"
	at_At2g26320 -	mips_04_05_01_04_01	"MADS-box protein (AGL33)"
			mips_25_05_09
			mips_25_05_13
			mips_25_05_15
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_10
			mips_63_03_01
	at_At3g18650	mips_25_03	"hypothetical protein"
	at_At3g30260 -	mips_04_05_01_04_01	"MADS box-like protein"
			mips_25_05_09
			mips_25_05_15
			mips_35_03_12
	at_At3g57390	mips_04_05	"MADS transcription factor-like protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
	at_At3g58780	mips_25_03	"shatterproof 1 (SHP1)/ agamous -like 1 (AGL1)"
	at_At4g11250 -	mips_25_05_15	"putative protein"
			mips_35
			mips_35_03
			mips_35_03_12
	at_At4g37940	mips_25_03	"MADS-box protein AGL17 -like protein"
	at_At5g20240	mips_25_03	"PISTILLATA"
	at_At5g26580 -	mips_04_05_01_04_01	"putative protein"
			mips_25_05_13
			mips_25_05_15
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_12
			mips_35_03_17
			mips_63_03_01
	at_At5g26950 -	mips_25_05_15	"putative protein"
			mips_35_03_12
	at_At5g27050 -	mips_04_05_01_04_01	"putative protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_03_01
	at_At5g41200	mips_04	"unknown protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_40_10
	at_At5g49490	mips_04	"putative protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_40
			mips_40_10
			mips_99
	at_At5g51860	mips_25_03	"MADS box transcription factor-like protein"
	at_At5g55690 -	mips_25_05_09	"unknown protein"
			mips_25_05_15
			mips_35_03_12
	at_At5g60910	mips_25_03	"floral homeotic protein AGL8"
	at_At5g65060	mips_04	"MADS box transcription factor-like, putative pseudogene"
			mips_04_05_01_04
			mips_25_03
			mips_40_10
	Training Accuracy: 14/23 (60.87%)
	Training Frequency class 'mips_25_03': 62/4488 (1.38%)

	Evaluation on validation data (2239 items):
	at_At1g28450	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_40
			mips_40_10
	at_At1g60040	mips_04_05	"hypothetical protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_01
			mips_25
			mips_25_03
			mips_25_05
			mips_25_05_09
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_10_99
			mips_63_01
			mips_63_03
			mips_63_03_01
	at_At1g65330 -	mips_04_05_01_04_01	""
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_03_01
	at_At1g69120	mips_25_03	"unknown protein"
			mips_25_05_13
			mips_25_05_15
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_12
			mips_35_03_17
	at_At1g77950 -	mips_04	"similar to TDR8 protein pir|S23732"
			mips_04_05_01_04_01
			mips_25_05_15
			mips_35_03_12
			mips_40_10
			mips_63_01
	at_At2g42830	mips_04_05_01	"MADS box transcription factor (AGL5)"
			mips_04_05_01_04
			mips_25_03
	at_At3g57230	mips_25_03	"MADS-box transcription factor (AGL16)"
	at_At5g10140	mips_04	"MADS box protein FLOWERING LOCUS F (FLF)"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_40
			mips_40_10
	at_At5g26870 -	mips_25_05_15	"putative protein"
			mips_35
			mips_35_03
			mips_35_03_12
	at_At5g49420 -	mips_25_05_09	"MADS-box protein-like"
			mips_25_05_13
			mips_25_05_15
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_12
			mips_35_03_17
	at_At5g65070	mips_25_03	"MADS box protein FCL2 (FCL2)"
	Validation Accuracy: 7/11 (63.64%)
	Validation Frequency class 'mips_25_03': 39/2239 (1.74%)

	Evaluation on propertest data (3463 items):
	at_At1g01530	mips_04_05	"hypothetical protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_25_05
			mips_25_05_13
			mips_25_05_15
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_12
			mips_35_03_17
			mips_63_01
			mips_63_03
	at_At1g17310 -	mips_04_05_01_04_01	"transcription factor, putative"
			mips_25_05_15
			mips_33
			mips_33_03
			mips_33_03_17
			mips_35_03_12
			mips_43
			mips_43_03
			mips_43_03_17
			mips_45
			mips_45_03
			mips_45_03_12
	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_At1g48150 -	mips_04_05_01_04_05	"MADS-box protein, putative"
			mips_25_05_13
			mips_25_05_15
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_12
			mips_35_03_17
	at_At1g65300	mips_25_03	""
	at_At1g69540 -	mips_04_05_01_04_01	"hypothetical protein"
			mips_25_05_09
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_03_01
	at_At2g03060 -	mips_04_05_01_04_01	"homeodomain transcription factor (AGL30)"
			mips_25_05_13
			mips_25_05_15
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_12
			mips_35_03_17
			mips_63_03_01
	at_At2g22630	mips_25_03	"MADS-box protein AGL17 (AGL17)"
	at_At2g26880 -	mips_04_05_01_04_01	"putative MADS-box protein"
			mips_25_05_09
			mips_25_05_15
			mips_35_03_12
	at_At2g34440 -	mips_25_05_15	"MADS-box protein (AGL29)"
			mips_35_03_12
	at_At2g45650 -	mips_04_05_01_04_01	"MADS-box protein (AGL6)"
			mips_25_05_15
			mips_35_03_12
	at_At2g45660	mips_25_03	"MADS-box protein (AGL20)"
	at_At3g66656 -	mips_04_05_01_04_01	"SRF-type transcription factor"
			mips_25_05_09
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_10_99
			mips_63_03_01
	at_At4g36590	mips_04	"putative MADS-box protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_40
			mips_40_10
	at_At5g04640	mips_25_03	"MADS-box protein - like"
	at_At5g06500	mips_25_03	"putative protein"
	at_At5g13790	mips_25_03	"floral homeotic protein AGL15 (sp|Q38847)"
			mips_25_05_09
			mips_25_05_15
			mips_35_03_12
			mips_40_10_99
	at_At5g15800	mips_04	"transcription factor (AGL2)"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_40_10
	at_At5g27090 -	mips_01_01_04	"putative protein"
			mips_01_02_04
	at_At5g38620 -	mips_04_05_01_04_01	"MADS-box protein-like"
			mips_04_05_01_04_05
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_03_01
	at_At5g51870	mips_25_03	"MADS box transcription factor-like"
	at_At5g58890 -	mips_04	"putative protein"
			mips_40_10
	at_At5g60440	mips_25_03	"putative MADS box protein"
	Propertest Accuracy: 11/23 (47.83%)
	Propertest Frequency class 'mips_25_03': 50/3463 (1.44%)

	New (unknown) data (2239 items):
	at_At1g31630 -	no entry	null
	at_At1g77080 -	no entry	null
	at_At5g26630 -	no entry	null
	at_At5g27070 -	no entry	null
	at_At5g27130 -	no entry	null
	at_At5g27960 -	no entry	null
	at_At5g39750 -	no entry	null
	at_At5g40220 -	no entry	null
	at_At5g65080 -	no entry	null
	at_At5g65330 -	no entry	null
	at_At1g18750 -	no entry	null
	at_At1g22130 -	no entry	null
	at_At1g24260 -	no entry	null
	at_At1g26310 -	no entry	null
	at_At1g28460 -	no entry	null
	at_At1g31140 -	no entry	null
	at_At1g71692 -	no entry	null
	at_At1g72350 -	no entry	null
	at_At2g03710 -	no entry	null
	at_At2g22540 -	no entry	null
	at_At2g28700 -	no entry	null
	at_At2g40210 -	no entry	null
	at_At3g54340 -	no entry	null
	at_At3g61120 -	no entry	null
	at_At4g09960 -	no entry	null
	at_At4g11880 -	no entry	null
	at_At4g18960 -	no entry	null
	at_At4g22950 -	no entry	null
	at_At4g24540 -	no entry	null
	at_At5g23260 -	no entry	null
	at_At5g27580 -	no entry	null
	at_At5g27810 -	no entry	null
	at_At5g38740 -	no entry	null
	at_At5g39810 -	no entry	null
	at_At5g48670 -	no entry	null
	at_At1g31640 -	no entry	null
	at_At5g26650 -	no entry	null
	at_At5g40120 -	no entry	null
	at_At5g65050 -	no entry	null


------------------
Rule 189
	d.10 <= 6.4e-16
	->  class mips_25_03 "plant development"

	Evaluation on training data (4488 items):
	at_At1g13260	mips_20_20	"putative protein"
			mips_20_20_18
			mips_25_03
	at_At1g19210 -	mips_04	"AP2 domain-containing unknown protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_40_10
			mips_98
	at_At1g25560	mips_04_05_01	"putative protein"
			mips_04_05_01_04
			mips_10_01
			mips_10_01_01
			mips_20_20
			mips_20_20_18
			mips_25_03
	at_At1g28160 -	mips_04_05_01	"AP2 domain transcription factor, putative"
			mips_04_05_01_04
	at_At1g51120	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_10
			mips_10_01
			mips_10_01_01
			mips_20
			mips_20_20
			mips_20_20_18
			mips_25
			mips_25_03
			mips_40
			mips_40_10
			mips_99
	at_At1g72570	mips_25_03	"putative AP2 domain transcription factor"
	at_At3g14230 -	mips_04	"transcription factor EREBP like protein"
			mips_40_10
	at_At3g15210 -	mips_04_05	"ethylene responsive element binding factor 4"
			mips_04_05_01
			mips_04_05_01_04
	at_At3g25730 -	mips_20_20	"AP2 domain transcription factor"
			mips_20_20_18
	at_At3g54320	mips_25_03	"aintegumaenta-like protein"
	at_At3g54990	mips_25_03	"APETALA2 - like protein"
	at_At4g17500 -	mips_04	"ethylene responsive element binding factor 1 (frameshift !)"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_10
			mips_10_01
			mips_10_01_01
			mips_40_10
	at_At5g35330 -	mips_01_03_07	"unknown protein"
			mips_01_03_07_01
			mips_03_01_09
			mips_03_01_09_01
			mips_04_05_01_04_01
	at_At5g59380 -	mips_01_03_07	"putative protein"
			mips_01_03_07_01
			mips_03_01_05_01
			mips_03_01_09
			mips_03_01_09_01
			mips_04_05_01_04_01
	Training Accuracy: 6/14 (42.86%)
	Training Frequency class 'mips_25_03': 62/4488 (1.38%)

	Evaluation on validation data (2239 items):
	at_At1g12630 -	mips_04	"hypothetical protein"
			mips_40_10
	at_At1g12890	mips_25_03	"hypothetical protein"
	at_At1g75490 -	mips_04	"transcription factor DREB2A, putative"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_40
			mips_40_10
			mips_99
	at_At1g80580	mips_25_03	"unknown protein"
	at_At3g16770 -	mips_04	"AP2 domain containing protein RAP2.3"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_98
			mips_99
	at_At4g36920	mips_25_03	"APETALA2 protein"
	at_At5g67180	mips_25_03	"floral homeotic protein apetala2-like"
	at_At5g67190	mips_04_05	"TINY-like protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
	Validation Accuracy: 5/8 (62.50%)
	Validation Frequency class 'mips_25_03': 39/2239 (1.74%)

	Evaluation on propertest data (3463 items):
	at_At1g16060	mips_04_05	"putative transcription factor CKC protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
	at_At1g28360	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_40_10
			mips_98
	at_At1g50680 -	mips_20_20	"hypothetical protein"
			mips_20_20_18
	at_At1g71520 -	mips_04	"hypothetical protein"
			mips_04_05_01_04
			mips_40
			mips_40_10
	at_At1g79700	mips_25_03	"hypothetical protein"
	at_At2g23340	mips_04	"putative AP2 domain transcription factor"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_40_10
			mips_98
	at_At2g31230	mips_25_03	"ethylene reponse factor-like AP2 domain transcription factor"
	at_At2g38340	mips_25_03	"DREB-like AP2 domain transcription factor"
	at_At3g63030 -	mips_01_03_07	"putative protein"
			mips_01_03_07_01
			mips_03_01_09
			mips_03_01_09_01
			mips_04_05_01_04_01
	at_At4g37750	mips_25_03	"ovule development protein aintegumenta (ANT)"
	at_At5g61590 -	mips_10_01	"ethylene responsive element binding factor - like"
			mips_10_01_01
	Propertest Accuracy: 7/11 (63.64%)
	Propertest Frequency class 'mips_25_03': 50/3463 (1.44%)

	New (unknown) data (2239 items):
	at_At1g04370 -	no entry	null
	at_At1g12980 -	no entry	null
	at_At1g68840 -	no entry	null
	at_At1g72360 -	no entry	null
	at_At1g77200 -	no entry	null
	at_At1g77640 -	no entry	null
	at_At1g78080 -	no entry	null
	at_At2g35700 -	no entry	null
	at_At2g36450 -	no entry	null
	at_At2g40220 -	no entry	null
	at_At2g41710 -	no entry	null
	at_At3g23240 -	no entry	null
	at_At3g25890 -	no entry	null
	at_At4g11140 -	no entry	null
	at_At4g18450 -	no entry	null
	at_At4g23750 -	no entry	null
	at_At4g34410 -	no entry	null
	at_At5g07580 -	no entry	null
	at_At5g11190 -	no entry	null
	at_At5g13330 -	no entry	null
	at_At5g25390 -	no entry	null
	at_At5g44210 -	no entry	null
	at_At5g64750 -	no entry	null
	at_At1g03800 -	no entry	null
	at_At1g06160 -	no entry	null
	at_At1g15360 -	no entry	null
	at_At1g21910 -	no entry	null
	at_At1g22190 -	no entry	null
	at_At1g24590 -	no entry	null
	at_At1g33760 -	no entry	null
	at_At1g43160 -	no entry	null
	at_At1g44830 -	no entry	null
	at_At1g49120 -	no entry	null
	at_At1g51190 -	no entry	null
	at_At1g53170 -	no entry	null
	at_At1g63030 -	no entry	null
	at_At1g64380 -	no entry	null
	at_At1g68550 -	no entry	null
	at_At1g71130 -	no entry	null
	at_At1g71450 -	no entry	null
	at_At1g74930 -	no entry	null
	at_At2g20350 -	no entry	null
	at_At2g20880 -	no entry	null
	at_At2g33710 -	no entry	null
	at_At2g40340 -	no entry	null
	at_At2g40350 -	no entry	null
	at_At2g44840 -	no entry	null
	at_At2g44940 -	no entry	null
	at_At2g47520 -	no entry	null
	at_At3g15790 -	no entry	null
	at_At3g16280 -	no entry	null
	at_At3g23220 -	no entry	null
	at_At3g23230 -	no entry	null
	at_At3g57600 -	no entry	null
	at_At3g60490 -	no entry	null
	at_At3g61630 -	no entry	null
	at_At4g13620 -	no entry	null
	at_At4g25470 -	no entry	null
	at_At4g25480 -	no entry	null
	at_At4g27950 -	no entry	null
	at_At4g32800 -	mips_04	"transcription factor TINY homolog"
	at_At4g36900 -	no entry	null
	at_At5g05410 -	no entry	null
	at_At5g07310 -	no entry	null
	at_At5g17430 -	no entry	null
	at_At5g18450 -	no entry	null
	at_At5g18560 -	no entry	null
	at_At5g19790 -	no entry	null
	at_At5g21960 -	no entry	null
	at_At5g25190 -	no entry	null
	at_At5g25810 -	no entry	null
	at_At5g47230 -	no entry	null
	at_At5g51190 -	no entry	null
	at_At5g52020 -	no entry	null
	at_At5g53290 -	no entry	null
	at_At5g61600 -	no entry	null
	at_At5g61890 -	no entry	null
	at_At5g65130 -	no entry	null
	at_At5g65510 -	no entry	null
	at_At5g67000 -	no entry	null
	at_At1g01250 -	no entry	null
	at_At1g12610 -	no entry	null
	at_At1g22810 -	no entry	null
	at_At1g28370 -	no entry	null
	at_At1g36060 -	no entry	null
	at_At1g50640 -	no entry	null
	at_At1g53910 -	no entry	null
	at_At3g11020 -	no entry	null
	at_At3g50260 -	no entry	null
	at_At4g16750 -	no entry	null
	at_At4g17490 -	no entry	null
	at_At4g25490 -	no entry	null
	at_At4g28140 -	no entry	null
	at_At4g31060 -	no entry	null
	at_At4g39780 -	no entry	null
	at_At5g11590 -	no entry	null
	at_At5g13910 -	no entry	null
	at_At5g43410 -	no entry	null
	at_At5g47220 -	no entry	null
	at_At5g50080 -	no entry	null
	at_At5g51990 -	no entry	null
	at_At5g67010 -	no entry	null


------------------
Rule 2
	b > 0.02
	c.23.2 <= 9.5e-13
	->  class mips_11_05 "Disease, virulence and defense"

	Evaluation on training data (4488 items):
	at_At1g51280	mips_11_05_01	"hypothetical protein"
			mips_11_05_03
	at_At1g52900	mips_11_05_01	"hypothetical protein"
			mips_11_05_03
	at_At1g57830	mips_11	"hypothetical protein"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g57850	mips_11_01	"hypothetical protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g66090	mips_11_05_01	"unknown protein"
			mips_11_05_03
	at_At1g72870	mips_11_05_01	"hypothetical protein"
			mips_11_05_03
	at_At1g72940	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At2g03300	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At2g16870	mips_11_05_01	"putative disease resistance protein"
	at_At2g17050	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At2g17060	mips_11_01	"putative disease resistance protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At4g04110	mips_11_05_01	"putative RPP1-like disease resistance protein"
			mips_11_05_03
	at_At4g11340	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At4g12010	mips_11_05_01	"putative disease resistance protein (TMV N-like)"
			mips_11_05_03
	at_At4g16900	mips_11_05_01	"disease resistance RPP5 like protein"
			mips_11_05_03
	at_At4g16920	mips_11_01	"disease resistance RPP5 like protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At4g16950	mips_11_05_01	"disease resistance RPP5 like protein"
	at_At4g19500	mips_11_05	"resistence protein - like"
			mips_11_05_01
			mips_11_05_03
	at_At4g19530	mips_11_05	"TMV resistance protein N - like"
			mips_11_05_01
	at_At4g23510	mips_11_05	"putative protein"
			mips_11_05_01
	at_At5g11250	mips_11	"RPP1 disease resistance protein - like"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g17880	mips_11_05_01	"disease resistance protein - like"
			mips_11_05_03
	at_At5g17890	mips_11	"disease resistance protein - like"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g17970	mips_11_05_01	"disease resistance protein-like"
			mips_11_05_03
	at_At5g38340	mips_11_05	"disease resistance - like protein"
			mips_11_05_01
			mips_11_05_03
	at_At5g40060	mips_11_05_01	"disease resistance -like protein"
			mips_11_05_03
	at_At5g44920	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At5g45000	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At5g45060	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
			mips_11_05_03
	at_At5g45210	mips_11_01	"disease resistance protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g45250	mips_11_05_01	"disease resistance protein RPS4"
			mips_11_05_03
	at_At5g46260	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
	at_At5g46480	mips_11_05_01	"disease resistance protein-like"
			mips_11_05_03
	Training Accuracy: 33/33 (100.00%)
	Training Frequency class 'mips_11_05': 213/4488 (4.75%)

	Evaluation on validation data (2239 items):
	at_At1g47370	mips_11_05	"disease resistance protein, putative"
			mips_11_05_01
			mips_11_05_03
	at_At1g56540	mips_11	"disease resistance protein, putative"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g65850	mips_11_05_01	""
	at_At1g72860	mips_11_01	"hypothetical protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At2g03030	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At3g44400	mips_11	"disease resistence - like protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At3g44480	mips_11_05_01	"disease resistance protein -like"
			mips_11_05_03
	at_At4g19520	mips_11_05_01	"resistance protein RPP5 - like"
	at_At5g18370	mips_11	"disease resistance protein -like"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g41740	mips_11_05_01	"disease resistance protein-like"
	at_At5g44900	mips_11_05_01	"putative protein"
	at_At5g45260	mips_11_01	"disease resistance protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g46270	mips_11_05_01	"disease resistance protein-like"
			mips_11_05_03
	Validation Accuracy: 13/13 (100.00%)
	Validation Frequency class 'mips_11_05': 93/2239 (4.15%)

	Evaluation on propertest data (3463 items):
	at_At1g31540	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At1g63750	mips_11_05	"putative disease resistance protein"
			mips_11_05_01
			mips_11_05_03
	at_At1g63880	mips_11_01	"putative disease resistance protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g72840	mips_11_05_01	"hypothetical protein"
			mips_11_05_03
	at_At2g14080	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At4g09420	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At4g16890	mips_11	"disease resistance RPP5 like protein"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At4g16960	mips_11_05	"disease resistance RPP5 like protein"
			mips_11_05_01
			mips_11_05_03
	at_At4g36150	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At5g18360	mips_11_05_01	"disease resistance protein -like"
			mips_11_05_03
	at_At5g41540	mips_11_05_01	"disease resistance protein-like"
			mips_11_05_03
	at_At5g44910	mips_11	"putative protein"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g45200	mips_11_05_01	"disease resistance protein RPS4"
	at_At5g51630	mips_11_05	"putative protein"
			mips_11_05_01
			mips_11_05_03
	Propertest Accuracy: 14/14 (100.00%)
	Propertest Frequency class 'mips_11_05': 159/3463 (4.59%)

	New (unknown) data (2239 items):
	at_At1g56510 -	no entry	null
	at_At1g63730 -	no entry	null
	at_At1g64070 -	no entry	null
	at_At1g72910 -	no entry	null
	at_At1g72930 -	no entry	null
	at_At3g25510 -	no entry	null
	at_At4g09430 -	no entry	null
	at_At4g16860 -	no entry	null
	at_At4g16940 -	no entry	null
	at_At4g19510 -	no entry	null
	at_At4g19920 -	no entry	null
	at_At5g40090 -	no entry	null
	at_At5g40100 -	no entry	null
	at_At5g44510 -	no entry	null
	at_At5g45230 -	no entry	null
	at_At5g46450 -	no entry	null
	at_At5g46490 -	no entry	null
	at_At1g17610 -	no entry	null
	at_At1g27170 -	no entry	null
	at_At1g27180 -	no entry	null
	at_At1g60320 -	no entry	null
	at_At1g63870 -	no entry	null
	at_At1g69550 -	no entry	null
	at_At1g72850 -	no entry	null
	at_At1g72890 -	no entry	null
	at_At1g72900 -	no entry	null
	at_At1g72920 -	no entry	null
	at_At3g44630 -	no entry	null
	at_At3g51560 -	no entry	null
	at_At3g51570 -	no entry	null
	at_At4g16990 -	no entry	null
	at_At4g23440 -	no entry	null
	at_At4g36140 -	no entry	null
	at_At5g17680 -	no entry	null
	at_At5g38850 -	no entry	null
	at_At5g41550 -	no entry	null
	at_At5g44870 -	no entry	null
	at_At5g45050 -	no entry	null
	at_At5g45220 -	no entry	null
	at_At5g46520 -	no entry	null
	at_At5g48770 -	no entry	null
	at_At5g49140 -	no entry	null
	at_At1g17600 -	no entry	null
	at_At1g56520 -	no entry	null
	at_At1g57630 -	no entry	null
	at_At1g57670 -	no entry	null
	at_At1g63740 -	no entry	null
	at_At1g72950 -	no entry	null
	at_At2g32140 -	no entry	null
	at_At4g08450 -	no entry	null
	at_At4g11170 -	no entry	null
	at_At5g18350 -	no entry	null
	at_At5g22690 -	no entry	null
	at_At5g36930 -	no entry	null
	at_At5g40910 -	no entry	null
	at_At5g46510 -	no entry	null
	at_At5g48780 -	no entry	null
	at_At5g58120 -	no entry	null


------------------
Rule 51
	c.10 <= 0.00068
	c.37.1 <= 0.00092
	->  class mips_11_05 "Disease, virulence and defense"

	Evaluation on training data (4488 items):
	at_At1g10920	mips_11	"disease resistance protein RPM1 isolog"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g12220	mips_11_05_01	"NBS/LRR disease resistance protein, putative"
			mips_11_05_03
	at_At1g12280	mips_11_05_01	"hypothetical protein"
			mips_11_05_03
	at_At1g12290	mips_11	"hypothetical protein"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g58400	mips_11_05_01	"hypothetical protein"
	at_At1g62630	mips_11	"putative RPS-2 disease resistance protein (AA002294"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At2g16870	mips_11_05_01	"putative disease resistance protein"
	at_At2g17050	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At3g14470	mips_11_05	"disease resistance protein, putative"
			mips_11_05_01
			mips_11_05_03
	at_At4g12010	mips_11_05_01	"putative disease resistance protein (TMV N-like)"
			mips_11_05_03
	at_At4g12020	mips_11_01	"putative disease resistance protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At4g14370 -	mips_03_99	"disease resistance N like protein"
	at_At4g16900	mips_11_05_01	"disease resistance RPP5 like protein"
			mips_11_05_03
	at_At4g16920	mips_11_01	"disease resistance RPP5 like protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At4g16950	mips_11_05_01	"disease resistance RPP5 like protein"
	at_At4g19500	mips_11_05	"resistence protein - like"
			mips_11_05_01
			mips_11_05_03
	at_At4g19530	mips_11_05	"TMV resistance protein N - like"
			mips_11_05_01
	at_At4g26090	mips_11	"disease resistance protein RPS2"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
			mips_98
	at_At5g17880	mips_11_05_01	"disease resistance protein - like"
			mips_11_05_03
	at_At5g17890	mips_11	"disease resistance protein - like"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g17970	mips_11_05_01	"disease resistance protein-like"
			mips_11_05_03
	at_At5g38340	mips_11_05	"disease resistance - like protein"
			mips_11_05_01
			mips_11_05_03
	at_At5g40060	mips_11_05_01	"disease resistance -like protein"
			mips_11_05_03
	at_At5g41750	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
			mips_11_05_03
	at_At5g43730	mips_11_05	"disease resistance protein"
			mips_11_05_01
	at_At5g43740	mips_11_05_01	"disease resistance protein"
			mips_11_05_03
	at_At5g45060	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
			mips_11_05_03
	at_At5g45210	mips_11_01	"disease resistance protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g45250	mips_11_05_01	"disease resistance protein RPS4"
			mips_11_05_03
	at_At5g46260	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
	at_At5g47250	mips_11	"NBS/LRR disease resistance protein"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g66900	mips_11_01	"disease resistance protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	Training Accuracy: 31/32 (96.88%)
	Training Frequency class 'mips_11_05': 213/4488 (4.75%)

	Evaluation on validation data (2239 items):
	at_At1g56540	mips_11	"disease resistance protein, putative"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g61310	mips_11_05_01	"similar to disease resistance protein"
			mips_11_05_03
	at_At1g63350	mips_11_05_01	"disease resistance protein, putative"
			mips_11_05_03
	at_At1g65850	mips_11_05_01	""
	at_At1g72860	mips_11_01	"hypothetical protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At3g44400	mips_11	"disease resistence - like protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At3g44480	mips_11_05_01	"disease resistance protein -like"
			mips_11_05_03
	at_At3g46730	mips_11_05_01	"disease resistance protein RPP8-like protein"
	at_At4g09360	mips_11	"putative protein"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At4g19520	mips_11_05_01	"resistance protein RPP5 - like"
	at_At5g04720	mips_11	"putative protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
			mips_98
	at_At5g18370	mips_11	"disease resistance protein -like"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g41740	mips_11_05_01	"disease resistance protein-like"
	at_At5g45260	mips_11_01	"disease resistance protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	Validation Accuracy: 14/14 (100.00%)
	Validation Frequency class 'mips_11_05': 93/2239 (4.15%)

	Evaluation on propertest data (3463 items):
	at_At1g31540	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At1g63750	mips_11_05	"putative disease resistance protein"
			mips_11_05_01
			mips_11_05_03
	at_At1g72840	mips_11_05_01	"hypothetical protein"
			mips_11_05_03
	at_At2g14080	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At3g07040	mips_11_05_01	"disease resistance gene (RPM1)"
			mips_11_05_03
	at_At3g50950	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At4g16890	mips_11	"disease resistance RPP5 like protein"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At4g16960	mips_11_05	"disease resistance RPP5 like protein"
			mips_11_05_01
			mips_11_05_03
	at_At4g27190	mips_11	"putative protein"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
			mips_98
	at_At5g18360	mips_11_05_01	"disease resistance protein -like"
			mips_11_05_03
	at_At5g38350	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
	at_At5g41540	mips_11_05_01	"disease resistance protein-like"
			mips_11_05_03
	at_At5g43470	mips_11	"disease resistance protein RPP8"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g45200	mips_11_05_01	"disease resistance protein RPS4"
	at_At5g46470	mips_11_01	"disease resistance protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g47260	mips_11_01	"NBS/LRR disease resistance protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g48620	mips_11	"disease resistance protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g51630	mips_11_05	"putative protein"
			mips_11_05_01
			mips_11_05_03
	Propertest Accuracy: 18/18 (100.00%)
	Propertest Frequency class 'mips_11_05': 159/3463 (4.59%)

	New (unknown) data (2239 items):
	at_At1g15890 -	no entry	null
	at_At1g33560 -	no entry	null
	at_At1g56510 -	no entry	null
	at_At1g61300 -	no entry	null
	at_At1g64070 -	no entry	null
	at_At3g14460 -	no entry	null
	at_At3g25510 -	no entry	null
	at_At3g44670 -	no entry	null
	at_At3g46530 -	no entry	null
	at_At3g46710 -	no entry	null
	at_At4g09430 -	no entry	null
	at_At4g16860 -	no entry	null
	at_At4g16940 -	no entry	null
	at_At4g19510 -	no entry	null
	at_At5g35450 -	no entry	null
	at_At5g40100 -	no entry	null
	at_At5g45230 -	no entry	null
	at_At5g45240 -	no entry	null
	at_At5g46450 -	no entry	null
	at_At5g47280 -	no entry	null
	at_At5g66910 -	no entry	null
	at_At1g12210 -	no entry	null
	at_At1g27170 -	no entry	null
	at_At1g27180 -	no entry	null
	at_At1g50180 -	no entry	null
	at_At1g51480 -	no entry	null
	at_At1g58390 -	no entry	null
	at_At1g58410 -	no entry	null
	at_At1g61180 -	no entry	null
	at_At1g63360 -	no entry	null
	at_At1g63870 -	no entry	null
	at_At1g69550 -	no entry	null
	at_At3g51560 -	no entry	null
	at_At3g51570 -	no entry	null
	at_At4g10780 -	no entry	null
	at_At4g27220 -	no entry	null
	at_At4g33300 -	no entry	null
	at_At4g36140 -	no entry	null
	at_At5g05400 -	no entry	null
	at_At5g17680 -	no entry	null
	at_At5g38850 -	no entry	null
	at_At5g41550 -	no entry	null
	at_At5g44870 -	no entry	null
	at_At5g45050 -	no entry	null
	at_At5g46520 -	no entry	null
	at_At5g48770 -	no entry	null
	at_At1g17600 -	no entry	null
	at_At1g56520 -	no entry	null
	at_At1g59780 -	no entry	null
	at_At1g61190 -	no entry	null
	at_At1g63740 -	no entry	null
	at_At4g08450 -	no entry	null
	at_At4g11170 -	no entry	null
	at_At5g18350 -	no entry	null
	at_At5g36930 -	no entry	null
	at_At5g40910 -	no entry	null
	at_At5g40920 -	no entry	null
	at_At5g46510 -	no entry	null
	at_At5g58120 -	no entry	null


------------------
Rule 28
	d.111 <= 5.2e-30
	->  class mips_11_05 "Disease, virulence and defense"

	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: 10/10 (100.00%)
	Training Frequency class 'mips_11_05': 213/4488 (4.75%)

	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: 5/5 (100.00%)
	Validation Frequency class 'mips_11_05': 93/2239 (4.15%)

	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: 6/6 (100.00%)
	Propertest Frequency class 'mips_11_05': 159/3463 (4.59%)

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


------------------
Rule 40
	b.77.3 <= 2e-33
	->  class mips_11_05 "Disease, virulence and defense"

	Evaluation on training data (4488 items):
	at_At1g52000 -	mips_40_10_05	""
	at_At1g52040	mips_11_05_03	"putative protein"
	at_At1g52070	mips_11_05_03	""
			mips_47_03_11
			mips_47_03_11_09
	at_At1g52130	mips_11_05_03	""
	at_At1g61230	mips_11_05_03	""
	at_At3g16400 -	mips_25_05_25	"putative jasmonate inducible protein"
			mips_63_07
	at_At3g16440	mips_11_05_03	"putative lectin"
	at_At3g16450	mips_11	"putative lectin"
			mips_11_05
			mips_11_05_03
	at_At3g16460	mips_11_05_03	"putative jasmonate inducible protein (MDC8.9/AT3g16460)"
			mips_13_07
	at_At5g35940	mips_11_05_03	"putative protein"
	at_At5g49870	mips_11_05_03	"myrosinase binding protein-like"
	Training Accuracy: 9/11 (81.82%)
	Training Frequency class 'mips_11_05': 213/4488 (4.75%)

	Evaluation on validation data (2239 items):
	at_At1g52120	mips_11	""
			mips_11_05
			mips_11_05_03
	at_At2g39330	mips_11_05	"putative myrosinase-binding protein"
			mips_11_05_03
	at_At3g16430	mips_11_05	"putative lectin"
			mips_11_05_03
	at_At3g21380	mips_11_05	"unknown protein"
			mips_11_05_03
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_09
	Validation Accuracy: 4/4 (100.00%)
	Validation Frequency class 'mips_11_05': 93/2239 (4.15%)

	Evaluation on propertest data (3463 items):
	at_At2g25980	mips_11_05_03	"similar to jasmonate-inducible proteins from Brassica napus"
	at_At3g16390 -	mips_40_04	"putative lectin"
	at_At5g38550	mips_11_05	"myrosinase binding protein-like; similar to jasmonate induced protein"
			mips_11_05_03
	at_At5g49850	mips_11_05_03	"putative protein"
	Propertest Accuracy: 3/4 (75.00%)
	Propertest Frequency class 'mips_11_05': 159/3463 (4.59%)

	New (unknown) data (2239 items):
	at_At1g52030 -	no entry	null
	at_At1g52060 -	no entry	null
	at_At1g60110 -	no entry	null
	at_At1g73040 -	no entry	null
	at_At2g33070 -	no entry	null
	at_At3g16470 -	no entry	null
	at_At5g28520 -	no entry	null
	at_At5g49860 -	no entry	null
	at_At1g33790 -	no entry	null
	at_At1g52050 -	no entry	null
	at_At1g52100 -	no entry	null
	at_At1g57570 -	no entry	null
	at_At1g60130 -	no entry	null
	at_At3g16420 -	no entry	null
	at_At1g52110 -	no entry	null
	at_At1g58160 -	no entry	null
	at_At2g39310 -	no entry	null
	at_At3g16410 -	no entry	null
	at_At5g35950 -	no entry	null


------------------
Rule 1278
	a.118.1 <= 3.3e-05
	a.118.8 > 0.019
	b.1 > 0.015
	d > 0.02
	->  class mips_08_01 "nuclear transport"

	Evaluation on training data (4488 items):
	at_At1g01410 -	mips_14	"hypothetical protein"
			mips_14_04
			mips_25
			mips_40
			mips_40_03
			mips_63
			mips_63_03
			mips_99
	at_At1g01830	mips_03_01_05	"unknown protein"
			mips_03_01_05_03
			mips_03_03_01_01
			mips_08_01
			mips_30_10
			mips_40_10_05
			mips_40_10_99
	at_At1g09270	mips_08_01	"putative importin beta binding domain"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At1g23180	mips_06	"unknown protein"
			mips_06_04
			mips_08_01
			mips_30
			mips_30_10_05
			mips_40
			mips_40_10
			mips_40_10_05
			mips_63_01
	at_At1g25490 -	mips_03_03	"phosphoprotein phosphatase 2A regulatory subunit A (RCN1)"
			mips_03_03_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01
			mips_14_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
	at_At1g26170	mips_08_01	"hypothetical protein"
			mips_14_10
			mips_14_10_02
			mips_30_10
			mips_40_10_05
	at_At1g27760 -	mips_25_05_15	"unknown protein"
			mips_35_03_12
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_01
			mips_45_03_15
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_03
			mips_47_03_03_01
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_47_03_15
			mips_47_03_15_05
			mips_47_03_15_07
			mips_63_99
	at_At1g29030 -	mips_06	"hypothetical protein"
			mips_06_10
			mips_14_10_02_01
			mips_40
			mips_40_10
			mips_63_01
			mips_98
	at_At1g32880	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At1g35730 -	mips_04_99	"hypothetical protein"
	at_At1g44120	mips_06_10	"hypothetical protein"
			mips_08_01
	at_At1g49780	mips_08_01	"hypothetical protein"
			mips_40_10_05
	at_At1g60190	mips_08_01	""
			mips_30_10_05
			mips_40_10_05
	at_At1g61350 -	mips_40_10_05	"unknown"
	at_At1g62410 -	mips_03_01_01	"hypothetical protein"
			mips_13_11_03
			mips_14_10
			mips_25_01
			mips_25_01_01
	at_At1g64960 -	mips_03_03_01_01	"hypothetical protein"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01
			mips_14_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
	at_At1g67140 -	mips_20_25	"hypothetical protein"
			mips_20_25_16
	at_At1g68940	mips_06_10	"hypothetical protein"
			mips_08_01
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At1g71020	mips_08_01	"unknown protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At1g72560	mips_04_03	"putative exportin, tRNA (nuclear export receptor for tRNAs)"
			mips_04_03_03
			mips_04_07
			mips_06_04
			mips_08
			mips_08_01
			mips_10_05
			mips_40_10_05
			mips_40_10_99
	at_At1g80930 -	mips_03_01	"unknown protein"
			mips_03_01_01
			mips_03_03
			mips_03_03_01
			mips_05
			mips_05_04
			mips_13_11
			mips_13_11_03
			mips_13_11_03_13
			mips_20
			mips_14_10
			mips_25_01
			mips_25_01_01
			mips_63_03_03
	at_At2g13540 -	mips_04_05_05	"nuclear cap-binding protein CBP80"
			mips_04_05_05_01
			mips_04_07
			mips_04_09
			mips_05
			mips_05_04
			mips_05_04_01
			mips_08
			mips_14_01
			mips_14_01_03
			mips_20
			mips_40_10_99
	at_At2g16950 -	mips_06_04	"putative transportin"
			mips_08
			mips_40_16
	at_At2g16960 -	mips_06_04	"putative importin, beta subunit"
			mips_08
	at_At2g23140 -	mips_06_04	"hypothetical protein"
			mips_10_01
			mips_10_01_01
			mips_40_10_05
			mips_63_01
	at_At2g26890 -	mips_05	"unknown protein"
			mips_06_01
			mips_08
			mips_08_10
			mips_11_01
			mips_13_11
			mips_30_19
	at_At2g27430 -	mips_03_01	"hypothetical protein"
			mips_03_01_05
			mips_03_01_05_03
			mips_05
			mips_06_04
			mips_40_10_05
	at_At2g28360 -	mips_03_03	"hypothetical protein"
			mips_03_03_01
			mips_14_04_03
			mips_14_04_03_01
	at_At2g28830	mips_06_10	"unknown protein"
			mips_08_01
			mips_08_22
			mips_30_10
			mips_30_10_05
			mips_67_01
			mips_67_01_05
	at_At2g31660	mips_01_03_16	"putative importin (nuclear transport factor ) protein"
			mips_04_03
			mips_04_03_03
			mips_08_01
			mips_40_10_05
	at_At2g32730	mips_04_03	"26S proteasome regulatory subunit"
			mips_04_03_03
			mips_06_07_11
			mips_06_10
			mips_06_13_01
			mips_06_13_01_01
			mips_08_01
			mips_11_01_99
			mips_40_07
			mips_62
			mips_62_01
			mips_62_01_05
			mips_62_01_07
			mips_62_02
			mips_62_02_01
	at_At2g34040 -	mips_14_10_02	"unknown protein"
			mips_14_10_02_01
	at_At2g35630 -	mips_05_07	"similar to ch-TOG protein from Homo sapiens"
			mips_40_05
	at_At2g35930 -	mips_40_10_05	"unknown protein"
	at_At2g39260 -	mips_01_03_16	"unknown protein"
			mips_05_07
	at_At2g45720	mips_03_01_05	"unknown protein"
			mips_03_01_05_03
			mips_08_01
	at_At2g46210 -	mips_01_06_99	"putative fatty acid desaturase/cytochrome b5 fusion protein"
	at_At2g46520	mips_08_01	"putative cellular apoptosis susceptibility protein"
			mips_14_10
			mips_14_10_02
			mips_30_10
	at_At3g07360	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g08800 -	mips_01_04	"unknown protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_03
			mips_04_99
			mips_06_07
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01
			mips_14_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
			mips_14_04_03
			mips_14_04_03_01
	at_At3g11840 -	mips_13_07	"hypothetical protein"
	at_At3g15180 -	mips_06_13_01	"unknown protein"
			mips_06_13_01_01
			mips_20_25_16_03
			mips_20_25_16_03_05
			mips_30_03
			mips_48
			mips_63_02
			mips_63_19_03
	at_At3g17340	mips_04_03	"hypothetical protein"
			mips_04_03_03
			mips_04_07
			mips_06_04
			mips_08
			mips_08_01
			mips_10_05
			mips_40_10_05
	at_At3g19380	mips_05	"hypothetical protein"
			mips_06_04
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g25800 -	mips_10_01_05_01	"protein phosphatase 2A 65 kDa regulatory subunit"
			mips_10_01_05_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
	at_At3g26600	mips_08_01	"unknown protein"
			mips_30_10_05
			mips_40_10_05
	at_At3g46510	mips_06_04	"arm repeat containing protein homolog"
			mips_08_01
			mips_13_07
			mips_30_10_05
			mips_40_10_05
	at_At3g47820	mips_05	"putative protein"
			mips_06
			mips_06_04
			mips_08
			mips_08_01
			mips_30
			mips_30_10
			mips_30_10_05
			mips_40_03
			mips_40_10
			mips_40_10_05
			mips_63
			mips_63_01
	at_At3g52450	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
	at_At3g55480 -	mips_06	"AP3-complex beta-3A adaptin subunit-like protein"
			mips_06_04
			mips_06_10
			mips_08_07_22
			mips_08_07_22_01
			mips_10
			mips_13
			mips_13_03_01
			mips_14
			mips_14_04
			mips_25_05
			mips_30
			mips_30_09
			mips_40_09
			mips_63_01
	at_At3g57060 -	mips_03_03_01_01	"putative protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
			mips_14_01_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
	at_At3g59020	mips_01_03_16	"putative protein"
			mips_08_01
			mips_40_10_05
	at_At3g60860 -	mips_01_03_01	"guanine nucleotide exchange factor - like protein"
			mips_06_04
			mips_62_02
			mips_62_02_03
			mips_63_19
	at_At3g61580 -	mips_01_06_01	"delta-8 sphingolipid desaturase (sld1)"
			mips_01_06_99
	at_At4g12710 -	mips_04	"putative protein"
			mips_10
			mips_10_01_01
			mips_13
			mips_13_07
			mips_40_04
			mips_40_10
	at_At4g16490	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_05
			mips_03_01_05_03
			mips_06_04
			mips_08_01
			mips_30
			mips_30_10
			mips_30_10_05
			mips_40_03
			mips_40_10_05
			mips_63_01
	at_At4g25880 -	mips_04_99	"pumilio like protein"
	at_At4g27640 -	mips_62_02_01_02	"putative protein"
	at_At4g28470 -	mips_04_03	"putative protein"
			mips_04_03_03
			mips_06_07_11
			mips_06_13_01
			mips_06_13_01_01
	at_At4g31890	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At4g34940	mips_08_01	"putative protein"
			mips_08_13
			mips_30_10
	at_At5g02150 -	mips_40_10_05	"putative protein"
	at_At5g03070	mips_08_01	"importin alpha - like protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g17930 -	mips_13_11	"unknown protein"
			mips_13_11_03
			mips_13_11_03_13
	at_At5g18330	mips_05	"putative protein"
			mips_06_04
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g37630 -	mips_03_03_04	"chromosome condensation protein -like"
			mips_03_03_04_07
			mips_03_99
	at_At5g43090 -	mips_04_99	"putative protein"
	at_At5g48120 -	mips_03_01_05_01	"unknown protein"
	at_At5g50900	mips_08_01	"unknown protein"
			mips_40_10_05
	at_At5g56510 -	mips_04_99	"putative protein"
	at_At5g57870 -	mips_03_01_01	"eukaryotic initiation factor 4, eIF4-like protein"
			mips_03_03_01_02
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_13_11_03
			mips_14_10
			mips_25_01
			mips_25_01_01
			mips_63_03_03
	at_At5g67340 -	mips_06_04	"putative protein"
			mips_08
			mips_10_01
			mips_10_01_01
			mips_40_03
			mips_63_01
	Training Accuracy: 30/72 (41.67%)
	Training Frequency class 'mips_08_01': 54/4488 (1.20%)

	Evaluation on validation data (2239 items):
	at_At1g01960 -	mips_01_03_01	"hypothetical protein"
			mips_08_07
			mips_40_08
			mips_62_02_03
	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_At1g10560	mips_06	"unknown protein"
			mips_06_04
			mips_06_10
			mips_08_01
			mips_08_22
			mips_10
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_04
			mips_40_10
			mips_40_10_05
			mips_67
			mips_67_01
			mips_67_01_05
	at_At1g13320 -	mips_03_03_01_01	"hypothetical protein"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01
			mips_14_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
	at_At1g22240 -	mips_04_99	"hypothetical protein"
	at_At1g27910 -	mips_03_01_05_03	"hypothetical protein"
	at_At1g29340	mips_08_01	"arm repeat-containing protein, putative"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At1g35750 -	mips_04_99	"hypothetical protein"
			mips_14_04
	at_At1g48760 -	mips_01_07_01	"putative protein"
			mips_08_07
			mips_08_07_22
			mips_08_07_22_01
			mips_13_03
			mips_13_03_01
			mips_14_01_03
			mips_25_05_09
			mips_25_05_10
			mips_30_09
			mips_40_08
	at_At1g72320 -	mips_40	"putative RNA-binding domain"
			mips_40_03
			mips_63
			mips_63_03
			mips_99
	at_At1g76390	mips_06_10	"hypothetical protein"
			mips_08_01
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At1g77600 -	mips_04_05_01_04_03	"hypothetical protein"
			mips_14_01_01
			mips_14_01_05
			mips_47_03_15
			mips_47_03_15_09
			mips_63_19_03
	at_At2g01690 -	mips_03	"unknown protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_03
			mips_04
			mips_04_99
			mips_14
			mips_14_01
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
			mips_99
	at_At2g03410 -	mips_14	"unknown protein"
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
	at_At2g05810	mips_08_01	"hypothetical protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At2g24050 -	mips_03_01_01	"putative eukaryotic initiation factor 4, eIF4"
			mips_03_03_01_02
			mips_05_04_01
			mips_05_07
			mips_13_11_03
			mips_14_10
			mips_25_01
			mips_25_01_01
			mips_63_03_03
	at_At2g29190 -	mips_04_05_01	"putative pumilio/Mpt5 family RNA-binding protein"
			mips_04_05_01_04
			mips_04_99
			mips_14
			mips_14_04
			mips_63_03
	at_At2g32550 -	mips_25_05_23	"hypothetical protein"
	at_At2g44900	mips_08_01	"hypothetical protein"
			mips_13_07
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g06670 -	mips_01_05_04	"unknown protein"
	at_At3g45190 -	mips_14_04_03	"putative protein"
			mips_14_04_03_01
	at_At3g51980 -	mips_40_10_05	"hypothetical protein"
	at_At4g21350 -	mips_03_01_05_03	"putative protein"
	at_At4g31480 -	mips_08_07	"putative protein"
			mips_08_07_07
			mips_08_07_22
			mips_08_07_25
			mips_40_08
			mips_40_09
	at_At4g38200 -	mips_01_03_01	"guanine nucleotide-exchange protein -like"
			mips_08_07
			mips_40_08
	at_At5g01770 -	mips_14	"putative protein"
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_10
	at_At5g01830	mips_06	"putative protein"
			mips_08_01
			mips_10
			mips_10_01_01
			mips_30_10
			mips_30_10_05
			mips_40_10
			mips_40_10_05
			mips_63_01
	at_At5g12980 -	mips_25_05_23	"putative protein"
	at_At5g42340	mips_08_01	"arm repeat containing protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g47540 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_01
	at_At5g47690 -	mips_03_03_02	"putative protein"
			mips_04_05_01_04_03
			mips_14_01_01
			mips_14_01_05
			mips_47_03_15
			mips_47_03_15_09
			mips_63_03_01
			mips_63_19_03
	at_At5g53480	mips_08_01	"importin beta"
			mips_40_10_05
			mips_63_17
			mips_63_17_09
	at_At5g59280 -	mips_04	"putative protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_03
			mips_63
			mips_63_03
			mips_99
	at_At5g62560	mips_06_04	"putative protein"
			mips_08_01
			mips_10_01
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_10_05
	at_At5g62600	mips_04_07	"putative protein"
			mips_04_09
			mips_08_01
			mips_40_10_05
	at_At5g65920	mips_06_04	"Unknown protein (At5g65920; K14B20.9)"
			mips_06_10
			mips_08_01
			mips_10_01
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_10_05
			mips_67
			mips_67_01
			mips_67_01_05
	Validation Accuracy: 11/36 (30.56%)
	Validation Frequency class 'mips_08_01': 22/2239 (0.98%)

	Evaluation on propertest data (3463 items):
	at_At1g01950 -	mips_08_22	"unknown protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04_05
			mips_63_06
	at_At1g02690	mips_03_01_05_03	"importin alpha, putative"
			mips_08_01
			mips_30_10_05
			mips_40_10_05
	at_At1g04810	mips_04_03	"26S proteasome regulatory subunit, putative"
			mips_04_03_03
			mips_06_07_11
			mips_06_13_01
			mips_06_13_01_01
			mips_08_01
			mips_11_01_99
			mips_62_01
			mips_62_01_05
			mips_62_01_07
	at_At1g12430 -	mips_08_22	"kinesin-like protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04_05
			mips_63_06
	at_At1g12930	mips_04_07	"unknown protein"
			mips_04_09
			mips_08_01
	at_At1g15940 -	mips_63_07	"T24D18.4"
	at_At1g20780	mips_08_01	"unknown protein (At1g20780)"
			mips_30_10_05
	at_At1g23030	mips_03_01_05_03	"unknown protein"
			mips_08_01
			mips_40_10_05
	at_At1g24330	mips_08_01	"hypothetical protein"
			mips_67_01
			mips_67_01_05
	at_At1g27570 -	mips_04_03	"hypothetical protein"
			mips_04_03_03
			mips_13_07
	at_At1g27590 -	mips_13_07	"hypothetical protein"
	at_At1g31730 -	mips_08_07_07	"putative protein"
			mips_08_07_22
			mips_08_07_22_01
			mips_08_99
			mips_30_09
	at_At1g56040 -	mips_14_01	"hypothetical protein"
			mips_25_05_09
			mips_30_04
			mips_30_04_07
			mips_35_03_09
			mips_37
			mips_37_03
			mips_37_03_13
			mips_37_03_13_05
			mips_40_04
			mips_40_04_07
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_13
			mips_47_03_13_05
	at_At1g61850 -	mips_01_06_99	"hypothetical protein"
			mips_65
	at_At1g64790 -	mips_05_07	"hypothetical protein"
			mips_06_04
	at_At1g66160	mips_06_04	"unknown protein"
			mips_08_01
			mips_10_01
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_10_05
	at_At1g67530	mips_08_01	"hypothetical protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At1g79150 -	mips_14_01_03	"hypothetical protein"
			mips_25_05_25
			mips_63_07
	at_At1g80810 -	mips_04_05_01_04_03	"unknown protein"
			mips_14_01_01
			mips_14_01_05
			mips_47_03_15
			mips_47_03_15_09
			mips_63_03_01
			mips_63_19_03
	at_At2g04310 -	mips_29	"Mutator-like transposase"
			mips_29_02
	at_At2g20580	mips_06_07_11	"putative 26S proteasome regulatory subunit S2"
			mips_06_13_01
			mips_06_13_01_01
			mips_08_01
	at_At2g23500 -	mips_29	"Mutator-like transposase"
			mips_29_02
	at_At2g25130 -	mips_03_01	"hypothetical protein"
			mips_03_01_05
			mips_03_01_05_03
			mips_06_04
			mips_40_10_05
	at_At2g47980 -	mips_03_03_02	"sister-chromatide cohesion like protein"
			mips_03_99
			mips_40_10_03
	at_At3g06720	mips_03_01_05	"importin alpha"
			mips_03_01_05_03
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g08960	mips_03	"hypothetical protein"
			mips_06
			mips_06_04
			mips_08_01
			mips_14
			mips_25_05
			mips_40
			mips_40_10
			mips_63_01
	at_At3g09350	mips_06_04	"hypothetical protein"
			mips_06_10
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At3g11130 -	mips_06_04	"hypothetical protein"
			mips_08_07_22
			mips_08_07_22_01
			mips_08_19
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_40_09
			mips_63_07
	at_At3g18710 -	mips_10_01	"hypothetical protein"
			mips_10_01_01
	at_At3g20800 -	mips_25_05_23	"putative cell differentiation protein"
	at_At3g27530 -	mips_08_07	"unknown protein"
			mips_40_08
	at_At3g42050 -	mips_08_13	"Vacuolar H+-ATPase subunit H (VHA-H)"
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_40_25
			mips_63_19
			mips_67
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At3g43300 -	mips_06_04	"guanine nucleotide-exchange - like protein"
			mips_08
			mips_08_07
			mips_40_08
	at_At3g49810	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g53800	mips_03_01_05_03	"unknown protein"
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At3g54280 -	mips_04_05_01_01	"TATA box binding protein (TBP) associated factor (TAF) -like protein"
	at_At3g54790 -	mips_13_07	"putative protein"
			mips_40_10_05
	at_At3g54850	mips_08_01	"putative protein"
			mips_13_07
			mips_30_10_05
	at_At3g54870 -	mips_08_22	"kinesin-like protein"
			mips_63_06
	at_At4g02150	mips_03	"AtKAP alpha"
			mips_03_01
			mips_03_01_05
			mips_03_01_05_03
			mips_06
			mips_06_04
			mips_08_01
			mips_30
			mips_30_10_05
			mips_40
			mips_40_10
			mips_40_10_05
			mips_63_01
	at_At4g02660 -	mips_20_25_16	"putative protein"
			mips_30_25
			mips_40_22
	at_At4g08840 -	mips_04_99	"putative protein"
	at_At4g15890 -	mips_03_03_01_01	"hypothetical protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
			mips_14_01_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
	at_At4g17270 -	mips_14_04_03	"putative protein"
			mips_14_04_03_01
	at_At4g21820 -	mips_45	"putative protein"
			mips_45_03
			mips_45_03_12
			mips_63_07
			mips_63_17_01
	at_At4g31490 -	mips_08_07	"Beta-COP-like protein"
			mips_08_07_07
			mips_08_07_22
			mips_08_07_25
			mips_40_08
			mips_40_09
	at_At4g34450 -	mips_40_09	"Nonclathrin coat protein gamma - like protein"
	at_At4g35380 -	mips_01_03_01	"putative protein"
			mips_08_07
			mips_40_08
			mips_62_02_03
	at_At5g01400 -	mips_04_03	"putative protein"
			mips_04_03_03
			mips_13_07
	at_At5g06120	mips_04_07	"human RAN binding protein 16-like"
			mips_08_01
			mips_40_10_05
	at_At5g06350 -	mips_14	"putative protein"
			mips_14_04
			mips_25
			mips_25_05
			mips_99
	at_At5g14510	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g16210 -	mips_03_03_01	"unknown protein"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
	at_At5g17020	mips_04_07	"Exportin1 (XPO1) protein"
			mips_08_01
			mips_40_10_05
	at_At5g18940 -	mips_14	"putative protein"
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
	at_At5g19610 -	mips_01_03	"GNOM-like protein"
			mips_01_03_01
			mips_06_04
			mips_08
			mips_08_07
			mips_14_01
			mips_14_01_03
			mips_14_01_03_99
			mips_25_03
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_03
	at_At5g19820	mips_08_01	"unknown protein"
			mips_25_05_10
			mips_40_10_05
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
	at_At5g27970 -	mips_08_07	"Unknown protein"
			mips_40_08
			mips_62_02_03
	at_At5g37490 -	mips_06	"putative protein"
			mips_10
			mips_10_01_01
			mips_13
			mips_13_07
			mips_63_01
	at_At5g40140	mips_06_10	"putative protein"
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At5g49310	mips_03_01_05_03	"importin alpha"
			mips_03_03_01_01
			mips_08_01
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At5g52000	mips_08_01	"importin alpha subunit"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At5g58410 -	mips_30_19	"unknown protein"
	at_At5g58680	mips_08_01	"unknown protein"
			mips_30_10_05
			mips_40_10_05
	at_At5g64270 -	mips_03	"nuclear protein-like"
			mips_03_03_01
			mips_04_05_05
			mips_04_05_05_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
			mips_63_01
	at_At5g65200	mips_06_04	"putative protein"
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	Propertest Accuracy: 25/66 (37.88%)
	Propertest Frequency class 'mips_08_01': 44/3463 (1.27%)

	New (unknown) data (2239 items):
	at_At1g05960 -	no entry	null
	at_At1g14300 -	no entry	null
	at_At1g27210 -	no entry	null
	at_At1g66060 -	no entry	null
	at_At1g77460 -	no entry	null
	at_At2g29140 -	no entry	null
	at_At2g29200 -	no entry	null
	at_At2g36810 -	no entry	null
	at_At3g08850 -	no entry	null
	at_At3g24270 -	no entry	null
	at_At3g57570 -	no entry	null
	at_At3g60240 -	no entry	null
	at_At4g27060 -	no entry	null
	at_At4g36030 -	no entry	null
	at_At4g36550 -	no entry	null
	at_At5g09800 -	no entry	null
	at_At5g11550 -	no entry	null
	at_At5g14790 -	no entry	null
	at_At5g15540 -	no entry	null
	at_At5g27010 -	no entry	null
	at_At5g41950 -	no entry	null
	at_At5g43110 -	no entry	null
	at_At5g60180 -	no entry	null
	at_At5g64490 -	no entry	null
	at_At1g21620 -	no entry	null
	at_At1g35850 -	no entry	null
	at_At1g50240 -	no entry	null
	at_At1g50890 -	no entry	null
	at_At1g59850 -	no entry	null
	at_At1g79190 -	no entry	null
	at_At2g02560 -	no entry	null
	at_At2g07170 -	no entry	null
	at_At2g20190 -	no entry	null
	at_At2g26780 -	no entry	null
	at_At2g39910 -	no entry	null
	at_At2g41830 -	no entry	null
	at_At3g10360 -	no entry	null
	at_At3g13330 -	no entry	null
	at_At3g18530 -	no entry	null
	at_At3g19870 -	no entry	null
	at_At3g22990 -	no entry	null
	at_At3g27670 -	no entry	null
	at_At3g32060 -	no entry	null
	at_At4g04680 -	no entry	null
	at_At4g08560 -	no entry	null
	at_At4g14180 -	no entry	null
	at_At4g14280 -	no entry	null
	at_At4g15830 -	no entry	null
	at_At4g20060 -	no entry	null
	at_At4g27750 -	no entry	null
	at_At4g32050 -	no entry	null
	at_At4g38110 -	no entry	null
	at_At5g18320 -	no entry	null
	at_At5g18340 -	no entry	null
	at_At5g18980 -	no entry	null
	at_At5g22820 -	no entry	null
	at_At5g37290 -	no entry	null
	at_At5g37410 -	no entry	null
	at_At5g37430 -	no entry	null
	at_At5g37460 -	no entry	null
	at_At5g62580 -	no entry	null
	at_At5g66200 -	no entry	null
	at_At1g51350 -	no entry	null
	at_At1g58230 -	no entry	null
	at_At1g78160 -	no entry	null
	at_At3g16810 -	no entry	null
	at_At3g56210 -	no entry	null
	at_At4g23540 -	no entry	null
	at_At4g30990 -	no entry	null
	at_At5g09610 -	no entry	null
	at_At5g60110 -	no entry	null
	at_At5g64660 -	no entry	null


------------------
Rule 1186
	b.38.1 <= 2.5e-08
	f > 0.016
	->  class mips_40_10 "nucleus"

	Evaluation on training data (4488 items):
	at_At1g03330	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_30_10
			mips_30_10_07
			mips_40_10_07
			mips_40_10_99
			mips_63_03_03
	at_At1g19120	mips_04_05_05_01	"unknown protein"
			mips_04_05_05_03
			mips_04_05_05_05
			mips_04_05_05_11
			mips_04_05_99
			mips_40_10_07
			mips_62_01_07
	at_At1g21190	mips_04_05_05_01	"putative protein"
			mips_40_10_07
	at_At1g65700	mips_04_05_05_01	"small nuclear ribonucleoprotein, putative"
			mips_40_10_07
	at_At1g76300	mips_04	"putative small nuclear ribonucleoprotein Sm D3"
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_40
			mips_40_10
			mips_40_10_07
			mips_40_10_99
			mips_63
			mips_63_01
			mips_63_03
	at_At2g23930	mips_04_05_05	"putative small nuclear ribonucleoprotein E"
			mips_04_05_05_01
			mips_40_10_07
	at_At3g14010 -	mips_03_03	"unknown protein"
			mips_03_03_01
			mips_03_03_01_01_11
			mips_04_05_01_04_03
			mips_06_10
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01_01
			mips_14_01_03
			mips_14_04_03_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_47_03_01_01_01_02
			mips_47_03_01_01_01_99
	at_At3g14080	mips_04_05_05	"Sm protein, putative"
			mips_04_05_05_01
			mips_04_05_05_03
			mips_04_05_05_05
			mips_04_05_05_11
			mips_04_05_99
			mips_40_10_07
	at_At3g59810	mips_04_05_05	"U6 snRNA-associated Sm-like protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_40_10_07
			mips_40_10_99
	at_At3g62840	mips_04_05_05	"small nuclear ribonucleoprotein-like protein"
			mips_04_05_05_01
			mips_06_10
			mips_40_10_07
			mips_62_01_07
			mips_62_02
			mips_62_02_01
	at_At5g48870	mips_04_05_05	"Sm-like protein (SAD1)"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_40_10_07
			mips_40_10_99
			mips_63_03_03
	Training Accuracy: 10/11 (90.91%)
	Training Frequency class 'mips_40_10': 378/4488 (8.42%)

	Evaluation on validation data (2239 items):
	at_At2g03870	mips_04_05_05	"putative snRNP splicing factor"
			mips_04_05_05_01
			mips_04_05_05_01_99
			mips_06_10
			mips_30_10
			mips_30_10_99
			mips_40_10_07
			mips_40_10_99
			mips_62
			mips_62_01
			mips_62_01_07
			mips_63_03_03
	at_At2g18740	mips_04_05_05	"putative small nuclear ribonucleoprotein E"
			mips_04_05_05_01
			mips_40_10_07
			mips_40_10_99
	at_At2g47640	mips_04_05_05_01	"putative small nuclear ribonucleoprotein D2"
			mips_40_10_07
	at_At4g02840	mips_04_05_05	"small nuclear riboprotein Sm-D1-like protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_40_10_07
			mips_40_10_99
			mips_63_03_03
	at_At4g20440	mips_04	"putative snRNP protein"
			mips_04_05_05
			mips_04_05_05_01
			mips_14_04
			mips_40_10
			mips_40_10_07
	at_At5g44500	mips_04_05_05_01	"unknown protein"
			mips_40_10_07
	Validation Accuracy: 6/6 (100.00%)
	Validation Frequency class 'mips_40_10': 164/2239 (7.32%)

	Evaluation on propertest data (3463 items):
	at_At1g20580	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
			mips_40_10_07
	at_At1g76860	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
			mips_40_10_07
	at_At2g43810	mips_04_05_05	"putative small nuclear ribonucleoprotein polypeptide F"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_40_10_07
			mips_40_10_99
			mips_63_03_03
	at_At3g07590	mips_04_05_05_01	"putative small nuclear ribonucleoprotein (Sm-D1)"
			mips_04_05_05_01_10
			mips_40_10_07
	at_At3g11500	mips_04	"putative small nuclear ribonucleoprotein polypeptide G"
			mips_04_05_05
			mips_04_05_05_01
			mips_14_04
			mips_25_05
			mips_40_10
			mips_40_10_07
	at_At4g30220	mips_04_05_05_01	"snRNP Sm protein F - like"
			mips_04_05_05_01_10
			mips_40_10_07
	at_At4g30330	mips_04_05_05_01	"small nuclear ribonucleoprotein homolog"
			mips_40_10_07
	at_At5g27720	mips_04_05_05_01	"glycine rich protein - like"
			mips_04_05_05_01_10
			mips_04_99
			mips_40_10_07
			mips_63_03_03
	Propertest Accuracy: 8/8 (100.00%)
	Propertest Frequency class 'mips_40_10': 267/3463 (7.71%)

	New (unknown) data (2239 items):
	at_At2g17000 -	no entry	null
	at_At2g17010 -	no entry	null
	at_At1g78610 -	no entry	null
	at_At3g14810 -	no entry	null
	at_At5g19520 -	no entry	null
	at_At1g53470 -	no entry	null
	at_At5g12080 -	no entry	null


------------------
Rule 549
	a.22 <= 1.6e-07
	->  class mips_40_10 "nucleus"

	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: 24/33 (72.73%)
	Training Frequency class 'mips_40_10': 378/4488 (8.42%)

	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: 11/18 (61.11%)
	Validation Frequency class 'mips_40_10': 164/2239 (7.32%)

	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: 18/28 (64.29%)
	Propertest Frequency class 'mips_40_10': 267/3463 (7.71%)

	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 1280
	a <= 1.6e-05
	a.118.1 <= 3.3e-05
	b.1 > 0.015
	d > 0.02
	->  class mips_40_10 "nucleus"

	Evaluation on training data (4488 items):
	at_At1g01410 -	mips_14	"hypothetical protein"
			mips_14_04
			mips_25
			mips_40
			mips_40_03
			mips_63
			mips_63_03
			mips_99
	at_At1g01830	mips_03_01_05	"unknown protein"
			mips_03_01_05_03
			mips_03_03_01_01
			mips_08_01
			mips_30_10
			mips_40_10_05
			mips_40_10_99
	at_At1g09270	mips_08_01	"putative importin beta binding domain"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At1g23180	mips_06	"unknown protein"
			mips_06_04
			mips_08_01
			mips_30
			mips_30_10_05
			mips_40
			mips_40_10
			mips_40_10_05
			mips_63_01
	at_At1g25490 -	mips_03_03	"phosphoprotein phosphatase 2A regulatory subunit A (RCN1)"
			mips_03_03_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01
			mips_14_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
	at_At1g26170	mips_08_01	"hypothetical protein"
			mips_14_10
			mips_14_10_02
			mips_30_10
			mips_40_10_05
	at_At1g27760 -	mips_25_05_15	"unknown protein"
			mips_35_03_12
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_01
			mips_45_03_15
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_03
			mips_47_03_03_01
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_47_03_15
			mips_47_03_15_05
			mips_47_03_15_07
			mips_63_99
	at_At1g29030	mips_06	"hypothetical protein"
			mips_06_10
			mips_14_10_02_01
			mips_40
			mips_40_10
			mips_63_01
			mips_98
	at_At1g32880	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At1g35730 -	mips_04_99	"hypothetical protein"
	at_At1g44120 -	mips_06_10	"hypothetical protein"
			mips_08_01
	at_At1g49780	mips_08_01	"hypothetical protein"
			mips_40_10_05
	at_At1g60190	mips_08_01	""
			mips_30_10_05
			mips_40_10_05
	at_At1g61350	mips_40_10_05	"unknown"
	at_At1g62410 -	mips_03_01_01	"hypothetical protein"
			mips_13_11_03
			mips_14_10
			mips_25_01
			mips_25_01_01
	at_At1g64960 -	mips_03_03_01_01	"hypothetical protein"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01
			mips_14_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
	at_At1g67140 -	mips_20_25	"hypothetical protein"
			mips_20_25_16
	at_At1g68940	mips_06_10	"hypothetical protein"
			mips_08_01
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At1g71020	mips_08_01	"unknown protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At1g72560	mips_04_03	"putative exportin, tRNA (nuclear export receptor for tRNAs)"
			mips_04_03_03
			mips_04_07
			mips_06_04
			mips_08
			mips_08_01
			mips_10_05
			mips_40_10_05
			mips_40_10_99
	at_At1g80930 -	mips_03_01	"unknown protein"
			mips_03_01_01
			mips_03_03
			mips_03_03_01
			mips_05
			mips_05_04
			mips_13_11
			mips_13_11_03
			mips_13_11_03_13
			mips_20
			mips_14_10
			mips_25_01
			mips_25_01_01
			mips_63_03_03
	at_At2g13540	mips_04_05_05	"nuclear cap-binding protein CBP80"
			mips_04_05_05_01
			mips_04_07
			mips_04_09
			mips_05
			mips_05_04
			mips_05_04_01
			mips_08
			mips_14_01
			mips_14_01_03
			mips_20
			mips_40_10_99
	at_At2g16950 -	mips_06_04	"putative transportin"
			mips_08
			mips_40_16
	at_At2g16960 -	mips_06_04	"putative importin, beta subunit"
			mips_08
	at_At2g23140	mips_06_04	"hypothetical protein"
			mips_10_01
			mips_10_01_01
			mips_40_10_05
			mips_63_01
	at_At2g26890 -	mips_05	"unknown protein"
			mips_06_01
			mips_08
			mips_08_10
			mips_11_01
			mips_13_11
			mips_30_19
	at_At2g27430	mips_03_01	"hypothetical protein"
			mips_03_01_05
			mips_03_01_05_03
			mips_05
			mips_06_04
			mips_40_10_05
	at_At2g28830 -	mips_06_10	"unknown protein"
			mips_08_01
			mips_08_22
			mips_30_10
			mips_30_10_05
			mips_67_01
			mips_67_01_05
	at_At2g31660	mips_01_03_16	"putative importin (nuclear transport factor ) protein"
			mips_04_03
			mips_04_03_03
			mips_08_01
			mips_40_10_05
	at_At2g32730 -	mips_04_03	"26S proteasome regulatory subunit"
			mips_04_03_03
			mips_06_07_11
			mips_06_10
			mips_06_13_01
			mips_06_13_01_01
			mips_08_01
			mips_11_01_99
			mips_40_07
			mips_62
			mips_62_01
			mips_62_01_05
			mips_62_01_07
			mips_62_02
			mips_62_02_01
	at_At2g34040 -	mips_14_10_02	"unknown protein"
			mips_14_10_02_01
	at_At2g35630 -	mips_05_07	"similar to ch-TOG protein from Homo sapiens"
			mips_40_05
	at_At2g35930	mips_40_10_05	"unknown protein"
	at_At2g39260 -	mips_01_03_16	"unknown protein"
			mips_05_07
	at_At2g46210 -	mips_01_06_99	"putative fatty acid desaturase/cytochrome b5 fusion protein"
	at_At2g46520 -	mips_08_01	"putative cellular apoptosis susceptibility protein"
			mips_14_10
			mips_14_10_02
			mips_30_10
	at_At3g07360	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g08800 -	mips_01_04	"unknown protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_03
			mips_04_99
			mips_06_07
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01
			mips_14_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
			mips_14_04_03
			mips_14_04_03_01
	at_At3g11840 -	mips_13_07	"hypothetical protein"
	at_At3g15180 -	mips_06_13_01	"unknown protein"
			mips_06_13_01_01
			mips_20_25_16_03
			mips_20_25_16_03_05
			mips_30_03
			mips_48
			mips_63_02
			mips_63_19_03
	at_At3g17340	mips_04_03	"hypothetical protein"
			mips_04_03_03
			mips_04_07
			mips_06_04
			mips_08
			mips_08_01
			mips_10_05
			mips_40_10_05
	at_At3g19380	mips_05	"hypothetical protein"
			mips_06_04
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g25800 -	mips_10_01_05_01	"protein phosphatase 2A 65 kDa regulatory subunit"
			mips_10_01_05_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
	at_At3g26600	mips_08_01	"unknown protein"
			mips_30_10_05
			mips_40_10_05
	at_At3g47820	mips_05	"putative protein"
			mips_06
			mips_06_04
			mips_08
			mips_08_01
			mips_30
			mips_30_10
			mips_30_10_05
			mips_40_03
			mips_40_10
			mips_40_10_05
			mips_63
			mips_63_01
	at_At3g52450 -	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
	at_At3g55480 -	mips_06	"AP3-complex beta-3A adaptin subunit-like protein"
			mips_06_04
			mips_06_10
			mips_08_07_22
			mips_08_07_22_01
			mips_10
			mips_13
			mips_13_03_01
			mips_14
			mips_14_04
			mips_25_05
			mips_30
			mips_30_09
			mips_40_09
			mips_63_01
	at_At3g57060	mips_03_03_01_01	"putative protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
			mips_14_01_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
	at_At3g59020	mips_01_03_16	"putative protein"
			mips_08_01
			mips_40_10_05
	at_At3g60860 -	mips_01_03_01	"guanine nucleotide exchange factor - like protein"
			mips_06_04
			mips_62_02
			mips_62_02_03
			mips_63_19
	at_At3g61580 -	mips_01_06_01	"delta-8 sphingolipid desaturase (sld1)"
			mips_01_06_99
	at_At4g12710	mips_04	"putative protein"
			mips_10
			mips_10_01_01
			mips_13
			mips_13_07
			mips_40_04
			mips_40_10
	at_At4g16490	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_05
			mips_03_01_05_03
			mips_06_04
			mips_08_01
			mips_30
			mips_30_10
			mips_30_10_05
			mips_40_03
			mips_40_10_05
			mips_63_01
	at_At4g25880 -	mips_04_99	"pumilio like protein"
	at_At4g27640 -	mips_62_02_01_02	"putative protein"
	at_At4g28470 -	mips_04_03	"putative protein"
			mips_04_03_03
			mips_06_07_11
			mips_06_13_01
			mips_06_13_01_01
	at_At4g31890	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At4g34940 -	mips_08_01	"putative protein"
			mips_08_13
			mips_30_10
	at_At5g02150	mips_40_10_05	"putative protein"
	at_At5g03070	mips_08_01	"importin alpha - like protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g17930 -	mips_13_11	"unknown protein"
			mips_13_11_03
			mips_13_11_03_13
	at_At5g18330	mips_05	"putative protein"
			mips_06_04
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g37630 -	mips_03_03_04	"chromosome condensation protein -like"
			mips_03_03_04_07
			mips_03_99
	at_At5g43090 -	mips_04_99	"putative protein"
	at_At5g43120	mips_03	"putative protein"
			mips_03_03
			mips_03_03_04
			mips_03_03_04_07
			mips_06
			mips_06_01
			mips_06_13
			mips_11
			mips_11_01
			mips_40_10
			mips_40_10_99
	at_At5g48120 -	mips_03_01_05_01	"unknown protein"
	at_At5g50900	mips_08_01	"unknown protein"
			mips_40_10_05
	at_At5g56510 -	mips_04_99	"putative protein"
	at_At5g57870 -	mips_03_01_01	"eukaryotic initiation factor 4, eIF4-like protein"
			mips_03_03_01_02
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_13_11_03
			mips_14_10
			mips_25_01
			mips_25_01_01
			mips_63_03_03
	at_At5g67340 -	mips_06_04	"putative protein"
			mips_08
			mips_10_01
			mips_10_01_01
			mips_40_03
			mips_63_01
	Training Accuracy: 32/70 (45.71%)
	Training Frequency class 'mips_40_10': 378/4488 (8.42%)

	Evaluation on validation data (2239 items):
	at_At1g01960 -	mips_01_03_01	"hypothetical protein"
			mips_08_07
			mips_40_08
			mips_62_02_03
	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_At1g10560	mips_06	"unknown protein"
			mips_06_04
			mips_06_10
			mips_08_01
			mips_08_22
			mips_10
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_04
			mips_40_10
			mips_40_10_05
			mips_67
			mips_67_01
			mips_67_01_05
	at_At1g13320 -	mips_03_03_01_01	"hypothetical protein"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01
			mips_14_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
	at_At1g22240 -	mips_04_99	"hypothetical protein"
	at_At1g27910 -	mips_03_01_05_03	"hypothetical protein"
	at_At1g29340	mips_08_01	"arm repeat-containing protein, putative"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At1g35750 -	mips_04_99	"hypothetical protein"
			mips_14_04
	at_At1g48760 -	mips_01_07_01	"putative protein"
			mips_08_07
			mips_08_07_22
			mips_08_07_22_01
			mips_13_03
			mips_13_03_01
			mips_14_01_03
			mips_25_05_09
			mips_25_05_10
			mips_30_09
			mips_40_08
	at_At1g72320 -	mips_40	"putative RNA-binding domain"
			mips_40_03
			mips_63
			mips_63_03
			mips_99
	at_At1g76390	mips_06_10	"hypothetical protein"
			mips_08_01
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At1g77600 -	mips_04_05_01_04_03	"hypothetical protein"
			mips_14_01_01
			mips_14_01_05
			mips_47_03_15
			mips_47_03_15_09
			mips_63_19_03
	at_At2g01690 -	mips_03	"unknown protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_03
			mips_04
			mips_04_99
			mips_14
			mips_14_01
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
			mips_99
	at_At2g03410 -	mips_14	"unknown protein"
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
	at_At2g05810	mips_08_01	"hypothetical protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At2g24050 -	mips_03_01_01	"putative eukaryotic initiation factor 4, eIF4"
			mips_03_03_01_02
			mips_05_04_01
			mips_05_07
			mips_13_11_03
			mips_14_10
			mips_25_01
			mips_25_01_01
			mips_63_03_03
	at_At2g29190 -	mips_04_05_01	"putative pumilio/Mpt5 family RNA-binding protein"
			mips_04_05_01_04
			mips_04_99
			mips_14
			mips_14_04
			mips_63_03
	at_At2g32550 -	mips_25_05_23	"hypothetical protein"
	at_At2g44900	mips_08_01	"hypothetical protein"
			mips_13_07
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g06670 -	mips_01_05_04	"unknown protein"
	at_At3g45190 -	mips_14_04_03	"putative protein"
			mips_14_04_03_01
	at_At3g51980	mips_40_10_05	"hypothetical protein"
	at_At4g21350 -	mips_03_01_05_03	"putative protein"
	at_At4g31480 -	mips_08_07	"putative protein"
			mips_08_07_07
			mips_08_07_22
			mips_08_07_25
			mips_40_08
			mips_40_09
	at_At4g38200 -	mips_01_03_01	"guanine nucleotide-exchange protein -like"
			mips_08_07
			mips_40_08
	at_At5g01770 -	mips_14	"putative protein"
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_10
	at_At5g01830	mips_06	"putative protein"
			mips_08_01
			mips_10
			mips_10_01_01
			mips_30_10
			mips_30_10_05
			mips_40_10
			mips_40_10_05
			mips_63_01
	at_At5g10200 -	mips_06_01	"putative protein"
	at_At5g12980 -	mips_25_05_23	"putative protein"
	at_At5g42340	mips_08_01	"arm repeat containing protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g47540 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_01
	at_At5g47690 -	mips_03_03_02	"putative protein"
			mips_04_05_01_04_03
			mips_14_01_01
			mips_14_01_05
			mips_47_03_15
			mips_47_03_15_09
			mips_63_03_01
			mips_63_19_03
	at_At5g53480	mips_08_01	"importin beta"
			mips_40_10_05
			mips_63_17
			mips_63_17_09
	at_At5g59280 -	mips_04	"putative protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_03
			mips_63
			mips_63_03
			mips_99
	at_At5g62560	mips_06_04	"putative protein"
			mips_08_01
			mips_10_01
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_10_05
	at_At5g62600	mips_04_07	"putative protein"
			mips_04_09
			mips_08_01
			mips_40_10_05
	at_At5g65920	mips_06_04	"Unknown protein (At5g65920; K14B20.9)"
			mips_06_10
			mips_08_01
			mips_10_01
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_10_05
			mips_67
			mips_67_01
			mips_67_01_05
	Validation Accuracy: 12/37 (32.43%)
	Validation Frequency class 'mips_40_10': 164/2239 (7.32%)

	Evaluation on propertest data (3463 items):
	at_At1g01950 -	mips_08_22	"unknown protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04_05
			mips_63_06
	at_At1g02690	mips_03_01_05_03	"importin alpha, putative"
			mips_08_01
			mips_30_10_05
			mips_40_10_05
	at_At1g04810 -	mips_04_03	"26S proteasome regulatory subunit, putative"
			mips_04_03_03
			mips_06_07_11
			mips_06_13_01
			mips_06_13_01_01
			mips_08_01
			mips_11_01_99
			mips_62_01
			mips_62_01_05
			mips_62_01_07
	at_At1g12430 -	mips_08_22	"kinesin-like protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04_05
			mips_63_06
	at_At1g12930 -	mips_04_07	"unknown protein"
			mips_04_09
			mips_08_01
	at_At1g15940 -	mips_63_07	"T24D18.4"
	at_At1g20780 -	mips_08_01	"unknown protein (At1g20780)"
			mips_30_10_05
	at_At1g23030	mips_03_01_05_03	"unknown protein"
			mips_08_01
			mips_40_10_05
	at_At1g24330 -	mips_08_01	"hypothetical protein"
			mips_67_01
			mips_67_01_05
	at_At1g27570 -	mips_04_03	"hypothetical protein"
			mips_04_03_03
			mips_13_07
	at_At1g27590 -	mips_13_07	"hypothetical protein"
	at_At1g31730 -	mips_08_07_07	"putative protein"
			mips_08_07_22
			mips_08_07_22_01
			mips_08_99
			mips_30_09
	at_At1g56040 -	mips_14_01	"hypothetical protein"
			mips_25_05_09
			mips_30_04
			mips_30_04_07
			mips_35_03_09
			mips_37
			mips_37_03
			mips_37_03_13
			mips_37_03_13_05
			mips_40_04
			mips_40_04_07
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_13
			mips_47_03_13_05
	at_At1g61850 -	mips_01_06_99	"hypothetical protein"
			mips_65
	at_At1g64790 -	mips_05_07	"hypothetical protein"
			mips_06_04
	at_At1g66160	mips_06_04	"unknown protein"
			mips_08_01
			mips_10_01
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_10_05
	at_At1g67530	mips_08_01	"hypothetical protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At1g79150 -	mips_14_01_03	"hypothetical protein"
			mips_25_05_25
			mips_63_07
	at_At1g80810 -	mips_04_05_01_04_03	"unknown protein"
			mips_14_01_01
			mips_14_01_05
			mips_47_03_15
			mips_47_03_15_09
			mips_63_03_01
			mips_63_19_03
	at_At2g04310 -	mips_29	"Mutator-like transposase"
			mips_29_02
	at_At2g20580 -	mips_06_07_11	"putative 26S proteasome regulatory subunit S2"
			mips_06_13_01
			mips_06_13_01_01
			mips_08_01
	at_At2g23500 -	mips_29	"Mutator-like transposase"
			mips_29_02
	at_At2g25130	mips_03_01	"hypothetical protein"
			mips_03_01_05
			mips_03_01_05_03
			mips_06_04
			mips_40_10_05
	at_At2g47980	mips_03_03_02	"sister-chromatide cohesion like protein"
			mips_03_99
			mips_40_10_03
	at_At3g06720	mips_03_01_05	"importin alpha"
			mips_03_01_05_03
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g08960	mips_03	"hypothetical protein"
			mips_06
			mips_06_04
			mips_08_01
			mips_14
			mips_25_05
			mips_40
			mips_40_10
			mips_63_01
	at_At3g09350	mips_06_04	"hypothetical protein"
			mips_06_10
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At3g11130 -	mips_06_04	"hypothetical protein"
			mips_08_07_22
			mips_08_07_22_01
			mips_08_19
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_40_09
			mips_63_07
	at_At3g18710 -	mips_10_01	"hypothetical protein"
			mips_10_01_01
	at_At3g20800 -	mips_25_05_23	"putative cell differentiation protein"
	at_At3g27530 -	mips_08_07	"unknown protein"
			mips_40_08
	at_At3g42050 -	mips_08_13	"Vacuolar H+-ATPase subunit H (VHA-H)"
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_40_25
			mips_63_19
			mips_67
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At3g43300 -	mips_06_04	"guanine nucleotide-exchange - like protein"
			mips_08
			mips_08_07
			mips_40_08
	at_At3g49810	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g50030 -	mips_05	"hypothetical protein"
			mips_06_01
			mips_11
			mips_11_01
			mips_40_08
			mips_63_01
	at_At3g53800	mips_03_01_05_03	"unknown protein"
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At3g54280 -	mips_04_05_01_01	"TATA box binding protein (TBP) associated factor (TAF) -like protein"
	at_At3g54790	mips_13_07	"putative protein"
			mips_40_10_05
	at_At3g54850 -	mips_08_01	"putative protein"
			mips_13_07
			mips_30_10_05
	at_At3g54870 -	mips_08_22	"kinesin-like protein"
			mips_63_06
	at_At4g02150	mips_03	"AtKAP alpha"
			mips_03_01
			mips_03_01_05
			mips_03_01_05_03
			mips_06
			mips_06_04
			mips_08_01
			mips_30
			mips_30_10_05
			mips_40
			mips_40_10
			mips_40_10_05
			mips_63_01
	at_At4g02660 -	mips_20_25_16	"putative protein"
			mips_30_25
			mips_40_22
	at_At4g08840 -	mips_04_99	"putative protein"
	at_At4g15890	mips_03_03_01_01	"hypothetical protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
			mips_14_01_03
			mips_30_10
			mips_30_10_03
			mips_40_10_03
	at_At4g17270 -	mips_14_04_03	"putative protein"
			mips_14_04_03_01
	at_At4g21820 -	mips_45	"putative protein"
			mips_45_03
			mips_45_03_12
			mips_63_07
			mips_63_17_01
	at_At4g31490 -	mips_08_07	"Beta-COP-like protein"
			mips_08_07_07
			mips_08_07_22
			mips_08_07_25
			mips_40_08
			mips_40_09
	at_At4g34450 -	mips_40_09	"Nonclathrin coat protein gamma - like protein"
	at_At4g35380 -	mips_01_03_01	"putative protein"
			mips_08_07
			mips_40_08
			mips_62_02_03
	at_At5g01400 -	mips_04_03	"putative protein"
			mips_04_03_03
			mips_13_07
	at_At5g06120	mips_04_07	"human RAN binding protein 16-like"
			mips_08_01
			mips_40_10_05
	at_At5g06350 -	mips_14	"putative protein"
			mips_14_04
			mips_25
			mips_25_05
			mips_99
	at_At5g14510	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g16210 -	mips_03_03_01	"unknown protein"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
	at_At5g17020	mips_04_07	"Exportin1 (XPO1) protein"
			mips_08_01
			mips_40_10_05
	at_At5g18940 -	mips_14	"putative protein"
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
	at_At5g19610 -	mips_01_03	"GNOM-like protein"
			mips_01_03_01
			mips_06_04
			mips_08
			mips_08_07
			mips_14_01
			mips_14_01_03
			mips_14_01_03_99
			mips_25_03
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_03
	at_At5g19820	mips_08_01	"unknown protein"
			mips_25_05_10
			mips_40_10_05
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
	at_At5g27970 -	mips_08_07	"Unknown protein"
			mips_40_08
			mips_62_02_03
	at_At5g37490 -	mips_06	"putative protein"
			mips_10
			mips_10_01_01
			mips_13
			mips_13_07
			mips_63_01
	at_At5g40140	mips_06_10	"putative protein"
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At5g49310	mips_03_01_05_03	"importin alpha"
			mips_03_03_01_01
			mips_08_01
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At5g52000	mips_08_01	"importin alpha subunit"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At5g58410 -	mips_30_19	"unknown protein"
	at_At5g58680	mips_08_01	"unknown protein"
			mips_30_10_05
			mips_40_10_05
	at_At5g64270 -	mips_03	"nuclear protein-like"
			mips_03_03_01
			mips_04_05_05
			mips_04_05_05_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
			mips_63_01
	at_At5g65200	mips_06_04	"putative protein"
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	Propertest Accuracy: 23/67 (34.33%)
	Propertest Frequency class 'mips_40_10': 267/3463 (7.71%)

	New (unknown) data (2239 items):
	at_At1g05960 -	no entry	null
	at_At1g14300 -	no entry	null
	at_At1g27210 -	no entry	null
	at_At1g66060 -	no entry	null
	at_At1g77460 -	no entry	null
	at_At2g29140 -	no entry	null
	at_At2g29200 -	no entry	null
	at_At2g36810 -	no entry	null
	at_At3g08850 -	no entry	null
	at_At3g24270 -	no entry	null
	at_At3g57570 -	no entry	null
	at_At3g60240 -	no entry	null
	at_At4g27060 -	no entry	null
	at_At4g36030 -	no entry	null
	at_At4g36550 -	no entry	null
	at_At5g09800 -	no entry	null
	at_At5g11550 -	no entry	null
	at_At5g14790 -	no entry	null
	at_At5g15540 -	no entry	null
	at_At5g27010 -	no entry	null
	at_At5g41950 -	no entry	null
	at_At5g43110 -	no entry	null
	at_At5g60180 -	no entry	null
	at_At5g64490 -	no entry	null
	at_At1g21620 -	no entry	null
	at_At1g35850 -	no entry	null
	at_At1g50240 -	no entry	null
	at_At1g50890 -	no entry	null
	at_At1g59850 -	no entry	null
	at_At1g79190 -	no entry	null
	at_At2g02560 -	no entry	null
	at_At2g07170 -	no entry	null
	at_At2g20190 -	no entry	null
	at_At2g26780 -	no entry	null
	at_At2g39910 -	no entry	null
	at_At2g41830 -	no entry	null
	at_At3g10360 -	no entry	null
	at_At3g13330 -	no entry	null
	at_At3g18530 -	no entry	null
	at_At3g22990 -	no entry	null
	at_At3g27670 -	no entry	null
	at_At3g32060 -	no entry	null
	at_At4g04680 -	no entry	null
	at_At4g08560 -	no entry	null
	at_At4g14180 -	no entry	null
	at_At4g14280 -	no entry	null
	at_At4g15830 -	no entry	null
	at_At4g27750 -	no entry	null
	at_At4g32050 -	no entry	null
	at_At4g38110 -	no entry	null
	at_At5g18320 -	no entry	null
	at_At5g18340 -	no entry	null
	at_At5g18980 -	no entry	null
	at_At5g22820 -	no entry	null
	at_At5g37290 -	no entry	null
	at_At5g37430 -	no entry	null
	at_At5g37460 -	no entry	null
	at_At5g62580 -	no entry	null
	at_At5g66200 -	no entry	null
	at_At1g51350 -	no entry	null
	at_At1g78160 -	no entry	null
	at_At3g16810 -	no entry	null
	at_At3g56210 -	no entry	null
	at_At4g23540 -	no entry	null
	at_At4g30990 -	no entry	null
	at_At5g09610 -	no entry	null
	at_At5g60110 -	no entry	null
	at_At5g64660 -	no entry	null


------------------
Rule 200
	c.8.4 <= 0.00024
	d.58.3 > 0.013
	->  class mips_08_13 "vacuolar transport"

	Evaluation on training data (4488 items):
	at_At1g30900	mips_08_13	"F17F8.23"
			mips_13_07
			mips_30_27
			mips_30_27_01
			mips_40_27
			mips_40_27_01
	at_At1g35630	mips_08_13	"integral membrane protein, putative"
			mips_63_17_01
	at_At1g63690	mips_08_13	"unknown protein"
			mips_63_17_01
	at_At3g52850	mips_08_13	"Spot 3 protein and vacuolar sorting receptor homolog/AtELP1"
			mips_13_07
			mips_40_27
			mips_63_07
	at_At4g07670 -	mips_01_20_05	"putative peptidase"
			mips_01_20_05_99
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_03
			mips_13_03_01
			mips_40_22
			mips_47_03_15
			mips_47_03_15_09
	at_At4g20110	mips_08_13	"vacuolar sorting receptor-like protein"
			mips_13_07
			mips_40_27
			mips_63_07
	Training Accuracy: 5/6 (83.33%)
	Training Frequency class 'mips_08_13': 74/4488 (1.65%)

	Evaluation on validation data (2239 items):
	at_At1g22670	mips_08_13	"putative RING zinc finger protein"
	at_At2g34940	mips_08_13	"putative vacuolar sorting receptor"
			mips_13_07
			mips_40_27
	at_At2g43070 -	mips_06_13_99	"unknown protein"
			mips_63_17
			mips_63_17_01
	at_At5g19740 -	mips_01_20_05	"peptidase-like protein"
			mips_01_20_05_99
			mips_05_01
			mips_05_01_01
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_03
			mips_13_03_01
			mips_40_22
			mips_47_03_15
			mips_47_03_15_09
	at_At5g66160	mips_06_13_04	"ReMembR-H2 protein JR700 (gb|AAF32325.1)"
			mips_08_13
			mips_40_25
	Validation Accuracy: 3/5 (60.00%)
	Validation Frequency class 'mips_08_13': 36/2239 (1.61%)

	Evaluation on propertest data (3463 items):
	at_At1g01650	mips_06_13_01	"unknown protein"
			mips_08_13
	at_At1g05820 -	mips_63_17_01	"unknown protein"
	at_At2g14720	mips_08_13	"putative vacuolar sorting receptor"
			mips_13_07
			mips_40_27
			mips_63_07
	at_At2g14740	mips_08_13	"putative vacuolar sorting receptor"
			mips_13_07
	at_At2g30290	mips_08_13	"putative vacuolar sorting receptor"
			mips_13_07
			mips_40_27
			mips_63_07
	at_At3g54720 -	mips_01_20_05	"peptidase like protein"
			mips_01_20_05_99
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_03
			mips_13_03_01
			mips_47_03_15
			mips_47_03_15_09
	Propertest Accuracy: 4/6 (66.67%)
	Propertest Frequency class 'mips_08_13': 59/3463 (1.70%)

	New (unknown) data (2239 items):
	at_At1g71980 -	no entry	null
	at_At4g09560 -	no entry	null


------------------
Rule 53
	c.10 <= 0.00068
	c.23.2 > 9.5e-13
	c.37.1 > 0.00092
	->  class mips_08_13 "vacuolar transport"

	Evaluation on training data (4488 items):
	at_At1g05700 -	mips_10_05	"putative light repressible receptor protein kinase"
			mips_40_02
	at_At1g09760 -	mips_63_17	"putative U2 small nuclear ribonucleoprotein A' (U2 SNRNP-A')"
			mips_63_17_01
	at_At1g09970	mips_08_13	"leucine-rich repeat receptor-like kinase At1g09970"
	at_At1g12460	mips_06	"hypothetical protein"
			mips_06_04
			mips_08
			mips_08_13
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_05
	at_At1g12970 -	mips_10	"unknown protein"
			mips_10_01
			mips_10_01_01
	at_At1g17230	mips_08_13	"putative leucine-rich receptor protein kinase"
	at_At1g17240	mips_08_13	"putative receptor protein kinase, predicted GPI-anchored protein"
	at_At1g17250	mips_08_13	"putative receptor protein kinase"
			mips_11_05_01
	at_At1g17750	mips_08_13	"hypothetical protein"
			mips_11_05_01
	at_At1g21410 -	mips_06	"unknown protein"
			mips_06_13
			mips_11
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g25570 -	mips_10	"hypothetical protein"
			mips_10_01_01
	at_At1g28440	mips_08_13	"hypothetical protein"
	at_At1g29740	mips_08_13	"Putative receptor-like serine/threonine kinase"
			mips_11_05_01
	at_At1g33600	mips_08_13	"hypothetical protein"
			mips_11_05_01
	at_At1g33610	mips_08_13	"hypothetical protein"
	at_At1g34110	mips_06	"putative protein"
			mips_06_04
			mips_08
			mips_08_13
			mips_10
			mips_10_01
			mips_10_01_01
			mips_11
			mips_11_05
			mips_11_05_01
	at_At1g34290 -	mips_13_05	"hypothetical protein"
	at_At1g34420	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_13
			mips_10_05
			mips_11_05
			mips_11_05_01
	at_At1g47890	mips_06_04	"disease resistance protein, putative"
			mips_08
			mips_08_13
			mips_10_05
			mips_11_05
			mips_11_05_01
	at_At1g48480 -	mips_10_05	"protein kinase, putative"
	at_At1g49490	mips_08_13	"hypothetical protein"
			mips_11_05_01
	at_At1g53440	mips_08_13	"receptor-like serine/threonine kinase, putative"
	at_At1g55610 -	mips_10_05	"receptor kinase, putative"
			mips_11_05
			mips_11_05_01
			mips_14_01
			mips_14_01_03
	at_At1g56120	mips_06_04	"receptor-like protein kinase, putative"
			mips_08
			mips_08_13
			mips_10_05
			mips_11_05
			mips_11_05_01
	at_At1g56130	mips_08_13	"receptor-like protein kinase, putative"
	at_At1g59620 -	mips_11_05_01	"PRM1 homolog (CW9)"
			mips_11_05_03
	at_At1g62440	mips_08_13	"putative extensin-like protein (gnl|PID|e1310400"
			mips_11_05_01
			mips_40_01
	at_At1g67510 -	mips_10	"putative receptor protein kinase"
			mips_10_01
			mips_10_01_01
			mips_10_05
	at_At1g71390	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At1g74360	mips_08_13	"putative receptor protein kinase (At1g74360)"
	at_At1g77000 -	mips_06_07	"unknown protein"
			mips_06_07_05
			mips_06_13
			mips_11_05
			mips_11_05_01
	at_At1g78230 -	mips_10_01_01	"unknown protein; similar to ESTs gb|H36831.1, gb|N96841.1, and gb|AA651293.1"
			mips_11_05
			mips_11_05_05
			mips_11_05_05_06
			mips_40_27_03
			mips_40_34
	at_At1g80630 -	mips_11_05_05	"unknown protein"
			mips_11_05_05_06
			mips_40_27
			mips_40_27_03
			mips_40_34
	at_At2g01820 -	mips_14_01_03	"putative receptor-like protein kinase"
	at_At2g02220	mips_06_04	"putative receptor-like protein kinase"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At2g13800 -	mips_10_05	"putative receptor-like protein kinase"
			mips_40_02
	at_At2g15080	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At2g15880	mips_06	"unknown protein"
			mips_06_04
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At2g19210 -	mips_10	"putative receptor-like protein kinase"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_40
			mips_40_02
			mips_99
	at_At2g24130	mips_08_13	"putative receptor-like protein kinase"
	at_At2g26730 -	mips_10_05	"putative receptor-like protein kinase"
	at_At2g30100 -	mips_04_05_99	"putative unknown protein, leucine-rich repeat"
	at_At2g32660 -	mips_10_01	"putative disease resistance protein"
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_01
			mips_14
			mips_14_01
			mips_14_01_03
	at_At2g33030 -	mips_11_05_01	"putative leucine-rich repeat disease resistance protein"
	at_At2g36370	mips_08_13	"hypothetical protein"
	at_At3g07550 -	mips_06	"unknown protein"
			mips_06_13
			mips_20
			mips_20_20
			mips_20_20_18
	at_At3g11010	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At3g13065	mips_08_13	"putative protein kinase, 3' partial"
	at_At3g14840 -	mips_11_05_01	"receptor-like serine/threonine kinase, putative"
	at_At3g17920 -	mips_11_05_05	"unknown protein"
			mips_11_05_05_06
			mips_40_27
			mips_40_27_03
			mips_40_34
	at_At3g23110	mips_08_13	"disease resistance protein, putative"
	at_At3g23750	mips_08_13	"receptor-like kinase, putative"
	at_At3g24900	mips_06_04	"leucine-rich repeat disease resistance protein, putative"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At3g25010	mips_08_13	"disease resistance protein, putative"
	at_At3g25560 -	mips_10	"unknown protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_99
	at_At3g26500 -	mips_63_17_01	"unknown protein"
	at_At3g28450 -	mips_10	"receptor kinase, putative"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_40
			mips_40_02
	at_At3g43740 -	mips_30_02	"leucine-rich repeat protein LRP -like"
			mips_63_09
			mips_67_13
	at_At3g47090 -	mips_11_05_01	"receptor kinase-like protein"
	at_At3g50080	mips_08_13	"putative protein"
	at_At3g50230 -	mips_10	"receptor protein kinase -like protein"
			mips_10_01_01
	at_At3g53240	mips_08_13	"disease resistance - like protein"
	at_At3g56100 -	mips_14_01_03	"putative protein"
	at_At3g63130 -	mips_01_03_16	"RAN GTPase like protein"
			mips_01_03_16_01
			mips_08_01
			mips_10_01_05_05
			mips_62_02_01_02
	at_At4g03190 -	mips_20_20	"putative homolog of transport inhibitor response 1"
			mips_20_20_18
	at_At4g03260 -	mips_11_05_05	"putative protein phosphatase regulatory subunit"
			mips_11_05_05_06
			mips_40_27
			mips_40_27_03
			mips_40_34
			mips_63_17_01
	at_At4g04220	mips_08_13	"putative disease resistance protein, predicted GPI-anchored protein"
	at_At4g08850	mips_06	"receptor protein kinase like protein"
			mips_08_13
			mips_10
			mips_10_01_01
			mips_11_05
			mips_11_05_01
	at_At4g13810	mips_08_13	"putative disease resistance protein"
	at_At4g13900	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At4g18670	mips_08_13	"extensin-like protein"
	at_At4g20140	mips_06_04	"leucine rich repeat-like protein"
			mips_08
			mips_08_13
			mips_10_05
			mips_11_05
			mips_11_05_01
	at_At4g24390 -	mips_14_01_03	"transport inhibitor response-like protein"
			mips_20_20
			mips_20_20_18
	at_At4g26050 -	mips_63_17_01	"putative leucine-rich-repeat protein"
	at_At4g28380 -	mips_10_05	"extensin-like protein"
			mips_40_01
	at_At4g31250 -	mips_10_05	"receptor kinase - like protein"
	at_At4g33210	mips_08_13	"putative protein"
	at_At4g36180	mips_08_13	"putative receptor protein kinase"
			mips_14_01_03
	at_At5g07280	mips_08_13	"receptor-like protein kinase-like protein"
	at_At5g07670 -	mips_06_13	"unknown protein"
			mips_11
			mips_11_05
			mips_11_05_05
			mips_11_05_05_06
			mips_40_27
			mips_40_27_03
			mips_40_34
			mips_63_01
			mips_63_17
			mips_63_17_01
	at_At5g16590 -	mips_10	"receptor-like protein kinase"
			mips_10_01
			mips_10_01_01
			mips_10_05
	at_At5g19320 -	mips_08	"RAN GTPase activating protein 2"
			mips_08_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05
			mips_40_02
	at_At5g19680 -	mips_11_05_05	"unknown protein"
			mips_11_05_05_06
			mips_40_27
			mips_40_27_03
			mips_40_34
	at_At5g21900 -	mips_03_01	"DNA excision repair protein"
			mips_03_01_05
			mips_03_01_05_01_01
			mips_06_13
			mips_11_05
			mips_11_05_03
			mips_40_10_99
	at_At5g23340 -	mips_01_05_04	"putative protein"
			mips_08_19
			mips_14_04_03_01
	at_At5g23400	mips_08_13	"disease resistance protein-like"
	at_At5g25550 -	mips_10_05	"extensin - like protein"
			mips_13_11
			mips_40_01
			mips_40_02
	at_At5g27060	mips_08_13	"resistance protein - like"
	at_At5g35390 -	mips_10	"putative receptor-like protein kinase"
			mips_10_01
			mips_10_01_01
	at_At5g44700	mips_06_04	"receptor-like protein kinase"
			mips_08
			mips_08_13
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_01
	at_At5g45520 -	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At5g45840	mips_08_13	"receptor protein kinase-like protein"
	at_At5g48940	mips_08_13	"receptor protein kinase-like protein"
	at_At5g49290	mips_08_13	"disease resistance protein-like"
			mips_11_05_01
	at_At5g51380 -	mips_14_01	"putative protein"
			mips_14_01_03
	at_At5g52480 -	mips_13_05	"nodulin-like protein"
			mips_25_03
	at_At5g55000 -	mips_67_01	"FH protein interacting protein FIP2 (gb|AAF14550.1)"
	at_At5g55540	mips_08_13	"putative protein"
	at_At5g56040	mips_08_13	"receptor protein kinase-like protein"
	Training Accuracy: 50/99 (50.51%)
	Training Frequency class 'mips_08_13': 74/4488 (1.65%)

	Evaluation on validation data (2239 items):
	at_At1g11130 -	mips_10_05	"leucine-rich repeat transmembrane protein kinase, putative"
			mips_40_01
	at_At1g12040	mips_08_13	"leucine-rich repeat/extensin 1 (LRX1)"
			mips_40_01
	at_At1g28340 -	mips_10	"hypothetical protein"
			mips_10_01_01
	at_At1g55590 -	mips_10_01	"hypothetical protein"
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_05
			mips_11_05_05_06
			mips_40_27
			mips_40_27_03
			mips_40_34
	at_At1g64210 -	mips_10_01	"hypothetical protein"
			mips_10_01_01
			mips_10_05
	at_At1g67720 -	mips_10	"putative receptor protein kinase"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_40_02
	at_At1g74170	mips_08_13	"disease resistance protein, putative"
			mips_11_05_01
	at_At1g77550 -	mips_06_07_99	"hypothetical protein"
			mips_30_04_05
			mips_40_04_05
	at_At1g79620 -	mips_10	"hypothetical protein"
			mips_10_01_01
	at_At2g13790 -	mips_10_01	"putative receptor protein kinase (F13J11.14/At2g13790)"
			mips_10_01_01
	at_At2g16250 -	mips_10_01	"putative LRR receptor protein kinase"
			mips_10_01_01
			mips_10_05
	at_At2g19330 -	mips_13_05	"putative leucine-rich-repeat protein"
			mips_63_17_01
	at_At2g19780 -	mips_10	"putative disease resistance protein"
			mips_10_01_01
	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_At2g23950 -	mips_10_01_01	"putative LRR receptor protein kinase"
	at_At2g25470	mips_08_13	"putative disease resistance protein"
	at_At2g33020	mips_06	"putative leucine-rich repeat disease resistance protein"
			mips_06_04
			mips_08_13
			mips_10
			mips_10_01_01
			mips_11_05
			mips_11_05_01
	at_At2g33050	mips_06_04	"putative leucine-rich repeat disease resistance protein"
			mips_08_13
			mips_10_01
			mips_10_01_01
			mips_11
			mips_11_05
			mips_11_05_01
	at_At2g33080	mips_06	"putative leucine-rich repeat disease resistance protein"
			mips_06_04
			mips_08
			mips_08_13
			mips_11
			mips_11_05
			mips_11_05_01
			mips_99
	at_At2g34930	mips_08_13	"putative disease resistance protein"
	at_At2g36570 -	mips_10	"putative receptor-like protein kinase"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_99
	at_At2g39940	mips_08_13	"unknown protein"
			mips_20_20
			mips_20_20_18
	at_At2g42620 -	mips_01_05_04	"F-box containing protein ORE9 (ORE9)"
			mips_14_04_03_01
	at_At2g44900 -	mips_08_01	"hypothetical protein"
			mips_13_07
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g19020	mips_08_13	"hypothetical protein"
			mips_11_05_01
	at_At3g19700 -	mips_10_05	"receptor-like protein kinase, putative"
	at_At3g22800 -	mips_40_01	"hypothetical protein"
	at_At3g23010	mips_08_13	"disease resistance protein, putative"
	at_At3g23120	mips_08_13	"disease resistance protein, putative"
	at_At3g50690 -	mips_06_10	"putative protein"
			mips_40_09
	at_At3g60350 -	mips_05	"Arm repeat containing protein - like"
			mips_06_04
			mips_40_10_05
	at_At3g62980 -	mips_20_20	"transport inhibitor response 1 (TIR1)"
			mips_20_20_18
	at_At4g05470 -	mips_06_13	"N7 -like protein"
			mips_11_05
			mips_11_05_01
			mips_25_03
	at_At4g05490 -	mips_06	"N7 -like protein"
			mips_06_13
			mips_25
			mips_25_03
			mips_98
	at_At4g11580 -	mips_03_03	"putative protein"
			mips_03_03_01
			mips_03_03_01_01
			mips_06_13
			mips_40_10_99
	at_At4g13920	mips_08_13	"disease resistance Cf-2 like protein"
			mips_11_05_01
	at_At4g18640 -	mips_10	"putative protein (fragment)"
			mips_10_01_01
	at_At4g23740 -	mips_10_05	"putative receptor kinase"
	at_At4g24490 -	mips_01_06_07	"Rab geranylgeranyl transferase like protein (fragment)"
			mips_06_07_99
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
	at_At4g33970	mips_08_13	"extensin-like protein"
			mips_40_01
	at_At4g35470 -	mips_13_05	"putative protein"
			mips_63_17_01
	at_At4g39270 -	mips_11_05_01	"receptor protein kinase - like protein"
	at_At5g06820 -	mips_11_05_01	"receptor-like protein kinase"
	at_At5g07910 -	mips_03_03_01	"putative protein"
	at_At5g20480 -	mips_11_05_01	"receptor protein kinase - like"
	at_At5g22320 -	mips_11_05_05	"unknown protein"
			mips_11_05_05_06
			mips_40_27
			mips_40_27_03
			mips_40_34
	at_At5g53890 -	mips_14_01	"receptor protein kinase-like protein"
			mips_14_01_03
	at_At5g57900 -	mips_06_13	"unknown protein"
	at_At5g61240 -	mips_10_05	"Cf-5 disease resistance protein - like"
			mips_11_05
			mips_11_05_01
	at_At5g65700 -	mips_10	"receptor protein kinase-like protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_98
	at_At5g65710	mips_08_13	"receptor protein kinase-like protein"
	at_At5g65830 -	mips_10_01_01	"unknown protein"
	at_At5g67280	mips_08_13	"receptor-like protein kinase"
	Validation Accuracy: 15/53 (28.30%)
	Validation Frequency class 'mips_08_13': 36/2239 (1.61%)

	Evaluation on propertest data (3463 items):
	at_At1g04210	mips_08_13	"unknown protein"
			mips_11_05_01
	at_At1g10510 -	mips_11_05	"unknown protein"
			mips_11_05_05
			mips_11_05_05_06
			mips_40_27
			mips_40_27_03
			mips_40_34
	at_At1g12820	mips_08_13	"transport inhibitor response 1, putative"
			mips_20_20
			mips_20_20_18
	at_At1g29730	mips_06_04	"Putative receptor-like serine/threonine kinase"
			mips_08
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At1g33590	mips_06	"unknown protein"
			mips_06_04
			mips_08_13
			mips_10
			mips_10_01
			mips_10_01_01
			mips_11
			mips_11_05
			mips_11_05_01
	at_At1g35710	mips_08_13	"protein kinase, putative"
	at_At1g51800 -	mips_10_01	"hypothetical protein"
			mips_10_01_01
			mips_10_05
			mips_40_02
	at_At1g51820 -	mips_10_05	"Putative protein kinase"
			mips_40_02
	at_At1g51850 -	mips_10_05	"Putative protein kinase"
			mips_40_02
	at_At1g51860 -	mips_10_05	"Putative protein kinase"
			mips_40_02
	at_At1g51880 -	mips_10_01	"Putative protein kinase"
			mips_10_01_01
			mips_10_05
			mips_40_02
	at_At1g53430	mips_08_13	"receptor-like serine/threonine kinase, putative"
	at_At1g57650 -	mips_11	""
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g61850 -	mips_01_06_99	"hypothetical protein"
			mips_65
	at_At1g62950 -	mips_10_05	"protein kinase, putative"
	at_At1g65380	mips_08_13	"putative protein"
			mips_11_05_01
	at_At1g66830	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_13
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_01
	at_At1g71400	mips_06	"putative disease resistance protein"
			mips_06_04
			mips_08_13
			mips_10
			mips_11_05
			mips_11_05_01
	at_At1g71830 -	mips_10	"protein kinase, putative"
			mips_10_01
			mips_10_01_01
	at_At1g72300	mips_08_13	"leucine-rich receptor-like protein kinase, putative"
			mips_11_05_01
	at_At1g74190	mips_08_13	"disease resistance protein, putative"
			mips_11_05_01
			mips_13_05
			mips_13_05_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At2g01950	mips_08_13	"putative receptor protein kinase"
			mips_14_01_03
	at_At2g15040	mips_08_13	"putative disease resistance protein"
	at_At2g17020 -	mips_10_01_01	"unknown protein"
			mips_11_05
			mips_11_05_01
	at_At2g17440 -	mips_63_17_01	"unknown protein"
	at_At2g25440 -	mips_10_01	"putative disease resistance protein"
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_01
	at_At2g25490 -	mips_10_01_01	"putative glucose regulated repressor protein"
	at_At2g32680	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At2g33060	mips_08_13	"putative leucine-rich repeat disease resistance protein"
			mips_11_05_01
	at_At2g33170	mips_08_13	"putative receptor-like protein kinase"
			mips_11_05_01
	at_At2g34680	mips_08_13	"auxin-induced protein (AIR9)"
			mips_11_05_01
	at_At3g11080	mips_06_04	"hypothetical protein"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At3g13380	mips_08_13	"brassinosteroid receptor kinase, putative"
			mips_11_05_01
			mips_14_01
			mips_14_01_03
	at_At3g19320	mips_08_13	"unknown protein"
	at_At3g21340 -	mips_10_01	"serine/threonine-specific protein kinase, putative"
			mips_10_01_01
			mips_10_05
			mips_40_02
	at_At3g24240 -	mips_14_01_03	"receptor kinase, putative"
	at_At3g24480 -	mips_40_01	"disease resistance protein, putative"
	at_At3g25020	mips_08_13	"disease resistance protein, putative"
	at_At3g26810 -	mips_11_05_05	"transport inhibitor response 1-like protein"
			mips_11_05_05_06
			mips_20_20
			mips_20_20_18
			mips_40_27
			mips_40_27_03
			mips_40_34
	at_At3g48880 -	mips_06_13	"unknown protein"
			mips_11_05
			mips_11_05_05
			mips_11_05_05_06
			mips_40_10_99
			mips_40_27
			mips_40_27_03
			mips_40_34
	at_At3g49750 -	mips_10	"putative protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_99
	at_At3g53590 -	mips_10	"receptor protein kinase -like protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
	at_At3g54650 -	mips_10_01	"putative protein"
			mips_10_01_01
			mips_10_05
			mips_13
			mips_13_11
			mips_40_02
	at_At3g56370	mips_08_13	"putative protein"
	at_At3g57830	mips_08_13	"receptor-like protein kinase"
			mips_11_05_01
	at_At3g59510 -	mips_11_05	"putative protein"
			mips_11_05_01
			mips_63_17
			mips_63_17_01
	at_At4g02760 -	mips_06_07_05	"hypothetical protein"
	at_At4g05500 -	mips_06_13	""
			mips_25_03
	at_At4g13820	mips_08_13	"putative disease resistance protein"
	at_At4g20270	mips_06_04	"CLV1 receptor kinase like protein"
			mips_08_13
	at_At4g29240 -	mips_10_01	"extensin-like protein"
			mips_10_01_01
			mips_40_01
	at_At4g39400	mips_08_13	"brassinosteroid insensitive 1 gene (BRI1)"
			mips_11_05_01
	at_At5g05850 -	mips_63_17	"putative protein"
			mips_63_17_01
	at_At5g06870 -	mips_11_05_01	"polygalacturonase inhibiting protein"
	at_At5g06940	mips_08_13	"receptor protein kinase-like protein"
			mips_11_05_01
	at_At5g10020	mips_06_04	"receptor protein kinase -like(fragment)"
			mips_08
			mips_08_13
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_01
	at_At5g25910	mips_06_04	"disease resistance protein - like"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At5g25930	mips_08_13	"receptor-like protein kinase - like"
			mips_11_05_01
	at_At5g39390 -	mips_10	"receptor protein kinase -like protein"
			mips_10_01_01
	at_At5g41820 -	mips_01_06_07	"geranylgeranyl transferase alpha subunit-like protein"
			mips_06_07_99
			mips_20_25_01
			mips_20_25_01_01
	at_At5g45500 -	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At5g45510	mips_06_04	"unknown protein"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At5g45770	mips_08_13	"predicted GPI-anchored protein"
	at_At5g45800	mips_08_13	"receptor kinase-like protein"
	at_At5g46330	mips_06_04	"receptor protein kinase"
			mips_08
			mips_08_13
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_01
	at_At5g49770	mips_06_04	"receptor protein kinase-like"
			mips_08_13
			mips_10_01_01
			mips_11_05
			mips_11_05_01
	at_At5g49780	mips_08_13	"receptor protein kinase-like"
			mips_11_05_01
	at_At5g49980 -	mips_10_01	"transport inhibitor response 1 protein"
			mips_10_01_01
			mips_20_20
			mips_20_20_18
	at_At5g51370 -	mips_11_05	"putative protein"
			mips_11_05_05
			mips_11_05_05_06
			mips_40_27_03
			mips_40_34
	at_At5g58150 -	mips_10	"receptor-like protein kinase"
			mips_10_01
			mips_10_01_01
	at_At5g63930	mips_08_13	"receptor-like protein kinase"
			mips_11_05_01
	at_At5g65240 -	mips_10	"receptor-like protein kinase"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_40
			mips_40_02
	Propertest Accuracy: 37/72 (51.39%)
	Propertest Frequency class 'mips_08_13': 59/3463 (1.70%)

	New (unknown) data (2239 items):
	at_At1g07550 -	no entry	null
	at_At1g13910 -	no entry	null
	at_At1g16930 -	no entry	null
	at_At1g25320 -	no entry	null
	at_At1g29750 -	no entry	null
	at_At1g34210 -	no entry	null
	at_At1g47920 -	no entry	null
	at_At1g48400 -	no entry	null
	at_At1g49100 -	no entry	null
	at_At1g52650 -	no entry	null
	at_At1g53350 -	no entry	null
	at_At1g54480 -	no entry	null
	at_At1g55660 -	no entry	null
	at_At1g56400 -	no entry	null
	at_At1g57690 -	no entry	null
	at_At1g60180 -	no entry	null
	at_At1g60410 -	no entry	null
	at_At1g60800 -	no entry	null
	at_At1g62090 -	no entry	null
	at_At1g64540 -	no entry	null
	at_At1g66290 -	no entry	null
	at_At1g67190 -	no entry	null
	at_At1g68780 -	no entry	null
	at_At1g69630 -	no entry	null
	at_At1g71440 -	no entry	null
	at_At1g73070 -	no entry	null
	at_At1g73080 -	no entry	null
	at_At1g75820 -	no entry	null
	at_At1g78740 -	no entry	null
	at_At1g78840 -	no entry	null
	at_At1g80080 -	no entry	null
	at_At2g02780 -	no entry	null
	at_At2g04300 -	no entry	null
	at_At2g07040 -	no entry	null
	at_At2g20210 -	no entry	null
	at_At2g20850 -	no entry	null
	at_At2g24230 -	no entry	null
	at_At2g39490 -	no entry	null
	at_At2g42730 -	no entry	null
	at_At3g10750 -	no entry	null
	at_At3g12610 -	no entry	null
	at_At3g14350 -	no entry	null
	at_At3g15410 -	no entry	null
	at_At3g17840 -	no entry	null
	at_At3g18730 -	no entry	null
	at_At3g19230 -	no entry	null
	at_At3g26920 -	no entry	null
	at_At3g26930 -	no entry	null
	at_At3g28040 -	no entry	null
	at_At3g42770 -	no entry	null
	at_At3g44080 -	no entry	null
	at_At3g44410 -	no entry	null
	at_At3g46330 -	no entry	null
	at_At3g46370 -	no entry	null
	at_At3g47580 -	no entry	null
	at_At3g49670 -	no entry	null
	at_At3g54160 -	no entry	null
	at_At3g58890 -	no entry	null
	at_At3g58920 -	no entry	null
	at_At3g58930 -	no entry	null
	at_At3g58940 -	no entry	null
	at_At3g59000 -	no entry	null
	at_At3g59460 -	no entry	null
	at_At3g60710 -	no entry	null
	at_At3g62430 -	no entry	null
	at_At4g00160 -	no entry	null
	at_At4g03220 -	no entry	null
	at_At4g08980 -	no entry	null
	at_At4g09920 -	no entry	null
	at_At4g10400 -	no entry	null
	at_At4g10420 -	no entry	null
	at_At4g18760 -	no entry	null
	at_At4g19050 -	no entry	null
	at_At4g20790 -	no entry	null
	at_At4g22730 -	no entry	null
	at_At4g26540 -	no entry	null
	at_At4g28560 -	no entry	null
	at_At4g29420 -	no entry	null
	at_At4g29450 -	no entry	null
	at_At4g29880 -	no entry	null
	at_At4g30520 -	no entry	null
	at_At4g30640 -	no entry	null
	at_At4g33430 -	no entry	null
	at_At5g01890 -	no entry	null
	at_At5g02700 -	no entry	null
	at_At5g02930 -	no entry	null
	at_At5g07180 -	no entry	null
	at_At5g18780 -	no entry	null
	at_At5g22600 -	no entry	null
	at_At5g22700 -	no entry	null
	at_At5g22710 -	no entry	null
	at_At5g22720 -	no entry	null
	at_At5g22730 -	no entry	null
	at_At5g24100 -	no entry	null
	at_At5g25850 -	no entry	null
	at_At5g25860 -	no entry	null
	at_At5g27920 -	no entry	null
	at_At5g37450 -	no entry	null
	at_At5g38570 -	no entry	null
	at_At5g40470 -	no entry	null
	at_At5g44490 -	no entry	null
	at_At5g44950 -	no entry	null
	at_At5g44960 -	no entry	null
	at_At5g44980 -	no entry	null
	at_At5g48380 -	no entry	null
	at_At5g50270 -	no entry	null
	at_At5g51560 -	no entry	null
	at_At5g52460 -	no entry	null
	at_At5g53320 -	no entry	null
	at_At5g56370 -	no entry	null
	at_At5g56390 -	no entry	null
	at_At5g56410 -	no entry	null
	at_At5g56420 -	no entry	null
	at_At5g56430 -	no entry	null
	at_At5g56570 -	no entry	null
	at_At5g56810 -	no entry	null
	at_At5g56820 -	no entry	null
	at_At5g58300 -	no entry	null
	at_At5g59650 -	no entry	null
	at_At5g61480 -	no entry	null
	at_At5g62710 -	no entry	null
	at_At5g63710 -	no entry	null
	at_At5g66890 -	no entry	null
	at_At5g67250 -	no entry	null
	at_At1g03440 -	no entry	null
	at_At1g05080 -	no entry	null
	at_At1g06630 -	no entry	null
	at_At1g06840 -	no entry	null
	at_At1g07650 -	no entry	null
	at_At1g08590 -	mips_10	"putative receptor kinase, CLV1"
	at_At1g12870 -	no entry	null
	at_At1g13230 -	no entry	null
	at_At1g13570 -	no entry	null
	at_At1g13780 -	no entry	null
	at_At1g14390 -	no entry	null
	at_At1g15740 -	no entry	null
	at_At1g16940 -	no entry	null
	at_At1g19410 -	no entry	null
	at_At1g21990 -	no entry	null
	at_At1g22000 -	no entry	null
	at_At1g26890 -	no entry	null
	at_At1g27190 -	no entry	null
	at_At1g48540 -	no entry	null
	at_At1g49610 -	no entry	null
	at_At1g49750 -	no entry	null
	at_At1g50610 -	no entry	null
	at_At1g51370 -	no entry	null
	at_At1g51790 -	no entry	null
	at_At1g51810 -	no entry	null
	at_At1g51830 -	no entry	null
	at_At1g51890 -	no entry	null
	at_At1g53420 -	no entry	null
	at_At1g55030 -	no entry	null
	at_At1g56140 -	no entry	null
	at_At1g58190 -	no entry	null
	at_At1g60630 -	no entry	null
	at_At1g61320 -	no entry	null
	at_At1g61330 -	no entry	null
	at_At1g63430 -	no entry	null
	at_At1g66150 -	no entry	null
	at_At1g66300 -	no entry	null
	at_At1g66310 -	no entry	null
	at_At1g66320 -	no entry	null
	at_At1g66640 -	no entry	null
	at_At1g68400 -	no entry	null
	at_At1g69270 -	no entry	null
	at_At1g72460 -	no entry	null
	at_At1g74200 -	no entry	null
	at_At1g75640 -	no entry	null
	at_At1g78470 -	no entry	null
	at_At1g78760 -	no entry	null
	at_At1g78980 -	no entry	null
	at_At1g80960 -	no entry	null
	at_At2g01210 -	no entry	null
	at_At2g01620 -	no entry	null
	at_At2g05300 -	no entry	null
	at_At2g06030 -	no entry	null
	at_At2g15320 -	no entry	null
	at_At2g19190 -	no entry	null
	at_At2g23300 -	no entry	null
	at_At2g24160 -	no entry	null
	at_At2g25790 -	no entry	null
	at_At2g26330 -	no entry	null
	at_At2g26380 -	no entry	null
	at_At2g26860 -	no entry	null
	at_At2g27060 -	no entry	null
	at_At2g28960 -	no entry	null
	at_At2g28970 -	no entry	null
	at_At2g28990 -	no entry	null
	at_At2g29910 -	no entry	null
	at_At2g29930 -	no entry	null
	at_At2g31880 -	no entry	null
	at_At2g35620 -	no entry	null
	at_At2g41820 -	no entry	null
	at_At2g42720 -	no entry	null
	at_At2g42800 -	no entry	null
	at_At2g45340 -	no entry	null
	at_At3g08680 -	no entry	null
	at_At3g11330 -	no entry	null
	at_At3g17640 -	no entry	null
	at_At3g19085 -	mips_99	"hypothetical protein, 3' partial"
	at_At3g20820 -	no entry	null
	at_At3g28410 -	no entry	null
	at_At3g28890 -	no entry	null
	at_At3g42880 -	no entry	null
	at_At3g44060 -	no entry	null
	at_At3g44090 -	no entry	null
	at_At3g46400 -	no entry	null
	at_At3g46420 -	no entry	null
	at_At3g47570 -	no entry	null
	at_At3g49030 -	no entry	null
	at_At3g49040 -	no entry	null
	at_At3g49150 -	no entry	null
	at_At3g49480 -	no entry	null
	at_At3g50710 -	no entry	null
	at_At3g51530 -	no entry	null
	at_At3g51740 -	no entry	null
	at_At3g52670 -	no entry	null
	at_At3g52690 -	no entry	null
	at_At3g53550 -	no entry	null
	at_At3g54910 -	no entry	null
	at_At3g56780 -	no entry	null
	at_At3g58530 -	no entry	null
	at_At3g58820 -	no entry	null
	at_At3g58860 -	mips_99	"putative protein"
	at_At3g58880 -	no entry	null
	at_At3g58900 -	no entry	null
	at_At3g58950 -	no entry	null
	at_At3g58960 -	no entry	null
	at_At3g58980 -	no entry	null
	at_At3g59150 -	no entry	null
	at_At3g59180 -	mips_99	"putative protein"
	at_At3g59190 -	no entry	null
	at_At3g59200 -	no entry	null
	at_At3g59230 -	no entry	null
	at_At3g59250 -	no entry	null
	at_At3g59270 -	no entry	null
	at_At3g60040 -	no entry	null
	at_At3g62440 -	no entry	null
	at_At4g00320 -	no entry	null
	at_At4g02740 -	no entry	null
	at_At4g03010 -	no entry	null
	at_At4g03390 -	no entry	null
	at_At4g05460 -	no entry	null
	at_At4g10410 -	no entry	null
	at_At4g26340 -	no entry	null
	at_At4g26350 -	no entry	null
	at_At4g26980 -	no entry	null
	at_At4g27050 -	no entry	null
	at_At4g28650 -	no entry	null
	at_At4g29180 -	no entry	null
	at_At4g29990 -	no entry	null
	at_At4g37250 -	no entry	null
	at_At5g01720 -	no entry	null
	at_At5g01950 -	no entry	null
	at_At5g02910 -	no entry	null
	at_At5g02920 -	no entry	null
	at_At5g03100 -	no entry	null
	at_At5g06860 -	no entry	null
	at_At5g07150 -	no entry	null
	at_At5g10290 -	no entry	null
	at_At5g11370 -	no entry	null
	at_At5g15620 -	no entry	null
	at_At5g16900 -	no entry	null
	at_At5g18770 -	no entry	null
	at_At5g20690 -	no entry	null
	at_At5g21090 -	no entry	null
	at_At5g22660 -	no entry	null
	at_At5g25350 -	no entry	null
	at_At5g38390 -	no entry	null
	at_At5g38580 -	mips_98	"putative protein"
	at_At5g38590 -	no entry	null
	at_At5g40050 -	no entry	null
	at_At5g41180 -	no entry	null
	at_At5g41630 -	no entry	null
	at_At5g41840 -	no entry	null
	at_At5g43020 -	no entry	null
	at_At5g44850 -	no entry	null
	at_At5g44940 -	no entry	null
	at_At5g44970 -	no entry	null
	at_At5g45780 -	no entry	null
	at_At5g48740 -	no entry	null
	at_At5g49750 -	no entry	null
	at_At5g53640 -	no entry	null
	at_At5g53840 -	no entry	null
	at_At5g54820 -	no entry	null
	at_At5g56380 -	no entry	null
	at_At5g56400 -	no entry	null
	at_At5g56440 -	no entry	null
	at_At5g56560 -	no entry	null
	at_At5g56690 -	no entry	null
	at_At5g59660 -	no entry	null
	at_At5g59670 -	no entry	null
	at_At5g59680 -	no entry	null
	at_At5g60610 -	no entry	null
	at_At5g62230 -	no entry	null
	at_At5g63020 -	no entry	null
	at_At5g63410 -	no entry	null
	at_At5g66330 -	no entry	null
	at_At5g67200 -	no entry	null
	at_At1g10780 -	no entry	null
	at_At1g24650 -	no entry	null
	at_At1g31420 -	no entry	null
	at_At1g33670 -	no entry	null
	at_At1g48390 -	no entry	null
	at_At1g50980 -	no entry	null
	at_At1g53730 -	no entry	null
	at_At1g56610 -	no entry	null
	at_At1g58310 -	no entry	null
	at_At1g60400 -	no entry	null
	at_At1g67390 -	no entry	null
	at_At1g69990 -	no entry	null
	at_At1g78730 -	no entry	null
	at_At1g78750 -	no entry	null
	at_At1g80470 -	no entry	null
	at_At1g80570 -	no entry	null
	at_At2g04230 -	no entry	null
	at_At2g14440 -	no entry	null
	at_At2g14510 -	no entry	null
	at_At2g15300 -	no entry	null
	at_At2g19230 -	no entry	null
	at_At2g26030 -	no entry	null
	at_At2g42290 -	no entry	null
	at_At3g14710 -	no entry	null
	at_At3g18150 -	no entry	null
	at_At3g24660 -	no entry	null
	at_At3g25670 -	no entry	null
	at_At3g27290 -	no entry	null
	at_At3g29830 -	no entry	null
	at_At3g44180 -	no entry	null
	at_At3g44810 -	no entry	null
	at_At3g47110 -	no entry	null
	at_At3g49020 -	no entry	null
	at_At3g52680 -	no entry	null
	at_At3g58910 -	no entry	null
	at_At3g59160 -	no entry	null
	at_At3g59170 -	no entry	null
	at_At3g59210 -	no entry	null
	at_At3g59240 -	no entry	null
	at_At3g60790 -	no entry	null
	at_At3g62230 -	no entry	null
	at_At4g03630 -	no entry	null
	at_At4g07400 -	no entry	null
	at_At4g13340 -	no entry	null
	at_At4g13880 -	no entry	null
	at_At4g13960 -	no entry	null
	at_At4g15060 -	no entry	null
	at_At4g16880 -	no entry	null
	at_At4g22280 -	no entry	null
	at_At4g23840 -	no entry	null
	at_At4g34220 -	no entry	null
	at_At5g05160 -	no entry	null
	at_At5g12940 -	no entry	null
	at_At5g14210 -	no entry	null
	at_At5g16000 -	no entry	null
	at_At5g22590 -	no entry	null
	at_At5g22610 -	no entry	null
	at_At5g22670 -	mips_99	"unknown protein"
	at_At5g27750 -	no entry	null
	at_At5g41830 -	no entry	null
	at_At5g49660 -	no entry	null
	at_At5g49760 -	no entry	null
	at_At5g51350 -	no entry	null
	at_At5g56700 -	no entry	null
	at_At5g56800 -	no entry	null
	at_At5g62970 -	no entry	null
	at_At5g67140 -	no entry	null


------------------
Rule 1047
	c.55.3 > 0.00027
	d.1.1 > 0.004
	d.17.4 > 3.7e-18
	d.58.7 <= 0.015
	->  class mips_20_25 "animal specific systemic sensing and response"

	Evaluation on training data (4488 items):
	at_At1g07360 -	mips_04_05_05	"Unknown protein (At1g07360; F22G5.30)"
	at_At1g11650	mips_01_03_16	"putative DNA binding protein"
			mips_01_03_16_01
			mips_20_25
			mips_20_25_16_09
	at_At1g13690 -	mips_04_05_05_01	"AtE1 (atE1)"
	at_At1g16610 -	mips_25_05_10	"arginine/serine-rich protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At1g18630	mips_04_09	"unknown protein"
			mips_14_10
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At1g23860 -	mips_01_03_16	"9G8-like splicing factor / SRZ-21"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_33_03_99
	at_At1g27050 -	mips_67_50	"unknown protein"
			mips_67_50_25
	at_At1g27650 -	mips_04_05_05_01	"U2 snRNP auxiliary factor, putative"
			mips_04_05_05_01_10
	at_At1g27750 -	mips_08_07	"hypothetical protein"
			mips_40_09
	at_At1g30480 -	mips_04_05_01_04_03	"DNA damage repair protein, putative"
	at_At1g37140 -	mips_03_03_02	"hypothetical protein"
	at_At1g43190	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g47500	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_05
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g49600	mips_01_03	"DNA binding protein ACBF, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_63_03
	at_At1g50300	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g51510 -	mips_25_05_13	"unknown protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At1g51520 -	mips_25_05_25	"unknown protein"
	at_At1g55310	mips_01_03_16	"Serine/arginine-rich protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g58470 -	mips_04_99	"putative protein"
	at_At1g60200 -	mips_63_06	""
	at_At1g60900 -	mips_04_05_05	"putative U2 snRNP auxiliary factor"
			mips_04_05_05_01
			mips_25_05_10
			mips_25_05_13
	at_At1g66260	mips_01_03_16	"RNA and export factor binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g72800 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_04_01
			mips_04_01_04
			mips_04_03
			mips_04_03_03
			mips_40_10_07
			mips_63_03_03
	at_At1g76460 -	mips_04_05_05	"putative RNA-binding protein"
			mips_04_09
			mips_40_10_99
	at_At1g79880 -	mips_25_05_10	"putative RNA-binding protein"
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	at_At2g14160 -	mips_14	"putative glycine-rich RNA-binding protein"
			mips_14_10
			mips_14_10_02
			mips_40
			mips_63
			mips_63_03
			mips_99
	at_At2g14550	mips_01_03_16	"putative spliceosome associated protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At2g14870	mips_01	"hypothetical protein"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At2g16260	mips_01_03	"putative glycine-rich RNA-binding protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_05_07
			mips_05_99
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g16940	mips_01_03_16	"splicing factor like protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At2g22100 -	mips_14_10	"putative RNA-binding protein"
			mips_14_10_02
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At2g28530 -	mips_04_05_01_04_03	"putative RING zinc finger transcription negative regulator protein"
			mips_05_07
			mips_05_99
			mips_14_04_03
			mips_14_04_03_03
			mips_25_05_25
	at_At2g29580 -	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	at_At2g30260 -	mips_03_01	"putative small nuclear ribonucleoprotein U2B"
			mips_03_01_05
			mips_03_03
			mips_03_03_02
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_99
			mips_62_01_07
			mips_62_02
			mips_62_02_01
	at_At2g37510 -	mips_40_25	"putative RNA-binding protein"
	at_At2g42890 -	mips_01_03_16	"MEI2-like protein (MEI2)"
			mips_01_03_16_01
			mips_01_03_99
			mips_03_03_02
			mips_04_07
			mips_04_09
	at_At2g44710	mips_01_03	"putative heterogeneous nuclear ribonucleoprotein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g46610	mips_01_03	"putative arginine/serine-rich splicing factor"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g47310	mips_01_03	"putative FCA-related protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At3g08000 -	mips_04_05_05	"putative RNA-binding protein"
			mips_14_10
			mips_14_10_02
	at_At3g10400 -	mips_25_05_13	"hypothetical protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
	at_At3g11400	mips_01_03	"putative eukaryotic translation initiation factor 3 subunit"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At3g14450	mips_01_03	"RNA-binding protein, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At3g16380	mips_01_03_16	"putative poly(A) binding protein"
			mips_01_03_16_01
			mips_04
			mips_04_05_05
			mips_20_25_16_09
			mips_40_10
	at_At3g18610 -	mips_04_99	"unknown protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At3g19090 -	mips_43	"RNA-binding protein, putative"
			mips_43_03
			mips_43_03_09
			mips_43_03_09_01
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_17
			mips_62_01
			mips_62_01_05
			mips_63_03_03
	at_At3g19130	mips_01_03_16	"nuclear acid binding protein, putative"
			mips_01_03_16_01
			mips_13_11
			mips_20_25_16
			mips_20_25_16_09
	at_At3g19330 -	mips_05	"hypothetical protein"
			mips_05_07
			mips_05_99
			mips_63
			mips_63_03
	at_At3g20930	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_20_25
			mips_20_25_16_09
			mips_40_26
			mips_40_26_03
	at_At3g45630 -	mips_04_05_01_04_03	"putative protein"
			mips_14_04_03_03
	at_At3g47120 -	mips_05	"putative RNA-binding protein"
			mips_05_07
			mips_05_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g50670 -	mips_01_03_16	"U1 snRNP 70K protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05_01
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_08_01
			mips_11_01_05
	at_At3g54230 -	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	at_At3g61860	mips_01_03	"ARGININE/SERINE-RICH SPLICING FACTOR RSP31"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_01
			mips_05
			mips_13_11
			mips_13_11_11
			mips_20
			mips_20_25
			mips_63_03_03
	at_At3g63450 -	mips_25_05_25	"putative protein"
	at_At4g00830 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_08_01
			mips_11_01_05
	at_At4g03110 -	mips_04_05	"putative ribonucleoprotein"
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
			mips_40_03
			mips_63_03
			mips_63_03_03
	at_At4g10110 -	mips_04_05_05	"putative protein"
			mips_04_05_05_01
			mips_40_10_99
			mips_63_03_03
	at_At4g12630	mips_04_05_05	"putative protein"
			mips_04_05_05_01
			mips_04_99
			mips_20_25
			mips_40_10_99
	at_At4g18120 -	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_03_03_02
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
	at_At4g24270 -	mips_04_05_05_01	"unknown protein"
			mips_04_05_05_05
			mips_04_05_99
			mips_63_03_03
	at_At4g25500	mips_01_03_16	"splicing factor At-SRp40"
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16_09
	at_At4g26650	mips_01_03_16	"hnRNP-like protein"
			mips_01_03_16_01
			mips_04_99
			mips_20_25_16
			mips_20_25_16_09
	at_At4g27000	mips_01_03_16	"putative DNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At4g31580	mips_04_05_05_01	"splicing factor 9G8-like SR protein / SRZ-22"
			mips_04_05_05_01_10
			mips_20_25_16
			mips_63_03_03
	at_At4g34110	mips_01_03_16	"poly(A)-binding protein"
			mips_01_03_16_01
			mips_04_05_05
			mips_05_07
			mips_05_99
			mips_20_25_16_09
	at_At4g36690 -	mips_04_05_05_01	"splicing factor like protein"
			mips_04_05_05_01_10
			mips_04_05_05_05
			mips_63_03_03
	at_At4g39260 -	mips_04	"glycine-rich protein (clone AtGRP8)"
			mips_04_05
			mips_04_05_05
			mips_04_05_05_05
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_98
			mips_99
	at_At5g06000 -	mips_05_04_01	"eukaryotic translation initiation factor 3 subunit-like protein"
	at_At5g07060 -	mips_10_01	"RNA-binding protein-like"
			mips_30
			mips_63_03
	at_At5g07290	mips_01_03_16	"Mei2-like protein"
			mips_01_03_16_01
			mips_03_03_02
			mips_20_25_16_09
	at_At5g07930 -	mips_03_03_02	"putative protein"
	at_At5g10350 -	mips_04_05_05_05	"RNA binding protein - like"
			mips_04_05_05_11
			mips_04_07
			mips_08_01
			mips_13_05
	at_At5g10800 -	mips_20	"putative protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g16260	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_20_25
			mips_20_25_16_09
	at_At5g16840 -	mips_40_10_07	"unknown protein"
	at_At5g18810 -	mips_04_05_05	"Serine/arginine rich protein - like"
			mips_14_10
			mips_14_10_02
	at_At5g24440 -	mips_04_05_05	"RNA-binding protein-like"
			mips_05_07
			mips_05_99
	at_At5g27640 -	mips_14_04_03_05	"TRANSLATION INITIATION FACTOR 3 SUBUNIT 9-like protein"
	at_At5g37720 -	mips_01	"putative protein"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_05
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At5g42820 -	mips_04_05_05	"U2 snRNP auxiliary factor, small subunit"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_40_10_99
	at_At5g44200 -	mips_04_05_05	"nuclear cap-binding protein; CBP20 (gb|AAD29697.1)"
			mips_05_04
			mips_05_04_01
			mips_63_03_03
	at_At5g50250 -	mips_04_05_05	"RNA-binding protein-like"
			mips_05_07
			mips_05_99
	at_At5g52040	mips_01_03_16	"arginine/serine-rich splicing factor RSP41 homolog"
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16
			mips_20_25_16_09
	at_At5g55550	mips_01_03_16	"RNA-binding protein-like"
			mips_01_03_16_01
			mips_04_99
			mips_20_25
			mips_20_25_16_09
	at_At5g58470 -	mips_40_10_03	"RNA/ssDNA-binding protein - like"
	at_At5g59860 -	mips_04_05	"RNA-binding protein - like"
			mips_04_05_05
			mips_04_05_05_05
			mips_40_03
			mips_40_10_99
			mips_63_03
	at_At5g61030 -	mips_04_01	"RNA-binding protein - like"
			mips_04_01_04
			mips_04_05_05
			mips_14_10
			mips_14_10_02
			mips_40_10_99
	at_At5g66010 -	mips_25_05_13	"putative protein"
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			mips_47_03
			mips_47_03_01
			mips_63_03_03
	Training Accuracy: 31/89 (34.83%)
	Training Frequency class 'mips_20_25': 217/4488 (4.84%)

	Evaluation on validation data (2239 items):
	at_At1g02840	mips_01_03_16	"ribonucleoprotein SF-2 like protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g06960 -	mips_04_05_05	"putative protein"
			mips_04_05_05_01
			mips_04_05_05_01_99
			mips_05_07
			mips_05_99
			mips_40_10_99
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_63_03_03
	at_At1g07350 -	mips_03	"transformer-SR ribonucleoprotein, putative"
			mips_03_01
			mips_03_01_09
			mips_03_01_09_05
			mips_33
			mips_33_03
			mips_33_03_99
			mips_40_04
			mips_63_01
			mips_63_03
			mips_63_03_03
			mips_63_06
			mips_63_19
	at_At1g09140 -	mips_04	"putative SF2/ASF splicing modulator, Srp30"
			mips_04_05
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
			mips_40_03
			mips_63
			mips_63_03
	at_At1g09230	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g10320 -	mips_04_05_05_01	"unknown protein"
	at_At1g22760 -	mips_01_03	"putative polyA-binding protein, PAB3"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05
			mips_05_04_01
			mips_06_10
			mips_08_01
			mips_11_01
			mips_11_01_05
			mips_11_01_99
	at_At1g29400 -	mips_03_03	"putative RNA-binding protein MEI2 (At1g29400)"
			mips_03_03_02
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
	at_At1g34140	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g47490	mips_01_03_16	"unknown protein"
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_14_10
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At1g49760	mips_01_03_16	"Putative Poly-A Binding Protein (F14J22.3)"
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_20_25_16
			mips_20_25_16_09
	at_At1g53650	mips_01	"RNA-binding protein, putative"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At1g71770	mips_01_03_16	"polyadenylate-binding protein 5"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g71800	mips_01_03_16	"cleavage stimulation factor, putative"
			mips_01_03_16_01
			mips_04_05_05
			mips_13
			mips_13_11
			mips_20_25_16_09
	at_At1g73490	mips_01_03_16	""
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g78260	mips_14_10	"unknown protein"
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At2g19380 -	mips_01_03	"putative RNA-binding protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_05_99
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
			mips_14_01
			mips_14_01_01
	at_At2g24350	mips_20_25_16	"putative poly(A) binding protein"
	at_At2g28450 -	mips_03_01_05_01	"putative RNA methyltransferase"
			mips_04_03
			mips_04_03_03
	at_At2g35410	mips_01_03	"putative chloroplast RNA binding protein precursor"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_05_07
			mips_05_99
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_63_03
	at_At2g36660 -	mips_01_03	"putative poly(A) binding protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
			mips_14_01
			mips_14_01_01
			mips_25_05_03
			mips_25_05_04
	at_At2g43970 -	mips_04_03	"unknown protein"
			mips_04_03_03
			mips_04_05_05_11
			mips_04_05_05_99
			mips_04_99
			mips_63_03_03
	at_At2g46780 -	mips_04_05_05	"putative RNA-binding protein"
			mips_04_09
			mips_04_99
			mips_40_10_99
	at_At3g06970	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At3g08530 -	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_40_09
			mips_63_07
	at_At3g12640 -	mips_25_05_13	"hypothetical protein"
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g13570 -	mips_25_05_10	"serine/arginine-rich protein, putative"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
	at_At3g13700	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_63_03
	at_At3g23830	mips_14_10	"glycine-rich RNA binding protein, putative"
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At3g27700 -	mips_25_05_15	"unknown protein"
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_07
	at_At3g48840	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At3g49430 -	mips_04_05_05	"PRE-MRNA SPLICING FACTOR SF2-like protein"
			mips_14_10_02
	at_At3g53460 -	mips_04_05_05	"RNA-binding protein cp29 protein"
			mips_25_05_10
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g55460 -	mips_14_10	"putative RNA binding protein"
			mips_14_10_02
	at_At4g13860 -	mips_04_05_05	"RNA-binding protein like"
			mips_04_05_05_05
			mips_11_01
			mips_13_11
			mips_25_05_25
			mips_40_10_99
			mips_40_26
			mips_40_26_03
	at_At5g03500 -	mips_25_05_13	"putative protein"
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g05720 -	mips_14_10	"putative protein"
			mips_14_10_02
	at_At5g06210 -	mips_40_25	"unknown protein"
	at_At5g19030 -	mips_04_05_05	"putative protein"
			mips_04_09
	at_At5g23590 -	mips_06	"putative protein"
			mips_06_01
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_10
			mips_40_16
	at_At5g25600 -	mips_29_01	"putative protein"
	at_At5g28390 -	mips_04_05_05	"putative protein"
			mips_04_09
	at_At5g46840 -	mips_40_25	"unknown protein"
			mips_40_26
			mips_40_26_03
	at_At5g47620 -	mips_04_99	"RNA-binding protein-like"
			mips_05_07
			mips_05_99
			mips_25_05_25
	at_At5g53180 -	mips_04_05_05	"polypyrimidine tract-binding RNA transport protein-like"
	at_At5g53700 -	mips_25_05_13	"putative protein"
			mips_33_03_11
			mips_33_03_13
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At5g54580	mips_14_10	"unknown protein"
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At5g59950 -	mips_04_03	"transcriptional coactivator - like protein"
			mips_04_03_03
			mips_04_05_01_01
	at_At5g61960 -	mips_03_03	"Mei2-like protein"
			mips_03_03_02
			mips_04_05_05
	at_At5g64200 -	mips_04_05_05_05	"putative protein"
	at_At5g65260 -	mips_04_05_05	"poly(A)-binding protein II-like"
			mips_04_05_05_05
			mips_04_05_05_11
			mips_04_05_99
			mips_04_07
			mips_08_01
			mips_13_05
	Validation Accuracy: 17/51 (33.33%)
	Validation Frequency class 'mips_20_25': 99/2239 (4.42%)

	Evaluation on propertest data (3463 items):
	at_At1g01080	mips_01_03	"ribonucleoprotein, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05
			mips_20_25
			mips_20_25_16_09
	at_At1g13190	mips_01	"Unknown protein (At1g13190; F3F19.21)"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_04_05
			mips_04_05_05
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At1g17370	mips_01_03	"oligouridylate binding protein, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g20880	mips_01_03	"At1g20880/F9H16_14"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g21570	mips_01_03_16	"glycine-rich RNA-binding protein grp1a, putative"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g22330	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g32790	mips_01_03_16	"RNA-binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g33470 -	mips_25_05_13	"unknown protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At1g33980 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_05_07
	at_At1g45100	mips_01_03_16	"similar to poly(A)-binding protein gb|AAC25510.1"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g48920 -	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_05
			mips_04_99
			mips_05
			mips_05_07
			mips_05_99
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	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_At1g54080	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g60000 -	mips_25_05_13	"unknown protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_40_10
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At1g60650 -	mips_04_05_01	"putative RNA-binding protein"
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_33_03_99
			mips_63_01
			mips_63_03
			mips_63_03_03
	at_At1g67770	mips_01_03	"terminal ear1-like protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g74230 -	mips_25_05_13	"putative RNA-binding protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At2g05160 -	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
	at_At2g07740 -	mips_29_01	"putative Ta11-like non-LTR retroelement protein"
			mips_29_02
	at_At2g18510	mips_04_05	"putative spliceosome associated protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_05
			mips_14
			mips_20
			mips_14_10
			mips_14_10_02
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_40_25
			mips_63_03
	at_At2g21660	mips_01_03_16	"glycine-rich RNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g21690	mips_01_03_16	"putative glycine-rich RNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
			mips_40_25
	at_At2g22090	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g23350 -	mips_01_03_16	"putative poly(A) binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
	at_At2g24590 -	mips_04_05_05	"putative RSZp22 splicing factor"
			mips_05_07
	at_At2g26000 -	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_01
			mips_40_04
			mips_63_17
			mips_63_17_09
	at_At2g27330 -	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_05_99
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
			mips_14_01
			mips_14_01_01
	at_At2g33410 -	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
	at_At2g37340 -	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_99
			mips_63_03_03
	at_At2g41060	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g42240 -	mips_04_05_05	"putative RNA-binding protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_04_05_05_05
			mips_06_10
			mips_40_10_99
			mips_63_03_03
	at_At2g43370	mips_01_03	"putative U1 small nuclear ribonucleoprotein 70 kDa"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g47580 -	mips_05_07	"small nuclear ribonucleoprotein U1A"
			mips_05_99
	at_At3g07810 -	mips_01_03_99	"putative RNA-binding protein"
			mips_03_03_02
			mips_04_99
	at_At3g09160 -	mips_04_05_05	"putative RNA-binding protein"
			mips_05_07
			mips_05_99
	at_At3g14100 -	mips_04_05_05	"oligouridylate binding protein, putative"
	at_At3g15010	mips_01_03_16	"RNA-binding protein"
			mips_01_03_16_01
			mips_13_11
			mips_20_25_16
			mips_20_25_16_09
	at_At3g20890 -	mips_25_05_10	"unknown protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g26120	mips_01_03_16	"RNA-binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At3g48830 -	mips_04_03	"putative protein"
			mips_04_03_06
			mips_04_05_05
			mips_04_05_05_05
	at_At3g49390	mips_01_03_16	"RNA-binding - like protein"
			mips_01_03_16_01
			mips_04_05_05
			mips_20_25_16
			mips_20_25_16_09
	at_At3g49500 -	mips_03	"RNA-directed RNA polymerase"
			mips_03_03
			mips_11
			mips_11_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_98
	at_At3g51950 -	mips_04_05_05	"unknown protein"
			mips_05_04
	at_At3g52380	mips_01	"RNA-binding protein cp33 precursor"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_40_26
			mips_40_26_03
			mips_63
			mips_63_03
	at_At3g52660 -	mips_01_03_16	"putative RNA binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	at_At3g53500 -	mips_01	"splicing factor - like protein"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_05
			mips_04_05_05_01
			mips_04_07
			mips_04_09
			mips_05
			mips_05_04
			mips_05_04_01
			mips_40_03
			mips_63
			mips_63_03
	at_At3g54770 -	mips_04_05_05	"RNA binding protein - like"
			mips_04_09
			mips_40_10_99
	at_At3g56860	mips_01_03_16	"unknown protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At4g02430	mips_01_03_16	""
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16
			mips_20_25_16_09
	at_At4g09040 -	mips_04_05_05	"putative protein"
			mips_04_09
			mips_05_07
			mips_05_99
			mips_25_05
	at_At4g10610	mips_01_03_16	"RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At4g13850	mips_14_10	"glycine-rich RNA-binding protein AtGRP2 - like"
			mips_14_10_02
			mips_20_25
			mips_20_25_16
			mips_40_25
	at_At4g14300 -	mips_04_05_05	"ribonucleoprotein like protein"
			mips_04_09
			mips_25_05
			mips_30
			mips_30_10_03
			mips_40_10_99
	at_At4g20030 -	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_05
			mips_05_04
			mips_40_10_99
	at_At4g24420 -	mips_04_05_05	"hypothetical protein"
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	at_At4g32720 -	mips_01_03	"putative RNA-binding protein LAH1"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
	at_At4g36960 -	mips_25_05_10	"unknown protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g02530 -	mips_04_05_01_01	"putative protein"
			mips_04_05_05
	at_At5g03480	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At5g04210 -	mips_04_05_05	"RNA binding protein - like"
			mips_04_05_05_05
	at_At5g04280 -	mips_04_05_05	"RNA-binding protein-like"
			mips_25_05_25
			mips_35
			mips_35_03
			mips_35_03_15
			mips_40_10_99
	at_At5g09880 -	mips_04_05_05	"splicing factor-like protein"
			mips_04_05_05_01
	at_At5g19350	mips_01_03	"DNA binding protein ACBF - like"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At5g19960 -	mips_06	"glycine-rich RNA-binding protein - like"
			mips_13
			mips_13_05
			mips_25_05
			mips_25_05_15
			mips_35_03_12
			mips_40_04
			mips_63_01
			mips_63_19
	at_At5g25200 -	mips_29_01	"putative protein"
	at_At5g25780	mips_14_04_03_05	"PRT1"
			mips_20_25
			mips_20_25_01
			mips_20_25_01_03
	at_At5g28330 -	mips_04_07	"putative protein"
			mips_04_09
	at_At5g46250 -	mips_04_03	"unknown protein"
			mips_04_05_05
			mips_04_05_05_99
			mips_04_99
			mips_63_03_03
	at_At5g47320 -	mips_25_05_13	"40S ribosomal protein S19"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At5g51120 -	mips_04_05_99	"putative polyA-binding protein II"
	at_At5g51300 -	mips_04_05_05	"putative protein"
			mips_04_05_05_01
	at_At5g51730 -	mips_04	"putative protein"
			mips_04_05_05
			mips_04_05_99
			mips_13
			mips_13_05
			mips_14_04
			mips_25_05
			mips_40_10
			mips_98
	at_At5g53680 -	mips_05_07	"putative protein"
			mips_05_99
	at_At5g53720 -	mips_04_05_05	"putative protein"
			mips_04_09
	at_At5g55670 -	mips_04_05	"unknown protein"
			mips_04_05_05
			mips_04_05_05_01
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_25
			mips_25_05
			mips_25_05_25
			mips_35
			mips_35_03
			mips_35_03_15
			mips_40_10_99
			mips_63_01
			mips_63_03
	at_At5g60170 -	mips_04_05	"putative protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_03
			mips_25
			mips_63_03
	Propertest Accuracy: 28/76 (36.84%)
	Propertest Frequency class 'mips_20_25': 165/3463 (4.76%)

	New (unknown) data (2239 items):
	at_At1g17640 -	no entry	null
	at_At1g21320 -	no entry	null
	at_At1g51530 -	no entry	null
	at_At1g60830 -	no entry	null
	at_At1g67950 -	no entry	null
	at_At1g79100 -	no entry	null
	at_At2g05370 -	no entry	null
	at_At2g21440 -	no entry	null
	at_At3g46470 -	no entry	null
	at_At3g52980 -	no entry	null
	at_At4g08750 -	no entry	null
	at_At4g11130 -	no entry	null
	at_At4g16280 -	no entry	null
	at_At4g19610 -	no entry	null
	at_At4g24770 -	no entry	null
	at_At5g05430 -	no entry	null
	at_At5g12190 -	no entry	null
	at_At5g46870 -	no entry	null
	at_At1g14790 -	no entry	null
	at_At1g31600 -	no entry	null
	at_At1g73530 -	no entry	null
	at_At1g76940 -	no entry	null
	at_At2g27790 -	no entry	null
	at_At2g33440 -	no entry	null
	at_At3g15605 -	no entry	null
	at_At3g21100 -	no entry	null
	at_At3g23900 -	no entry	null
	at_At3g26420 -	no entry	null
	at_At3g46020 -	no entry	null
	at_At3g52150 -	no entry	null
	at_At3g56510 -	no entry	null
	at_At4g17720 -	no entry	null
	at_At5g02740 -	no entry	null
	at_At5g04600 -	no entry	null
	at_At5g32450 -	no entry	null
	at_At5g41690 -	no entry	null
	at_At5g54900 -	no entry	null
	at_At5g58130 -	no entry	null
	at_At1g05970 -	no entry	null
	at_At1g14340 -	no entry	null
	at_At3g54510 -	no entry	null
	at_At3g55340 -	no entry	null
	at_At4g12640 -	no entry	null
	at_At5g25060 -	no entry	null


------------------
Rule 672
	c.61 <= 1.1e-22
	->  class mips_01_03 "nucleotide metabolism"

	Evaluation on training data (4488 items):
	at_At1g27450	mips_01_01_01_11	"adenine phosphoribosyltransferase 1, APRT"
			mips_01_01_01_11_15
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	at_At1g55810	mips_01_03	"uracil phosphoribosyltransferase 1, putative"
			mips_01_03_04
			mips_01_03_04_03
			mips_01_04
			mips_01_04_01
			mips_01_04_04
			mips_63_19_05
			mips_63_19_99
	at_At1g80050	mips_01_03_01	"adenine phosphoribosyltransferase"
			mips_01_03_01_03
	at_At2g35390	mips_01_01	"phosphoribosyl pyrophosphate synthetase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_03
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
			mips_01_05_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At2g42910	mips_01_01	"putative ribose phosphate pyrophosphokinase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_03
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g11160	mips_01_03	"adenine phosphoribosyltransferase - like protein"
			mips_01_03_01
			mips_01_03_01_03
	Training Accuracy: 6/6 (100.00%)
	Training Frequency class 'mips_01_03': 255/4488 (5.68%)

	Evaluation on validation data (2239 items):
	at_At1g32380	mips_01_01_01_11_15	"ribose-phosphate pyrophosphokinase 2"
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
	at_At3g27440	mips_01_03_04	"uridine kinase/uracil phosphoribosyl transferas, putative"
			mips_01_03_04_03
			mips_01_04_01
			mips_01_04_04
			mips_63_19_05
			mips_63_19_99
	at_At3g53900	mips_01_03	"uracil phosphoribosyltransferase-like protein"
			mips_01_03_04
			mips_01_04
			mips_01_04_04
			mips_40_03
			mips_63_19
	at_At4g12440	mips_01_03	"putative adenine phosphoribosyltransferase"
			mips_01_03_01
			mips_01_03_01_03
			mips_40_03
	at_At4g26510	mips_01_03_04	"uracil phosphoribosyl transferase like protein"
			mips_01_04_04
	Validation Accuracy: 5/5 (100.00%)
	Validation Frequency class 'mips_01_03': 126/2239 (5.63%)

	Evaluation on propertest data (3463 items):
	at_At1g71750	mips_01_03_01	"hypoxanthine ribosyl transferase, putative"
			mips_01_03_01_01
			mips_01_03_01_01_01
			mips_01_03_01_03
			mips_01_03_04
	at_At2g16570	mips_01_01_01_01	"amidophosphoribosyltransferase"
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_03_01
			mips_01_03_01_03
			mips_14_04
			mips_63_19
	at_At3g27190	mips_01_03_04	"uracil phosphoribosyltransferase, putative"
			mips_01_04_04
			mips_63_19
	at_At3g54470	mips_01	"UMP synthase"
			mips_01_03
			mips_01_03_01
			mips_01_03_04
			mips_01_03_04_03
			mips_40_03
	at_At4g22570	mips_01_03_01	"adenine phosphoribosyltransferase (EC 2.4.2.7) - like protein"
			mips_01_03_01_03
	at_At4g34740	mips_01_01_01_01	"amidophosphoribosyltransferase 2 precursor"
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_03_01
			mips_01_03_01_03
	at_At4g38880	mips_01_01_01_01	"amidophosphoribosyltransferase - like protein"
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_03_01
			mips_01_03_01_03
	at_At5g40870	mips_01_03_04	"uridine kinase-like protein"
			mips_01_03_04_03
			mips_01_04_01
			mips_01_04_04
			mips_63_19_05
			mips_63_19_99
	Propertest Accuracy: 8/8 (100.00%)
	Propertest Frequency class 'mips_01_03': 197/3463 (5.69%)

	New (unknown) data (2239 items):


------------------
Rule 1031
	d.17.4 > 3.7e-18
	d.58.7 <= 0.015
	->  class mips_01_03 "nucleotide metabolism"

	Evaluation on training data (4488 items):
	at_At1g07360 -	mips_04_05_05	"Unknown protein (At1g07360; F22G5.30)"
	at_At1g11650	mips_01_03_16	"putative DNA binding protein"
			mips_01_03_16_01
			mips_20_25
			mips_20_25_16_09
	at_At1g13690 -	mips_04_05_05_01	"AtE1 (atE1)"
	at_At1g16610 -	mips_25_05_10	"arginine/serine-rich protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At1g18630 -	mips_04_09	"unknown protein"
			mips_14_10
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At1g22910	mips_01_03	"unknown protein (At1g22910)"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05
			mips_04_05_01
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05
			mips_05_04
			mips_05_04_01
			mips_06_10
			mips_08
			mips_08_01
			mips_11
			mips_11_01
			mips_11_01_05
			mips_11_01_99
			mips_14
			mips_14_01
			mips_14_01_01
			mips_25
			mips_25_05
			mips_25_05_03
			mips_25_05_04
			mips_25_05_05
			mips_25_05_07
			mips_25_05_09
			mips_25_05_10
			mips_25_05_99
			mips_30
			mips_30_03
	at_At1g23860	mips_01_03_16	"9G8-like splicing factor / SRZ-21"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_33_03_99
	at_At1g27050 -	mips_67_50	"unknown protein"
			mips_67_50_25
	at_At1g27650 -	mips_04_05_05_01	"U2 snRNP auxiliary factor, putative"
			mips_04_05_05_01_10
	at_At1g27750 -	mips_08_07	"hypothetical protein"
			mips_40_09
	at_At1g30480 -	mips_04_05_01_04_03	"DNA damage repair protein, putative"
	at_At1g37140 -	mips_03_03_02	"hypothetical protein"
	at_At1g43190	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g47500	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_05
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g49600	mips_01_03	"DNA binding protein ACBF, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_63_03
	at_At1g50300	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g51510 -	mips_25_05_13	"unknown protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At1g51520 -	mips_25_05_25	"unknown protein"
	at_At1g55310	mips_01_03_16	"Serine/arginine-rich protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g58470 -	mips_04_99	"putative protein"
	at_At1g60200 -	mips_63_06	""
	at_At1g60900 -	mips_04_05_05	"putative U2 snRNP auxiliary factor"
			mips_04_05_05_01
			mips_25_05_10
			mips_25_05_13
	at_At1g66260	mips_01_03_16	"RNA and export factor binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g72800	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_04_01
			mips_04_01_04
			mips_04_03
			mips_04_03_03
			mips_40_10_07
			mips_63_03_03
	at_At1g76460 -	mips_04_05_05	"putative RNA-binding protein"
			mips_04_09
			mips_40_10_99
	at_At1g79880 -	mips_25_05_10	"putative RNA-binding protein"
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	at_At2g14160 -	mips_14	"putative glycine-rich RNA-binding protein"
			mips_14_10
			mips_14_10_02
			mips_40
			mips_63
			mips_63_03
			mips_99
	at_At2g14550	mips_01_03_16	"putative spliceosome associated protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At2g14870	mips_01	"hypothetical protein"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At2g16260	mips_01_03	"putative glycine-rich RNA-binding protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_05_07
			mips_05_99
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g16940	mips_01_03_16	"splicing factor like protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At2g22100 -	mips_14_10	"putative RNA-binding protein"
			mips_14_10_02
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At2g28530 -	mips_04_05_01_04_03	"putative RING zinc finger transcription negative regulator protein"
			mips_05_07
			mips_05_99
			mips_14_04_03
			mips_14_04_03_03
			mips_25_05_25
	at_At2g29580	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	at_At2g30260 -	mips_03_01	"putative small nuclear ribonucleoprotein U2B"
			mips_03_01_05
			mips_03_03
			mips_03_03_02
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_99
			mips_62_01_07
			mips_62_02
			mips_62_02_01
	at_At2g37510 -	mips_40_25	"putative RNA-binding protein"
	at_At2g42890	mips_01_03_16	"MEI2-like protein (MEI2)"
			mips_01_03_16_01
			mips_01_03_99
			mips_03_03_02
			mips_04_07
			mips_04_09
	at_At2g43410	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
	at_At2g44710	mips_01_03	"putative heterogeneous nuclear ribonucleoprotein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g46610	mips_01_03	"putative arginine/serine-rich splicing factor"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g47310	mips_01_03	"putative FCA-related protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At3g08000 -	mips_04_05_05	"putative RNA-binding protein"
			mips_14_10
			mips_14_10_02
	at_At3g10400 -	mips_25_05_13	"hypothetical protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
	at_At3g11400	mips_01_03	"putative eukaryotic translation initiation factor 3 subunit"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At3g14450	mips_01_03	"RNA-binding protein, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At3g16380	mips_01_03_16	"putative poly(A) binding protein"
			mips_01_03_16_01
			mips_04
			mips_04_05_05
			mips_20_25_16_09
			mips_40_10
	at_At3g18610 -	mips_04_99	"unknown protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At3g19090 -	mips_43	"RNA-binding protein, putative"
			mips_43_03
			mips_43_03_09
			mips_43_03_09_01
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_17
			mips_62_01
			mips_62_01_05
			mips_63_03_03
	at_At3g19130	mips_01_03_16	"nuclear acid binding protein, putative"
			mips_01_03_16_01
			mips_13_11
			mips_20_25_16
			mips_20_25_16_09
	at_At3g19330 -	mips_05	"hypothetical protein"
			mips_05_07
			mips_05_99
			mips_63
			mips_63_03
	at_At3g20930	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_20_25
			mips_20_25_16_09
			mips_40_26
			mips_40_26_03
	at_At3g45630 -	mips_04_05_01_04_03	"putative protein"
			mips_14_04_03_03
	at_At3g47120 -	mips_05	"putative RNA-binding protein"
			mips_05_07
			mips_05_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g50090	mips_01	"putative protein"
			mips_01_03
			mips_01_03_16
			mips_03
			mips_04
			mips_04_05
			mips_04_05_05
			mips_05
			mips_05_04
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_99
	at_At3g50100	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_62
			mips_62_02
			mips_62_02_01
			mips_63_03_01
			mips_63_03_03
	at_At3g50670	mips_01_03_16	"U1 snRNP 70K protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05_01
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_08_01
			mips_11_01_05
	at_At3g54230	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	at_At3g61860	mips_01_03	"ARGININE/SERINE-RICH SPLICING FACTOR RSP31"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_01
			mips_05
			mips_13_11
			mips_13_11_11
			mips_20
			mips_20_25
			mips_63_03_03
	at_At3g63450 -	mips_25_05_25	"putative protein"
	at_At4g00830	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_08_01
			mips_11_01_05
	at_At4g03110 -	mips_04_05	"putative ribonucleoprotein"
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
			mips_40_03
			mips_63_03
			mips_63_03_03
	at_At4g10110 -	mips_04_05_05	"putative protein"
			mips_04_05_05_01
			mips_40_10_99
			mips_63_03_03
	at_At4g12630 -	mips_04_05_05	"putative protein"
			mips_04_05_05_01
			mips_04_99
			mips_20_25
			mips_40_10_99
	at_At4g18120	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_03_03_02
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
	at_At4g24270 -	mips_04_05_05_01	"unknown protein"
			mips_04_05_05_05
			mips_04_05_99
			mips_63_03_03
	at_At4g25500	mips_01_03_16	"splicing factor At-SRp40"
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16_09
	at_At4g26650	mips_01_03_16	"hnRNP-like protein"
			mips_01_03_16_01
			mips_04_99
			mips_20_25_16
			mips_20_25_16_09
	at_At4g27000	mips_01_03_16	"putative DNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At4g31580 -	mips_04_05_05_01	"splicing factor 9G8-like SR protein / SRZ-22"
			mips_04_05_05_01_10
			mips_20_25_16
			mips_63_03_03
	at_At4g34110	mips_01_03_16	"poly(A)-binding protein"
			mips_01_03_16_01
			mips_04_05_05
			mips_05_07
			mips_05_99
			mips_20_25_16_09
	at_At4g36690 -	mips_04_05_05_01	"splicing factor like protein"
			mips_04_05_05_01_10
			mips_04_05_05_05
			mips_63_03_03
	at_At4g39260 -	mips_04	"glycine-rich protein (clone AtGRP8)"
			mips_04_05
			mips_04_05_05
			mips_04_05_05_05
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_98
			mips_99
	at_At5g06000 -	mips_05_04_01	"eukaryotic translation initiation factor 3 subunit-like protein"
	at_At5g07060 -	mips_10_01	"RNA-binding protein-like"
			mips_30
			mips_63_03
	at_At5g07290	mips_01_03_16	"Mei2-like protein"
			mips_01_03_16_01
			mips_03_03_02
			mips_20_25_16_09
	at_At5g07930 -	mips_03_03_02	"putative protein"
	at_At5g10350 -	mips_04_05_05_05	"RNA binding protein - like"
			mips_04_05_05_11
			mips_04_07
			mips_08_01
			mips_13_05
	at_At5g10800 -	mips_20	"putative protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g16260	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_20_25
			mips_20_25_16_09
	at_At5g16840 -	mips_40_10_07	"unknown protein"
	at_At5g18810 -	mips_04_05_05	"Serine/arginine rich protein - like"
			mips_14_10
			mips_14_10_02
	at_At5g24440 -	mips_04_05_05	"RNA-binding protein-like"
			mips_05_07
			mips_05_99
	at_At5g27640 -	mips_14_04_03_05	"TRANSLATION INITIATION FACTOR 3 SUBUNIT 9-like protein"
	at_At5g37720	mips_01	"putative protein"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_05
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At5g42820 -	mips_04_05_05	"U2 snRNP auxiliary factor, small subunit"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_40_10_99
	at_At5g44200 -	mips_04_05_05	"nuclear cap-binding protein; CBP20 (gb|AAD29697.1)"
			mips_05_04
			mips_05_04_01
			mips_63_03_03
	at_At5g50250 -	mips_04_05_05	"RNA-binding protein-like"
			mips_05_07
			mips_05_99
	at_At5g52040	mips_01_03_16	"arginine/serine-rich splicing factor RSP41 homolog"
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16
			mips_20_25_16_09
	at_At5g55550	mips_01_03_16	"RNA-binding protein-like"
			mips_01_03_16_01
			mips_04_99
			mips_20_25
			mips_20_25_16_09
	at_At5g58470 -	mips_40_10_03	"RNA/ssDNA-binding protein - like"
	at_At5g59860 -	mips_04_05	"RNA-binding protein - like"
			mips_04_05_05
			mips_04_05_05_05
			mips_40_03
			mips_40_10_99
			mips_63_03
	at_At5g61030 -	mips_04_01	"RNA-binding protein - like"
			mips_04_01_04
			mips_04_05_05
			mips_14_10
			mips_14_10_02
			mips_40_10_99
	at_At5g66010 -	mips_25_05_13	"putative protein"
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			mips_47_03
			mips_47_03_01
			mips_63_03_03
	Training Accuracy: 41/93 (44.09%)
	Training Frequency class 'mips_01_03': 255/4488 (5.68%)

	Evaluation on validation data (2239 items):
	at_At1g02840	mips_01_03_16	"ribonucleoprotein SF-2 like protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g06960 -	mips_04_05_05	"putative protein"
			mips_04_05_05_01
			mips_04_05_05_01_99
			mips_05_07
			mips_05_99
			mips_40_10_99
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_63_03_03
	at_At1g07350 -	mips_03	"transformer-SR ribonucleoprotein, putative"
			mips_03_01
			mips_03_01_09
			mips_03_01_09_05
			mips_33
			mips_33_03
			mips_33_03_99
			mips_40_04
			mips_63_01
			mips_63_03
			mips_63_03_03
			mips_63_06
			mips_63_19
	at_At1g09140 -	mips_04	"putative SF2/ASF splicing modulator, Srp30"
			mips_04_05
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
			mips_40_03
			mips_63
			mips_63_03
	at_At1g09230	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g10320 -	mips_04_05_05_01	"unknown protein"
	at_At1g22760	mips_01_03	"putative polyA-binding protein, PAB3"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05
			mips_05_04_01
			mips_06_10
			mips_08_01
			mips_11_01
			mips_11_01_05
			mips_11_01_99
	at_At1g29400 -	mips_03_03	"putative RNA-binding protein MEI2 (At1g29400)"
			mips_03_03_02
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
	at_At1g34140	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g47490	mips_01_03_16	"unknown protein"
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_14_10
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At1g49760	mips_01_03_16	"Putative Poly-A Binding Protein (F14J22.3)"
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_20_25_16
			mips_20_25_16_09
	at_At1g53650	mips_01	"RNA-binding protein, putative"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At1g71770	mips_01_03_16	"polyadenylate-binding protein 5"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g71800	mips_01_03_16	"cleavage stimulation factor, putative"
			mips_01_03_16_01
			mips_04_05_05
			mips_13
			mips_13_11
			mips_20_25_16_09
	at_At1g73490	mips_01_03_16	""
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g78260 -	mips_14_10	"unknown protein"
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At2g19380	mips_01_03	"putative RNA-binding protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_05_99
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
			mips_14_01
			mips_14_01_01
	at_At2g24350 -	mips_20_25_16	"putative poly(A) binding protein"
	at_At2g28450 -	mips_03_01_05_01	"putative RNA methyltransferase"
			mips_04_03
			mips_04_03_03
	at_At2g35410	mips_01_03	"putative chloroplast RNA binding protein precursor"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_05_07
			mips_05_99
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_63_03
	at_At2g36660	mips_01_03	"putative poly(A) binding protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
			mips_14_01
			mips_14_01_01
			mips_25_05_03
			mips_25_05_04
	at_At2g43970 -	mips_04_03	"unknown protein"
			mips_04_03_03
			mips_04_05_05_11
			mips_04_05_05_99
			mips_04_99
			mips_63_03_03
	at_At2g46780 -	mips_04_05_05	"putative RNA-binding protein"
			mips_04_09
			mips_04_99
			mips_40_10_99
	at_At3g06970	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At3g08530 -	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_40_09
			mips_63_07
	at_At3g12640 -	mips_25_05_13	"hypothetical protein"
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g13570 -	mips_25_05_10	"serine/arginine-rich protein, putative"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
	at_At3g13700	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_63_03
	at_At3g23830 -	mips_14_10	"glycine-rich RNA binding protein, putative"
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At3g27700 -	mips_25_05_15	"unknown protein"
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_07
	at_At3g48840	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At3g49430 -	mips_04_05_05	"PRE-MRNA SPLICING FACTOR SF2-like protein"
			mips_14_10_02
	at_At3g53460 -	mips_04_05_05	"RNA-binding protein cp29 protein"
			mips_25_05_10
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g55460 -	mips_14_10	"putative RNA binding protein"
			mips_14_10_02
	at_At4g13860 -	mips_04_05_05	"RNA-binding protein like"
			mips_04_05_05_05
			mips_11_01
			mips_13_11
			mips_25_05_25
			mips_40_10_99
			mips_40_26
			mips_40_26_03
	at_At5g03500 -	mips_25_05_13	"putative protein"
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g05720 -	mips_14_10	"putative protein"
			mips_14_10_02
	at_At5g06210 -	mips_40_25	"unknown protein"
	at_At5g19030 -	mips_04_05_05	"putative protein"
			mips_04_09
	at_At5g23590 -	mips_06	"putative protein"
			mips_06_01
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_10
			mips_40_16
	at_At5g25600 -	mips_29_01	"putative protein"
	at_At5g28390 -	mips_04_05_05	"putative protein"
			mips_04_09
	at_At5g46840 -	mips_40_25	"unknown protein"
			mips_40_26
			mips_40_26_03
	at_At5g47620 -	mips_04_99	"RNA-binding protein-like"
			mips_05_07
			mips_05_99
			mips_25_05_25
	at_At5g53180 -	mips_04_05_05	"polypyrimidine tract-binding RNA transport protein-like"
	at_At5g53700 -	mips_25_05_13	"putative protein"
			mips_33_03_11
			mips_33_03_13
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At5g54580 -	mips_14_10	"unknown protein"
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At5g59950 -	mips_04_03	"transcriptional coactivator - like protein"
			mips_04_03_03
			mips_04_05_01_01
	at_At5g61960 -	mips_03_03	"Mei2-like protein"
			mips_03_03_02
			mips_04_05_05
	at_At5g64200 -	mips_04_05_05_05	"putative protein"
	at_At5g65260 -	mips_04_05_05	"poly(A)-binding protein II-like"
			mips_04_05_05_05
			mips_04_05_05_11
			mips_04_05_99
			mips_04_07
			mips_08_01
			mips_13_05
	Validation Accuracy: 16/51 (31.37%)
	Validation Frequency class 'mips_01_03': 126/2239 (5.63%)

	Evaluation on propertest data (3463 items):
	at_At1g01080	mips_01_03	"ribonucleoprotein, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05
			mips_20_25
			mips_20_25_16_09
	at_At1g13190	mips_01	"Unknown protein (At1g13190; F3F19.21)"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_04_05
			mips_04_05_05
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At1g17370	mips_01_03	"oligouridylate binding protein, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g20880	mips_01_03	"At1g20880/F9H16_14"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g21570	mips_01_03_16	"glycine-rich RNA-binding protein grp1a, putative"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g22330	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g32790	mips_01_03_16	"RNA-binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g33470 -	mips_25_05_13	"unknown protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At1g33980	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_05_07
	at_At1g45100	mips_01_03_16	"similar to poly(A)-binding protein gb|AAC25510.1"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g48920 -	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_05
			mips_04_99
			mips_05
			mips_05_07
			mips_05_99
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	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_At1g54080	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g60000 -	mips_25_05_13	"unknown protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_40_10
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At1g60650 -	mips_04_05_01	"putative RNA-binding protein"
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_33_03_99
			mips_63_01
			mips_63_03
			mips_63_03_03
	at_At1g67770	mips_01_03	"terminal ear1-like protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g74230 -	mips_25_05_13	"putative RNA-binding protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At2g05160	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
	at_At2g07740 -	mips_29_01	"putative Ta11-like non-LTR retroelement protein"
			mips_29_02
	at_At2g18510 -	mips_04_05	"putative spliceosome associated protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_05
			mips_14
			mips_20
			mips_14_10
			mips_14_10_02
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_40_25
			mips_63_03
	at_At2g21660	mips_01_03_16	"glycine-rich RNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g21690	mips_01_03_16	"putative glycine-rich RNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
			mips_40_25
	at_At2g22090	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g23350	mips_01_03_16	"putative poly(A) binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
	at_At2g24590 -	mips_04_05_05	"putative RSZp22 splicing factor"
			mips_05_07
	at_At2g26000 -	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_01
			mips_40_04
			mips_63_17
			mips_63_17_09
	at_At2g27330	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_05_99
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
			mips_14_01
			mips_14_01_01
	at_At2g33410	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
	at_At2g37340 -	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_99
			mips_63_03_03
	at_At2g41060	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g42240 -	mips_04_05_05	"putative RNA-binding protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_04_05_05_05
			mips_06_10
			mips_40_10_99
			mips_63_03_03
	at_At2g43370	mips_01_03	"putative U1 small nuclear ribonucleoprotein 70 kDa"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g47580 -	mips_05_07	"small nuclear ribonucleoprotein U1A"
			mips_05_99
	at_At3g07810	mips_01_03_99	"putative RNA-binding protein"
			mips_03_03_02
			mips_04_99
	at_At3g09160 -	mips_04_05_05	"putative RNA-binding protein"
			mips_05_07
			mips_05_99
	at_At3g14100 -	mips_04_05_05	"oligouridylate binding protein, putative"
	at_At3g15010	mips_01_03_16	"RNA-binding protein"
			mips_01_03_16_01
			mips_13_11
			mips_20_25_16
			mips_20_25_16_09
	at_At3g20890 -	mips_25_05_10	"unknown protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g26120	mips_01_03_16	"RNA-binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At3g48830 -	mips_04_03	"putative protein"
			mips_04_03_06
			mips_04_05_05
			mips_04_05_05_05
	at_At3g49390	mips_01_03_16	"RNA-binding - like protein"
			mips_01_03_16_01
			mips_04_05_05
			mips_20_25_16
			mips_20_25_16_09
	at_At3g49500 -	mips_03	"RNA-directed RNA polymerase"
			mips_03_03
			mips_11
			mips_11_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_98
	at_At3g51950 -	mips_04_05_05	"unknown protein"
			mips_05_04
	at_At3g52380	mips_01	"RNA-binding protein cp33 precursor"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_40_26
			mips_40_26_03
			mips_63
			mips_63_03
	at_At3g52660	mips_01_03_16	"putative RNA binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	at_At3g53500	mips_01	"splicing factor - like protein"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_05
			mips_04_05_05_01
			mips_04_07
			mips_04_09
			mips_05
			mips_05_04
			mips_05_04_01
			mips_40_03
			mips_63
			mips_63_03
	at_At3g54770 -	mips_04_05_05	"RNA binding protein - like"
			mips_04_09
			mips_40_10_99
	at_At3g56860	mips_01_03_16	"unknown protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At4g02430	mips_01_03_16	""
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16
			mips_20_25_16_09
	at_At4g09040 -	mips_04_05_05	"putative protein"
			mips_04_09
			mips_05_07
			mips_05_99
			mips_25_05
	at_At4g10610	mips_01_03_16	"RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At4g13850 -	mips_14_10	"glycine-rich RNA-binding protein AtGRP2 - like"
			mips_14_10_02
			mips_20_25
			mips_20_25_16
			mips_40_25
	at_At4g14300 -	mips_04_05_05	"ribonucleoprotein like protein"
			mips_04_09
			mips_25_05
			mips_30
			mips_30_10_03
			mips_40_10_99
	at_At4g20030	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_05
			mips_05_04
			mips_40_10_99
	at_At4g24420 -	mips_04_05_05	"hypothetical protein"
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	at_At4g32720	mips_01_03	"putative RNA-binding protein LAH1"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
	at_At4g36960 -	mips_25_05_10	"unknown protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g02530 -	mips_04_05_01_01	"putative protein"
			mips_04_05_05
	at_At5g03480	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At5g04210 -	mips_04_05_05	"RNA binding protein - like"
			mips_04_05_05_05
	at_At5g04280 -	mips_04_05_05	"RNA-binding protein-like"
			mips_25_05_25
			mips_35
			mips_35_03
			mips_35_03_15
			mips_40_10_99
	at_At5g09880 -	mips_04_05_05	"splicing factor-like protein"
			mips_04_05_05_01
	at_At5g19350	mips_01_03	"DNA binding protein ACBF - like"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At5g19960 -	mips_06	"glycine-rich RNA-binding protein - like"
			mips_13
			mips_13_05
			mips_25_05
			mips_25_05_15
			mips_35_03_12
			mips_40_04
			mips_63_01
			mips_63_19
	at_At5g25200 -	mips_29_01	"putative protein"
	at_At5g25780 -	mips_14_04_03_05	"PRT1"
			mips_20_25
			mips_20_25_01
			mips_20_25_01_03
	at_At5g28330 -	mips_04_07	"putative protein"
			mips_04_09
	at_At5g46250 -	mips_04_03	"unknown protein"
			mips_04_05_05
			mips_04_05_05_99
			mips_04_99
			mips_63_03_03
	at_At5g47320 -	mips_25_05_13	"40S ribosomal protein S19"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At5g51120 -	mips_04_05_99	"putative polyA-binding protein II"
	at_At5g51300 -	mips_04_05_05	"putative protein"
			mips_04_05_05_01
	at_At5g51730 -	mips_04	"putative protein"
			mips_04_05_05
			mips_04_05_99
			mips_13
			mips_13_05
			mips_14_04
			mips_25_05
			mips_40_10
			mips_98
	at_At5g53680 -	mips_05_07	"putative protein"
			mips_05_99
	at_At5g53720 -	mips_04_05_05	"putative protein"
			mips_04_09
	at_At5g55670 -	mips_04_05	"unknown protein"
			mips_04_05_05
			mips_04_05_05_01
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_25
			mips_25_05
			mips_25_05_25
			mips_35
			mips_35_03
			mips_35_03_15
			mips_40_10_99
			mips_63_01
			mips_63_03
	at_At5g60170 -	mips_04_05	"putative protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_03
			mips_25
			mips_63_03
	Propertest Accuracy: 34/76 (44.74%)
	Propertest Frequency class 'mips_01_03': 197/3463 (5.69%)

	New (unknown) data (2239 items):
	at_At1g17640 -	no entry	null
	at_At1g21320 -	no entry	null
	at_At1g51530 -	no entry	null
	at_At1g60830 -	no entry	null
	at_At1g67950 -	no entry	null
	at_At1g79100 -	no entry	null
	at_At2g05370 -	no entry	null
	at_At2g21440 -	no entry	null
	at_At3g46470 -	no entry	null
	at_At3g52980 -	no entry	null
	at_At4g08750 -	no entry	null
	at_At4g11130 -	no entry	null
	at_At4g16280 -	no entry	null
	at_At4g19610 -	no entry	null
	at_At4g24770 -	no entry	null
	at_At5g05430 -	no entry	null
	at_At5g12190 -	no entry	null
	at_At5g46870 -	no entry	null
	at_At1g14790 -	no entry	null
	at_At1g31600 -	no entry	null
	at_At1g73530 -	no entry	null
	at_At1g76940 -	no entry	null
	at_At2g27790 -	no entry	null
	at_At2g33440 -	no entry	null
	at_At3g15605 -	no entry	null
	at_At3g21100 -	no entry	null
	at_At3g23900 -	no entry	null
	at_At3g26420 -	no entry	null
	at_At3g46020 -	no entry	null
	at_At3g52150 -	no entry	null
	at_At3g56510 -	no entry	null
	at_At4g17720 -	no entry	null
	at_At5g02740 -	no entry	null
	at_At5g04600 -	no entry	null
	at_At5g32450 -	no entry	null
	at_At5g41690 -	no entry	null
	at_At5g54900 -	no entry	null
	at_At5g58130 -	no entry	null
	at_At1g05970 -	no entry	null
	at_At1g14340 -	no entry	null
	at_At3g54510 -	no entry	null
	at_At3g55340 -	no entry	null
	at_At4g12640 -	no entry	null
	at_At5g25060 -	no entry	null


------------------
Rule 21
	b.80.1 <= 4.8e-20
	->  class mips_01_05 "C-compound and carbohydrate metabolism"

	Evaluation on training data (4488 items):
	at_At1g02460	mips_01_05_01_01_01	"polygalacturonase PG1, putative"
			mips_30_01
	at_At1g04680	mips_01_05	"unknown protein"
			mips_01_05_01_01
			mips_30
	at_At1g05650	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At1g10640	mips_01_05_01_01_01	"similar to polygalacturonase-like protein"
			mips_30_01
	at_At1g11590	mips_01_05_99	"similar to pectinesterase emb|CAA47810; similar to ESTs gb|AI999792.1"
			mips_40_01
	at_At1g11920	mips_01_05_01	"pectate lyase-like protein"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At1g17150	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At1g19170	mips_01_05_01_01_01	"putative protein"
			mips_01_20_99
	at_At1g23460	mips_01_05_01_01_01	"putative polygalacturonase precursor"
	at_At1g23470 -	mips_01_20_99	"putative polygalacturonase precursor"
	at_At1g30350	mips_01_05	"hypothetical protein"
			mips_01_05_01_01
	at_At1g43080	mips_01_05_01_01_01	"hypothetical protein"
	at_At1g43090	mips_01_05_01	"hypothetical protein"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At1g43100	mips_01_05_01_01_01	"hypothetical protein"
	at_At1g44980	mips_01	"hypothetical protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_99
			mips_30
			mips_30_01
			mips_40
			mips_40_01
	at_At1g53830	mips_01_05_99	"putative protein"
			mips_40_01
	at_At1g65570	mips_01_05_01	"hypothetical protein"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At1g69940	mips_01_05_99	"putative pectin methylesterase"
			mips_40_01
	at_At1g70500	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At2g02720	mips_01_05_01_01_01	"putative pectate lyase"
	at_At2g15450	mips_01_05_01_01_01	"putative polygalacturonase"
			mips_30_01
	at_At2g15470	mips_01_05_01_01	"putative polygalacturonase"
			mips_01_05_01_01_01
	at_At2g19150	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_40_01
	at_At2g21610	mips_01_05_01_01	"putative pectinesterase"
			mips_01_05_99
			mips_01_20_01
			mips_40_01
	at_At2g23900	mips_01_05_01_01_01	"putative polygalacturonase"
			mips_01_20_99
	at_At2g47280	mips_01_05_01_01	"putative pectinesterase"
			mips_01_05_99
			mips_01_20_01
			mips_40_01
	at_At2g47550	mips_01	"unknown protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_99
			mips_30
			mips_30_01
			mips_40_01
	at_At3g06770	mips_01_05_01_01_01	"unknown protein"
			mips_01_20_99
			mips_30_01
	at_At3g06830	mips_01_05_01_01	"pectin methylesterase, putative"
			mips_01_05_99
			mips_40_01
	at_At3g07010	mips_01_05_01_01_01	"putative pectate lyase"
	at_At3g07820	mips_01_05_01_01_01	"polygalacturonase (PGA3)"
	at_At3g07840	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At3g10720	mips_01_05_99	"pectinesterase like protein"
			mips_01_20_01
			mips_40_01
	at_At3g14300	mips_01_05_99	"putative pectin methylesterase"
			mips_40_01
	at_At3g16850	mips_01_05_01_01_01	"polygalacturonase like protein"
			mips_01_20_99
			mips_30_01
	at_At3g24230	mips_01_05_01_01_01	"pectate lyase, putative"
	at_At3g26610	mips_01_05_01_01_01	"polygalacturonase, putative"
			mips_30_01
	at_At3g29090	mips_01	"pectinesterase like protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_99
			mips_01_20
			mips_01_20_01
			mips_30
			mips_30_01
			mips_40
			mips_40_01
	at_At3g42950	mips_01_05_01	"polygalacturonase -like protein"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_20
			mips_01_20_99
			mips_30_01
	at_At3g48950	mips_01_05_01_01_01	"endo-polygalacturonase - like protein"
			mips_01_20_99
			mips_30_01
	at_At3g49220	mips_01_05_99	"pectinesterase - like protein"
			mips_30_01
			mips_40_01
	at_At3g53190	mips_01_05_01_01_01	"pectate lyase -like protein"
	at_At3g59010	mips_01_05_01	"pectinesterase precursor-like protein"
			mips_01_05_01_01
			mips_01_05_99
			mips_01_20
			mips_01_20_01
			mips_30_01
			mips_40_01
	at_At3g61490 -	mips_01_20_99	"putative protein"
	at_At3g62170	mips_01_05_01	"PECTINESTERASE-like protein"
			mips_01_05_01_01
			mips_01_05_99
			mips_30_01
			mips_40_01
	at_At4g01890	mips_01_05_01	"putative polygalacturonidase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At4g02320	mips_01_05_99	"pectinesterase - like protein"
			mips_01_20_01
			mips_30_01
			mips_40_01
	at_At4g02330	mips_01_05_99	"putative protein"
			mips_40_01
	at_At4g18180	mips_01_05_01_01_01	"polygalacturonase-like protein"
			mips_30_01
	at_At4g22090	mips_01_05_01_01	"pectate lyase like protein"
			mips_01_05_01_01_01
	at_At4g23500	mips_01_05_01_01_01	"putative protein"
			mips_01_20_99
	at_At5g04960	mips_01_05_01_01	"pectinesterase"
			mips_01_05_99
			mips_01_20_01
			mips_40_01
	at_At5g07410	mips_01_05_99	"pectin methyl-esterase-like protein"
			mips_01_20_01
			mips_40_01
	at_At5g07430	mips_01_05_99	"pectin methyl-esterase-like protein"
			mips_30_01
			mips_40_01
	at_At5g09760	mips_01_05_99	"pectin methylesterase - like protein"
			mips_01_20_01
			mips_40_01
	at_At5g15110	mips_01_05_01_01_01	"pectate lyase -like protein"
	at_At5g18990	mips_01_05_99	"pectin methyl esterase -like protein"
			mips_01_20_01
			mips_40_01
	at_At5g19730	mips_01_05_99	"pectin methylesterase-like protein"
			mips_40_01
	at_At5g26810	mips_01_05_99	"putative protein"
			mips_01_20_01
			mips_30_01
			mips_40_01
	at_At5g27870	mips_01_05_99	"pectin methyl-esterase - like protein"
			mips_40_01
	at_At5g41870	mips_01_05_01	"polygalacturonase-like protein"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_20
			mips_01_20_99
	at_At5g44830	mips_01_05_01_01	"polygalacturonase-like protein"
			mips_01_05_01_01_01
	at_At5g44840	mips_01_05_01_01_01	"polygalacturonase"
	at_At5g47500	mips_01_05_99	"pectin methylesterase-like"
			mips_30_01
			mips_40_01
	at_At5g51490	mips_01_05_01	"pectinesterase"
			mips_01_05_01_01
			mips_01_05_99
			mips_30_01
			mips_40_01
	at_At5g55590	mips_01_05_99	"putative protein"
			mips_01_20_01
			mips_40_01
	at_At5g63180	mips_01_05_01_01_01	"pectate lyase"
	at_At5g64640	mips_01_05_99	"pectin methylesterase-like protein"
			mips_40_01
	Training Accuracy: 66/68 (97.06%)
	Training Frequency class 'mips_01_05': 580/4488 (12.92%)

	Evaluation on validation data (2239 items):
	at_At1g05660	mips_01_05_01	"putative polygalacturonase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At1g11370	mips_01_05_99	"similar to flower-specific pectin methylesterase precursor gi|3342904; similar to ESTs gb|H36111, gb|T76576, gb|AI099976, gb|T42118"
			mips_30_01
			mips_40_01
	at_At1g11580	mips_01_05_01_01	"unknown protein"
			mips_01_05_99
			mips_40_01
	at_At1g48100	mips_01_05_01_01_01	"polygalacturonase PG1, putative"
	at_At1g78400	mips_01_05_01_01_01	"similar to exopolygalacturonase precursor sp|Q00293|PGLX_ASPTU"
			mips_30_01
	at_At1g80170	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At2g15460	mips_01_05_01_01_01	"putative polygalacturonase"
			mips_30_01
	at_At2g26440	mips_01_05_99	"putative pectinesterase"
			mips_40_01
	at_At2g26450	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_40_01
	at_At2g33160	mips_01	"putative polygalacturonase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30
			mips_30_01
			mips_99
	at_At2g40310	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At2g41850	mips_01_05	"polygalacturonase like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30
			mips_30_01
	at_At2g43050	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_30_01
			mips_40_01
	at_At2g43860	mips_01_05_01	"putative polygalacturonase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At2g43870	mips_01_05_01	"putative polygalacturonase"
			mips_01_05_01_01
			mips_01_05_01_01_01
	at_At2g43890	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At3g14040	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At3g27980	mips_01_05	"pectin methylesterase, putative"
			mips_01_05_01_01
			mips_01_05_99
			mips_01_20_01
			mips_30
			mips_40_01
	at_At3g47400	mips_01_05_01	"pectinesterase-like protein"
			mips_01_05_01_01
			mips_01_05_99
			mips_30_01
			mips_40_01
	at_At3g62110	mips_01_05_01_01_01	"unknown protein"
			mips_01_20_99
	at_At4g03930	mips_01_05_99	"putative pectinesterase"
			mips_40_01
	at_At4g15980	mips_01_05_99	"pectinesterase like protein"
			mips_30_01
			mips_40_01
	at_At4g23820	mips_01_05_01	"putative polygalacturonase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_20
			mips_01_20_99
			mips_30_01
	at_At4g32370	mips_01_05_01_01_01	"putative protein"
	at_At4g33220	mips_01_05	"pectinesterase like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_99
			mips_01_20
			mips_01_20_01
			mips_30
			mips_30_01
			mips_40_01
	at_At4g33230	mips_01_05_99	"pectinesterase - like protein"
			mips_01_20_01
			mips_40_01
	at_At4g33440	mips_01_05	"putative protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_20
			mips_01_20_99
			mips_30
			mips_30_01
	at_At5g04310	mips_01_05_01_01_01	"pectate lyase-like protein"
			mips_30_01
	at_At5g09280	mips_01_05_01_01_01	"major pollen allergen-like protein"
	at_At5g14650	mips_01_05_01_01	"polygalacturonase - like protein"
			mips_01_05_01_01_01
	at_At5g49180	mips_01_05_99	"pectin methylesterase"
			mips_40_01
	at_At5g55720	mips_01_05_01_01_01	"pectate lyase"
			mips_30_01
	Validation Accuracy: 32/32 (100.00%)
	Validation Frequency class 'mips_01_05': 256/2239 (11.43%)

	Evaluation on propertest data (3463 items):
	at_At1g05310	mips_01_05_99	"putative pectin methylesterase"
			mips_01_20_01
			mips_40_01
	at_At1g14420	mips_01_05_01_01	"hypothetical protein"
	at_At1g23200	mips_01_05_99	"putative pectinesterase"
			mips_40_01
	at_At1g53840	mips_01	"unknown protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_99
			mips_01_20
			mips_01_20_01
			mips_30
			mips_30_01
			mips_40_01
	at_At1g56710	mips_01_05_01	"polygalacturonase, putative"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At1g60590	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At1g80140	mips_01_05_01_01_01	""
	at_At2g26620	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At2g36700	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_40_01
	at_At2g36710	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_40_01
	at_At2g43880	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At2g45220	mips_01_05	"pectinesterase like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_99
			mips_30
			mips_30_01
			mips_40_01
	at_At2g47030	mips_01_05_99	"putative pectinesterase"
			mips_30_01
			mips_40_01
	at_At2g47040	mips_01_05_01	"putative pectinesterase"
			mips_01_05_01_01
			mips_01_05_99
			mips_30_01
			mips_40_01
	at_At3g07830	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At3g07850	mips_01_05	"exopolygalacturonase"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30
	at_At3g07970	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At3g10710	mips_01_05_01_01	"putative pectinesterase"
			mips_01_05_99
			mips_01_20_01
			mips_40_01
	at_At3g14310	mips_01_05_99	"pectin methylesterase like protein"
			mips_01_20_01
			mips_30_01
			mips_40_01
	at_At3g15720	mips_01_05_01_01_01	"polygalacturonase - like predicted GPI-anchored protein"
	at_At3g17060	mips_01_05_99	"pectinesterase, putative"
			mips_40_01
	at_At3g24130	mips_01_05_99	"pectinesterase, putative"
			mips_01_20_01
			mips_30_01
			mips_40_01
	at_At3g24670	mips_01_05_01_01_01	"pectate lyase, putative"
	at_At3g43270	mips_01_05_99	"pectinesterase like protein"
			mips_01_20_01
			mips_40_01
	at_At3g55140	mips_01_05_01_01_01	"pectate lyase -like protein"
	at_At3g57790	mips_01_05_01_01_01	"putative protein"
			mips_30_01
	at_At3g59850	mips_01_05	"polygalacturonase-like protein"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30
	at_At3g60730	mips_01_05_01	"pectinesterase - like protein"
			mips_01_05_01_01
			mips_01_05_99
			mips_01_20
			mips_01_20_01
			mips_40_01
	at_At4g00190	mips_01_05_99	"putative pectinesterase"
			mips_40_01
	at_At4g02300	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_40_01
	at_At4g13210	mips_01_05_01_01_01	"pectate lyase like protein"
	at_At4g13710	mips_01_05	"putative pectate lyase A11"
			mips_01_05_01_01
			mips_30
	at_At4g13760	mips_01_05	"putative polygalacturonase"
			mips_01_05_01_01
			mips_30
	at_At4g32380	mips_01_05_99	"putative protein"
	at_At5g04970	mips_01_05_99	"pectinesterase"
			mips_01_20_01
			mips_40_01
	at_At5g07420	mips_01_05_99	"pectin methyl-esterase-like protein"
			mips_40_01
	at_At5g17200	mips_01_05_01_01	"polygalacturonase-like protein"
	at_At5g20860	mips_01_05	"pectinesterase - like protein"
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_05_99
			mips_30
			mips_40_01
	at_At5g39910	mips_01_05_01_01_01	"polygalacturonase-like protein"
	at_At5g48900	mips_01_05_01_01_01	"pectate lyase"
	at_At5g51500	mips_01_05_99	"pectinesterase"
			mips_30_01
			mips_40_01
	at_At5g53370	mips_01_05	"pectinesterase"
			mips_01_05_01_01
			mips_01_05_99
			mips_40_01
	at_At5g61680	mips_01_05_99	"pectin methyl-esterase - like protein"
			mips_40_01
	Propertest Accuracy: 43/43 (100.00%)
	Propertest Frequency class 'mips_01_05': 384/3463 (11.09%)

	New (unknown) data (2239 items):
	at_At1g67750 -	no entry	null
	at_At3g09540 -	no entry	null
	at_At3g54920 -	no entry	null
	at_At3g57510 -	no entry	null
	at_At1g02790 -	no entry	null
	at_At1g02810 -	no entry	null
	at_At3g27400 -	no entry	null
	at_At4g22080 -	no entry	null
	at_At4g24780 -	no entry	null
	at_At5g48140 -	no entry	null
	at_At4g20040 -	no entry	null
	at_At4g35670 -	no entry	null
	at_At5g27530 -	no entry	null


------------------
Rule 49
	b.82.1 <= 1.1e-15
	->  class mips_01_05 "C-compound and carbohydrate metabolism"

	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: 14/15 (93.33%)
	Training Frequency class 'mips_01_05': 580/4488 (12.92%)

	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_01_05': 256/2239 (11.43%)

	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: 7/12 (58.33%)
	Propertest Frequency class 'mips_01_05': 384/3463 (11.09%)

	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 487
	c.68.1 <= 5.7e-05
	->  class mips_01_05 "C-compound and carbohydrate metabolism"

	Evaluation on training data (4488 items):
	at_At1g02720	mips_01_05	"hypothetical protein"
			mips_05
			mips_06_07
	at_At1g27680	mips_01_01	"ADP-glucose pyrophosphorylase, putative"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_07
			mips_01_07_01
			mips_02_19
			mips_05_04
			mips_30_01
	at_At1g54940	mips_01_05_01_03_02	"hypothetical protein"
			mips_02_19
	at_At1g56600	mips_01_05_01_03_02	"putative galactinol synthase"
			mips_02_19
	at_At1g60470	mips_02	""
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_02_19
			mips_06_07
	at_At1g74910	mips_01_05_01_03	"putative GDP-mannose pyrophosphorylase"
			mips_01_05_01_03_02
			mips_01_07_01
	at_At2g02500 -	mips_01_06_01_07	"2-C-methyl-D-erythritol 4-phosphate cytidyltransferase (ATMEPCT)"
	at_At2g19880 -	mips_01_06_01_03	"unknown protein"
			mips_14_04_07
			mips_25_05_09
			mips_30_02
			mips_33_03_99
			mips_35_03_09
			mips_48
			mips_63_09
			mips_63_13
			mips_63_13_01
			mips_63_19_99
	at_At2g34970	mips_01_01	"putative translation initiation factor eIF-2B epsilon subunit"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_01_07
			mips_01_07_01
			mips_05
			mips_05_04
			mips_40_03
	at_At2g35020	mips_01	"putative UDP-N-acetylglucosamine pyrophosphorylase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_01
	at_At2g35650	mips_01_05_01_03	"glucosyltransferase like protein"
			mips_01_05_01_03_02
			mips_30_27
			mips_30_27_01
	at_At2g37090	mips_01_05	"unknown protein"
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_05
			mips_06_07
			mips_40_99
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_17_09
	at_At2g47180	mips_01_05_01_03_02	"putative galactinol synthase"
			mips_03_03_02
			mips_10_01_99
			mips_14_04_03
			mips_14_04_03_05
	at_At3g07330	mips_01_05_01_03_02	"unknown protein"
			mips_30_27
			mips_30_27_01
	at_At3g28180	mips_01_05_01_03_02	"unknown protein"
			mips_01_05_01_03_04
			mips_13_05
			mips_13_05_01
			mips_13_07
			mips_30_27
			mips_30_27_01
			mips_40_27
			mips_48
	at_At3g55590	mips_01_05_01_03_02	"mannose-1-phosphate guanylyltransferase-like protein"
			mips_01_07_01
			mips_02_19
	at_At3g58790	mips_01	"putative protein"
			mips_01_05
			mips_98
			mips_99
	at_At4g18300 -	mips_01_07_01	"initiation factor-2Bepsilon-like protein"
	at_At4g23990	mips_01_05_01_03_02	"cellulose synthase catalytic subunit - like protein"
	at_At4g26250	mips_01_05_01_03	"putative protein"
			mips_01_05_01_03_02
			mips_02_19
	at_At4g33330	mips_01_05_01_03_02	"putative protein"
	at_At5g03760	mips_01_05_01_03	"putative protein"
			mips_01_05_01_03_02
			mips_30_34
			mips_30_34_03
	at_At5g16190	mips_01_05_01_03_02	"putative protein"
			mips_30_34
			mips_30_34_03
	at_At5g17310	mips_01	"UDP-glucose pyrophosphorylase"
			mips_01_05
			mips_02_19
			mips_06
			mips_14_04
			mips_25_05
	at_At5g19220	mips_01_05_01_03	"Glucose-1-phosphate adenylyltransferase (ApL1/adg2)"
			mips_01_05_01_03_02
			mips_01_07
			mips_02_19
	at_At5g22740	mips_01_05_01_03	"glucosyltransferase-like protein"
			mips_01_05_01_03_02
			mips_30_34
			mips_30_34_03
	at_At5g30500	mips_01_05_01_03_02	"galactinol synthase - like"
	at_At5g46420 -	mips_04_01	"unknown protein"
			mips_04_01_01
			mips_04_01_04
	at_At5g48300	mips_01_05_01_03	"ADPG pyrophosphorylase small subunit (gb|AAC39441.1)"
			mips_01_05_01_03_02
			mips_01_07
			mips_01_07_01
			mips_02_19
			mips_05_04
	Training Accuracy: 25/29 (86.21%)
	Training Frequency class 'mips_01_05': 580/4488 (12.92%)

	Evaluation on validation data (2239 items):
	at_At1g05610	mips_01_05_01_03	"putative ADP-glucose pyrophosphorylase, small subunit precursor"
			mips_01_05_01_03_02
			mips_01_07
			mips_02_19
	at_At1g06780 -	mips_40_07	"unknown protein (At1g06780)"
	at_At1g24070	mips_01	"glucosyltransferase, putative"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_30
			mips_30_27
			mips_30_27_01
			mips_40
			mips_40_02
			mips_98
			mips_99
	at_At1g24170	mips_01	"putative glycosyl transferase"
			mips_01_05
			mips_98
			mips_99
	at_At1g27600	mips_01_05_01_03	"UDP-glucuronyltransferase like protein"
			mips_01_05_01_03_01
			mips_40_08
			mips_40_99
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_17_09
	at_At1g60450	mips_01_05_01_03_02	""
			mips_02_19
	at_At2g24630	mips_01_05_01_03_02	"putative glucosyltransferase"
			mips_30_34
			mips_30_34_03
	at_At2g35710	mips_01_05_01_03_02	"glycogenin like protein"
			mips_02_19
	at_At2g39770	mips_01_05_01_03_02	"GDP-mannose pyrophosphorylase"
			mips_02_19
	at_At3g56000	mips_01_05	"putative protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_30
			mips_30_34
			mips_30_34_03
			mips_98
	at_At3g62660 -	mips_11_01	"unknown protein"
	at_At4g24000	mips_01_05_01_01	"putative protein"
			mips_01_05_01_03_02
	at_At4g36890	mips_01_05_01	"UDP-glucuronyltransferase-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_05
			mips_06_07
			mips_40_02
			mips_40_08
			mips_40_99
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_17
			mips_63_17_09
	at_At4g38240	mips_01	"glycosyltransferase like protein"
			mips_01_05
			mips_06
			mips_14
			mips_14_04
			mips_25_05
			mips_40
	at_At5g15650 -	mips_30_01	"reversibly glycosylated polypeptide-2 (AtRGP)"
	at_At5g52560	mips_01_04	"unknown protein"
			mips_01_05_01_03
			mips_30_01
	Validation Accuracy: 13/16 (81.25%)
	Validation Frequency class 'mips_01_05': 256/2239 (11.43%)

	Evaluation on propertest data (3463 items):
	at_At1g08990	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
	at_At1g09350	mips_01_05_01_03	"putative galactinol synthase"
			mips_01_05_01_03_02
			mips_02_19
	at_At1g23480	mips_01_05_01_03_02	"putative glucosyltransferase"
			mips_30_34
			mips_30_34_03
	at_At2g04650	mips_02	"putative GDP-mannose pyrophosphorylase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_07
			mips_01_07_01
			mips_02_19
			mips_30
			mips_30_01
			mips_40_03
	at_At2g21590	mips_01_05_01_03	"putative ADP-glucose pyrophosphorylase large subunit"
			mips_01_05_01_03_02
			mips_01_07
			mips_01_07_01
			mips_02_19
			mips_05_04
	at_At2g32530	mips_01_05_01_03	"putative cellulose synthase"
			mips_01_05_01_03_02
			mips_30_01
	at_At2g38650	mips_01_05	"unknown protein"
			mips_05
			mips_06_07
			mips_40_07
	at_At2g39630	mips_01_05_01_03_01	"putative dolichyl-phosphate beta-glucosyltransferase"
			mips_01_05_01_03_02
			mips_06_07_02
	at_At3g18660	mips_02	"unknown protein"
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_06_07
	at_At4g07960	mips_01_05_01_03_02	"putative glucosyltransferase"
			mips_30_34
			mips_30_34_03
	at_At4g13410	mips_01_05	"putative protein"
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_30
			mips_30_34
			mips_30_34_03
			mips_40_02
	at_At4g16590	mips_01_05_01_03_02	"cellulose synthase like protein"
			mips_30_27
			mips_30_27_01
	at_At4g16600	mips_01_05_01_03_02	"glucosyltransferase like protein"
			mips_02_19
	at_At4g30570	mips_01_05_01_03	"GDP-mannose pyrophosphorylase like protein"
			mips_01_05_01_03_02
			mips_01_07
			mips_01_07_01
			mips_05_04
			mips_30_01
	at_At4g31590	mips_01_05	"putative protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_30
			mips_30_34
			mips_30_34_03
	at_At4g39210	mips_01_05_01_03_02	"glucose-1-phosphate adenylyltransferase (APL3)"
			mips_01_07_01
			mips_02_19
	at_At5g23790	mips_02	"galactinol synthase"
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_06_07
	at_At5g67230	mips_01_05_01_03_01	"UDP-glucuronyltransferase-like protein"
			mips_40_08
			mips_40_99
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	Propertest Accuracy: 18/18 (100.00%)
	Propertest Frequency class 'mips_01_05': 384/3463 (11.09%)

	New (unknown) data (2239 items):
	at_At1g13250 -	no entry	null
	at_At1g31070 -	no entry	null
	at_At1g53000 -	no entry	null
	at_At1g53290 -	no entry	null
	at_At1g56550 -	no entry	null
	at_At1g77130 -	no entry	null
	at_At3g61130 -	no entry	null
	at_At4g01220 -	no entry	null
	at_At4g38270 -	no entry	null
	at_At5g15470 -	no entry	null
	at_At1g18580 -	no entry	null
	at_At1g19300 -	no entry	null
	at_At1g71220 -	no entry	null
	at_At2g20810 -	no entry	null
	at_At3g08900 -	no entry	null
	at_At3g50760 -	no entry	null
	at_At3g56040 -	no entry	null
	at_At5g18480 -	no entry	null
	at_At5g54690 -	no entry	null
	at_At1g64980 -	no entry	null
	at_At1g70090 -	no entry	null
	at_At2g46480 -	no entry	null
	at_At3g25140 -	no entry	null
	at_At3g28340 -	no entry	null
	at_At4g02130 -	no entry	null
	at_At5g47780 -	no entry	null
	at_At5g50750 -	no entry	null


------------------
Rule 302
	b.35.1 > 8.3e-05
	c.1.10 > 4.2e-25
	c.2 <= 1.2e-06
	c.23.12 > 1.9e-15
	f.14 > 0.0052
	->  class mips_01_05 "C-compound and carbohydrate metabolism"

	Evaluation on training data (4488 items):
	at_At1g01790 -	mips_13	"K Efflux antiporter KEA1"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At1g03630	mips_01_01	"protochlorophyllide reductase like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_30_26
			mips_30_26_03
	at_At1g07440	mips_01_01_01_11	"tropinone reductase-I, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At1g07450	mips_01_01_01_11	"tropinone reductase-I, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At1g09340	mips_01_05_01_01_01	"putative RNA-binding protein"
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_99
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g09420 -	mips_01_03	"putative Glucose-6-phosphate dehydrogenase (F14J9.8)"
			mips_01_07
			mips_02_07
			mips_02_07_01
			mips_11_07
	at_At1g12780	mips_01_05_01_03	"uridine diphosphate glucose epimerase"
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g12900 -	mips_02_01	"glyceraldehyde 3-phosphate dehydrogenase A, cholorplast precursor, putative"
			mips_02_01_01
			mips_63_13
			mips_63_13_01
			mips_63_21
			mips_63_21_07
	at_At1g13440 -	mips_02_01	"putative protein"
			mips_02_01_01
			mips_63_13
			mips_63_13_01
			mips_63_21
			mips_63_21_07
	at_At1g14810 -	mips_01_01	"aspartate-semialdehyde dehydrogenase, putative"
			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_01_07
			mips_01_02
			mips_01_02_01
			mips_40_16
	at_At1g16300 -	mips_02_01	"glyceraldehyde-3-phosphate dehydrogenase like protein"
			mips_02_01_01
			mips_63_13
			mips_63_13_01
			mips_63_21
			mips_63_21_07
	at_At1g17650 -	mips_01_01	"hypothetical protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_03
			mips_01_07
	at_At1g19540 -	mips_02_01	"2'-hydroxyisoflavone reductase, putative"
			mips_11_99
	at_At1g24280 -	mips_02_07	"glucose-6-phosphate 1-dehydrogenase"
			mips_02_07_01
			mips_63_21
			mips_63_21_07
	at_At1g24470	mips_01_01_01_11	"putative b-keto acyl reductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At1g25460	mips_01_05_01_01_01	"hypothetical protein"
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g26570	mips_01_05_01_03_02	"UDP-glucose dehydrogenase like protein"
			mips_01_05_01_03_04
			mips_01_20_01
			mips_01_20_01_07
			mips_01_20_01_99
			mips_01_20_03
			mips_30_34
			mips_30_34_07
	at_At1g30620	mips_01_03	"UDP-galactose 4-epimerase-like protein"
			mips_02
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_99
			mips_02_01
	at_At1g31230 -	mips_01_01	"putative aspartate kinase-homoserine dehydrogenase"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_01
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
			mips_01_01_04
	at_At1g32100	mips_01_05_01_01_01	"pinoresinol-lariciresinol reductase like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
	at_At1g36580	mips_01_01	"hypothetical protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At1g42970	mips_02	"putative glyceraldehyde-3-phosphate dehydrogenase (At1g42970)"
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
			mips_02_01_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_40_32
			mips_43
			mips_43_03
			mips_43_03_02
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_63_13
			mips_63_13_01
			mips_63_21
			mips_63_21_07
	at_At1g47290	mips_01	"3-beta-hydroxysteroid dehydrogenase, putative"
			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_01_06_01_07
			mips_01_06_01_07_11
			mips_02_01
			mips_40_03
			mips_40_07
			mips_40_16
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_05
	at_At1g51410	mips_01_03	"cinnamyl alcohol dehydrogenase, putative"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g51720 -	mips_01_01_01_01	"hypothetical protein"
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_01_02
			mips_01_02_01
	at_At1g54870	mips_01	"putative protein (At1g54870)"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_20
			mips_40_16
	at_At1g62570 -	mips_01_02	"similar to glutamate synthase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g62610	mips_01_01	"similar to glucose 1-dehydrogenase (AB000617); similar to EST gb|T88100"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At1g63180	mips_01_03	"uridine diphosphate glucose epimerase, putative"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g63380	mips_01_01_01_11	"reductase, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
	at_At1g64190 -	mips_02_07	"6-phosphogluconate dehydrogenase, putative"
			mips_02_07_01
	at_At1g64440	mips_01_03	"UDP-galactose 4-epimerase, putative"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g66130	mips_01_05_04	"hypothetical protein"
			mips_01_06_01_01
	at_At1g71170	mips_01_01	"dehydrogenase like protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_03
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_07
			mips_40_16
	at_At1g73250	mips_01_05_01_01_01	"GDP-4-keto-6-deoxy-D-mannose-3,5-epimerase-4-reductase (GER1)"
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g75280	mips_01_03	"putative NADPH oxidoreductase"
			mips_01_05_01_01_01
			mips_01_05_99
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
	at_At1g79530 -	mips_02_01	"putative protein"
			mips_02_01_01
			mips_63_13
			mips_63_13_01
			mips_63_21
			mips_63_21_07
	at_At1g79750	mips_01_05_01_03	"putative malate oxidoreductase"
			mips_01_05_01_03_03
			mips_02_08
			mips_02_10
			mips_02_30
			mips_67_15
	at_At1g80820	mips_01_03	"cinnamoyl CoA reductase like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_01
			mips_30_34
			mips_30_34_09
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g02400	mips_01_03	"putative cinnamoyl-CoA reductase"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g13560	mips_01_05_01_03_03	"malate oxidoreductase (malic enzyme)"
			mips_02_08
			mips_02_10
	at_At2g19940 -	mips_01_01	"putative N-acetyl-gamma-glutamyl-phosphate reductase"
			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_01_07
			mips_01_02
			mips_01_02_01
			mips_40_16
	at_At2g20360 -	mips_01_06_01_07	"putative NADH-ubiquinone oxireductase"
			mips_01_06_01_07_11
			mips_02_11_05
			mips_30_16
	at_At2g21280	mips_01_03	"unknown protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_03_03_03
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g22240	mips_01_05_01_01_01	"putative myo-inositol 1-phosphate synthase"
			mips_01_06_01
	at_At2g22780	mips_01_05_01_03	"putative glyoxysomal malate dehydrogenase precursor"
			mips_02_10
			mips_40_26
			mips_40_26_03
	at_At2g29170	mips_01_01_01_11	"putative tropinone reductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At2g29300	mips_01_01_01_11	"putative tropinone reductase"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At2g29310	mips_01_01_10_05	"putative tropinone reductase"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At2g29320	mips_01_01_01_11	"tropinone reductase like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
	at_At2g29360	mips_01_01	"putative tropinone reductase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_10
			mips_14_10_02
			mips_40_19
			mips_67_15
	at_At2g33600	mips_01_03	"putative cinnamoyl-CoA reductase"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_01
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g34460	mips_01_05_01_03_01	"unknown protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g37540	mips_01_01_01_11	"putative oxidoreductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At2g38660 -	mips_01_01_01_07	"methylenetetrahydrofolate dehydrogenase"
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_03_01
			mips_01_03_04
			mips_01_07_01
			mips_04_03
			mips_04_03_06
	at_At2g43420	mips_01_05_01_01_01	"putative sterol dehydrogenase"
			mips_01_06_01_07
			mips_01_06_01_07_11
	at_At2g44040 -	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
	at_At2g45310	mips_01_05_99	"putative nucleotide sugar epimerase"
			mips_02_01
	at_At2g47120	mips_01_01_01_11	"putative alcohol dehydrogenase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At2g47130	mips_01_01	"putative alcohol dehydrogenase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At2g47140	mips_01_01_01	"alcohol dehydrogenase like protein"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At2g47150	mips_01_01	"putative alcohol dehydrogenase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_40_19
			mips_67_15
	at_At3g06860	mips_01_05_01_05	"fatty acid multifunctional protein (AtMFP2)"
			mips_01_05_01_05_07
			mips_01_06_04
			mips_01_06_07
			mips_02_25
			mips_30_19
			mips_40_19
	at_At3g07690	mips_01_05_01_01_01	"putative glycerol-3-phosphate dehydrogenase"
			mips_02_01
			mips_02_01_01
			mips_13_11_03
			mips_13_11_03_13
			mips_40_26
			mips_40_26_03
			mips_47_03_11
			mips_47_03_11_07
	at_At3g12800	mips_01_01_10_05	"hypothetical protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_17
			mips_01_20_50
			mips_02_07
	at_At3g14790	mips_01_05_01_03_01	"dTDP-glucose 4,6-dehydratase, putative"
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At3g15020	mips_01_05_01_03	"mitochondrial NAD-dependent malate dehydrogenase, putative"
			mips_02_01
			mips_02_16
			mips_02_16_03
			mips_40_10_99
			mips_40_26
			mips_40_26_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_63_99
	at_At3g15290	mips_01_05_01_05	"putative 3-hydroxybutyryl-CoA dehydrogenase"
			mips_01_05_01_05_07
			mips_02_25
	at_At3g23820	mips_01_05_01_01_01	"NAD dependent epimerase, putative"
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
	at_At3g25530 -	mips_01_01_01_15	"putative protein"
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
	at_At3g26650 -	mips_02_01	"glyceraldehyde 3-phosphate dehydrogenase A subunit (GapA)"
			mips_02_01_01
	at_At3g26770	mips_01_01_01_11	"short chain alcohol dehydrogenase like protein"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_02_07
	at_At3g27300	mips_01_03	"glucose-6-phosphate 1-dehydrogenase, putative"
			mips_01_05
			mips_01_05_01_01
			mips_01_07
			mips_02_07
			mips_02_07_01
			mips_11
	at_At3g29360	mips_01_05_01_03_02	"UDP-glucose dehydrogenase, putative"
			mips_01_05_01_03_04
			mips_01_20_01
			mips_01_20_01_07
			mips_01_20_01_99
			mips_01_20_03
			mips_30_34
			mips_30_34_07
	at_At3g46170	mips_01_01	"dehydrogenase -like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
	at_At3g46440	mips_01_05_01_01_01	"dTDP-glucose 4-6-dehydratases-like protein"
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At3g47350	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At3g47360	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At3g47520	mips_02	"chloroplast NAD-dependent malate dehydrogenase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_02_01
			mips_02_16
			mips_02_16_03
			mips_40_03
			mips_40_10_99
			mips_40_16
			mips_40_26
			mips_40_26_03
			mips_45
			mips_45_03
			mips_45_03_12
	at_At3g51160	mips_01_05_01_03_02	"GDP-D-mannose-4,6-dehydratase (MUR1)"
			mips_01_05_99
			mips_02_01
	at_At3g51680	mips_01_01_01_11	"short-chain alcohol dehydrogenase-like protein"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At3g55290	mips_01_01_01_11	"oxidoreductase like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
	at_At3g58610 -	mips_01_01	"ketol-acid reductoisomerase"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_01_15_02
			mips_01_01_01_15_04
			mips_40_16
	at_At3g59710	mips_01_01_01_11	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_05
			mips_01_20_50
	at_At3g59890 -	mips_01_01_01_07	"putative protein"
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
	at_At4g00110	mips_01_05_01_01_01	"putative nucleotide sugar epimerase"
			mips_01_05_99
			mips_02_01
	at_At4g00560	mips_01_05_01_01_01	"putative dTDP-6-deoxy-L-mannose-dehydrogenase"
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At4g05530	mips_01_01_10_05	"unknown protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At4g09670	mips_01_05_01_01_01	"AX110P like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_99
			mips_01_05_01_03_01
			mips_01_05_01_03_09
			mips_01_05_01_03_99
			mips_01_06_01_01
			mips_11_07_03
			mips_47_03_11
			mips_47_03_11_05
			mips_63_13
			mips_63_13_99
	at_At4g09750	mips_01_05_01_01_09	"putative protein"
			mips_01_05_01_01_11
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At4g10020	mips_01_01	"putative oxidoreductase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At4g13180	mips_01_01_10_05	"short-chain alcohol dehydrogenase like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_02_07
	at_At4g13250	mips_01_01_01_11	"unknown protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At4g17370	mips_01_05_01_03_09	"putative protein"
			mips_01_06_01_01
			mips_01_20_15
			mips_01_20_15_99
	at_At4g20460	mips_01_05_01_01_01	"UDP-glucose 4-epimerase - like protein"
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At4g23420	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_67_15
	at_At4g23920	mips_01_03	"UDPglucose 4-epimerase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_02_01
			mips_30_01
	at_At4g24220 -	mips_11	"unknown protein"
			mips_11_01
	at_At4g29010	mips_01_05_01_05	"AIM1 protein"
			mips_01_05_01_05_07
			mips_01_06_04
			mips_01_06_07
			mips_02_25
			mips_30_19
			mips_40_19
	at_At4g30470	mips_01_05_01	"cinnamoyl-CoA reductase - like protein"
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_07
			mips_01_07_01
			mips_01_07_99
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_30_01
			mips_40_10_03
	at_At4g33030	mips_01_05_01_01	"sulfolipid biosynthesis protein SQD1"
			mips_01_05_01_01_01
			mips_01_06_99
			mips_02_01
			mips_06_13_04
			mips_30_02
	at_At4g33360 -	mips_01_06_01	"putative dihydrokaempferol 4-reductase"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20_35
			mips_01_20_35_01
			mips_30_01
			mips_40_07
			mips_40_10_03
	at_At4g34540	mips_01_03	"isoflavone reductase - like protein"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_06
			mips_01_06_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
			mips_30_01
	at_At4g35420	mips_01_05_01_01_01	"putative protein"
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_40_10_03
	at_At4g39230	mips_01_05_01_01_01	"NAD(P)H oxidoreductase, isoflavone reductase - like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_01
			mips_11_99
	at_At5g02540	mips_01_01_01_11	"putative protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At5g07440 -	mips_01_01	"glutamate dehydrogenase 2 (GDH2)"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_01_02
			mips_01_02_01
			mips_40_16
			mips_45
			mips_45_03
			mips_45_03_17
			mips_67
			mips_67_15
	at_At5g08300 -	mips_02_10	"succinyl-CoA-ligase alpha subunit"
	at_At5g10050	mips_01_01_01_11	"putative protein"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
	at_At5g10170	mips_01_05_01_01_01	"myo-inositol-1-phosphate synthase -like protein"
			mips_01_06_01
	at_At5g11670	mips_01_05_01_03_03	"NADP dependent malic enzyme - like protein"
			mips_02_08
			mips_02_10
			mips_02_30
	at_At5g13110	mips_01_03	"glucose-6-phosphate 1-dehydrogenase"
			mips_02
			mips_01_05
			mips_01_05_01_01
			mips_01_07
			mips_02_07
			mips_02_07_01
			mips_63_21
			mips_63_21_07
	at_At5g14700	mips_01_01_01_11	"cinnamoyl CoA reductase - like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_02
			mips_01_05_01_03_09
			mips_01_07_01
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
	at_At5g14800 -	mips_01_01	"pyrroline-5-carboxylate reductase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_01
			mips_01_01_10
			mips_01_01_10_01
			mips_63_21
			mips_63_21_07
	at_At5g15490	mips_01_05_01_03_02	"UDP-glucose dehydrogenase-like protein"
			mips_01_05_01_03_04
			mips_01_20_01
			mips_01_20_01_07
			mips_01_20_01_99
			mips_01_20_03
			mips_30_34
			mips_30_34_07
	at_At5g18210	mips_01_01	"Brn1-like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At5g19440	mips_01_03	"cinnamyl-alcohol dehydrogenase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_07
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At5g23250 -	mips_02_10	"succinyl-CoA synthetase, alpha subunit"
	at_At5g28840	mips_01_05_01_01	"GDP-mannose 3,5-epimerase"
			mips_01_05_01_01_01
			mips_02_01
			mips_40_10_03
	at_At5g39320	mips_01_05_01_03_02	"UDP-glucose dehydrogenase-like protein"
			mips_01_05_01_03_04
			mips_01_20_01
			mips_01_20_01_07
			mips_01_20_01_99
			mips_01_20_03
			mips_30_34
			mips_30_34_07
	at_At5g40760	mips_01_03	"glucose-6-phosphate dehydrogenase"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_07
			mips_02_07
			mips_02_07_01
			mips_11
			mips_11_01
			mips_11_07
			mips_40_03
	at_At5g41670 -	mips_01_07	"6-phosphogluconate dehydrogenase"
			mips_02_07
			mips_02_07_01
			mips_67_15
	at_At5g43330	mips_01_01	"cytosolic malate dehydrogenase"
			mips_01_01_01
			mips_01_01_01_15
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_02_01
			mips_02_01_01
			mips_02_16
			mips_02_16_03
			mips_40_10_99
			mips_40_16
			mips_45
			mips_45_03
			mips_45_03_12
	at_At5g50130	mips_01_01	"ribitol dehydrogenase-like"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_14_01
			mips_14_01_01
			mips_67_15
	at_At5g50600	mips_01_01_01_11	"11-beta-hydroxysteroid dehydrogenase-like"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At5g50690	mips_01_01_01_11	"11-beta-hydroxysteroid dehydrogenase-like"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At5g50770	mips_01_01_01_11	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At5g51030	mips_01_01_01_11	"carbonyl reductase-like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At5g56720 -	mips_01_01_01_15	"cytosolic malate dehydrogenase"
			mips_02_01
			mips_02_16
			mips_02_16_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_15
			mips_47_03_15_07
			mips_63_99
	at_At5g58330	mips_01_01	"NADP-dependent malate dehydrogenase"
			mips_01_01_01
			mips_01_01_01_15
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
			mips_02_16
			mips_02_16_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_63_99
	at_At5g59290	mips_01_03	"dTDP-glucose 4-6-dehydratase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	Training Accuracy: 101/131 (77.10%)
	Training Frequency class 'mips_01_05': 580/4488 (12.92%)

	Evaluation on validation data (2239 items):
	at_At1g02000	mips_01_05_01_01_01	"nucleotide sugar epimerase, putative"
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
	at_At1g08200	mips_01_05_01_01_01	"unknown protein"
			mips_01_05_01_03_01
			mips_02_01
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g15950	mips_01_05_01_03_01	"unknown protein"
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g16720	mips_01_03	"Unknown protein (At1g16720; F17F16.7)"
			mips_01_05
			mips_01_05_01
			mips_01_05_99
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_20
			mips_01_20_05
			mips_01_20_35
			mips_01_20_35_01
			mips_30
			mips_30_01
	at_At1g24360	mips_01_01_01_11	"putative 3-oxoacyl [acyl-carrier protein] reductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At1g52340	mips_01_01_01_11	"short chain alcohol dehydrogenase, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At1g53500	mips_01_03	"dTDP-D-glucose 4,6-dehydratase, putative"
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g62580 -	mips_01_02	"similar to flavin-containing monooxygenase form 2 (sp|Q28505); similar to ESTs gb|T88100, gb|R30018, and gb|T23015"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63000	mips_01_05_01_03_02	"unknown protein"
			mips_01_05_99
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_40_10_03
	at_At1g75290	mips_01_03	"NADPH oxidoreductase, putative"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
			mips_30_01
	at_At1g75300	mips_01_03	"NADPH oxidoreductase, putative"
			mips_01_05_01_01_01
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
			mips_30_01
	at_At2g19900	mips_02	"malate oxidoreductase (malic enzyme)"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_03
			mips_02_08
			mips_02_10
			mips_02_30
			mips_40_03
			mips_40_16
			mips_67
			mips_67_15
	at_At2g26260	mips_01_05_01_01_01	"3-beta-hydroxysteroid dehydrogenase"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_02_01
			mips_47_03_15
			mips_47_03_15_05
	at_At2g28760	mips_01_03	"putative nucleotide-sugar dehydratase"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g29340	mips_01_01_10_05	"tropinone reductase like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
			mips_67_15
	at_At2g29370	mips_01_01_01_11	"putative tropinone reductase"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At2g33630	mips_01_05	"putative steroid dehydrogenase"
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_02_01
			mips_14_04
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
	at_At2g34850	mips_01_03	"putative UDP-galactose-4-epimerase"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g40690	mips_01_05_01_01_01	"glycerol-3-phosphate dehydrogenase like protein"
			mips_02_01
			mips_02_01_01
			mips_13_11_03
			mips_13_11_03_13
			mips_47_03_11
			mips_47_03_11_07
	at_At2g45400	mips_01_05_01_01	"putative flavonol reductase"
			mips_01_05_01_03_01
			mips_01_05_99
			mips_01_20_35
			mips_01_20_35_01
			mips_40_10
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At3g12290	mips_01_01_01	"unknown protein"
			mips_01_01_01_07
			mips_01_01_01_11_15
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_03_01
			mips_01_03_04
			mips_01_05
			mips_01_07
			mips_04_03
			mips_04_03_06
			mips_63_19
	at_At3g26760	mips_01_01	"putative short chain alcohol dehydrogenase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At3g29250	mips_01_01	"short-chain alcohol dehydrogenase, putative"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At3g44540 -	mips_01_01_01	"acyl CoA reductase - protein"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At3g44560	mips_01_01	"acyl CoA reductase -like protein"
			mips_01_01_01
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_06
			mips_01_06_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
	at_At3g55310	mips_01_01_01_11	"beta-ketoacyl-ACP reductase - like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
	at_At3g63140 -	mips_40_26	"mRNA binding protein precursor - like"
			mips_40_26_03
	at_At4g00570	mips_01_05_01_03_03	"putative malate oxidoreductase"
			mips_02_08
			mips_02_10
	at_At4g00630 -	mips_13_01	"putative potassium/H+ antiporter"
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At4g03140	mips_01_01	"putative alcohol dehydrogenase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At4g10960	mips_01_03	"UDP-galactose 4-epimerase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At4g11410	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_14_01
			mips_14_01_01
			mips_14_05
			mips_67_15
	at_At4g12250	mips_01_03	"nucleotide sugar epimerase -like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
	at_At4g17260	mips_01_05_01_01_03	"lactate dehydrogenase (LDH1)"
			mips_02_01
			mips_02_01_01
			mips_02_16
			mips_02_16_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_03
			mips_47_03_03_01
			mips_47_03_15
			mips_47_03_15_07
			mips_63_99
	at_At4g19710 -	mips_01_01_01_07	"aspartate kinase-homoserine dehydrogenase - like protein"
			mips_01_01_01_07_01
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
			mips_01_01_04
	at_At4g20760	mips_01_01	"cell-cell signaling protein csgA - like"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
	at_At4g20930 -	mips_01_01_01_15	"3-hydroxyisobutyrate dehydrogenase -like protein"
			mips_01_01_10
			mips_01_01_10_04
			mips_02_07
			mips_02_07_01
	at_At4g23430	mips_01_01_01_11	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At4g27440	mips_01_01_01	"protochlorophyllide reductase precursor"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_26
			mips_30_26_03
	at_At4g29120 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_03
			mips_01_07
	at_At4g33790 -	mips_01_06_01_05	"male sterility 2-like protein"
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At5g02240	mips_01_05_01_01_01	"unknown protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
	at_At5g04900	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At5g06060	mips_01_01_10_05	"short chain alcohol dehydrogenase-like"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At5g09660	mips_01_05_01_03	"microbody NAD-dependent malate dehydrogenase"
			mips_02_01
			mips_02_16
			mips_02_16_03
			mips_40_10_99
			mips_40_26
			mips_40_26_03
			mips_45
			mips_45_03
			mips_45_03_12
	at_At5g18170 -	mips_01_01_01_01	"glutamate dehydrogenase (EC 1.4.1.-) 1 (pir||S71217)"
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_01_02
			mips_01_02_01
			mips_45
			mips_45_03
			mips_45_03_17
	at_At5g19200	mips_01_01_01_11	"FVT1 - like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_40_27
	at_At5g35790 -	mips_02_07	"glucose-6-phosphate dehydrogenase"
			mips_02_07_01
			mips_63_21
			mips_63_21_07
	at_At5g42800	mips_01_05_01_01_01	"dihydroflavonol 4-reductase"
			mips_01_05_01_03_01
			mips_01_20_35
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At5g50700	mips_01_01_01_11	"11-beta-hydroxysteroid dehydrogenase-like"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At5g52810 -	mips_01_01_01_01	"unknown protein"
			mips_01_07_01
			mips_01_20_19
			mips_01_20_19_01
			mips_13_11
			mips_20_25_01
			mips_20_25_01_01
			mips_63_99
	at_At5g53090	mips_01_01_01	"protochlorophyllide reductase; oxidoreductase required for shoot apex development"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At5g62790 -	mips_01_06_01_07	"1-deoxy-D-xylulose 5-phosphate reductoisomerase (DXR)"
	Validation Accuracy: 41/53 (77.36%)
	Validation Frequency class 'mips_01_05': 256/2239 (11.43%)

	Evaluation on propertest data (3463 items):
	at_At1g01800 -	mips_01_20_05	"putative short-chain dehydrogenase"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	at_At1g04410	mips_01_01	"malate dehydrogenase like protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_02_01
			mips_02_01_01
			mips_02_16
			mips_02_16_03
			mips_40_16
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_63_99
	at_At1g09480	mips_01_05_01_01	"putative cinnamyl alcohol dehydrogenase"
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_07_01
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g09490	mips_01_05_01_03_01	"putative cinnamyl alcohol dehydrogenase"
			mips_01_05_01_03_02
			mips_01_07_01
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g09500	mips_01_03	"putative cinnamyl alcohol dehydrogenase"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g09510	mips_01_03	"putative cinnamyl alcohol dehydrogenase"
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_99
			mips_01_07
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g09940	mips_01_01	"putative glutamyl-tRNA reductase 2 precursor"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_17
			mips_01_20_19
			mips_01_20_19_01
			mips_01_20_50
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_20
			mips_30_34
			mips_30_34_07
			mips_40_16
	at_At1g10310	mips_01_01_01_11	"unknown protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At1g17890 -	mips_02_01	"GDP-L-fucose synthetase like protein"
	at_At1g32220	mips_01_05_01_01_01	"unknown protein"
			mips_02_01
	at_At1g34200 -	mips_01_06_01_01	"F23M19.12/F23M19.12"
	at_At1g50450	mips_01_05_01_03_02	"unknown protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20_35
			mips_01_20_35_01
			mips_30_34
	at_At1g53240 -	mips_02_01	"similar to mitochondrial NAD-dependent malate dehydrogenase"
			mips_02_16
			mips_02_16_03
			mips_40_26
			mips_40_26_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_15
			mips_47_03_15_07
			mips_63_99
	at_At1g58290 -	mips_01_01_01_01	"putative protein"
			mips_01_20_19
			mips_01_20_19_01
			mips_20_25_01
			mips_20_25_01_01
			mips_63_99
	at_At1g61720	mips_01	"putative protein"
			mips_01_03
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_30
			mips_30_01
			mips_40_03
			mips_63
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
			mips_98
	at_At1g64590	mips_01_01_10_05	"oxidoreductase, putative"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At1g66800	mips_01	"hypothetical protein"
			mips_01_03
			mips_01_05
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_04
			mips_04_05_01_04
			mips_30
			mips_40
			mips_40_10
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
			mips_98
	at_At1g67730	mips_01_01_01_11	"b-keto acyl reductase (glossy8)"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At1g68540	mips_01_05_01_01	"putative reductase"
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g71180 -	mips_01_01_01	"putative dehydrogenase (At1g71180)"
			mips_01_01_01_15
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_07
	at_At1g76470	mips_01_05_01_03_01	"putative cinnamoyl-CoA reductase"
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g78570	mips_01_03	"Similar to dTDP-D-glucose 4,6-dehydratase"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g05990	mips_01_01_01	"enoyl-ACP reductase (ENR1)"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At2g07640	mips_01_01_01	"unknown protein"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At2g23910	mips_01_05_01_03_02	"cinnamoyl CoA reductase like protein"
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
	at_At2g27860	mips_01_05_01_01_01	"putative dTDP-glucose 4-6-dehydratase"
			mips_01_05_01_03_01
			mips_02_01
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g29290	mips_01_01_01_11	"putative tropinone reductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At2g29330	mips_01	"putative tropinone reductase"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14
			mips_14_04
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_20
			mips_40_03
			mips_40_19
			mips_67
			mips_67_15
			mips_98
	at_At2g29350	mips_01_01	"putative tropinone reductase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_20
			mips_40_19
			mips_67_15
	at_At2g30670	mips_01_01	"putative tropinone reductase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_20
			mips_40_03
			mips_40_19
			mips_67
			mips_67_15
	at_At2g31250 -	mips_01_01	"putative glutamyl tRNA reductase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_19
			mips_01_20_19_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_63_99
	at_At2g33590	mips_01_05_01_03_01	"putative cinnamoyl-CoA reductase"
			mips_01_05_01_03_02
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g37660	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_03
			mips_01_05_01_01_01
			mips_02_01
			mips_30_01
	at_At2g41540	mips_01_05_01_01_01	"glycerol-3-phosphate dehydrogenase"
			mips_01_06_01
			mips_02_01
			mips_02_01_01
			mips_02_11
			mips_13_11_03
			mips_13_11_03_13
			mips_40_26
			mips_40_26_03
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At2g47650	mips_01_03	"putative nucleotide-sugar dehydratase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_99
			mips_02_01
			mips_40_16
	at_At3g11980 -	mips_01_01	"hypothetical protein"
			mips_01_01_01
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At3g19480	mips_01_01	"phosphoglycerate dehydrogenase 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_02
			mips_01_05
			mips_01_05_01
			mips_02_01
			mips_02_07
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_13
			mips_13_03
			mips_13_03_01
			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_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			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_47_03_02
			mips_67
			mips_67_15
	at_At3g29260	mips_01_01_10_05	"short-chain alcohol dehydrogenase, putative"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_17
			mips_01_20_50
			mips_02_07
	at_At3g42960	mips_01_01_01_11	"alcohol dehydrogenase (ATA1)"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At3g44550	mips_01_01	"acyl CoA reductase -like protein"
			mips_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_06_01
	at_At3g50560	mips_01	"unknown protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_19
			mips_67
			mips_67_15
	at_At3g53520	mips_01_05_01_01	"UDP-glucuronic acid decarboxylase (UXS1)"
			mips_01_05_99
	at_At3g56700 -	mips_01_06_01_05	"putative protein"
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At3g61220 -	mips_01_20_05	"putative protein"
			mips_01_20_05_09
			mips_11_07_07
	at_At3g62830	mips_01_05_01_01_01	"dTDP-glucose 4-6-dehydratase homolog D18"
			mips_01_05_99
			mips_02_01
			mips_40_10_03
	at_At4g00600 -	mips_01_01_01_07	"putative tetrahydrofolate synthase"
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_03_01
			mips_01_03_04
			mips_01_07_01
			mips_04_03
			mips_04_03_06
	at_At4g00620 -	mips_01_01_01_07	"putative tetrahydrofolate synthase"
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_03_01
			mips_01_03_04
			mips_01_07_01
			mips_04_03
			mips_04_03_06
	at_At4g04850 -	mips_67_04	"putative potassium transporter"
			mips_67_04_01
			mips_67_04_01_02
	at_At4g13660 -	mips_01_20_35	"isoflavone reductase-like protein"
			mips_01_20_35_01
			mips_11_99
	at_At4g24050	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At4g27250	mips_01_05_01_03_02	"putative protein"
			mips_01_07_01
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
	at_At4g27760	mips_01_01_01_11	"forever young gene (FEY) (fragment)"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_17
			mips_01_20_50
	at_At4g30440	mips_01_05_01_01_01	"nucleotide sugar epimerase-like protein"
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
	at_At4g35250	mips_01_05_01_01_01	"putative protein"
			mips_02_01
			mips_40_26
			mips_40_26_03
	at_At4g39800	mips_01_05	"myo-inositol-1-phosphate synthase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_06
			mips_01_06_01
	at_At5g10730	mips_01_05_01_03_02	"unknown protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_47_03_15
			mips_47_03_15_05
	at_At5g15940	mips_01_01_01_11	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_40_19
	at_At5g18660	mips_01_05_01_01_01	"unknown protein"
			mips_01_05_99
			mips_02_01
	at_At5g21060 -	mips_01_01_01	"homoserine dehydrogenase-like protein"
			mips_01_01_01_07
			mips_01_01_01_07_03
			mips_01_01_04
	at_At5g22420 -	mips_01_06_01_05	"acyl CoA reductase-like protein"
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At5g22500 -	mips_01_06_01_05	"male sterility 2-like protein (emb|CAA68191.1)"
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At5g25880	mips_01_05_01_03_03	"malate dehydrogenase - like protein"
			mips_02_08
			mips_02_10
			mips_02_30
	at_At5g40610	mips_01_05_01_01_01	"dihydroxyacetone 3-phosphate reductase (dhaprd)"
			mips_01_06_01
			mips_02_01
			mips_02_01_01
			mips_02_11
			mips_13_11_03
			mips_13_11_03_13
			mips_40_26
			mips_40_26_03
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g44480	mips_01_05_01_01	"putative protein"
			mips_01_05_01_01_01
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At5g49460	mips_01_05_01_05	"ATP-citrate lyase subunit B"
			mips_01_05_01_05_07
			mips_02_10
	at_At5g50590	mips_01_01	"11-beta-hydroxysteroid dehydrogenase-like"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_40_19
			mips_67_15
	at_At5g52100 -	mips_01_01_01_07	"dihydrodipicolinate reductase-like protein"
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
	at_At5g53100	mips_01_01_10_05	"protochlorophyllide reductase; oxidoreductase required for shoot apex development"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_17
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At5g54190	mips_01_05_01_01_01	"NADPH:protochlorophyllide oxidoreductase A (gb|AAC49043.1)"
			mips_01_06_01_05
			mips_02_07
			mips_30_26
			mips_30_26_03
	at_At5g58490	mips_01_05_01_01	"cinnamoyl-CoA reductase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At5g61830 -	mips_01_20_05	"carbonyl reductase - like protein"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	at_At5g66280	mips_01_05_01_03	"GDP-D-mannose 4,6-dehydratase; GMD1 (gb|AAF07199.1)"
			mips_01_05_01_03_02
			mips_02_01
	Propertest Accuracy: 53/72 (73.61%)
	Propertest Frequency class 'mips_01_05': 384/3463 (11.09%)

	New (unknown) data (2239 items):
	at_At4g18810 -	no entry	null
	at_At5g28310 -	no entry	null
	at_At5g57800 -	no entry	null
	at_At5g58750 -	no entry	null
	at_At1g19690 -	no entry	null
	at_At2g39070 -	no entry	null
	at_At3g20790 -	no entry	null
	at_At3g46780 -	no entry	null
	at_At5g04070 -	no entry	null
	at_At5g15910 -	no entry	null
	at_At1g72640 -	no entry	null
	at_At4g31530 -	no entry	null
	at_At5g39410 -	no entry	null


------------------
Rule 105
	a.118.6 > 0.0027
	c.1.8 <= 0.016
	->  class mips_01_05 "C-compound and carbohydrate metabolism"

	Evaluation on training data (4488 items):
	at_At1g01570	mips_01_05_01_03	"hypothetical protein"
			mips_01_05_01_03_02
			mips_06
			mips_30_27
			mips_30_27_01
			mips_40_08
	at_At1g03310	mips_01_05_01_01_01	"putative isoamylase"
			mips_02_19
	at_At1g05280	mips_01_05	"hypothetical protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_06
			mips_30_27
			mips_30_27_01
	at_At1g05590	mips_01_05_01_01_01	"hypothetical protein"
			mips_01_06_04
			mips_40_25
	at_At1g07850	mips_01_05_01_03_02	"hypothetical protein"
			mips_40_08
	at_At1g10050 -	mips_40_01	"putative xylan endohydrolase"
	at_At1g26560	mips_01_05_01_01_02	"beta-glucosidase like protein"
			mips_01_20_01
			mips_01_20_01_07
	at_At1g33220	mips_01_05	"beta-1,3-glucanase, putative"
			mips_01_05_01_01
			mips_11_05
			mips_11_05_03
			mips_25_03
			mips_30
			mips_98
	at_At1g51470	mips_01_05	"myrosinase precursor, putative"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_20
			mips_01_20_01
			mips_01_20_01_07
			mips_11
			mips_11_05
			mips_11_05_03
	at_At1g52400	mips_01_05_01	"beta-glucosidase, putative"
			mips_01_05_01_01
			mips_01_20
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05
			mips_11_05_03
	at_At1g58370 -	mips_40_01	"unknown protein"
			mips_98
	at_At1g60090 -	mips_01_20_01	"hypothetical protein"
			mips_01_20_01_07
	at_At1g61810	mips_01_05_01_01_02	"hypothetical protein"
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05_03
	at_At1g61820	mips_01_05_01	"hypothetical protein"
			mips_01_05_01_01
			mips_01_05_01_01_02
			mips_01_20
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05
			mips_11_05_03
	at_At1g69830	mips_01_05_01_01_01	"putative alpha-amylase"
			mips_02_19
	at_At1g72990 -	mips_40_01	"unknown protein (At1g72990)"
			mips_40_25
	at_At1g75940	mips_01_05_01_01_02	"ATA27"
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05_03
	at_At1g76130	mips_01_05_01_01_01	"unknown protein"
			mips_02_05
			mips_02_16
			mips_02_19
			mips_02_22
	at_At1g78090	mips_01_05_04	"trehalose-6-phosphate phosphatase (AtTPPB)"
			mips_02_19
	at_At2g14690 -	mips_40_01	"1,4-beta-xylan endohydrolase"
	at_At2g16230 -	mips_01_04	"putative beta-1,3-glucanase"
			mips_01_04_01
			mips_30_01
	at_At2g16730	mips_01_05_01_01_01	"putative beta-galactosidase"
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At2g19440	mips_01	"putative beta-1,3-glucanase, predicted GPI-anchored protein"
			mips_01_04
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_30
			mips_30_01
			mips_98
			mips_99
	at_At2g20680	mips_01_05_01_01_01	"(1-4)-beta-mannan endohydrolase"
			mips_40_25
	at_At2g26600 -	mips_01_04_01	"beta-1,3-glucanase like protein"
			mips_11_05
			mips_11_05_03
	at_At2g32290 -	mips_02_19	"putative beta-amylase"
			mips_02_99
	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_At2g32860	mips_01_05	"putative beta-glucosidase"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_02
			mips_01_20
			mips_01_20_01
			mips_01_20_01_07
			mips_11
			mips_11_05
			mips_11_05_03
	at_At2g44450	mips_01_05_01_01_02	"putative beta-glucosidase"
			mips_01_20_01
			mips_01_20_01_07
	at_At2g44460	mips_01_05_01_01_02	"putative beta-glucosidase"
			mips_01_20_01
			mips_01_20_01_07
	at_At2g44480 -	mips_01_20_01	"putative beta-glucosidase"
			mips_01_20_01_07
			mips_11_05_03
	at_At2g44490	mips_01_05_01_01_02	"putative beta-glucosidase"
			mips_01_20_01
			mips_01_20_01_07
	at_At3g07320 -	mips_01_04_01	"putative beta-1,3-glucanase precursor"
	at_At3g09260	mips_01_05_01_01_02	"thioglucosidase 3D precursor"
			mips_01_20_01
			mips_01_20_01_07
	at_At3g13560 -	mips_01_04_01	"glucan endo-1,3-beta-glucosidase precursor, putative"
	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_At3g15800	mips_01_04_01	"putative beta-1,3-glucanase precursor"
			mips_01_05_01_01
			mips_11_05
			mips_11_05_03
	at_At3g18080	mips_01	"beta-glucosidase like protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_02
			mips_01_20
			mips_01_20_01
			mips_01_20_01_07
			mips_11
			mips_11_05
			mips_11_05_03
	at_At3g19620	mips_01_05_01_03	"beta-xylosidase, putative"
			mips_01_05_01_03_02
			mips_30_01
			mips_40_01
	at_At3g21370 -	mips_01_20_01	"beta-glucosidase, putative"
			mips_01_20_01_07
			mips_11_05_03
	at_At3g23640	mips_01_05_01_01_02	"alpha glucosidase like protein"
			mips_02_01
			mips_02_19
			mips_40_08
			mips_40_25
			mips_63_13
			mips_63_13_01
	at_At3g23920 -	mips_02_19	"beta-amylase, putative"
			mips_02_99
	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_At3g55430	mips_01_04_01	"beta-1,3-glucanase - like protein"
			mips_01_05
			mips_30
			mips_98
	at_At3g55780 -	mips_01_04	"beta-1,3-glucanase - like protein"
			mips_01_04_01
			mips_01_20_01
			mips_11_05_03
	at_At3g57240	mips_01	"beta-1,3-glucanase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_11
			mips_11_05
			mips_11_05_03
			mips_98
	at_At3g57260	mips_01	"beta-1,3-glucanase 2 (BG2)"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_11
			mips_11_05
			mips_11_05_03
			mips_98
			mips_99
	at_At3g60130	mips_01_05_01_01_01	"beta-glucosidase-like protein"
			mips_01_20_01
			mips_01_20_01_07
			mips_02_01
	at_At3g60140	mips_01_05_01	"beta-glucosidase"
			mips_01_05_01_01
			mips_01_20
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05
			mips_11_05_03
	at_At3g62710	mips_01_05_01_03_02	"beta-D-glucan exohydrolase-like protein"
			mips_40_01
	at_At3g62740	mips_01_05_01_01_01	"beta-glucosidase-like protein"
			mips_01_05_01_01_02
	at_At4g17180	mips_01_04	"putative protein"
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_11
			mips_11_05
			mips_11_05_03
			mips_30
			mips_30_01
	at_At4g18340 -	mips_01_04_01	"beta-1,3-glucanase-like protein"
	at_At4g19750 -	mips_11_05_03	"chitinase - like protein"
			mips_11_07
			mips_11_07_03
			mips_11_10
			mips_11_10_07
			mips_30_01
			mips_40_27
			mips_63_13
			mips_63_13_01
	at_At4g19760 -	mips_63_13	"chitinase - like protein"
			mips_63_13_99
	at_At4g19770 -	mips_40_27	"putative protein"
			mips_63_13
			mips_63_13_01
			mips_63_13_99
	at_At4g19810 -	mips_11_05_03	"putative chitinase"
	at_At4g19820 -	mips_40_27	"putative chitinase"
			mips_63_13
			mips_63_13_01
	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_At4g27830	mips_01_05_01_01_02	"beta-glucosidase like protein"
			mips_11_05_03
	at_At4g33820 -	mips_40_01	"putative protein"
	at_At4g34480 -	mips_01_04_01	"putative protein (fragment)"
	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_At4g38300 -	mips_40_01	"putative protein"
	at_At4g38590 -	mips_01_20_01	"galactosidase like protein"
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At5g03650	mips_01_05_01_01_01	"1,4-alpha-glucan branching enzyme protein soform SBE2.2 precursor"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_02_19
	at_At5g08380	mips_01_05_01_01_02	"alpha-galactosidase - like protein"
			mips_01_05_01_03_02
			mips_06_13_04
			mips_06_13_04_01
			mips_40_25
	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_At5g11720	mips_01_05_01_01_02	"alpha-glucosidase 1"
			mips_02_01
			mips_02_19
			mips_40_25
			mips_63_13
			mips_63_13_01
	at_At5g13690	mips_01_05_01_01_04	"alpha-N-acetylglucosaminidase"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_25
	at_At5g18220 -	mips_01_04_01	"beta-1,3-glucanase - like predicted GPI-anchored protein"
	at_At5g20250	mips_01_05_01_03	"seed imbitition protein-like"
	at_At5g20330 -	mips_11_05_03	"beta-1,3-glucanase bg4"
			mips_25_03
			mips_30_01
	at_At5g24090 -	mips_03_03_03	"acidic endochitinase (dbj|BAA21861.1)"
			mips_40_27
	at_At5g24550	mips_01_05_01_01_02	"beta-glucosidase"
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05_03
	at_At5g26000 -	mips_01_20_01	"myrosinase precursor"
			mips_01_20_01_07
			mips_11_05_03
	at_At5g41460	mips_01_05_01_03	"putative protein"
			mips_01_05_01_03_02
			mips_06_07_02
			mips_06_07_02_02
			mips_30_27
			mips_30_27_01
	at_At5g42100 -	mips_01_04_01	"beta-1,3-glucanase - like predicted GPI-anchored protein"
			mips_11_05_03
	at_At5g42720 -	mips_01_04	"beta-1,3-glucanase-like protein"
			mips_01_04_01
			mips_11_05_03
	at_At5g44640	mips_01_05_01_01_02	"beta-glucosidase"
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05_03
	at_At5g54570 -	mips_01_20_01	"beta-glucosidase"
			mips_01_20_01_07
	at_At5g55700 -	mips_02_19	"beta-amylase"
			mips_02_99
	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_At5g58090 -	mips_01_04	"predicted GPI-anchored protein"
			mips_01_04_01
			mips_11_05_03
			mips_30_01
	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
	at_At5g63840	mips_01_05_01_01_02	"glucosidase II alpha subunit"
			mips_02_01
			mips_02_19
			mips_40_25
			mips_63_13
			mips_63_13_01
	at_At5g64570 -	mips_40_01	"beta-xylosidase"
	Training Accuracy: 55/90 (61.11%)
	Training Frequency class 'mips_01_05': 580/4488 (12.92%)

	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_At1g28340 -	mips_10	"hypothetical protein"
			mips_10_01_01
	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_At1g47600	mips_01_05_01_01_02	"hypothetical protein"
			mips_01_20_01
			mips_01_20_01_07
	at_At1g60260	mips_01_05_01	"putative beta-glucosidase"
			mips_01_05_01_01
			mips_01_20
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05
			mips_11_05_03
			mips_40_02
	at_At1g60270 -	mips_01_20_01	""
			mips_01_20_01_07
	at_At1g66250 -	mips_01_04_01	"beta-1,3-glucanase precursor, putative"
	at_At2g01630 -	mips_01_04_01	"beta-1,3-glucanase like protein"
	at_At2g22960 -	mips_47	"pseudogene"
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At2g25630	mips_01_05_01	"putative beta-glucosidase"
			mips_01_05_01_01
			mips_01_20
			mips_01_20_01
			mips_01_20_01_07
	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_At2g39640 -	mips_01_04_01	"putative beta-1,3-glucanase, predicted GPI-anchored protein"
	at_At3g45940	mips_01_05_01_01_02	"putative protein"
			mips_02_01
			mips_02_19
			mips_40_08
			mips_40_25
			mips_63_13
			mips_63_13_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_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_At3g55260	mips_01_05_01_01_01	"beta-N-acetylhexosaminidase -like protein"
			mips_01_06_04
			mips_40_25
	at_At3g61810	mips_01	"putative protein"
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_11
			mips_11_05
			mips_11_05_03
			mips_98
			mips_99
	at_At4g01040 -	mips_11_07_03	"hypothetical protein"
			mips_11_10
			mips_11_10_07
			mips_40_27
			mips_63_13
			mips_63_13_01
	at_At4g01970	mips_01_05_01_03	"putative raffinose synthase or seed imbibition protein"
	at_At4g15210	mips_02	"beta-amylase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_19
			mips_02_99
	at_At4g19730 -	mips_11_05_03	"putative protein"
			mips_11_07
			mips_11_07_03
			mips_11_10
			mips_11_10_07
			mips_40_27
			mips_63_13
			mips_63_13_01
			mips_63_13_99
	at_At4g19740 -	mips_11_07_03	"putative protein"
			mips_11_10
			mips_11_10_07
			mips_40_27
			mips_63_13
			mips_63_13_01
	at_At4g19800	mips_01_05	"chitinase - like protein"
			mips_11
			mips_11_01
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_11_07_03
			mips_11_10
			mips_11_10_07
			mips_13
			mips_13_11
			mips_40_03
			mips_40_27
			mips_63_13
			mips_63_13_01
			mips_63_13_99
	at_At4g22100 -	mips_01_20_01	"glucosidase like protein"
			mips_01_20_01_07
	at_At4g27820	mips_01_05_01_01_02	"putative beta-glucosidase"
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05_03
	at_At4g31140 -	mips_01_04_01	"1,3-beta-glucanase - like predicted GPI-anchored protein"
			mips_11_05_03
	at_At4g33810 -	mips_40_01	"beta-xylan endohydrolase -like protein"
	at_At4g38650 -	mips_40_01	"putative protein"
	at_At5g01930	mips_01	"(1-4)-beta-mannan endohydrolase-like protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
	at_At5g08370	mips_01_05_01_01_02	"alpha-galactosidase - like protein"
			mips_01_05_01_03_02
			mips_06_13_04
			mips_06_13_04_01
			mips_40_25
	at_At5g18670	mips_01	"beta-amylase-like proten"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_19
			mips_02_99
	at_At5g20390	mips_01	"beta-1,3-glucanase-like protein"
			mips_01_05
			mips_01_05_01_01
			mips_11_05
			mips_11_05_03
			mips_25_03
			mips_30
			mips_98
	at_At5g20710	mips_01_05_01_01_01	"beta-galactosidase like protein"
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_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
	at_At5g25980 -	mips_01_20_01	"myrosinase TGG2"
			mips_01_20_01_07
	at_At5g36890	mips_01_05_01_01_01	"beta-glucosidase -like protein"
			mips_01_05_01_01_02
			mips_02_01
	at_At5g56590	mips_01_04	"beta-1,3-glucanase-like protein"
			mips_01_04_01
			mips_01_05_01
			mips_30_01
	at_At5g58480 -	mips_01_04_01	"beta 1-3 glucanase - like predicted GPI-anchored protein"
	at_At5g67460 -	mips_01_04_01	"putative protein"
	Validation Accuracy: 25/41 (60.98%)
	Validation Frequency class 'mips_01_05': 256/2239 (11.43%)

	Evaluation on propertest data (3463 items):
	at_At1g02310	mips_01_05_01_01	"(1-4)-beta-mannan endohydrolase precursor, putative"
	at_At1g02850 -	mips_01_20_01	"Similar to beta-glucosidases (At1g02850)"
			mips_01_20_01_07
	at_At1g06350 -	mips_01_06_01	"hypothetical protein"
			mips_40_07
			mips_63_17
			mips_63_17_09
	at_At1g09010	mips_01_05_01_01_01	"putative Bos beta-mannosidase"
			mips_06_07_02
			mips_06_07_02_02
			mips_25_05_10
			mips_25_05_13
			mips_25_05_17
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_17
			mips_40_25
	at_At1g15460 -	mips_67_04_07	"putative protein"
			mips_67_50
			mips_67_50_05
	at_At1g30080	mips_01	"beta-1,3-glucanase precursor, putative"
			mips_01_04
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_11
			mips_11_05
			mips_11_05_03
			mips_98
			mips_99
	at_At1g32860	mips_01_04	"hypothetical protein"
			mips_01_04_01
			mips_01_05_01
			mips_01_05_01_01
			mips_11_05
			mips_11_05_03
	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_At1g51490	mips_01_05_01_01	"cyanogenic beta-glucosidase, putative"
			mips_01_20
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05
			mips_11_05_03
	at_At1g55740	mips_01_05_01_03	"seed imbibition protein, putative"
	at_At1g64760 -	mips_01_04_01	"hypothetical protein"
	at_At1g66270 -	mips_01_20_01	"beta-glucosidase"
			mips_01_20_01_07
	at_At1g66280	mips_01_05_01	"beta-glucosidase, putative"
			mips_01_05_01_01
			mips_01_20
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05
			mips_11_05_03
	at_At1g68560	mips_01_05_01_01_02	"alpha-xylosidase precursor"
			mips_02_01
			mips_02_19
			mips_40_08
			mips_40_25
			mips_63_13
			mips_63_13_01
	at_At1g77410	mips_01_05_01_01_01	""
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	at_At1g77780	mips_01_05	"endo-1,3-beta-glucanase - like predicted GPI-anchored protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_11
			mips_11_05
			mips_11_05_03
	at_At1g78060	mips_01_05_01_03_02	"putative protein"
			mips_40_01
	at_At2g02060 -	mips_10_05_01	"unknown protein"
			mips_10_05_01_10
			mips_30_04
	at_At2g05790	mips_01_04	"putative beta-1,3-glucanase"
			mips_01_04_01
			mips_01_05_01
			mips_30_01
	at_At2g27500 -	mips_01_04	"beta-1,3-glucanase like protein"
			mips_01_04_01
			mips_11_05_03
	at_At2g36390	mips_01_05_01_03	"starch branching enzyme class II (sbe2-1)"
			mips_01_05_01_03_02
			mips_02_19
	at_At2g39930	mips_01_05_01_01_01	"putative isoamylase"
			mips_02_19
	at_At2g44470	mips_01_05_01_01_02	"putative beta-glucosidase"
	at_At2g45880	mips_02	"putative beta-amylase"
			mips_01_05_01
			mips_01_05_01_01
			mips_02_19
			mips_02_99
	at_At3g18070	mips_01_05_01_01_02	"beta-glucosidase, putative"
			mips_01_20_01
			mips_01_20_01_07
	at_At3g20440	mips_01	"1,4-alpha-glucan branching enzyme, putative"
			mips_01_01_07
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_02_19
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_67
			mips_67_10
	at_At3g24330 -	mips_01_04_01	"beta-1,3-glucanase, putative"
	at_At3g26380	mips_01_05	"unknown protein"
			mips_01_05_01_01
			mips_01_05_01_01_02
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_30
			mips_40_25
	at_At3g46570	mips_01_05_01	"glucosidase-like protein"
			mips_01_05_01_01
			mips_11_05
			mips_11_05_03
	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_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_At3g56310	mips_01_05	"alpha-galactosidase-like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_02
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_30
			mips_30_01
			mips_40_25
	at_At3g57520	mips_01	"imbibition protein homolog"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_98
	at_At3g60120	mips_01_05_01_01_02	"beta-glucosidase-like protein"
			mips_01_20_01
			mips_01_20_01_07
	at_At3g62750	mips_01_05	"beta-glucosidase-like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_01_02
			mips_40_02
	at_At4g00490 -	mips_02_19	"putative beta-amylase"
			mips_02_99
	at_At4g08160 -	mips_40_01	"putative xylan endohydrolase"
	at_At4g09020	mips_01_05_01_01_01	"isoamylase-like protein"
			mips_02_19
	at_At4g11350	mips_01_05_01	"putative protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_05
			mips_06_07
			mips_06_07_02
			mips_06_07_02_02
			mips_30_27
			mips_30_27_01
			mips_40_02
	at_At4g14080	mips_01	"A6 anther-specific protein"
			mips_01_04
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_30
			mips_30_01
			mips_98
			mips_99
	at_At4g17090	mips_02	"beta-amylase (ct-bmy gene)"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_19
			mips_02_99
	at_At4g19720	mips_01	"putative protein"
			mips_01_05
			mips_11
			mips_11_05
			mips_11_05_03
	at_At4g21760	mips_01_05	"beta-glucosidase -like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_11
			mips_11_05
			mips_11_05_03
	at_At4g25000	mips_01_05	"alpha-amylase like protein"
			mips_01_05_01_01
			mips_02_19
	at_At4g26830	mips_01	"putative beta-1,3-glucanase"
			mips_01_04
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_30
			mips_30_01
			mips_98
			mips_99
	at_At4g29360 -	mips_01_04_01	"beta-1,3-glucanase-like protein"
	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"
	at_At5g04360	mips_01_05_01_01_01	"pullulanase-like protein (starch debranching enzyme)"
			mips_02_19
	at_At5g09730	mips_01_05	"beta-xylosidase - like protein"
			mips_01_05_01_01
			mips_40_01
	at_At5g17500	mips_01_05_01_01_01	"putative protein"
	at_At5g20870	mips_01_04_01	"beta-1,3-glucanase - like protein"
			mips_01_05
	at_At5g24540	mips_01_05	"beta-glucosidase"
			mips_01_05_01_01
			mips_01_05_01_01_02
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05
			mips_11_05_03
	at_At5g28510	mips_01_05	"thioglucosidase (myrosinase) - like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_02
			mips_01_20
			mips_01_20_01
			mips_01_20_01_07
			mips_11
			mips_11_05
			mips_11_05_03
	at_At5g42260	mips_01_05_01_01_02	"beta-glucosidase"
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05_03
	at_At5g45300	mips_01_05	"beta-amylase-like"
			mips_01_05_01_01
			mips_02_19
			mips_02_99
	at_At5g49360	mips_01_05_01_03	"xylosidase"
			mips_01_05_01_03_02
			mips_40_01
	at_At5g55180 -	mips_01_04_01	"beta-1,3-glucanase-like protein"
	at_At5g64790 -	mips_01_04_01	"beta-1,3-glucanase"
	Propertest Accuracy: 43/61 (70.49%)
	Propertest Frequency class 'mips_01_05': 384/3463 (11.09%)

	New (unknown) data (2239 items):
	at_At1g14590 -	no entry	null
	at_At1g77790 -	no entry	null
	at_At2g31280 -	no entry	null
	at_At3g26130 -	no entry	null
	at_At3g57270 -	no entry	null
	at_At4g00300 -	mips_10	""
	at_At4g16260 -	no entry	null
	at_At4g19970 -	no entry	null
	at_At4g23490 -	no entry	null
	at_At4g28320 -	no entry	null
	at_At5g16580 -	no entry	null
	at_At5g16700 -	no entry	null
	at_At5g40900 -	no entry	null
	at_At5g64860 -	no entry	null
	at_At5g66460 -	no entry	null
	at_At1g13130 -	mips_99	"hypothetical protein"
	at_At3g10890 -	no entry	null
	at_At3g24710 -	no entry	null
	at_At3g43150 -	no entry	null
	at_At5g20340 -	no entry	null
	at_At5g20560 -	no entry	null
	at_At5g40390 -	no entry	null
	at_At1g11820 -	no entry	null
	at_At1g28710 -	no entry	null
	at_At1g65490 -	no entry	null
	at_At1g65590 -	no entry	null
	at_At2g40840 -	no entry	null
	at_At3g10900 -	no entry	null
	at_At3g26140 -	no entry	null
	at_At3g30540 -	no entry	null
	at_At4g15240 -	no entry	null
	at_At5g34940 -	no entry	null
	at_At5g51880 -	no entry	null


------------------
Rule 381
	c.67.1 <= 3.3e-17
	->  class mips_01_01 "amino acid 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: 32/33 (96.97%)
	Training Frequency class 'mips_01_01': 297/4488 (6.62%)

	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: 17/17 (100.00%)
	Validation Frequency class 'mips_01_01': 158/2239 (7.06%)

	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"
			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_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
			mips_01_20_17_03
			mips_01_20_27
			mips_02_10
			mips_40_26
			mips_40_26_03
	at_At5g23670 -	mips_01_20_19	"serine palmitoyltransferase"
			mips_01_20_19_01
			mips_30_02
	at_At5g28360	mips_01_01_10	"fragment of 1-aminocyclopropane-1-carboxylate synthase"
			mips_01_01_10_01
			mips_01_20_23
			mips_01_20_99
			mips_14_20
			mips_20_20
			mips_20_20_18
	at_At5g46180	mips_01_01_01_01	"ornithine aminotransferase"
			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_50
			mips_20_25_01
			mips_20_25_01_01
	at_At5g51690	mips_01_01	"ACS12 (MIO24.18)"
			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_02
			mips_01_02_01
			mips_01_20_23
			mips_01_20_99
			mips_14_20
			mips_20_20
			mips_20_20_18
	at_At5g63570	mips_01_01_99	"glutamate-1-semialdehyde 2,1-aminomutase 1 precursor (GSA 1) (glutamate-1-semialdehyde aminotransferase 1) (GSA-AT 1) (sp|P42799)"
			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_At5g65720	mips_01_01_10_05	"NifS-like aminotranfserase"
			mips_01_02_01
			mips_01_07
			mips_04_03
			mips_04_03_03
			mips_04_03_06
			mips_63_21
			mips_63_21_17
	Propertest Accuracy: 28/30 (93.33%)
	Propertest Frequency class 'mips_01_01': 256/3463 (7.39%)

	New (unknown) data (2239 items):
	at_At1g70560 -	no entry	null
	at_At1g23320 -	no entry	null
	at_At1g34060 -	no entry	null
	at_At5g49810 -	no entry	null
	at_At4g24670 -	no entry	null


------------------
Rule 1123
	c.73.1 <= 2.8e-33
	->  class mips_01_01 "amino acid metabolism"

	Evaluation on training data (4488 items):
	at_At1g31230	mips_01_01	"putative aspartate kinase-homoserine dehydrogenase"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_01
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
			mips_01_01_04
	at_At2g39800	mips_01_01_01	"delta-1-pyrroline 5-carboxylase synthetase (P5C1)"
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_02_99
			mips_13_11_03
			mips_13_11_03_13
			mips_63_13
			mips_63_13_99
			mips_67_15
	at_At3g18680	mips_01_01_01_01	"uridylate kinase, putative"
			mips_01_01_01_01_02
			mips_01_01_01_01_02_01
			mips_01_01_01_03
			mips_01_01_01_03_01
			mips_01_01_10_01
			mips_01_03_01
			mips_01_03_04
	at_At4g37670	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_03
			mips_01_02
			mips_01_02_01
			mips_40_16
	at_At5g13280	mips_01_01	"aspartate kinase"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_01
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
			mips_01_01_04
	Training Accuracy: 5/5 (100.00%)
	Training Frequency class 'mips_01_01': 297/4488 (6.62%)

	Evaluation on validation data (2239 items):
	at_At2g22910	mips_01_01_01_01	"putative amino acid acetyltransferase"
			mips_01_01_01_01_02
			mips_01_01_01_01_02_03
			mips_01_02_01
	at_At3g10030	mips_01_01_01_01	"uridylate kinase like protein"
			mips_01_01_01_01_02
			mips_01_01_01_01_02_01
			mips_01_01_01_07
			mips_01_01_01_07_01
			mips_01_01_01_07_06
			mips_01_01_10
			mips_01_01_10_01
			mips_01_03_01
			mips_01_03_04
	at_At3g55610	mips_01_01_01_01	"delta-1-pyrroline-5-carboxylate synthetase"
			mips_01_01_01_01_02
			mips_01_01_01_01_02_01
			mips_01_01_01_03
			mips_01_01_01_03_01
			mips_01_01_10_01
			mips_13_11_03
			mips_13_11_03_13
	at_At4g19710	mips_01_01_01_07	"aspartate kinase-homoserine dehydrogenase - like protein"
			mips_01_01_01_07_01
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
			mips_01_01_04
	Validation Accuracy: 4/4 (100.00%)
	Validation Frequency class 'mips_01_01': 158/2239 (7.06%)

	Evaluation on propertest data (3463 items):
	at_At3g57560	mips_01_01	"acetylglutamate kinase-like protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_03
			mips_01_02
			mips_01_02_01
	at_At5g14060	mips_01_01_01_07	"lysine-sensitive aspartate kinase (gb|AAB63104.1)"
			mips_01_01_01_07_01
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
			mips_01_01_04
	Propertest Accuracy: 2/2 (100.00%)
	Propertest Frequency class 'mips_01_01': 256/3463 (7.39%)

	New (unknown) data (2239 items):


------------------
Rule 593
	c.2 > 1.2e-06
	c.26 <= 4.7e-06
	c.26.1 > 1.5e-28
	->  class mips_01_01 "amino acid metabolism"

	Evaluation on training data (4488 items):
	at_At1g21590 -	mips_10	"unknown protein"
			mips_10_01
			mips_10_01_01
	at_At1g50940 -	mips_02	"hypothetical protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_02
			mips_40_16
			mips_67
			mips_67_15
	at_At1g51310 -	mips_04_03	"unknown protein"
			mips_04_03_03
			mips_04_03_06
	at_At1g62180	mips_01_01_01_11	"putative adenosine-5'-phosphosulfate reductase"
			mips_01_01_01_11_03
			mips_01_02_01
	at_At2g19410	mips_01_01_01_11	"putative protein kinase"
	at_At3g13690	mips_01_01_01_11	"protein kinase, putative"
			mips_06_07_03
			mips_10_01_05_01
	at_At3g47340	mips_01_01_01	"glutamine-dependent asparagine synthetase"
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_07
			mips_01_01_01_07_02
			mips_01_01_10_01
			mips_01_01_10_03
			mips_01_02_01
			mips_14_04
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At3g53990 -	mips_11_01	"putative protein"
	at_At3g62550 -	mips_10	"unknown protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_01
			mips_99
	at_At4g04610	mips_01_01_01_11	"5'-adenylylsulfate reductase"
			mips_01_01_01_11_03
			mips_01_02_01
	at_At4g21990	mips_01_01_01_11	"PRH26"
			mips_01_01_01_11_03
			mips_01_02
			mips_01_02_01
			mips_01_07_01
			mips_25_05_25
	at_At4g24830	mips_01_01	"argininosuccinate synthase like protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_03
			mips_01_01_01_07
			mips_01_01_10
			mips_01_01_10_01
			mips_01_02
			mips_01_02_01
	at_At4g25160	mips_01_01_01	"putative Ser/Thr protein kinase"
			mips_01_01_01_11
	at_At4g31230 -	mips_10_01_01	"putative protein"
			mips_63_19
	at_At5g10240	mips_01_01_01_01	"asparagine synthetase ASN3"
			mips_01_01_01_01_02
			mips_01_01_01_07
			mips_01_01_01_07_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_03
			mips_01_02
			mips_01_02_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At5g12000	mips_01_01_01_11	"putative receptor - like kinase"
	at_At5g26150	mips_01_01_01_11	"putative protein"
	at_At5g43430 -	mips_01_06_04	"electron transfer flavoprotein beta-subunit-like"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_25
			mips_06_10
			mips_67_15
	at_At5g51270	mips_01_01_01	"putative protein"
	at_At5g63940 -	mips_10_05	"putative protein"
	at_At5g65010	mips_01_01_01_01	"asparagine synthetase (gb|AAC72837.1)"
			mips_01_01_01_01_02
			mips_01_01_01_07
			mips_01_01_01_07_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_03
			mips_01_02
			mips_01_02_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	Training Accuracy: 13/21 (61.90%)
	Training Frequency class 'mips_01_01': 297/4488 (6.62%)

	Evaluation on validation data (2239 items):
	at_At1g16760	mips_01_01_01_11	"hypothetical protein"
	at_At1g44760	mips_01_01_01_11	"putative protein"
	at_At1g63660	mips_01_01	"GMP synthase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_03
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
	at_At1g69080	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_01_01_11
	at_At2g24370	mips_01_01_01	"putative protein kinase"
			mips_01_01_01_11
	at_At2g44270 -	mips_01_03_01	"hypothetical protein"
			mips_04_03
			mips_04_03_03
			mips_04_03_06
	at_At2g45910	mips_01_01_01	"putative protein kinase"
			mips_01_01_01_11
			mips_06_07_03
			mips_13_11
			mips_62_01_01
			mips_63_19_03
	at_At3g21210 -	mips_04	"unknown protein"
			mips_04_05
			mips_04_05_01
			mips_98
	at_At5g20310	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
	at_At5g61550	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_10_01
			mips_10_01_01
			mips_10_05
	at_At5g61560	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_10_01
			mips_10_01_01
			mips_10_05
	Validation Accuracy: 9/11 (81.82%)
	Validation Frequency class 'mips_01_01': 158/2239 (7.06%)

	Evaluation on propertest data (3463 items):
	at_At1g01660 -	mips_63_06	"hypothetical protein"
	at_At1g01670	mips_01_01_01_11	"hypothetical protein"
	at_At1g17540	mips_01_01	"protein kinase, putative"
			mips_01_01_01
			mips_01_01_01_11
			mips_10_01
			mips_10_01_01
			mips_10_05
	at_At1g55090 -	mips_01_02	"hypothetical protein"
			mips_01_02_01
			mips_01_07_01
			mips_11_01_03
			mips_11_01_05
			mips_11_01_11
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At1g55200 -	mips_06_07_03	"protein kinase, putative"
			mips_10_01_05_01
	at_At1g72760	mips_01_01_01_11	"putative protein kinase"
	at_At1g78940	mips_01_01_01_11	"hypothetical protein"
	at_At2g03720	mips_01_01_01_11	"unknown protein"
	at_At2g38670 -	mips_01_06	"putative phospholipid cytidylyltransferase"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_03
			mips_40_07
	at_At2g47710 -	mips_10_05	"unknown protein"
	at_At3g24560 -	mips_01	"RASBERRY3 (RSY3) like protein"
			mips_01_03
			mips_01_03_01
			mips_03
			mips_03_03
	at_At3g61390	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_10_05
	at_At5g03430	mips_01_01_01_11	"putative protein"
			mips_01_01_01_11_03
			mips_01_02
			mips_01_02_01
			mips_01_07_01
			mips_03_01_01
			mips_03_01_01_01
	at_At5g14680 -	mips_10_05	"putative protein"
			mips_11_01
	at_At5g23330 -	mips_01_07	"unknown protein"
			mips_01_07_01
			mips_01_07_07
			mips_06_07
			mips_40_03
	at_At5g35380 -	mips_14_04_03_01	"putative protein"
	at_At5g49050	mips_01_01_01_11	"unknown protein"
	Propertest Accuracy: 8/17 (47.06%)
	Propertest Frequency class 'mips_01_01': 256/3463 (7.39%)

	New (unknown) data (2239 items):
	at_At1g01680 -	no entry	null
	at_At1g11360 -	no entry	null
	at_At1g48960 -	no entry	null
	at_At1g68300 -	no entry	null
	at_At2g07020 -	no entry	null
	at_At3g17020 -	no entry	null
	at_At3g27610 -	no entry	null
	at_At3g58450 -	no entry	null
	at_At5g57680 -	no entry	null
	at_At1g09740 -	no entry	null
	at_At1g76170 -	no entry	null
	at_At1g77280 -	no entry	null
	at_At2g01220 -	no entry	null
	at_At2g18250 -	no entry	null
	at_At2g21620 -	no entry	null
	at_At3g11930 -	no entry	null
	at_At3g49060 -	no entry	null
	at_At3g61410 -	no entry	null
	at_At4g35910 -	no entry	null
	at_At5g17390 -	no entry	null
	at_At5g54430 -	no entry	null
	at_At5g56790 -	no entry	null
	at_At3g25930 -	no entry	null
	at_At4g13450 -	no entry	null
	at_At4g27320 -	no entry	null
	at_At5g08340 -	no entry	null


------------------
Rule 301
	b.35.1 > 8.3e-05
	c.2 <= 1.2e-06
	f.14 > 0.0052
	->  class mips_01_01 "amino acid metabolism"

	Evaluation on training data (4488 items):
	at_At1g01510 -	mips_01_04	"C-terminal binding protein (ANGUSTIFOLIA)"
			mips_03_03_03
			mips_04_05_01_04_03
			mips_06_10
			mips_13_03
			mips_13_03_01
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_47_03_02
	at_At1g01790 -	mips_13	"K Efflux antiporter KEA1"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At1g03630	mips_01_01	"protochlorophyllide reductase like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_30_26
			mips_30_26_03
	at_At1g07440	mips_01_01_01_11	"tropinone reductase-I, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At1g07450	mips_01_01_01_11	"tropinone reductase-I, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At1g09340 -	mips_01_05_01_01_01	"putative RNA-binding protein"
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_99
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g09420 -	mips_01_03	"putative Glucose-6-phosphate dehydrogenase (F14J9.8)"
			mips_01_07
			mips_02_07
			mips_02_07_01
			mips_11_07
	at_At1g12780 -	mips_01_05_01_03	"uridine diphosphate glucose epimerase"
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g12900 -	mips_02_01	"glyceraldehyde 3-phosphate dehydrogenase A, cholorplast precursor, putative"
			mips_02_01_01
			mips_63_13
			mips_63_13_01
			mips_63_21
			mips_63_21_07
	at_At1g13440 -	mips_02_01	"putative protein"
			mips_02_01_01
			mips_63_13
			mips_63_13_01
			mips_63_21
			mips_63_21_07
	at_At1g14810	mips_01_01	"aspartate-semialdehyde dehydrogenase, putative"
			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_01_07
			mips_01_02
			mips_01_02_01
			mips_40_16
	at_At1g16300 -	mips_02_01	"glyceraldehyde-3-phosphate dehydrogenase like protein"
			mips_02_01_01
			mips_63_13
			mips_63_13_01
			mips_63_21
			mips_63_21_07
	at_At1g17650	mips_01_01	"hypothetical protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_03
			mips_01_07
	at_At1g18270	mips_01_01_01_15	"unknown protein (At1g18270)"
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_02_01
			mips_02_07
	at_At1g19540 -	mips_02_01	"2'-hydroxyisoflavone reductase, putative"
			mips_11_99
	at_At1g24280 -	mips_02_07	"glucose-6-phosphate 1-dehydrogenase"
			mips_02_07_01
			mips_63_21
			mips_63_21_07
	at_At1g24470	mips_01_01_01_11	"putative b-keto acyl reductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At1g25460 -	mips_01_05_01_01_01	"hypothetical protein"
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g26570 -	mips_01_05_01_03_02	"UDP-glucose dehydrogenase like protein"
			mips_01_05_01_03_04
			mips_01_20_01
			mips_01_20_01_07
			mips_01_20_01_99
			mips_01_20_03
			mips_30_34
			mips_30_34_07
	at_At1g30620 -	mips_01_03	"UDP-galactose 4-epimerase-like protein"
			mips_02
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_99
			mips_02_01
	at_At1g31230	mips_01_01	"putative aspartate kinase-homoserine dehydrogenase"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_01
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
			mips_01_01_04
	at_At1g32100 -	mips_01_05_01_01_01	"pinoresinol-lariciresinol reductase like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
	at_At1g36580	mips_01_01	"hypothetical protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At1g42970 -	mips_02	"putative glyceraldehyde-3-phosphate dehydrogenase (At1g42970)"
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
			mips_02_01_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_40_32
			mips_43
			mips_43_03
			mips_43_03_02
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_63_13
			mips_63_13_01
			mips_63_21
			mips_63_21_07
	at_At1g47290 -	mips_01	"3-beta-hydroxysteroid dehydrogenase, putative"
			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_01_06_01_07
			mips_01_06_01_07_11
			mips_02_01
			mips_40_03
			mips_40_07
			mips_40_16
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_05
	at_At1g51410 -	mips_01_03	"cinnamyl alcohol dehydrogenase, putative"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g51720	mips_01_01_01_01	"hypothetical protein"
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_01_02
			mips_01_02_01
	at_At1g54870	mips_01	"putative protein (At1g54870)"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_20
			mips_40_16
	at_At1g62570 -	mips_01_02	"similar to glutamate synthase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
	at_At1g62610	mips_01_01	"similar to glucose 1-dehydrogenase (AB000617); similar to EST gb|T88100"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At1g63180 -	mips_01_03	"uridine diphosphate glucose epimerase, putative"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g63380	mips_01_01_01_11	"reductase, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
	at_At1g64190 -	mips_02_07	"6-phosphogluconate dehydrogenase, putative"
			mips_02_07_01
	at_At1g64440 -	mips_01_03	"UDP-galactose 4-epimerase, putative"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g66130 -	mips_01_05_04	"hypothetical protein"
			mips_01_06_01_01
	at_At1g68010	mips_01_01_01_11_01	"hydroxypyruvate reductase (HPR)"
			mips_01_01_10_05
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_47_03_02
	at_At1g71170	mips_01_01	"dehydrogenase like protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_03
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_07
			mips_40_16
	at_At1g73250 -	mips_01_05_01_01_01	"GDP-4-keto-6-deoxy-D-mannose-3,5-epimerase-4-reductase (GER1)"
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g75280 -	mips_01_03	"putative NADPH oxidoreductase"
			mips_01_05_01_01_01
			mips_01_05_99
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
	at_At1g79530 -	mips_02_01	"putative protein"
			mips_02_01_01
			mips_63_13
			mips_63_13_01
			mips_63_21
			mips_63_21_07
	at_At1g79750 -	mips_01_05_01_03	"putative malate oxidoreductase"
			mips_01_05_01_03_03
			mips_02_08
			mips_02_10
			mips_02_30
			mips_67_15
	at_At1g80820 -	mips_01_03	"cinnamoyl CoA reductase like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_01
			mips_30_34
			mips_30_34_09
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g02400 -	mips_01_03	"putative cinnamoyl-CoA reductase"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g13560 -	mips_01_05_01_03_03	"malate oxidoreductase (malic enzyme)"
			mips_02_08
			mips_02_10
	at_At2g19940	mips_01_01	"putative N-acetyl-gamma-glutamyl-phosphate reductase"
			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_01_07
			mips_01_02
			mips_01_02_01
			mips_40_16
	at_At2g20360 -	mips_01_06_01_07	"putative NADH-ubiquinone oxireductase"
			mips_01_06_01_07_11
			mips_02_11_05
			mips_30_16
	at_At2g21280 -	mips_01_03	"unknown protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_03_03_03
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g22240 -	mips_01_05_01_01_01	"putative myo-inositol 1-phosphate synthase"
			mips_01_06_01
	at_At2g22780 -	mips_01_05_01_03	"putative glyoxysomal malate dehydrogenase precursor"
			mips_02_10
			mips_40_26
			mips_40_26_03
	at_At2g29170	mips_01_01_01_11	"putative tropinone reductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At2g29300	mips_01_01_01_11	"putative tropinone reductase"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At2g29310	mips_01_01_10_05	"putative tropinone reductase"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At2g29320	mips_01_01_01_11	"tropinone reductase like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
	at_At2g29360	mips_01_01	"putative tropinone reductase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_10
			mips_14_10_02
			mips_40_19
			mips_67_15
	at_At2g33600 -	mips_01_03	"putative cinnamoyl-CoA reductase"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_01
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g34460 -	mips_01_05_01_03_01	"unknown protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g37540	mips_01_01_01_11	"putative oxidoreductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At2g38660	mips_01_01_01_07	"methylenetetrahydrofolate dehydrogenase"
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_03_01
			mips_01_03_04
			mips_01_07_01
			mips_04_03
			mips_04_03_06
	at_At2g43420 -	mips_01_05_01_01_01	"putative sterol dehydrogenase"
			mips_01_06_01_07
			mips_01_06_01_07_11
	at_At2g44040	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
	at_At2g45310 -	mips_01_05_99	"putative nucleotide sugar epimerase"
			mips_02_01
	at_At2g47120	mips_01_01_01_11	"putative alcohol dehydrogenase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At2g47130	mips_01_01	"putative alcohol dehydrogenase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At2g47140	mips_01_01_01	"alcohol dehydrogenase like protein"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At2g47150	mips_01_01	"putative alcohol dehydrogenase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_40_19
			mips_67_15
	at_At3g06860 -	mips_01_05_01_05	"fatty acid multifunctional protein (AtMFP2)"
			mips_01_05_01_05_07
			mips_01_06_04
			mips_01_06_07
			mips_02_25
			mips_30_19
			mips_40_19
	at_At3g07690 -	mips_01_05_01_01_01	"putative glycerol-3-phosphate dehydrogenase"
			mips_02_01
			mips_02_01_01
			mips_13_11_03
			mips_13_11_03_13
			mips_40_26
			mips_40_26_03
			mips_47_03_11
			mips_47_03_11_07
	at_At3g12800	mips_01_01_10_05	"hypothetical protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_17
			mips_01_20_50
			mips_02_07
	at_At3g14790 -	mips_01_05_01_03_01	"dTDP-glucose 4,6-dehydratase, putative"
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At3g15020 -	mips_01_05_01_03	"mitochondrial NAD-dependent malate dehydrogenase, putative"
			mips_02_01
			mips_02_16
			mips_02_16_03
			mips_40_10_99
			mips_40_26
			mips_40_26_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_63_99
	at_At3g15290 -	mips_01_05_01_05	"putative 3-hydroxybutyryl-CoA dehydrogenase"
			mips_01_05_01_05_07
			mips_02_25
	at_At3g23820 -	mips_01_05_01_01_01	"NAD dependent epimerase, putative"
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
	at_At3g25530	mips_01_01_01_15	"putative protein"
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
	at_At3g26650 -	mips_02_01	"glyceraldehyde 3-phosphate dehydrogenase A subunit (GapA)"
			mips_02_01_01
	at_At3g26770	mips_01_01_01_11	"short chain alcohol dehydrogenase like protein"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_02_07
	at_At3g27300 -	mips_01_03	"glucose-6-phosphate 1-dehydrogenase, putative"
			mips_01_05
			mips_01_05_01_01
			mips_01_07
			mips_02_07
			mips_02_07_01
			mips_11
	at_At3g29360 -	mips_01_05_01_03_02	"UDP-glucose dehydrogenase, putative"
			mips_01_05_01_03_04
			mips_01_20_01
			mips_01_20_01_07
			mips_01_20_01_99
			mips_01_20_03
			mips_30_34
			mips_30_34_07
	at_At3g46170	mips_01_01	"dehydrogenase -like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
	at_At3g46440 -	mips_01_05_01_01_01	"dTDP-glucose 4-6-dehydratases-like protein"
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At3g47350	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At3g47360	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At3g47520 -	mips_02	"chloroplast NAD-dependent malate dehydrogenase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_02_01
			mips_02_16
			mips_02_16_03
			mips_40_03
			mips_40_10_99
			mips_40_16
			mips_40_26
			mips_40_26_03
			mips_45
			mips_45_03
			mips_45_03_12
	at_At3g51160 -	mips_01_05_01_03_02	"GDP-D-mannose-4,6-dehydratase (MUR1)"
			mips_01_05_99
			mips_02_01
	at_At3g51680	mips_01_01_01_11	"short-chain alcohol dehydrogenase-like protein"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At3g55290	mips_01_01_01_11	"oxidoreductase like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
	at_At3g58610	mips_01_01	"ketol-acid reductoisomerase"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_01_15_02
			mips_01_01_01_15_04
			mips_40_16
	at_At3g59710	mips_01_01_01_11	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_05
			mips_01_20_50
	at_At3g59890	mips_01_01_01_07	"putative protein"
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
	at_At4g00110 -	mips_01_05_01_01_01	"putative nucleotide sugar epimerase"
			mips_01_05_99
			mips_02_01
	at_At4g00560 -	mips_01_05_01_01_01	"putative dTDP-6-deoxy-L-mannose-dehydrogenase"
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At4g05530	mips_01_01_10_05	"unknown protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At4g09670 -	mips_01_05_01_01_01	"AX110P like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_99
			mips_01_05_01_03_01
			mips_01_05_01_03_09
			mips_01_05_01_03_99
			mips_01_06_01_01
			mips_11_07_03
			mips_47_03_11
			mips_47_03_11_05
			mips_63_13
			mips_63_13_99
	at_At4g09750 -	mips_01_05_01_01_09	"putative protein"
			mips_01_05_01_01_11
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At4g10020	mips_01_01	"putative oxidoreductase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At4g13180	mips_01_01_10_05	"short-chain alcohol dehydrogenase like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_02_07
	at_At4g13250	mips_01_01_01_11	"unknown protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At4g13940	mips_01_01	"adenosylhomocysteinase"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_05_01_07
			mips_01_05_01_07_01
			mips_01_07
			mips_01_07_01
			mips_01_20_23
			mips_45
			mips_45_03
			mips_45_03_09
	at_At4g17370 -	mips_01_05_01_03_09	"putative protein"
			mips_01_06_01_01
			mips_01_20_15
			mips_01_20_15_99
	at_At4g20460 -	mips_01_05_01_01_01	"UDP-glucose 4-epimerase - like protein"
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At4g23420	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_67_15
	at_At4g23920 -	mips_01_03	"UDPglucose 4-epimerase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_02_01
			mips_30_01
	at_At4g24220 -	mips_11	"unknown protein"
			mips_11_01
	at_At4g29010 -	mips_01_05_01_05	"AIM1 protein"
			mips_01_05_01_05_07
			mips_01_06_04
			mips_01_06_07
			mips_02_25
			mips_30_19
			mips_40_19
	at_At4g30470 -	mips_01_05_01	"cinnamoyl-CoA reductase - like protein"
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_07
			mips_01_07_01
			mips_01_07_99
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_30_01
			mips_40_10_03
	at_At4g33030 -	mips_01_05_01_01	"sulfolipid biosynthesis protein SQD1"
			mips_01_05_01_01_01
			mips_01_06_99
			mips_02_01
			mips_06_13_04
			mips_30_02
	at_At4g33360 -	mips_01_06_01	"putative dihydrokaempferol 4-reductase"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20_35
			mips_01_20_35_01
			mips_30_01
			mips_40_07
			mips_40_10_03
	at_At4g34200	mips_01_01_01	"Phosphoglycerate dehydrogenase - like protein"
			mips_01_01_01_11
			mips_01_01_01_11_01
			mips_01_01_10_05
			mips_02_01
			mips_02_07
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_67_15
	at_At4g34540 -	mips_01_03	"isoflavone reductase - like protein"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_06
			mips_01_06_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
			mips_30_01
	at_At4g35420 -	mips_01_05_01_01_01	"putative protein"
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_40_10_03
	at_At4g39230 -	mips_01_05_01_01_01	"NAD(P)H oxidoreductase, isoflavone reductase - like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_01
			mips_11_99
	at_At5g02540	mips_01_01_01_11	"putative protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At5g07440	mips_01_01	"glutamate dehydrogenase 2 (GDH2)"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_01_02
			mips_01_02_01
			mips_40_16
			mips_45
			mips_45_03
			mips_45_03_17
			mips_67
			mips_67_15
	at_At5g08300 -	mips_02_10	"succinyl-CoA-ligase alpha subunit"
	at_At5g10050	mips_01_01_01_11	"putative protein"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
	at_At5g10170 -	mips_01_05_01_01_01	"myo-inositol-1-phosphate synthase -like protein"
			mips_01_06_01
	at_At5g11670 -	mips_01_05_01_03_03	"NADP dependent malic enzyme - like protein"
			mips_02_08
			mips_02_10
			mips_02_30
	at_At5g13110 -	mips_01_03	"glucose-6-phosphate 1-dehydrogenase"
			mips_02
			mips_01_05
			mips_01_05_01_01
			mips_01_07
			mips_02_07
			mips_02_07_01
			mips_63_21
			mips_63_21_07
	at_At5g14700	mips_01_01_01_11	"cinnamoyl CoA reductase - like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_02
			mips_01_05_01_03_09
			mips_01_07_01
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
	at_At5g14800	mips_01_01	"pyrroline-5-carboxylate reductase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_01
			mips_01_01_10
			mips_01_01_10_01
			mips_63_21
			mips_63_21_07
	at_At5g15490 -	mips_01_05_01_03_02	"UDP-glucose dehydrogenase-like protein"
			mips_01_05_01_03_04
			mips_01_20_01
			mips_01_20_01_07
			mips_01_20_01_99
			mips_01_20_03
			mips_30_34
			mips_30_34_07
	at_At5g18210	mips_01_01	"Brn1-like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At5g19440 -	mips_01_03	"cinnamyl-alcohol dehydrogenase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_07
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At5g23250 -	mips_02_10	"succinyl-CoA synthetase, alpha subunit"
	at_At5g28840 -	mips_01_05_01_01	"GDP-mannose 3,5-epimerase"
			mips_01_05_01_01_01
			mips_02_01
			mips_40_10_03
	at_At5g39320 -	mips_01_05_01_03_02	"UDP-glucose dehydrogenase-like protein"
			mips_01_05_01_03_04
			mips_01_20_01
			mips_01_20_01_07
			mips_01_20_01_99
			mips_01_20_03
			mips_30_34
			mips_30_34_07
	at_At5g40760 -	mips_01_03	"glucose-6-phosphate dehydrogenase"
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_07
			mips_02_07
			mips_02_07_01
			mips_11
			mips_11_01
			mips_11_07
			mips_40_03
	at_At5g41670 -	mips_01_07	"6-phosphogluconate dehydrogenase"
			mips_02_07
			mips_02_07_01
			mips_67_15
	at_At5g43330	mips_01_01	"cytosolic malate dehydrogenase"
			mips_01_01_01
			mips_01_01_01_15
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_02_01
			mips_02_01_01
			mips_02_16
			mips_02_16_03
			mips_40_10_99
			mips_40_16
			mips_45
			mips_45_03
			mips_45_03_12
	at_At5g50130	mips_01_01	"ribitol dehydrogenase-like"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_14_01
			mips_14_01_01
			mips_67_15
	at_At5g50600	mips_01_01_01_11	"11-beta-hydroxysteroid dehydrogenase-like"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At5g50690	mips_01_01_01_11	"11-beta-hydroxysteroid dehydrogenase-like"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At5g50770	mips_01_01_01_11	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At5g51030	mips_01_01_01_11	"carbonyl reductase-like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At5g56720	mips_01_01_01_15	"cytosolic malate dehydrogenase"
			mips_02_01
			mips_02_16
			mips_02_16_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_15
			mips_47_03_15_07
			mips_63_99
	at_At5g58330	mips_01_01	"NADP-dependent malate dehydrogenase"
			mips_01_01_01
			mips_01_01_01_15
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
			mips_02_16
			mips_02_16_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_63_99
	at_At5g59290 -	mips_01_03	"dTDP-glucose 4-6-dehydratase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	Training Accuracy: 60/136 (44.12%)
	Training Frequency class 'mips_01_01': 297/4488 (6.62%)

	Evaluation on validation data (2239 items):
	at_At1g02000 -	mips_01_05_01_01_01	"nucleotide sugar epimerase, putative"
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
	at_At1g08200 -	mips_01_05_01_01_01	"unknown protein"
			mips_01_05_01_03_01
			mips_02_01
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g12550	mips_01_01_01_11	"hypothetical protein"
			mips_01_01_01_11_01
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_03
			mips_01_20_05
			mips_01_20_09
			mips_02_10
			mips_02_22
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At1g15950 -	mips_01_05_01_03_01	"unknown protein"
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g16720 -	mips_01_03	"Unknown protein (At1g16720; F17F16.7)"
			mips_01_05
			mips_01_05_01
			mips_01_05_99
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_20
			mips_01_20_05
			mips_01_20_35
			mips_01_20_35_01
			mips_30
			mips_30_01
	at_At1g24360	mips_01_01_01_11	"putative 3-oxoacyl [acyl-carrier protein] reductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At1g52340	mips_01_01_01_11	"short chain alcohol dehydrogenase, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At1g53500 -	mips_01_03	"dTDP-D-glucose 4,6-dehydratase, putative"
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g62580 -	mips_01_02	"similar to flavin-containing monooxygenase form 2 (sp|Q28505); similar to ESTs gb|T88100, gb|R30018, and gb|T23015"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g63000 -	mips_01_05_01_03_02	"unknown protein"
			mips_01_05_99
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_40_10_03
	at_At1g72190	mips_01_01_01	"phosphoglycerate dehydrogenase, putative"
			mips_01_01_01_11
			mips_01_01_01_11_01
			mips_01_01_10_05
			mips_02_01
			mips_02_07
			mips_13_03_01
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_47_03_02
			mips_67_15
	at_At1g75290 -	mips_01_03	"NADPH oxidoreductase, putative"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
			mips_30_01
	at_At1g75300 -	mips_01_03	"NADPH oxidoreductase, putative"
			mips_01_05_01_01_01
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
			mips_30_01
	at_At2g19900 -	mips_02	"malate oxidoreductase (malic enzyme)"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_03
			mips_02_08
			mips_02_10
			mips_02_30
			mips_40_03
			mips_40_16
			mips_67
			mips_67_15
	at_At2g26260 -	mips_01_05_01_01_01	"3-beta-hydroxysteroid dehydrogenase"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_02_01
			mips_47_03_15
			mips_47_03_15_05
	at_At2g28760 -	mips_01_03	"putative nucleotide-sugar dehydratase"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g29340	mips_01_01_10_05	"tropinone reductase like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
			mips_67_15
	at_At2g29370	mips_01_01_01_11	"putative tropinone reductase"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At2g33630 -	mips_01_05	"putative steroid dehydrogenase"
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_02_01
			mips_14_04
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
	at_At2g34850 -	mips_01_03	"putative UDP-galactose-4-epimerase"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g40690 -	mips_01_05_01_01_01	"glycerol-3-phosphate dehydrogenase like protein"
			mips_02_01
			mips_02_01_01
			mips_13_11_03
			mips_13_11_03_13
			mips_47_03_11
			mips_47_03_11_07
	at_At2g45400 -	mips_01_05_01_01	"putative flavonol reductase"
			mips_01_05_01_03_01
			mips_01_05_99
			mips_01_20_35
			mips_01_20_35_01
			mips_40_10
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At3g12290	mips_01_01_01	"unknown protein"
			mips_01_01_01_07
			mips_01_01_01_11_15
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_03_01
			mips_01_03_04
			mips_01_05
			mips_01_07
			mips_04_03
			mips_04_03_06
			mips_63_19
	at_At3g26760	mips_01_01	"putative short chain alcohol dehydrogenase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At3g29250	mips_01_01	"short-chain alcohol dehydrogenase, putative"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At3g44540	mips_01_01_01	"acyl CoA reductase - protein"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At3g44560	mips_01_01	"acyl CoA reductase -like protein"
			mips_01_01_01
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_06
			mips_01_06_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
	at_At3g55310	mips_01_01_01_11	"beta-ketoacyl-ACP reductase - like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
	at_At3g63140 -	mips_40_26	"mRNA binding protein precursor - like"
			mips_40_26_03
	at_At4g00570 -	mips_01_05_01_03_03	"putative malate oxidoreductase"
			mips_02_08
			mips_02_10
	at_At4g00630 -	mips_13_01	"putative potassium/H+ antiporter"
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At4g03140	mips_01_01	"putative alcohol dehydrogenase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At4g10960 -	mips_01_03	"UDP-galactose 4-epimerase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At4g11410	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_14_01
			mips_14_01_01
			mips_14_05
			mips_67_15
	at_At4g12250 -	mips_01_03	"nucleotide sugar epimerase -like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
	at_At4g17260 -	mips_01_05_01_01_03	"lactate dehydrogenase (LDH1)"
			mips_02_01
			mips_02_01_01
			mips_02_16
			mips_02_16_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_03
			mips_47_03_03_01
			mips_47_03_15
			mips_47_03_15_07
			mips_63_99
	at_At4g19710	mips_01_01_01_07	"aspartate kinase-homoserine dehydrogenase - like protein"
			mips_01_01_01_07_01
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
			mips_01_01_04
	at_At4g20760	mips_01_01	"cell-cell signaling protein csgA - like"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
	at_At4g20930	mips_01_01_01_15	"3-hydroxyisobutyrate dehydrogenase -like protein"
			mips_01_01_10
			mips_01_01_10_04
			mips_02_07
			mips_02_07_01
	at_At4g23430	mips_01_01_01_11	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At4g27440	mips_01_01_01	"protochlorophyllide reductase precursor"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_26
			mips_30_26_03
	at_At4g29120	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_03
			mips_01_07
	at_At4g33790 -	mips_01_06_01_05	"male sterility 2-like protein"
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At5g02240 -	mips_01_05_01_01_01	"unknown protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
	at_At5g04900	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At5g06060	mips_01_01_10_05	"short chain alcohol dehydrogenase-like"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At5g09660 -	mips_01_05_01_03	"microbody NAD-dependent malate dehydrogenase"
			mips_02_01
			mips_02_16
			mips_02_16_03
			mips_40_10_99
			mips_40_26
			mips_40_26_03
			mips_45
			mips_45_03
			mips_45_03_12
	at_At5g18170	mips_01_01_01_01	"glutamate dehydrogenase (EC 1.4.1.-) 1 (pir||S71217)"
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_01_02
			mips_01_02_01
			mips_45
			mips_45_03
			mips_45_03_17
	at_At5g19200	mips_01_01_01_11	"FVT1 - like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_40_27
	at_At5g35790 -	mips_02_07	"glucose-6-phosphate dehydrogenase"
			mips_02_07_01
			mips_63_21
			mips_63_21_07
	at_At5g42800 -	mips_01_05_01_01_01	"dihydroflavonol 4-reductase"
			mips_01_05_01_03_01
			mips_01_20_35
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At5g50700	mips_01_01_01_11	"11-beta-hydroxysteroid dehydrogenase-like"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At5g52810	mips_01_01_01_01	"unknown protein"
			mips_01_07_01
			mips_01_20_19
			mips_01_20_19_01
			mips_13_11
			mips_20_25_01
			mips_20_25_01_01
			mips_63_99
	at_At5g53090	mips_01_01_01	"protochlorophyllide reductase; oxidoreductase required for shoot apex development"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At5g62790 -	mips_01_06_01_07	"1-deoxy-D-xylulose 5-phosphate reductoisomerase (DXR)"
	Validation Accuracy: 27/55 (49.09%)
	Validation Frequency class 'mips_01_01': 158/2239 (7.06%)

	Evaluation on propertest data (3463 items):
	at_At1g01800 -	mips_01_20_05	"putative short-chain dehydrogenase"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	at_At1g04410	mips_01_01	"malate dehydrogenase like protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_02_01
			mips_02_01_01
			mips_02_16
			mips_02_16_03
			mips_40_16
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_63_99
	at_At1g09480 -	mips_01_05_01_01	"putative cinnamyl alcohol dehydrogenase"
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_07_01
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g09490 -	mips_01_05_01_03_01	"putative cinnamyl alcohol dehydrogenase"
			mips_01_05_01_03_02
			mips_01_07_01
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g09500 -	mips_01_03	"putative cinnamyl alcohol dehydrogenase"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g09510 -	mips_01_03	"putative cinnamyl alcohol dehydrogenase"
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_99
			mips_01_07
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g09940	mips_01_01	"putative glutamyl-tRNA reductase 2 precursor"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_17
			mips_01_20_19
			mips_01_20_19_01
			mips_01_20_50
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_20
			mips_30_34
			mips_30_34_07
			mips_40_16
	at_At1g10310	mips_01_01_01_11	"unknown protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At1g17890 -	mips_02_01	"GDP-L-fucose synthetase like protein"
	at_At1g32220 -	mips_01_05_01_01_01	"unknown protein"
			mips_02_01
	at_At1g34200 -	mips_01_06_01_01	"F23M19.12/F23M19.12"
	at_At1g50450 -	mips_01_05_01_03_02	"unknown protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20_35
			mips_01_20_35_01
			mips_30_34
	at_At1g53240 -	mips_02_01	"similar to mitochondrial NAD-dependent malate dehydrogenase"
			mips_02_16
			mips_02_16_03
			mips_40_26
			mips_40_26_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_15
			mips_47_03_15_07
			mips_63_99
	at_At1g58290	mips_01_01_01_01	"putative protein"
			mips_01_20_19
			mips_01_20_19_01
			mips_20_25_01
			mips_20_25_01_01
			mips_63_99
	at_At1g61720 -	mips_01	"putative protein"
			mips_01_03
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_30
			mips_30_01
			mips_40_03
			mips_63
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
			mips_98
	at_At1g64590	mips_01_01_10_05	"oxidoreductase, putative"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At1g66800 -	mips_01	"hypothetical protein"
			mips_01_03
			mips_01_05
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_04
			mips_04_05_01_04
			mips_30
			mips_40
			mips_40_10
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
			mips_98
	at_At1g67730	mips_01_01_01_11	"b-keto acyl reductase (glossy8)"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At1g68540 -	mips_01_05_01_01	"putative reductase"
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g71180	mips_01_01_01	"putative dehydrogenase (At1g71180)"
			mips_01_01_01_15
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_07
	at_At1g76470 -	mips_01_05_01_03_01	"putative cinnamoyl-CoA reductase"
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g78570 -	mips_01_03	"Similar to dTDP-D-glucose 4,6-dehydratase"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g79870	mips_01_01_01_11_01	"putative D-isomer specific 2-hydroxyacid dehydrogenase"
			mips_01_01_10_05
			mips_01_05_01_01_03
			mips_01_20_09
			mips_02_10
			mips_02_22
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_47_03_02
	at_At2g05990	mips_01_01_01	"enoyl-ACP reductase (ENR1)"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At2g07640	mips_01_01_01	"unknown protein"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At2g23910 -	mips_01_05_01_03_02	"cinnamoyl CoA reductase like protein"
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
	at_At2g27860 -	mips_01_05_01_01_01	"putative dTDP-glucose 4-6-dehydratase"
			mips_01_05_01_03_01
			mips_02_01
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g29290	mips_01_01_01_11	"putative tropinone reductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At2g29330	mips_01	"putative tropinone reductase"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14
			mips_14_04
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_20
			mips_40_03
			mips_40_19
			mips_67
			mips_67_15
			mips_98
	at_At2g29350	mips_01_01	"putative tropinone reductase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_20
			mips_40_19
			mips_67_15
	at_At2g30670	mips_01_01	"putative tropinone reductase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_20
			mips_40_03
			mips_40_19
			mips_67
			mips_67_15
	at_At2g31250	mips_01_01	"putative glutamyl tRNA reductase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_19
			mips_01_20_19_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_63_99
	at_At2g33590 -	mips_01_05_01_03_01	"putative cinnamoyl-CoA reductase"
			mips_01_05_01_03_02
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g37660	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_03
			mips_01_05_01_01_01
			mips_02_01
			mips_30_01
	at_At2g41540 -	mips_01_05_01_01_01	"glycerol-3-phosphate dehydrogenase"
			mips_01_06_01
			mips_02_01
			mips_02_01_01
			mips_02_11
			mips_13_11_03
			mips_13_11_03_13
			mips_40_26
			mips_40_26_03
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At2g47650 -	mips_01_03	"putative nucleotide-sugar dehydratase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_99
			mips_02_01
			mips_40_16
	at_At3g11980	mips_01_01	"hypothetical protein"
			mips_01_01_01
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At3g19480	mips_01_01	"phosphoglycerate dehydrogenase 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_02
			mips_01_05
			mips_01_05_01
			mips_02_01
			mips_02_07
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_13
			mips_13_03
			mips_13_03_01
			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_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			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_47_03_02
			mips_67
			mips_67_15
	at_At3g23810	mips_01_01_01_07	"S-adenosyl-L-homocysteinas, putative"
			mips_01_05_01_07
			mips_01_05_01_07_01
			mips_01_20_23
			mips_45_03_09
	at_At3g29260	mips_01_01_10_05	"short-chain alcohol dehydrogenase, putative"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_17
			mips_01_20_50
			mips_02_07
	at_At3g42960	mips_01_01_01_11	"alcohol dehydrogenase (ATA1)"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At3g44550	mips_01_01	"acyl CoA reductase -like protein"
			mips_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_06_01
	at_At3g50560	mips_01	"unknown protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_19
			mips_67
			mips_67_15
	at_At3g53520 -	mips_01_05_01_01	"UDP-glucuronic acid decarboxylase (UXS1)"
			mips_01_05_99
	at_At3g56700 -	mips_01_06_01_05	"putative protein"
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At3g61220 -	mips_01_20_05	"putative protein"
			mips_01_20_05_09
			mips_11_07_07
	at_At3g62830 -	mips_01_05_01_01_01	"dTDP-glucose 4-6-dehydratase homolog D18"
			mips_01_05_99
			mips_02_01
			mips_40_10_03
	at_At4g00600	mips_01_01_01_07	"putative tetrahydrofolate synthase"
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_03_01
			mips_01_03_04
			mips_01_07_01
			mips_04_03
			mips_04_03_06
	at_At4g00620	mips_01_01_01_07	"putative tetrahydrofolate synthase"
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_03_01
			mips_01_03_04
			mips_01_07_01
			mips_04_03
			mips_04_03_06
	at_At4g04850 -	mips_67_04	"putative potassium transporter"
			mips_67_04_01
			mips_67_04_01_02
	at_At4g13660 -	mips_01_20_35	"isoflavone reductase-like protein"
			mips_01_20_35_01
			mips_11_99
	at_At4g24050 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At4g27250 -	mips_01_05_01_03_02	"putative protein"
			mips_01_07_01
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
	at_At4g27760	mips_01_01_01_11	"forever young gene (FEY) (fragment)"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_17
			mips_01_20_50
	at_At4g30440 -	mips_01_05_01_01_01	"nucleotide sugar epimerase-like protein"
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
	at_At4g35250 -	mips_01_05_01_01_01	"putative protein"
			mips_02_01
			mips_40_26
			mips_40_26_03
	at_At4g39800 -	mips_01_05	"myo-inositol-1-phosphate synthase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_06
			mips_01_06_01
	at_At5g10730 -	mips_01_05_01_03_02	"unknown protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_47_03_15
			mips_47_03_15_05
	at_At5g14780	mips_01_01_01	"formate dehydrogenase (FDH)"
			mips_01_01_01_11
			mips_01_01_01_11_01
			mips_01_01_10_05
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_01_20_05
			mips_01_20_09
			mips_02_10
			mips_02_16
			mips_02_22
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_67_15
	at_At5g15940	mips_01_01_01_11	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_40_19
	at_At5g18660 -	mips_01_05_01_01_01	"unknown protein"
			mips_01_05_99
			mips_02_01
	at_At5g21060	mips_01_01_01	"homoserine dehydrogenase-like protein"
			mips_01_01_01_07
			mips_01_01_01_07_03
			mips_01_01_04
	at_At5g22420 -	mips_01_06_01_05	"acyl CoA reductase-like protein"
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At5g22500 -	mips_01_06_01_05	"male sterility 2-like protein (emb|CAA68191.1)"
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At5g25880 -	mips_01_05_01_03_03	"malate dehydrogenase - like protein"
			mips_02_08
			mips_02_10
			mips_02_30
	at_At5g40610 -	mips_01_05_01_01_01	"dihydroxyacetone 3-phosphate reductase (dhaprd)"
			mips_01_06_01
			mips_02_01
			mips_02_01_01
			mips_02_11
			mips_13_11_03
			mips_13_11_03_13
			mips_40_26
			mips_40_26_03
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g44480 -	mips_01_05_01_01	"putative protein"
			mips_01_05_01_01_01
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At5g49460 -	mips_01_05_01_05	"ATP-citrate lyase subunit B"
			mips_01_05_01_05_07
			mips_02_10
	at_At5g50590	mips_01_01	"11-beta-hydroxysteroid dehydrogenase-like"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_40_19
			mips_67_15
	at_At5g52100	mips_01_01_01_07	"dihydrodipicolinate reductase-like protein"
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
	at_At5g53100	mips_01_01_10_05	"protochlorophyllide reductase; oxidoreductase required for shoot apex development"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_17
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At5g54190 -	mips_01_05_01_01_01	"NADPH:protochlorophyllide oxidoreductase A (gb|AAC49043.1)"
			mips_01_06_01_05
			mips_02_07
			mips_30_26
			mips_30_26_03
	at_At5g58490 -	mips_01_05_01_01	"cinnamoyl-CoA reductase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At5g61830 -	mips_01_20_05	"carbonyl reductase - like protein"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	at_At5g66280 -	mips_01_05_01_03	"GDP-D-mannose 4,6-dehydratase; GMD1 (gb|AAF07199.1)"
			mips_01_05_01_03_02
			mips_02_01
	Propertest Accuracy: 32/75 (42.67%)
	Propertest Frequency class 'mips_01_01': 256/3463 (7.39%)

	New (unknown) data (2239 items):
	at_At4g18810 -	no entry	null
	at_At5g28310 -	no entry	null
	at_At5g57800 -	no entry	null
	at_At5g58750 -	no entry	null
	at_At1g19690 -	no entry	null
	at_At2g39070 -	no entry	null
	at_At3g20790 -	no entry	null
	at_At3g46780 -	no entry	null
	at_At5g04070 -	no entry	null
	at_At5g15910 -	no entry	null
	at_At1g72640 -	no entry	null
	at_At4g31530 -	no entry	null
	at_At5g39410 -	no entry	null


------------------
Rule 76
	a.128.1 <= 2.8e-21
	->  class mips_01_20 "secondary metabolism"

	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_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_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_At1g79460	mips_01_20_13	"putative protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	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_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_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_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_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_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_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_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_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_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_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_At5g44630	mips_01_20_13	"terpene cyclase/synthase"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_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: 24/24 (100.00%)
	Training Frequency class 'mips_01_20': 547/4488 (12.19%)

	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_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_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_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_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_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
	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: 13/13 (100.00%)
	Validation Frequency class 'mips_01_20': 236/2239 (10.54%)

	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_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_At1g70080	mips_01_20_13	"hypothetical protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	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_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_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_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_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_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_At3g31415	mips_01_20_13	"vetispiradiene synthase, putative, 5' partial"
			mips_01_20_35
			mips_01_20_35_01
	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_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
	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: 16/17 (94.12%)
	Propertest Frequency class 'mips_01_20': 400/3463 (11.55%)

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


------------------
Rule 61
	b.82.2 <= 7.4e-19
	->  class mips_01_20 "secondary metabolism"

	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: 41/46 (89.13%)
	Training Frequency class 'mips_01_20': 547/4488 (12.19%)

	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: 13/15 (86.67%)
	Validation Frequency class 'mips_01_20': 236/2239 (10.54%)

	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: 39/40 (97.50%)
	Propertest Frequency class 'mips_01_20': 400/3463 (11.55%)

	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 43
	c <= 0.001
	c.108 > 0.0077
	c.87 <= 0.0048
	->  class mips_01_20 "secondary metabolism"

	Evaluation on training data (4488 items):
	at_At1g01420	mips_01_20_17	"flavonol 3-o-glucosyltransferase, putative"
			mips_01_20_17_07
			mips_01_20_35_01
	at_At1g05670	mips_01_05	"UDP glycosyltransferase UGT74E1"
			mips_01_20_17
			mips_01_20_17_07
	at_At1g16980 -	mips_01_05_04	"hypothetical protein"
			mips_02_19
	at_At1g17000 -	mips_01_05_04	"hypothetical protein"
			mips_02_19
	at_At1g22360	mips_01_20_17_07	"putative protein"
	at_At1g22380	mips_01_05	"hypothetical protein, 5' partial"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At1g22400	mips_01_20_17	"Putative UDP-glucose glucosyltransferase"
			mips_01_20_17_07
	at_At1g30530	mips_01_20_17	"putative UDP-gulcoronosyl and UDP-glucosyl transferase family protein"
			mips_01_20_17_07
	at_At1g32900 -	mips_01_05_01_03_02	"unknown protein"
			mips_01_05_01_03_04
			mips_02_19
			mips_30_34
			mips_30_34_07
			mips_40_30
	at_At1g50580	mips_01	"rhamnosyltransferase, putative"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_99
	at_At1g52420 -	mips_01_05_01_03_02	"glycosyl transferase, putative"
			mips_06_07_02
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_99
			mips_40_30
			mips_40_34
			mips_40_34_09
	at_At1g64910	mips_01_20_17_07	"hypothetical protein"
	at_At1g73370 -	mips_01_05_01_03	""
			mips_01_05_01_03_02
			mips_01_05_04
			mips_01_05_99
			mips_02_19
	at_At1g78800 -	mips_01_05_01_03	"hypothetical protein"
			mips_01_06_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_40_30
	at_At2g15490	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g22590	mips_01_20_17_07	"putative anthocyanidin-3-glucoside rhamnosyltransferase"
	at_At2g22930	mips_01_20_17	"putative flavonol 3-O-glucosyltransferase"
			mips_01_20_17_07
	at_At2g23210	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g23260	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g28080	mips_01_05_01	"putative glucosyltransferase"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
	at_At2g29750	mips_01_05_01	"putative flavonol 3-O-glucosyltransferase"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At2g30150	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g31750	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g31790	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g36770	mips_01_20_17_07	"putative glucosyl transferase"
	at_At2g43840	mips_01_20_17_07	"putative glucosyltransferase"
	at_At3g15940 -	mips_02	"hypothetical protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_99
			mips_02_11
			mips_02_19
			mips_14
			mips_14_04
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_34
			mips_40_34_09
	at_At3g16520	mips_01_20_17	"glucosyltransferase like protein"
			mips_01_20_17_07
	at_At3g21750	mips_01_20_17	"putative UDP-glucose glucosyltransferase"
			mips_01_20_17_07
	at_At3g21780	mips_01_20_17	"putative UDP-glucose glucosyltransferase"
			mips_01_20_17_07
	at_At3g22250	mips_01_20	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_07
	at_At3g29320 -	mips_01_05_01_01_02	"alpha-glucan phosphorylase, putative"
			mips_01_05_01_03_02
			mips_02_19
			mips_02_99
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_11
			mips_47_03_11_07
	at_At3g29630	mips_01_20_17	"flavonol 3-O-Glucosyltransferase, putative"
			mips_01_20_17_07
	at_At3g42850	mips_01_05_04	"arabinose kinase - like protein"
			mips_01_20_01
	at_At3g43190 -	mips_02	"sucrose synthase like protein"
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_05_01_03_04
			mips_01_05_99
			mips_02_19
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_07
			mips_40_34
			mips_40_34_09
	at_At3g46660	mips_01_20_17_07	"glucosyltransferase-like protein"
	at_At3g46700	mips_01_20_17	"glucuronosyl transferase-like protein"
			mips_01_20_17_07
	at_At4g10120 -	mips_01_05_01_03_02	"sucrose-phosphate synthase - like protein"
			mips_01_05_01_03_04
			mips_01_05_99
			mips_02_19
			mips_30_34
			mips_30_34_07
			mips_40_30
	at_At4g15270	mips_01_20_17_07	"UTP-glucose glucosyltransferase like protein"
	at_At4g15280	mips_01_20_17	"UTP-glucose glucosyltransferase"
			mips_01_20_17_07
	at_At4g15500	mips_01_20_17_07	"indole-3-acetate beta-glucosyltransferase like protein"
	at_At4g27570	mips_01_20_17	"UDP rhamnose--anthocyanidin-3-glucoside rhamnosyltransferase - like protein"
			mips_01_20_17_07
	at_At4g36770	mips_01	"glucosyltransferase-like protein"
			mips_01_05
			mips_01_05_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
	at_At5g01220 -	mips_30_34	"unknown protein"
			mips_40_30
	at_At5g03490	mips_01_05	"UDPG glucosyltransferase - like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At5g05860	mips_01_20_17	"glucuronosyl transferase-like protein"
			mips_01_20_17_07
	at_At5g05870	mips_01_20_17_07	"glucuronosyl transferase-like protein"
	at_At5g05890	mips_01_20_17_07	"glucuronosyl transferase-like protein"
	at_At5g11110 -	mips_01	"sucrose-phosphate synthase -like protein"
			mips_01_05
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_05_01_03_04
			mips_01_05_99
			mips_02_19
			mips_30
			mips_30_34
			mips_30_34_07
			mips_98
	at_At5g12890	mips_01_05_01_03	"glucosyltransferase -like protein"
			mips_01_20_17
			mips_01_20_17_07
	at_At5g17050	mips_01_05_01	"UDP glucose:flavonoid 3-o-glucosyltransferase -like protein"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At5g20410 -	mips_01_05	"monogalactosyldiacylglycerol synthase"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_05_01_03_04
			mips_01_06
			mips_01_06_01
			mips_01_06_01_03
			mips_01_06_99
			mips_30
			mips_30_34
			mips_30_34_07
	at_At5g20830 -	mips_01_05_01_03_02	"sucrose-UDP glucosyltransferase"
			mips_01_05_01_03_04
			mips_01_05_99
			mips_02_19
			mips_30_34
			mips_30_34_07
	at_At5g38040	mips_01_20_17	"glucosyltransferase-like protein"
			mips_01_20_17_07
	at_At5g49190 -	mips_01_05_04	"sucrose synthase"
			mips_01_05_99
			mips_02_19
	at_At5g54010	mips_01	"flavonol 3-O-glucosyltransferase-like protein"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At5g65550	mips_01_20_17_07	"anthocyanidin-3-glucoside rhamnosyltransferase"
	at_At5g66690	mips_01_05	"UTP-glucose glucosyltransferase"
			mips_01_20_17
			mips_01_20_17_07
	Training Accuracy: 43/58 (74.14%)
	Training Frequency class 'mips_01_20': 547/4488 (12.19%)

	Evaluation on validation data (2239 items):
	at_At1g01390	mips_01_20_17_07	"flavonol 3-o-glucosyltransferase, putative"
			mips_01_20_35
			mips_01_20_35_01
	at_At1g04920 -	mips_01_05_01_03	"sucrose-phosphate synthase, putative"
			mips_01_05_99
			mips_02_11
			mips_02_19
			mips_30_34
	at_At1g05530	mips_01_20_17_07	"hypothetical protein"
	at_At1g07250	mips_01_20_17_07	"putative 3-o-glucosyltransferase"
	at_At1g07260	mips_01_20_17	"hypothetical protein"
			mips_01_20_17_07
	at_At1g16570 -	mips_01_05_01	"Putative glycosyl transferase"
			mips_05
			mips_06_07_02
			mips_30_27
			mips_40_07
	at_At1g22340	mips_01_20_17_07	"hypothetical protein"
	at_At1g64920	mips_01_20_17_07	"hypothetical protein"
	at_At1g68020 -	mips_02	"putative trehalose-6-phosphate synthase"
			mips_01_05_01
			mips_01_05_04
			mips_02_19
			mips_11_01
	at_At1g73880	mips_01_06	"putative glucosyltransferase"
			mips_01_06_04
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At1g75420 -	mips_02	"unknown protein"
			mips_01_05_01
			mips_01_05_01_03
			mips_01_06
			mips_01_06_01
			mips_02_11
			mips_06_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_01
			mips_40_07
			mips_40_16
			mips_40_34
			mips_40_34_09
	at_At2g23250	mips_01_20_17	"putative glucosyltransferase"
			mips_01_20_17_07
	at_At2g26480	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g29740	mips_01_20_17_07	"putative flavonol 3-O-glucosyltransferase"
	at_At2g36750	mips_01_20_17	"putative glucosyl transferase"
			mips_01_20_17_07
	at_At2g36760	mips_01_20_17	"putative glucosyl transferase"
			mips_01_20_17_07
	at_At2g36780	mips_01_20_17_07	"putative glucosyl transferase"
	at_At2g43820	mips_01_20_17_07	"putative glucosyltransferase"
	at_At3g10630 -	mips_01_05_99	"unknown protein"
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_40_34
			mips_40_34_09
	at_At3g11340	mips_01_20	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
	at_At3g21560	mips_01_20_17_07	"UDP-glucose:indole-3-acetate beta-D-glucosyltransferase, putative"
	at_At3g46650	mips_01_20_17_07	"glucosyltransferase-like protein"
	at_At3g46670	mips_01	"glucosyltransferase-like protein"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At3g46680	mips_01_20_17	"glucosyltransferase-like protein"
			mips_01_20_17_07
			mips_11_07
	at_At3g53150	mips_01_20_17_07	"glucosyltransferase - like protein"
	at_At4g15260	mips_01_20_17_07	"glucosyltransferase"
	at_At4g16130	mips_01	"galactokinase like protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_04
			mips_01_20
			mips_01_20_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_40_03
			mips_63
			mips_63_13
			mips_63_13_01
			mips_63_19
			mips_63_19_03
	at_At4g18240 -	mips_02	"starch synthase-like protein"
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_06
			mips_01_06_01
			mips_02_19
			mips_06_07
			mips_30_01
			mips_30_34
			mips_40_07
			mips_40_16
			mips_40_30
	at_At4g19460 -	mips_01_05_01_03	"putative protein"
			mips_01_06_01
			mips_02_11
			mips_30_01
			mips_40_07
	at_At4g27550 -	mips_01_05_04	"trehalose-6-phosphate synthase - like protein"
			mips_02_19
	at_At5g05880	mips_01_20_17	"glucuronosyl transferase-like protein"
			mips_01_20_17_07
			mips_11_07
	at_At5g14860 -	mips_01_05_01_03	"glucosyltransferase -like protein"
			mips_01_05_01_03_04
	at_At5g17030	mips_01_20_17_07	"UDP glucose:flavonoid 3-o-glucosyltransferase -like protein"
	at_At5g24300 -	mips_01_05_01_03	"soluble starch synthase"
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_19
			mips_30_34
	at_At5g37950	mips_01_20_17	"glucuronosyl transferase-like protein"
			mips_01_20_17_07
			mips_11_07
	at_At5g38010	mips_01_20	"glucosyltransferase-like protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
	at_At5g49690	mips_01_20	"anthocyanidin-3-glucoside rhamnosyltransferase-like"
			mips_01_20_17
			mips_01_20_17_07
	Validation Accuracy: 27/37 (72.97%)
	Validation Frequency class 'mips_01_20': 236/2239 (10.54%)

	Evaluation on propertest data (3463 items):
	at_At1g05560	mips_01_20_17	"UDP-Glucose Transferase (UGT75B2)"
			mips_01_20_17_07
	at_At1g05680	mips_01_20_17_07	"putative indole-3-acetate beta-glucosyltransferase"
	at_At1g06000	mips_01_05	"unknown protein"
			mips_01_05_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At1g07240	mips_01_20_17_07	"unknown protein"
	at_At1g10400	mips_01_20_17	"puative glucosyl transferase"
			mips_01_20_17_07
	at_At1g11720 -	mips_01_05_01_03_02	"putative glycogen synthase"
			mips_02_19
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_34
			mips_40_34_09
	at_At1g19710 -	mips_14_04_01	"hypothetical protein"
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_40_34
			mips_40_34_09
	at_At1g22370	mips_01_20	"putative UDP-glucose glucosyltransferase"
			mips_01_20_17
			mips_01_20_17_07
	at_At1g24100	mips_01_20_17_07	"putative indole-3-acetate beta-glucosyltransferase"
	at_At1g51210	mips_01_05_01_01_01	"putative glucosyl transferase"
			mips_01_20_17_07
	at_At1g73160 -	mips_14_04_01	"putative glycosyl transferase"
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_34
			mips_40_34_09
	at_At1g73740	mips_01_05_01_03_02	"putative UDP-N-acetylglucosamine--N-acetylmuramyl-(pentapeptide)-pyrophosphoryl-undecaprenol N-acetylglucosamine transferase"
			mips_01_05_01_03_04
			mips_01_20_17_07
			mips_30_34
			mips_30_34_07
	at_At1g78270	mips_01_20_17	"similar to glucoronosyl transferase-like protein; similar to ESTs gb|AI996767.1, emb|Z46520.1, gb|T44500.1, and gb|AI099822.1"
			mips_01_20_17_07
	at_At2g15480	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g16890 -	mips_01_05_01_03	"glucosyltransferase like protein"
			mips_01_05_01_03_04
	at_At2g18560	mips_01_20_17	"putative flavonol 3-O-glucosyltransferase"
			mips_01_20_17_07
	at_At2g18570	mips_01_20_17_07	"putative flavonol 3-O-glucosyltransferase"
	at_At2g29710	mips_01_20_17_07	"putative flavonol 3-O-glucosyltransferase"
	at_At2g29730	mips_01_20_17_07	"putative flavonol 3-O-glucosyltransferase"
	at_At2g30140	mips_01_20_17	"putative glucosyltransferase"
			mips_01_20_17_07
	at_At2g36790	mips_01_20_17_07	"putative glucosyl transferase"
	at_At2g36970	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g40190 -	mips_01_05	"unknown protein"
			mips_01_05_01_03
			mips_01_06
			mips_06
			mips_14_04
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30
			mips_30_34
			mips_40
			mips_40_34
			mips_40_34_09
	at_At3g21800	mips_01_05_01	"putative UDP-glucose glucosyltransferase"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At3g45100 -	mips_01_05_01	"n-acetylglucosaminyl-phosphatidylinositol-like protein"
			mips_01_05_01_03
			mips_01_06
			mips_01_06_01
			mips_06_07
			mips_30_01
			mips_30_34
			mips_40_07
			mips_40_16
			mips_40_30
	at_At3g46690	mips_01_20_17_07	"glucuronosyl transferase-like protein"
	at_At3g46720	mips_01	"glucuronosyl transferase-like protein"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_11
			mips_11_07
	at_At3g46970 -	mips_01_05_01_01_02	"starch phosphorylase H (cytosolic form) - like protein"
			mips_01_05_01_03_02
			mips_02_19
			mips_02_99
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_11
			mips_47_03_11_07
	at_At3g53160	mips_01_20_17_07	"glucosyltransferase - like protein"
	at_At3g55700	mips_01_20_17_07	"glucuronosyl transferase - like protein"
	at_At3g55710	mips_01	"glucuronosyl transferase - like protein"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_11
			mips_11_07
			mips_99
	at_At4g01070	mips_01_20_17_07	"putative flavonol glucosyltransferase"
			mips_01_20_35
			mips_01_20_35_01
	at_At4g02280 -	mips_01_05_01_03_02	"putative sucrose synthetase"
			mips_01_05_01_03_04
			mips_01_05_99
			mips_02_19
			mips_30_34
			mips_30_34_07
	at_At4g09500	mips_01	"putative protein"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_99
	at_At4g15480	mips_01	"indole-3-acetate beta-glucosyltransferase like protein"
			mips_01_05
			mips_01_05_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_98
	at_At4g15490	mips_01_20_17	"indole-3-acetate beta-glucosyltransferase like protein"
			mips_01_20_17_07
	at_At4g15550	mips_01_05_01	"UDP-glucose:indole-3-acetate beta-D-glucosyltransferase (iaglu)"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_06_07
	at_At4g27560	mips_01_20_17_07	"UDP rhamnose-anthocyanidin-3-glucoside rhamnosyltransferase - like protein"
	at_At4g31780 -	mips_01_05_01_03_02	"monogalactosyldiacylglycerol synthase - like protein"
			mips_01_05_01_03_04
			mips_01_06_01_03
			mips_01_06_99
			mips_30_34
			mips_30_34_07
	at_At4g34131	mips_01_20_17_07	"glucosyltransferase -like protein"
	at_At4g34135	mips_01_20_17_07	"glucosyltransferase like protein"
	at_At4g34138	mips_01_20_17_07	"glucosyltransferase -like protein"
	at_At5g05900	mips_01_05	"glucuronosyl transferase-like protein"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At5g17040	mips_01_20_17	"UDP glucose:flavonoid 3-o-glucosyltransferase -like protein"
			mips_01_20_17_07
	at_At5g20280 -	mips_01_05	"sucrose-phosphate synthase-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_05_01_03_04
			mips_01_05_99
			mips_02_19
			mips_30
			mips_30_34
			mips_30_34_07
			mips_40_30
	at_At5g26310	mips_01_20_17_07	"UTP-glucose glucosyltransferase - like protein"
	at_At5g37180 -	mips_01_05_01_03	"sucrose synthase-like protein"
			mips_01_05_99
			mips_01_06_01
			mips_02_19
			mips_40_30
	at_At5g53990	mips_01_20_17	"flavonol 3-O-glucosyltransferase-like protein"
			mips_01_20_17_07
	at_At5g54060	mips_01_20_17_07	"flavonol 3-O-glucosyltransferase-like"
	at_At5g59070 -	mips_01_05_01_03	"hexosyltransferase - like protein"
			mips_01_05_01_03_02
			mips_01_06_01
			mips_02_11
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_01
			mips_40_07
			mips_40_30
			mips_40_34
			mips_40_34_09
	at_At5g59580	mips_01_20	"glucuronosyl transferase - like protein"
			mips_01_20_17
			mips_01_20_17_07
	at_At5g59590	mips_01_20_17	"glucuronosyl transferase - like protein"
			mips_01_20_17_07
			mips_11_07
	Propertest Accuracy: 40/52 (76.92%)
	Propertest Frequency class 'mips_01_20': 400/3463 (11.55%)

	New (unknown) data (2239 items):
	at_At2g36800 -	no entry	null
	at_At3g07020 -	no entry	null
	at_At3g11670 -	mips_99	"digalactosyldiacylglycerol synthase"
	at_At3g21760 -	no entry	null
	at_At3g21790 -	no entry	null
	at_At4g16710 -	no entry	null
	at_At4g18230 -	no entry	null
	at_At5g04480 -	no entry	null
	at_At5g24750 -	no entry	null
	at_At1g43620 -	no entry	null
	at_At3g50740 -	no entry	null
	at_At4g00550 -	no entry	null
	at_At4g01210 -	no entry	null
	at_At4g14090 -	no entry	null
	at_At5g03770 -	no entry	null
	at_At5g22350 -	no entry	null


------------------
Rule 335
	a > 0.0024
	b.35.1 > 8.3e-05
	c.1.10 > 4.2e-25
	c.2 <= 1.2e-06
	c.23.12 > 1.9e-15
	c.23.4 > 5.7e-15
	c.3 > 0.0062
	c.58.1 > 2.8026e-45
	d.162.1 > 1.49939e-42
	d.81.1 > 0.019
	f.14 > 0.0052
	->  class mips_01_20 "secondary metabolism"

	Evaluation on training data (4488 items):
	at_At1g01790 -	mips_13	"K Efflux antiporter KEA1"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At1g03630	mips_01_01	"protochlorophyllide reductase like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_30_26
			mips_30_26_03
	at_At1g07440	mips_01_01_01_11	"tropinone reductase-I, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At1g07450	mips_01_01_01_11	"tropinone reductase-I, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At1g09340 -	mips_01_05_01_01_01	"putative RNA-binding protein"
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_99
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g12780 -	mips_01_05_01_03	"uridine diphosphate glucose epimerase"
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g17650 -	mips_01_01	"hypothetical protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_03
			mips_01_07
	at_At1g19540 -	mips_02_01	"2'-hydroxyisoflavone reductase, putative"
			mips_11_99
	at_At1g24470	mips_01_01_01_11	"putative b-keto acyl reductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At1g25460	mips_01_05_01_01_01	"hypothetical protein"
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g30620 -	mips_01_03	"UDP-galactose 4-epimerase-like protein"
			mips_02
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_99
			mips_02_01
	at_At1g32100	mips_01_05_01_01_01	"pinoresinol-lariciresinol reductase like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
	at_At1g36580	mips_01_01	"hypothetical protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At1g47290 -	mips_01	"3-beta-hydroxysteroid dehydrogenase, putative"
			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_01_06_01_07
			mips_01_06_01_07_11
			mips_02_01
			mips_40_03
			mips_40_07
			mips_40_16
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_05
	at_At1g51410	mips_01_03	"cinnamyl alcohol dehydrogenase, putative"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g54870	mips_01	"putative protein (At1g54870)"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_20
			mips_40_16
	at_At1g62610	mips_01_01	"similar to glucose 1-dehydrogenase (AB000617); similar to EST gb|T88100"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At1g63180 -	mips_01_03	"uridine diphosphate glucose epimerase, putative"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g63380	mips_01_01_01_11	"reductase, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
	at_At1g64440 -	mips_01_03	"UDP-galactose 4-epimerase, putative"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g71170 -	mips_01_01	"dehydrogenase like protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_03
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_07
			mips_40_16
	at_At1g73250 -	mips_01_05_01_01_01	"GDP-4-keto-6-deoxy-D-mannose-3,5-epimerase-4-reductase (GER1)"
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g75280	mips_01_03	"putative NADPH oxidoreductase"
			mips_01_05_01_01_01
			mips_01_05_99
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
	at_At1g80820	mips_01_03	"cinnamoyl CoA reductase like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_01
			mips_30_34
			mips_30_34_09
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g02400	mips_01_03	"putative cinnamoyl-CoA reductase"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g20360 -	mips_01_06_01_07	"putative NADH-ubiquinone oxireductase"
			mips_01_06_01_07_11
			mips_02_11_05
			mips_30_16
	at_At2g21280 -	mips_01_03	"unknown protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_03_03_03
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g29170	mips_01_01_01_11	"putative tropinone reductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At2g29300	mips_01_01_01_11	"putative tropinone reductase"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At2g29310	mips_01_01_10_05	"putative tropinone reductase"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At2g29320	mips_01_01_01_11	"tropinone reductase like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
	at_At2g29360	mips_01_01	"putative tropinone reductase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_10
			mips_14_10_02
			mips_40_19
			mips_67_15
	at_At2g33600	mips_01_03	"putative cinnamoyl-CoA reductase"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_01
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g34460	mips_01_05_01_03_01	"unknown protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g37540	mips_01_01_01_11	"putative oxidoreductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At2g43420 -	mips_01_05_01_01_01	"putative sterol dehydrogenase"
			mips_01_06_01_07
			mips_01_06_01_07_11
	at_At2g44040 -	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
	at_At2g45310 -	mips_01_05_99	"putative nucleotide sugar epimerase"
			mips_02_01
	at_At2g47120	mips_01_01_01_11	"putative alcohol dehydrogenase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At2g47130	mips_01_01	"putative alcohol dehydrogenase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At2g47140	mips_01_01_01	"alcohol dehydrogenase like protein"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At2g47150	mips_01_01	"putative alcohol dehydrogenase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_40_19
			mips_67_15
	at_At3g12800	mips_01_01_10_05	"hypothetical protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_17
			mips_01_20_50
			mips_02_07
	at_At3g14790 -	mips_01_05_01_03_01	"dTDP-glucose 4,6-dehydratase, putative"
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At3g23820 -	mips_01_05_01_01_01	"NAD dependent epimerase, putative"
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
	at_At3g26770	mips_01_01_01_11	"short chain alcohol dehydrogenase like protein"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_02_07
	at_At3g46170	mips_01_01	"dehydrogenase -like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
	at_At3g46440 -	mips_01_05_01_01_01	"dTDP-glucose 4-6-dehydratases-like protein"
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At3g47350	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At3g47360	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At3g47520 -	mips_02	"chloroplast NAD-dependent malate dehydrogenase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_02_01
			mips_02_16
			mips_02_16_03
			mips_40_03
			mips_40_10_99
			mips_40_16
			mips_40_26
			mips_40_26_03
			mips_45
			mips_45_03
			mips_45_03_12
	at_At3g51160 -	mips_01_05_01_03_02	"GDP-D-mannose-4,6-dehydratase (MUR1)"
			mips_01_05_99
			mips_02_01
	at_At3g51680	mips_01_01_01_11	"short-chain alcohol dehydrogenase-like protein"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At3g55290	mips_01_01_01_11	"oxidoreductase like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
	at_At3g59710	mips_01_01_01_11	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_05
			mips_01_20_50
	at_At3g59890 -	mips_01_01_01_07	"putative protein"
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
	at_At4g00110 -	mips_01_05_01_01_01	"putative nucleotide sugar epimerase"
			mips_01_05_99
			mips_02_01
	at_At4g00560 -	mips_01_05_01_01_01	"putative dTDP-6-deoxy-L-mannose-dehydrogenase"
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At4g05530	mips_01_01_10_05	"unknown protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At4g09750	mips_01_05_01_01_09	"putative protein"
			mips_01_05_01_01_11
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At4g10020	mips_01_01	"putative oxidoreductase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At4g13180	mips_01_01_10_05	"short-chain alcohol dehydrogenase like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_02_07
	at_At4g13250	mips_01_01_01_11	"unknown protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At4g17370	mips_01_05_01_03_09	"putative protein"
			mips_01_06_01_01
			mips_01_20_15
			mips_01_20_15_99
	at_At4g20460 -	mips_01_05_01_01_01	"UDP-glucose 4-epimerase - like protein"
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At4g23420	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_67_15
	at_At4g23920 -	mips_01_03	"UDPglucose 4-epimerase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_02_01
			mips_30_01
	at_At4g24220 -	mips_11	"unknown protein"
			mips_11_01
	at_At4g30470	mips_01_05_01	"cinnamoyl-CoA reductase - like protein"
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_07
			mips_01_07_01
			mips_01_07_99
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_30_01
			mips_40_10_03
	at_At4g33030 -	mips_01_05_01_01	"sulfolipid biosynthesis protein SQD1"
			mips_01_05_01_01_01
			mips_01_06_99
			mips_02_01
			mips_06_13_04
			mips_30_02
	at_At4g33360	mips_01_06_01	"putative dihydrokaempferol 4-reductase"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20_35
			mips_01_20_35_01
			mips_30_01
			mips_40_07
			mips_40_10_03
	at_At4g34540	mips_01_03	"isoflavone reductase - like protein"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_06
			mips_01_06_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
			mips_30_01
	at_At4g35420	mips_01_05_01_01_01	"putative protein"
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_40_10_03
	at_At4g39230	mips_01_05_01_01_01	"NAD(P)H oxidoreductase, isoflavone reductase - like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_01
			mips_11_99
	at_At5g02540	mips_01_01_01_11	"putative protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At5g10050	mips_01_01_01_11	"putative protein"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
	at_At5g14700	mips_01_01_01_11	"cinnamoyl CoA reductase - like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_02
			mips_01_05_01_03_09
			mips_01_07_01
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
	at_At5g14800 -	mips_01_01	"pyrroline-5-carboxylate reductase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_01
			mips_01_01_10
			mips_01_01_10_01
			mips_63_21
			mips_63_21_07
	at_At5g18210	mips_01_01	"Brn1-like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At5g19440	mips_01_03	"cinnamyl-alcohol dehydrogenase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_07
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At5g28840 -	mips_01_05_01_01	"GDP-mannose 3,5-epimerase"
			mips_01_05_01_01_01
			mips_02_01
			mips_40_10_03
	at_At5g50130	mips_01_01	"ribitol dehydrogenase-like"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_14_01
			mips_14_01_01
			mips_67_15
	at_At5g50600	mips_01_01_01_11	"11-beta-hydroxysteroid dehydrogenase-like"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At5g50690	mips_01_01_01_11	"11-beta-hydroxysteroid dehydrogenase-like"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At5g50770	mips_01_01_01_11	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At5g51030	mips_01_01_01_11	"carbonyl reductase-like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
	at_At5g59290 -	mips_01_03	"dTDP-glucose 4-6-dehydratase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	Training Accuracy: 56/87 (64.37%)
	Training Frequency class 'mips_01_20': 547/4488 (12.19%)

	Evaluation on validation data (2239 items):
	at_At1g02000 -	mips_01_05_01_01_01	"nucleotide sugar epimerase, putative"
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
	at_At1g08200 -	mips_01_05_01_01_01	"unknown protein"
			mips_01_05_01_03_01
			mips_02_01
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g15950	mips_01_05_01_03_01	"unknown protein"
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g16720	mips_01_03	"Unknown protein (At1g16720; F17F16.7)"
			mips_01_05
			mips_01_05_01
			mips_01_05_99
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_20
			mips_01_20_05
			mips_01_20_35
			mips_01_20_35_01
			mips_30
			mips_30_01
	at_At1g24360	mips_01_01_01_11	"putative 3-oxoacyl [acyl-carrier protein] reductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At1g52340	mips_01_01_01_11	"short chain alcohol dehydrogenase, putative"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At1g53500 -	mips_01_03	"dTDP-D-glucose 4,6-dehydratase, putative"
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g63000 -	mips_01_05_01_03_02	"unknown protein"
			mips_01_05_99
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_40_10_03
	at_At1g75290	mips_01_03	"NADPH oxidoreductase, putative"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
			mips_30_01
	at_At1g75300	mips_01_03	"NADPH oxidoreductase, putative"
			mips_01_05_01_01_01
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_11_99
			mips_30_01
	at_At2g26260 -	mips_01_05_01_01_01	"3-beta-hydroxysteroid dehydrogenase"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_02_01
			mips_47_03_15
			mips_47_03_15_05
	at_At2g28760 -	mips_01_03	"putative nucleotide-sugar dehydratase"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g29340	mips_01_01_10_05	"tropinone reductase like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_19
			mips_67_15
	at_At2g29370	mips_01_01_01_11	"putative tropinone reductase"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At2g33630 -	mips_01_05	"putative steroid dehydrogenase"
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_02_01
			mips_14_04
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
	at_At2g34850 -	mips_01_03	"putative UDP-galactose-4-epimerase"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g45400	mips_01_05_01_01	"putative flavonol reductase"
			mips_01_05_01_03_01
			mips_01_05_99
			mips_01_20_35
			mips_01_20_35_01
			mips_40_10
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At3g26760	mips_01_01	"putative short chain alcohol dehydrogenase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At3g29250	mips_01_01	"short-chain alcohol dehydrogenase, putative"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At3g44540 -	mips_01_01_01	"acyl CoA reductase - protein"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At3g44560 -	mips_01_01	"acyl CoA reductase -like protein"
			mips_01_01_01
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_06
			mips_01_06_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
	at_At3g55310	mips_01_01_01_11	"beta-ketoacyl-ACP reductase - like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
	at_At3g63140 -	mips_40_26	"mRNA binding protein precursor - like"
			mips_40_26_03
	at_At4g00630 -	mips_13_01	"putative potassium/H+ antiporter"
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At4g03140	mips_01_01	"putative alcohol dehydrogenase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_16
	at_At4g10960 -	mips_01_03	"UDP-galactose 4-epimerase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_02_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At4g11410	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_14_01
			mips_14_01_01
			mips_14_05
			mips_67_15
	at_At4g12250 -	mips_01_03	"nucleotide sugar epimerase -like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
	at_At4g20760	mips_01_01	"cell-cell signaling protein csgA - like"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
	at_At4g20930 -	mips_01_01_01_15	"3-hydroxyisobutyrate dehydrogenase -like protein"
			mips_01_01_10
			mips_01_01_10_04
			mips_02_07
			mips_02_07_01
	at_At4g23430	mips_01_01_01_11	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At4g27440	mips_01_01_01	"protochlorophyllide reductase precursor"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_26
			mips_30_26_03
	at_At4g33790 -	mips_01_06_01_05	"male sterility 2-like protein"
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At5g02240	mips_01_05_01_01_01	"unknown protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
	at_At5g04900	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At5g06060	mips_01_01_10_05	"short chain alcohol dehydrogenase-like"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_05
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At5g19200	mips_01_01_01_11	"FVT1 - like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_40_27
	at_At5g42800	mips_01_05_01_01_01	"dihydroflavonol 4-reductase"
			mips_01_05_01_03_01
			mips_01_20_35
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At5g50700	mips_01_01_01_11	"11-beta-hydroxysteroid dehydrogenase-like"
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At5g52810	mips_01_01_01_01	"unknown protein"
			mips_01_07_01
			mips_01_20_19
			mips_01_20_19_01
			mips_13_11
			mips_20_25_01
			mips_20_25_01_01
			mips_63_99
	at_At5g53090	mips_01_01_01	"protochlorophyllide reductase; oxidoreductase required for shoot apex development"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	Validation Accuracy: 25/41 (60.98%)
	Validation Frequency class 'mips_01_20': 236/2239 (10.54%)

	Evaluation on propertest data (3463 items):
	at_At1g01800	mips_01_20_05	"putative short-chain dehydrogenase"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	at_At1g09480	mips_01_05_01_01	"putative cinnamyl alcohol dehydrogenase"
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_07_01
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g09490	mips_01_05_01_03_01	"putative cinnamyl alcohol dehydrogenase"
			mips_01_05_01_03_02
			mips_01_07_01
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g09500	mips_01_03	"putative cinnamyl alcohol dehydrogenase"
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_30_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g09510	mips_01_03	"putative cinnamyl alcohol dehydrogenase"
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_99
			mips_01_07
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g10310	mips_01_01_01_11	"unknown protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At1g17890 -	mips_02_01	"GDP-L-fucose synthetase like protein"
	at_At1g32220 -	mips_01_05_01_01_01	"unknown protein"
			mips_02_01
	at_At1g61720	mips_01	"putative protein"
			mips_01_03
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_30
			mips_30_01
			mips_40_03
			mips_63
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
			mips_98
	at_At1g64590	mips_01_01_10_05	"oxidoreductase, putative"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At1g66800	mips_01	"hypothetical protein"
			mips_01_03
			mips_01_05
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_04
			mips_04_05_01_04
			mips_30
			mips_40
			mips_40_10
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
			mips_98
	at_At1g67730	mips_01_01_01_11	"b-keto acyl reductase (glossy8)"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At1g68540	mips_01_05_01_01	"putative reductase"
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g71180 -	mips_01_01_01	"putative dehydrogenase (At1g71180)"
			mips_01_01_01_15
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_01_07
	at_At1g76470	mips_01_05_01_03_01	"putative cinnamoyl-CoA reductase"
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At1g78570 -	mips_01_03	"Similar to dTDP-D-glucose 4,6-dehydratase"
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g05990	mips_01_01_01	"enoyl-ACP reductase (ENR1)"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
	at_At2g07640	mips_01_01_01	"unknown protein"
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At2g23910	mips_01_05_01_03_02	"cinnamoyl CoA reductase like protein"
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
	at_At2g27860 -	mips_01_05_01_01_01	"putative dTDP-glucose 4-6-dehydratase"
			mips_01_05_01_03_01
			mips_02_01
			mips_40_10_03
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g29290	mips_01_01_01_11	"putative tropinone reductase"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_02_07
			mips_40_19
	at_At2g29330	mips_01	"putative tropinone reductase"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_14
			mips_14_04
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_20
			mips_40_03
			mips_40_19
			mips_67
			mips_67_15
			mips_98
	at_At2g29350	mips_01_01	"putative tropinone reductase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_20
			mips_40_19
			mips_67_15
	at_At2g30670	mips_01_01	"putative tropinone reductase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_20
			mips_40_03
			mips_40_19
			mips_67
			mips_67_15
	at_At2g33590	mips_01_05_01_03_01	"putative cinnamoyl-CoA reductase"
			mips_01_05_01_03_02
			mips_01_20_35_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At2g37660 -	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_03
			mips_01_05_01_01_01
			mips_02_01
			mips_30_01
	at_At2g47650 -	mips_01_03	"putative nucleotide-sugar dehydratase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_99
			mips_02_01
			mips_40_16
	at_At3g11980 -	mips_01_01	"hypothetical protein"
			mips_01_01_01
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At3g19480 -	mips_01_01	"phosphoglycerate dehydrogenase 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_02
			mips_01_05
			mips_01_05_01
			mips_02_01
			mips_02_07
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_13
			mips_13_03
			mips_13_03_01
			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_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			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_47_03_02
			mips_67
			mips_67_15
	at_At3g29260	mips_01_01_10_05	"short-chain alcohol dehydrogenase, putative"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_17
			mips_01_20_50
			mips_02_07
	at_At3g42960	mips_01_01_01_11	"alcohol dehydrogenase (ATA1)"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
	at_At3g44550 -	mips_01_01	"acyl CoA reductase -like protein"
			mips_01_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_06_01
	at_At3g50560	mips_01	"unknown protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_20
			mips_40_19
			mips_67
			mips_67_15
	at_At3g53520 -	mips_01_05_01_01	"UDP-glucuronic acid decarboxylase (UXS1)"
			mips_01_05_99
	at_At3g56700 -	mips_01_06_01_05	"putative protein"
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At3g61220	mips_01_20_05	"putative protein"
			mips_01_20_05_09
			mips_11_07_07
	at_At3g62830 -	mips_01_05_01_01_01	"dTDP-glucose 4-6-dehydratase homolog D18"
			mips_01_05_99
			mips_02_01
			mips_40_10_03
	at_At4g00600 -	mips_01_01_01_07	"putative tetrahydrofolate synthase"
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_03_01
			mips_01_03_04
			mips_01_07_01
			mips_04_03
			mips_04_03_06
	at_At4g04850 -	mips_67_04	"putative potassium transporter"
			mips_67_04_01
			mips_67_04_01_02
	at_At4g13660	mips_01_20_35	"isoflavone reductase-like protein"
			mips_01_20_35_01
			mips_11_99
	at_At4g24050	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At4g27250	mips_01_05_01_03_02	"putative protein"
			mips_01_07_01
			mips_01_07_99
			mips_01_20_35
			mips_01_20_35_01
	at_At4g27760	mips_01_01_01_11	"forever young gene (FEY) (fragment)"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_17
			mips_01_20_50
	at_At4g30440 -	mips_01_05_01_01_01	"nucleotide sugar epimerase-like protein"
			mips_01_05_01_03_02
			mips_01_05_99
			mips_02_01
	at_At4g35250 -	mips_01_05_01_01_01	"putative protein"
			mips_02_01
			mips_40_26
			mips_40_26_03
	at_At5g10730 -	mips_01_05_01_03_02	"unknown protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_47_03_15
			mips_47_03_15_05
	at_At5g15940	mips_01_01_01_11	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_01_05
			mips_01_20_50
			mips_40_19
	at_At5g22420 -	mips_01_06_01_05	"acyl CoA reductase-like protein"
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At5g22500 -	mips_01_06_01_05	"male sterility 2-like protein (emb|CAA68191.1)"
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_25
			mips_63_13
			mips_63_13_03
			mips_63_21
			mips_63_21_99
	at_At5g44480 -	mips_01_05_01_01	"putative protein"
			mips_01_05_01_01_01
			mips_01_05_01_03_01
			mips_02_01
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At5g50590	mips_01_01	"11-beta-hydroxysteroid dehydrogenase-like"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20_17
			mips_01_20_50
			mips_02_07
			mips_40_19
			mips_67_15
	at_At5g53100	mips_01_01_10_05	"protochlorophyllide reductase; oxidoreductase required for shoot apex development"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_17
			mips_01_20_50
			mips_14_01_01
			mips_14_05
	at_At5g54190 -	mips_01_05_01_01_01	"NADPH:protochlorophyllide oxidoreductase A (gb|AAC49043.1)"
			mips_01_06_01_05
			mips_02_07
			mips_30_26
			mips_30_26_03
	at_At5g58490	mips_01_05_01_01	"cinnamoyl-CoA reductase - like protein"
			mips_01_05_01_01_01
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20_35
			mips_01_20_35_01
			mips_02_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_34
			mips_30_34_09
			mips_63_21
			mips_63_21_07
			mips_63_21_99
			mips_63_99
	at_At5g61830	mips_01_20_05	"carbonyl reductase - like protein"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	at_At5g66280 -	mips_01_05_01_03	"GDP-D-mannose 4,6-dehydratase; GMD1 (gb|AAF07199.1)"
			mips_01_05_01_03_02
			mips_02_01
	Propertest Accuracy: 33/56 (58.93%)
	Propertest Frequency class 'mips_01_20': 400/3463 (11.55%)

	New (unknown) data (2239 items):
	at_At4g18810 -	no entry	null
	at_At5g28310 -	no entry	null
	at_At5g57800 -	no entry	null
	at_At5g58750 -	no entry	null
	at_At1g19690 -	no entry	null
	at_At2g39070 -	no entry	null
	at_At3g20790 -	no entry	null
	at_At3g46780 -	no entry	null
	at_At5g04070 -	no entry	null
	at_At5g15910 -	no entry	null
	at_At1g72640 -	no entry	null
	at_At4g31530 -	no entry	null
	at_At5g39410 -	no entry	null


------------------
Rule 47
	c.23.10 <= 3.4e-09
	->  class mips_01_20 "secondary metabolism"

	Evaluation on training data (4488 items):
	at_At1g09390	mips_01_06_04	"putative lipase"
			mips_01_20_13
	at_At1g28590	mips_01	"putative lipase (At1g28590)"
			mips_01_06
			mips_01_06_04
			mips_01_20
			mips_01_20_13
			mips_98
	at_At1g28600	mips_01_06_04	"lipase like protein"
			mips_01_20_13
	at_At1g28610	mips_01_06	"lipase, putative"
			mips_01_06_04
			mips_01_20
			mips_01_20_13
	at_At1g54790	mips_01_20_13	""
	at_At1g56670	mips_01_06	"lipase homolog (Lip-4)"
			mips_01_06_04
			mips_01_20
			mips_01_20_13
	at_At2g38180 -	mips_02_16	"unknown protein"
	at_At3g11210 -	mips_02_16	"unknown protein"
	at_At3g27950	mips_01_20_13	"early nodule-specific protein, putative"
	at_At3g48460 -	mips_01_06_04	"lipase - like protein"
	at_At5g03980 -	mips_01	"lipase -like protein"
			mips_01_06
			mips_01_06_04
			mips_98
			mips_99
	at_At5g14450	mips_01_20_13	"early nodule-specific protein - like"
	Training Accuracy: 8/12 (66.67%)
	Training Frequency class 'mips_01_20': 547/4488 (12.19%)

	Evaluation on validation data (2239 items):
	at_At1g28580	mips_01_06_04	"lipase, putative"
			mips_01_20_13
	at_At1g28650	mips_01_06	"lipase, putative"
			mips_01_06_04
			mips_01_20
			mips_01_20_13
	at_At1g28660	mips_01_06_04	"unknown protein"
			mips_01_20_13
	at_At1g67830	mips_01_06	"ENOD8-like protein"
			mips_01_06_04
			mips_01_20
			mips_01_20_13
	at_At2g27360	mips_01_06_04	"putative lipase"
			mips_01_20_13
	at_At4g01130	mips_01_20_13	"putative acetyltransferase"
	at_At5g45910	mips_01_06	"GDSL-motif lipase/hydrolase-like protein"
			mips_01_06_04
			mips_01_20_13
	at_At5g45920 -	mips_01_05_01_01_01	"putative protein"
			mips_01_06_04
			mips_02_16
			mips_06_13_01
	at_At5g62930 -	mips_01_06_04	"putative protein"
			mips_02_16
			mips_06_13_01
	Validation Accuracy: 7/9 (77.78%)
	Validation Frequency class 'mips_01_20': 236/2239 (10.54%)

	Evaluation on propertest data (3463 items):
	at_At1g28570	mips_01_06_04	"lipase, putative"
			mips_01_20_13
	at_At1g28640	mips_01_06_04	"lipase, putative"
			mips_01_20_13
	at_At1g28670	mips_01	"lipase"
			mips_01_06
			mips_01_06_04
			mips_01_20
			mips_01_20_13
			mips_98
	at_At1g31550	mips_01_06_04	"putative protein"
			mips_01_20_13
	at_At3g26430	mips_01_20_13	"nodulin, putative"
	at_At3g62280	mips_01_20_13	"putative protein"
	Propertest Accuracy: 6/6 (100.00%)
	Propertest Frequency class 'mips_01_20': 400/3463 (11.55%)

	New (unknown) data (2239 items):
	at_At1g29660 -	no entry	null
	at_At1g29670 -	no entry	null
	at_At1g53990 -	no entry	null
	at_At1g58480 -	no entry	null
	at_At1g71120 -	no entry	null
	at_At1g71691 -	no entry	null
	at_At1g75890 -	no entry	null
	at_At2g42990 -	no entry	null
	at_At3g14210 -	no entry	null
	at_At3g14225 -	no entry	null
	at_At3g16370 -	no entry	null
	at_At3g53100 -	no entry	null
	at_At4g10950 -	no entry	null
	at_At4g16230 -	no entry	null
	at_At4g18970 -	no entry	null
	at_At5g03610 -	no entry	null
	at_At5g03810 -	no entry	null
	at_At5g08460 -	no entry	null
	at_At5g18430 -	no entry	null
	at_At5g22810 -	no entry	null
	at_At5g37690 -	no entry	null
	at_At5g63170 -	no entry	null
	at_At1g06990 -	no entry	null
	at_At1g20120 -	no entry	null
	at_At1g23500 -	no entry	null
	at_At1g53920 -	no entry	null
	at_At1g53940 -	no entry	null
	at_At1g54000 -	no entry	null
	at_At1g54020 -	no entry	null
	at_At1g54030 -	no entry	null
	at_At1g58430 -	no entry	null
	at_At1g71250 -	mips_98	"putative GDSL-motif lipase/acylhydrolase"
	at_At1g75900 -	no entry	null
	at_At1g75910 -	no entry	null
	at_At1g75920 -	no entry	null
	at_At2g04570 -	no entry	null
	at_At2g19060 -	no entry	null
	at_At2g24560 -	no entry	null
	at_At2g30220 -	no entry	null
	at_At2g30310 -	no entry	null
	at_At2g31540 -	no entry	null
	at_At2g40250 -	no entry	null
	at_At3g14820 -	no entry	null
	at_At3g43570 -	no entry	null
	at_At3g50400 -	no entry	null
	at_At4g28780 -	no entry	null
	at_At4g30140 -	no entry	null
	at_At5g15720 -	no entry	null
	at_At5g33370 -	no entry	null
	at_At5g40990 -	no entry	null
	at_At5g41890 -	no entry	null
	at_At5g45670 -	no entry	null
	at_At5g45950 -	no entry	null
	at_At5g45960 -	no entry	null
	at_At5g55050 -	no entry	null
	at_At1g20130 -	no entry	null
	at_At1g54010 -	no entry	null
	at_At1g73610 -	no entry	null
	at_At1g74460 -	no entry	null
	at_At1g75880 -	no entry	null
	at_At1g75930 -	no entry	null
	at_At2g03980 -	no entry	null
	at_At2g04020 -	no entry	null
	at_At2g19010 -	no entry	null
	at_At2g19050 -	no entry	null
	at_At2g23540 -	no entry	null
	at_At2g31550 -	no entry	null
	at_At3g09930 -	no entry	null
	at_At3g14220 -	no entry	null
	at_At4g26790 -	no entry	null
	at_At5g03600 -	no entry	null
	at_At5g03820 -	no entry	null
	at_At5g42170 -	no entry	null


------------------
Rule 208
	c.95 <= 2.4e-10
	->  class mips_01_06 "lipid, fatty-acid and isoprenoid metabolism"

	Evaluation on training data (4488 items):
	at_At1g02050	mips_01_06_01_05	"unknown protein"
			mips_01_06_01_07
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
	at_At1g08900 -	mips_01_05_07	"Beta integral like membrane protein"
			mips_08_19
			mips_40_30
			mips_67_04_01
			mips_67_04_01_02
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_50_03_01
	at_At1g08930 -	mips_01_05_07	"ERD6 protein"
			mips_08_19
			mips_67_07
	at_At1g19440	mips_01_06_01_05	"very-long-chain fatty acid condensing enzyme CUT1, putative"
			mips_01_06_01_07
			mips_01_20_35
			mips_01_20_35_01
	at_At1g68530	mips_01_06_01	"very-long-chain fatty acid condensing enzyme (CUT1)"
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_07
			mips_01_20_35
			mips_01_20_35_01
	at_At1g74960	mips_01_06_01_05	"unknown protein"
			mips_01_20_05
			mips_01_20_05_11
			mips_03_03_02
	at_At2g15090	mips_01	"putative fatty acid elongase"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
	at_At2g16280	mips_01_06_01_05	"putative beta-ketoacyl-CoA synthase"
			mips_01_06_01_07
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
	at_At2g33150	mips_01_06_01_07	"3-ketoacyl-CoA thiolase"
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_02_25
			mips_40_19
	at_At2g46720	mips_01_06	"putative beta-ketoacyl-CoA synthase"
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
	at_At3g10280	mips_01_06	"putative fatty acid elongase 3-ketoacyl-CoA synthase 1"
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
	at_At3g52160	mips_01_06_01	"beta-ketoacyl-CoA synthase like protein"
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_20_35
			mips_01_20_35_01
	at_At4g34250	mips_01_06_01_05	"fatty acid elongase - like protein"
			mips_01_06_01_07
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
	at_At4g34520	mips_01_06_01	"fatty acid elongase 1"
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_07
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
	at_At4g34850	mips_01_06_01_05	"chalcone synthase - like protein"
			mips_01_06_01_07
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
	at_At5g13930	mips_01_06_01_05	"chalcone synthase (naringenin-chalcone synthase) (testa 4 protein) (sp|P13114)"
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
	at_At5g27360 -	mips_01_05_07	"sugar-porter family protein 2 (SFP2)"
			mips_08_19
			mips_67_07
	at_At5g46290	mips_01_06_01_05	"3-oxoacyl-[acyl-carrier-protein] synthase I precursor (beta-ketoacyl-acp synthase I) (KAS I) (sp|P52410)"
			mips_01_20_05
			mips_01_20_05_11
			mips_03_03_02
			mips_20_25_16
	at_At5g47720	mips_01_01	"acetoacyl-CoA-thiolase"
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_04
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_20_25
			mips_02_25
			mips_02_45
			mips_02_45_20
			mips_02_45_99
			mips_02_99
	at_At5g49070	mips_01_06_01	"fatty acid elongase; beta-ketoacyl-CoA synthase-like protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_07
	Training Accuracy: 17/20 (85.00%)
	Training Frequency class 'mips_01_06': 343/4488 (7.64%)

	Evaluation on validation data (2239 items):
	at_At1g04220	mips_01_06	"putative beta-ketoacyl-CoA synthase (At1g04220)"
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
	at_At1g04710	mips_01_06_01_07	"acetyl-CoA acyltransferase like protein"
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_02_25
			mips_40_19
	at_At1g07720	mips_01_06_01	"fatty acid elongase 3-ketoacyl-CoA synthase, putative"
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_07
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
	at_At1g25450	mips_01_06_01_05	"unknown protein"
			mips_01_06_01_07
			mips_01_20_35
			mips_01_20_35_01
	at_At2g04540	mips_01_06_01_05	"3-oxoacyl carrier protein synthase"
			mips_01_20_05
			mips_01_20_05_11
			mips_03_03_02
	at_At2g26640	mips_01_06_01_05	"putative beta-ketoacyl-CoA synthase"
			mips_01_06_01_07
			mips_01_20_35_01
	at_At2g48020 -	mips_01_05	"sugar transporter like protein"
			mips_01_05_04
			mips_01_05_07
			mips_08
			mips_08_19
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_30
			mips_30_01
			mips_40_02
			mips_67
			mips_67_07
	at_At4g34510	mips_01_06_01	"putative ketoacyl-CoA synthase"
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_20_35_01
	at_At5g27350 -	mips_01_05_04	"sugar transporter like protein"
			mips_01_05_07
			mips_08_19
			mips_67_07
	at_At5g48880	mips_01_06_01_07	"peroxisomal-3-keto-acyl-CoA thiolase 1 (PKT1)"
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_02_25
			mips_40_19
	Validation Accuracy: 8/10 (80.00%)
	Validation Frequency class 'mips_01_06': 166/2239 (7.41%)

	Evaluation on propertest data (3463 items):
	at_At1g01120	mips_01_06_01_07	"putative fatty acid elongase 3-ketoacyl-CoA synthase 1 (At1g01120)"
			mips_01_06_01_07_11
	at_At1g08920 -	mips_01_05_04	"putative sugar transport protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At1g62640	mips_01_06_01_05	"3-ketoacyl-acyl carrier protein synthase III (KAS III)"
			mips_01_06_01_07
			mips_01_06_01_07_11
	at_At1g71160	mips_01_06_01_05	"putative ketoacyl-CoA synthase"
			mips_01_06_01_07
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
	at_At2g26250	mips_01_06_01	"beta-ketoacyl-CoA synthase (FIDDLEHEAD)"
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_07
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
	at_At2g28630	mips_01_06_01	"putative fatty acid elongase"
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_20_35
			mips_01_20_35_01
	at_At4g00040	mips_01_06_01_07	"putative chalcone synthase"
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
	at_At4g11820	mips_01_06_01_07	"hydroxymethylglutaryl-CoA synthase"
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_01_20_05
			mips_01_20_05_11
	at_At5g04530	mips_01_06_01	"fatty acid elongase - like protein"
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_20_35
			mips_01_20_35_01
	at_At5g43760	mips_01_06	"beta-ketoacyl-CoA synthase"
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_20_35
			mips_01_20_35_01
	at_At5g48230	mips_01_01_10	"acetoacetyl-CoA thiolase (AAT1)"
			mips_01_01_10_04
			mips_01_01_10_04_04
			mips_01_06_01_05
			mips_01_06_04
			mips_01_20_25
			mips_02_25
			mips_02_45
			mips_02_45_20
			mips_02_45_99
			mips_02_99
	Propertest Accuracy: 10/11 (90.91%)
	Propertest Frequency class 'mips_01_06': 267/3463 (7.71%)

	New (unknown) data (2239 items):


------------------
Rule 95
	a.5.3 <= 1.1e-13
	->  class mips_01_06 "lipid, fatty-acid and isoprenoid metabolism"

	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_01_06': 343/4488 (7.64%)

	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_01_06': 166/2239 (7.41%)

	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_01_06': 267/3463 (7.71%)

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


------------------
Rule 46
	c.23.10 <= 3.4e-09
	->  class mips_01_06 "lipid, fatty-acid and isoprenoid metabolism"

	Evaluation on training data (4488 items):
	at_At1g09390	mips_01_06_04	"putative lipase"
			mips_01_20_13
	at_At1g28590	mips_01	"putative lipase (At1g28590)"
			mips_01_06
			mips_01_06_04
			mips_01_20
			mips_01_20_13
			mips_98
	at_At1g28600	mips_01_06_04	"lipase like protein"
			mips_01_20_13
	at_At1g28610	mips_01_06	"lipase, putative"
			mips_01_06_04
			mips_01_20
			mips_01_20_13
	at_At1g54790 -	mips_01_20_13	""
	at_At1g56670	mips_01_06	"lipase homolog (Lip-4)"
			mips_01_06_04
			mips_01_20
			mips_01_20_13
	at_At2g38180 -	mips_02_16	"unknown protein"
	at_At3g11210 -	mips_02_16	"unknown protein"
	at_At3g27950 -	mips_01_20_13	"early nodule-specific protein, putative"
	at_At3g48460	mips_01_06_04	"lipase - like protein"
	at_At5g03980	mips_01	"lipase -like protein"
			mips_01_06
			mips_01_06_04
			mips_98
			mips_99
	at_At5g14450 -	mips_01_20_13	"early nodule-specific protein - like"
	Training Accuracy: 7/12 (58.33%)
	Training Frequency class 'mips_01_06': 343/4488 (7.64%)

	Evaluation on validation data (2239 items):
	at_At1g28580	mips_01_06_04	"lipase, putative"
			mips_01_20_13
	at_At1g28650	mips_01_06	"lipase, putative"
			mips_01_06_04
			mips_01_20
			mips_01_20_13
	at_At1g28660	mips_01_06_04	"unknown protein"
			mips_01_20_13
	at_At1g67830	mips_01_06	"ENOD8-like protein"
			mips_01_06_04
			mips_01_20
			mips_01_20_13
	at_At2g27360	mips_01_06_04	"putative lipase"
			mips_01_20_13
	at_At4g01130 -	mips_01_20_13	"putative acetyltransferase"
	at_At5g45910	mips_01_06	"GDSL-motif lipase/hydrolase-like protein"
			mips_01_06_04
			mips_01_20_13
	at_At5g45920	mips_01_05_01_01_01	"putative protein"
			mips_01_06_04
			mips_02_16
			mips_06_13_01
	at_At5g62930	mips_01_06_04	"putative protein"
			mips_02_16
			mips_06_13_01
	Validation Accuracy: 8/9 (88.89%)
	Validation Frequency class 'mips_01_06': 166/2239 (7.41%)

	Evaluation on propertest data (3463 items):
	at_At1g28570	mips_01_06_04	"lipase, putative"
			mips_01_20_13
	at_At1g28640	mips_01_06_04	"lipase, putative"
			mips_01_20_13
	at_At1g28670	mips_01	"lipase"
			mips_01_06
			mips_01_06_04
			mips_01_20
			mips_01_20_13
			mips_98
	at_At1g31550	mips_01_06_04	"putative protein"
			mips_01_20_13
	at_At3g26430 -	mips_01_20_13	"nodulin, putative"
	at_At3g62280 -	mips_01_20_13	"putative protein"
	Propertest Accuracy: 4/6 (66.67%)
	Propertest Frequency class 'mips_01_06': 267/3463 (7.71%)

	New (unknown) data (2239 items):
	at_At1g29660 -	no entry	null
	at_At1g29670 -	no entry	null
	at_At1g53990 -	no entry	null
	at_At1g58480 -	no entry	null
	at_At1g71120 -	no entry	null
	at_At1g71691 -	no entry	null
	at_At1g75890 -	no entry	null
	at_At2g42990 -	no entry	null
	at_At3g14210 -	no entry	null
	at_At3g14225 -	no entry	null
	at_At3g16370 -	no entry	null
	at_At3g53100 -	no entry	null
	at_At4g10950 -	no entry	null
	at_At4g16230 -	no entry	null
	at_At4g18970 -	no entry	null
	at_At5g03610 -	no entry	null
	at_At5g03810 -	no entry	null
	at_At5g08460 -	no entry	null
	at_At5g18430 -	no entry	null
	at_At5g22810 -	no entry	null
	at_At5g37690 -	no entry	null
	at_At5g63170 -	no entry	null
	at_At1g06990 -	no entry	null
	at_At1g20120 -	no entry	null
	at_At1g23500 -	no entry	null
	at_At1g53920 -	no entry	null
	at_At1g53940 -	no entry	null
	at_At1g54000 -	no entry	null
	at_At1g54020 -	no entry	null
	at_At1g54030 -	no entry	null
	at_At1g58430 -	no entry	null
	at_At1g71250 -	mips_98	"putative GDSL-motif lipase/acylhydrolase"
	at_At1g75900 -	no entry	null
	at_At1g75910 -	no entry	null
	at_At1g75920 -	no entry	null
	at_At2g04570 -	no entry	null
	at_At2g19060 -	no entry	null
	at_At2g24560 -	no entry	null
	at_At2g30220 -	no entry	null
	at_At2g30310 -	no entry	null
	at_At2g31540 -	no entry	null
	at_At2g40250 -	no entry	null
	at_At3g14820 -	no entry	null
	at_At3g43570 -	no entry	null
	at_At3g50400 -	no entry	null
	at_At4g28780 -	no entry	null
	at_At4g30140 -	no entry	null
	at_At5g15720 -	no entry	null
	at_At5g33370 -	no entry	null
	at_At5g40990 -	no entry	null
	at_At5g41890 -	no entry	null
	at_At5g45670 -	no entry	null
	at_At5g45950 -	no entry	null
	at_At5g45960 -	no entry	null
	at_At5g55050 -	no entry	null
	at_At1g20130 -	no entry	null
	at_At1g54010 -	no entry	null
	at_At1g73610 -	no entry	null
	at_At1g74460 -	no entry	null
	at_At1g75880 -	no entry	null
	at_At1g75930 -	no entry	null
	at_At2g03980 -	no entry	null
	at_At2g04020 -	no entry	null
	at_At2g19010 -	no entry	null
	at_At2g19050 -	no entry	null
	at_At2g23540 -	no entry	null
	at_At2g31550 -	no entry	null
	at_At3g09930 -	no entry	null
	at_At3g14220 -	no entry	null
	at_At4g26790 -	no entry	null
	at_At5g03600 -	no entry	null
	at_At5g03820 -	no entry	null
	at_At5g42170 -	no entry	null


------------------
Rule 614
	b > 0.02
	c.46 > 1.1e-19
	c.69 <= 0.0025
	->  class mips_01_06 "lipid, fatty-acid and isoprenoid metabolism"

	Evaluation on training data (4488 items):
	at_At1g04010	mips_01_06_04	"unknown protein"
			mips_01_06_13
			mips_40_27
			mips_63_09
	at_At1g10040	mips_01_06_04	"unknown protein"
	at_At1g11080 -	mips_06	"Serine carboxypeptidase isolog"
			mips_06_13
	at_At1g18360	mips_01_06_04	"lysophospholipase homolog, putative (At1g18360)"
			mips_02_25
	at_At1g30370	mips_01_06	"hypothetical protein"
	at_At1g47780	mips_01_06_07	"hypothetical protein"
			mips_01_06_10
			mips_48
	at_At1g49650	mips_01_06	"unknown protein"
			mips_01_06_04
	at_At1g51440	mips_01_06	"putative protein"
	at_At1g52440	mips_01_06	""
			mips_01_06_07
			mips_01_06_10
			mips_40_16
			mips_48
	at_At1g52460	mips_01	"hypothetical protein"
			mips_01_06
	at_At1g56630	mips_01_06_04	"lipase precursor, putative"
	at_At1g64670 -	mips_01_02	"unknown protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At1g66900 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_01
	at_At1g69240 -	mips_01_02	"putative alpha/beta hydrolase"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_99
			mips_40_19
	at_At1g73280 -	mips_06_01	"putative serine carboxypeptidase"
			mips_06_07_11
			mips_06_10
			mips_40_25
	at_At1g73290 -	mips_06_01	"putative serine carboxypeptidase"
			mips_06_04
			mips_06_07_11
			mips_06_10
			mips_06_13
			mips_40_07
			mips_40_25
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_67
	at_At1g73300 -	mips_06_07_11	"putative serine carboxypeptidase"
			mips_40_25
			mips_62_02_01_01
	at_At1g73480	mips_01_06_04	"putative lysophospholipase (At1g73480)"
			mips_02_25
	at_At1g73920	mips_01_06	"unknown protein (At1g73920)"
			mips_01_06_04
			mips_01_25
			mips_01_25_07
			mips_40_25
			mips_47_03_11
			mips_47_03_11_03
			mips_63_09
	at_At1g74290 -	mips_02_11	"unknown protein"
			mips_02_11_05
			mips_11_07
			mips_11_07_01
	at_At1g77420	mips_01_05_01_01_09	"putative lipase"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_04
			mips_02_25
	at_At2g03550	mips_01_06_04	"putative esterase"
			mips_11_10
			mips_11_10_09
	at_At2g14260 -	mips_01_05_01_01_09	"proline iminopeptidase"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At2g19550	mips_01	"putative esterase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_06
			mips_01_06_04
			mips_11
			mips_11_07
			mips_13
			mips_13_11
			mips_99
	at_At2g19620 -	mips_03_03_01	"putative SF21 protein {Helianthus annuus}"
			mips_03_03_01_02
			mips_06_07_03
			mips_08_01
			mips_10_01_05_01
			mips_11_01_01
			mips_11_01_99
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_13_03
			mips_13_03_01
			mips_13_11
			mips_13_11_03
			mips_13_11_03_05
			mips_14_01_01
			mips_14_04_07
			mips_20_25_03
			mips_20_25_03_03
	at_At2g22970 -	mips_06_13	"putative serine carboxypeptidase II"
	at_At2g23010 -	mips_06_13	"putative serine carboxypeptidase I"
	at_At2g23550 -	mips_01_05_01_01_09	"putative acetone-cyanohydrin lyase"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At2g23560 -	mips_01_02	"putative acetone-cyanohydrin lyase"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_99
			mips_40_19
	at_At2g23580 -	mips_01_05_01_01	"putative acetone-cyanohydrin lyase"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20_99
			mips_06_13
			mips_11_05
			mips_11_05_03
			mips_40_19
	at_At2g23610 -	mips_01_02	"putative acetone-cyanohydrin lyase"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_99
			mips_40_19
	at_At2g24010 -	mips_06_07_11	"putative serine carboxypeptidase II"
			mips_40_25
			mips_62_02_01_01
	at_At2g24320	mips_01_06_04	"hypothetical protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_43_03_09_01
	at_At2g35770 -	mips_06_01	"putative serine carboxypeptidase II"
			mips_06_04
			mips_06_07
			mips_06_07_11
			mips_06_10
			mips_06_13
			mips_40_07
			mips_40_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At2g36290	mips_01_02	"unknown protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_11_07
			mips_40_19
	at_At2g39400	mips_01	"phospholipase like protein"
			mips_02
			mips_01_06
			mips_01_06_04
			mips_02_25
			mips_11
			mips_11_01
			mips_13
			mips_13_11
	at_At2g39420	mips_01_06_04	"phospholipase like protein"
			mips_02_25
	at_At2g41530	mips_01_06	"putative esterase D"
			mips_01_06_04
			mips_06_07
			mips_06_13
			mips_14_04_03
			mips_14_04_03_03
			mips_40_09
			mips_43
			mips_43_03
			mips_43_03_09
			mips_43_03_09_01
	at_At2g45610	mips_01_06_04	"unknown protein"
			mips_11_10
			mips_11_10_09
	at_At2g47630	mips_01	"putative phospholipase"
			mips_02
			mips_01_06
			mips_01_06_04
			mips_02_25
			mips_11
			mips_11_01
			mips_13
			mips_13_11
	at_At3g07990 -	mips_06_01	"putative serine carboxypeptidase II"
			mips_06_04
			mips_06_07
			mips_06_07_11
			mips_06_10
			mips_06_13
			mips_40_07
			mips_40_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At3g10410 -	mips_06_13_04	"putative serine carboxypeptidase precursor"
			mips_40_25
	at_At3g15650	mips_01_06_07	"putative lysophospholipase"
			mips_01_06_10
			mips_48
	at_At3g17180 -	mips_06_13	"putative serine carboxypeptidase II"
	at_At3g23540	mips_01_05_01_01_01	"unknown protein"
			mips_01_06_04
	at_At3g24420	mips_01_02	"unknown protein"
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_04
			mips_02_11_05
			mips_11_07_01
	at_At3g25420 -	mips_40_25	"serine carboxypeptidase, putative"
			mips_62_02_01_01
	at_At3g27320 -	mips_11_10	"esterase, putative"
			mips_11_10_09
	at_At3g29770 -	mips_01_02	"alpha/beta hydrolase, putative"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_06_13
			mips_11_05
			mips_11_05_03
			mips_40_19
	at_At3g44520 -	mips_01_02	"putative protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_40_19
	at_At3g44830	mips_01_06_04	"putative protein"
			mips_01_06_13
			mips_63_09
	at_At3g45010 -	mips_06_13_04	"carboxypeptidase precursor-like protein"
			mips_40_25
	at_At3g47590	mips_01_05_01_01_01	"putative protein"
			mips_01_06_04
			mips_02_11_05
			mips_11_07_01
	at_At3g48700	mips_01_06_04	"putative protein"
			mips_01_06_07
			mips_11_10
			mips_11_10_09
	at_At3g49050 -	mips_06_01	"calmodulin-binding heat-shock - like protein"
	at_At3g51000 -	mips_01_05_01_01_09	"epoxide hydrolase-like protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At3g52010 -	mips_06_01	"serine-type carboxypeptidase-like protein"
			mips_06_04
			mips_06_07
			mips_06_07_11
			mips_06_10
			mips_06_13
			mips_40_07
			mips_40_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_67
	at_At3g52570 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At3g55190	mips_01_02	"lipase -like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_04
			mips_02_25
	at_At3g56540 -	mips_06	"serine carboxypeptidase-like protein"
			mips_06_13
	at_At4g10030 -	mips_01_02	"unknown protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At4g10050	mips_01_05_01_01	"lipase like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_02_11_05
			mips_06_07_99
			mips_62_01_01
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
	at_At4g12910 -	mips_62_02_01_01	"SERINE CARBOXYPEPTIDASE I PRECURSOR-like protein"
	at_At4g14290	mips_01_05_01_01_01	"hypothetical protein"
			mips_01_06_04
	at_At4g15100 -	mips_06_07_11	"hydroxynitrile lyase like protein"
			mips_40_25
			mips_62_02_01_01
	at_At4g15960 -	mips_01_05_01_01_09	"putative epoxide hydrolase"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_40_19
	at_At4g17150 -	mips_01_05_01_01	"hypothetical protein"
			mips_01_05_01_01_01
	at_At4g22300	mips_01_06_07	"putative protein"
			mips_01_06_10
			mips_48
	at_At4g24140	mips_01_05	"putative protein"
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_04
			mips_01_25
			mips_01_25_07
			mips_47_03_11
			mips_47_03_11_03
			mips_63_09
	at_At4g25290 -	mips_01_02	"hypothetical protein"
			mips_03_01_05
			mips_11_07_03
			mips_11_10
			mips_11_10_99
			mips_13_11_01
			mips_13_11_11
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_40_10_99
	at_At4g30810 -	mips_06_07_11	"serine carboxypeptidase II like protein"
			mips_40_25
			mips_62_02_01_01
	at_At4g31020	mips_01_06	"putative protein"
			mips_01_06_04
			mips_11_01
			mips_13_11
	at_At4g36610 -	mips_01_02	"unknown protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_06_07
			mips_06_13
			mips_11_01
	at_At4g37140 -	mips_01_02	"putative protein (partial)"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_99
			mips_40_19
	at_At4g37150 -	mips_01_02	"hydroxynitrile lyase like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At5g02970	mips_01_02	"putative protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_11_07
			mips_40_19
	at_At5g08260 -	mips_40_07	"serine-type carboxypeptidase II-like protein"
			mips_40_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At5g09430 -	mips_01_02	"putative hydrolase"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_02_11_05
			mips_11_07_01
	at_At5g10300 -	mips_01_02	"alpha-hydroxynitrile lyase-like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_99
			mips_40_19
	at_At5g11790 -	mips_03_03_01_02	"unknown protein"
			mips_06_07_03
			mips_08_01
			mips_10_01_05_01
			mips_11_01_01
			mips_11_01_99
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_13_03
			mips_13_03_01
			mips_13_11_03
			mips_13_11_03_05
			mips_14_01_01
			mips_14_04_07
			mips_20_25_03
			mips_20_25_03_03
	at_At5g13640	mips_01_06_01	"unknown protein"
			mips_01_06_04
			mips_01_06_13
			mips_40_27
			mips_63_09
	at_At5g13800 -	mips_01_05_01_01_09	"putative protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At5g15860 -	mips_01_25	"Carboxylesterase-like protein"
			mips_01_25_07
			mips_13_07
			mips_13_11
	at_At5g16080	mips_01_06_04	"unknown protein"
			mips_01_06_07
			mips_11_10
			mips_11_10_09
	at_At5g18640	mips_01_06_04	"triacylglycerol lipase-like protein"
	at_At5g19290	mips_01_06_04	"phospholipase - like protein"
			mips_02_25
	at_At5g19850 -	mips_01_05	"putative protein"
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_03
			mips_03_03_01
			mips_03_03_01_02
			mips_06
			mips_06_07_03
			mips_13
			mips_13_11
			mips_14_04
			mips_40_10
			mips_40_19
	at_At5g21950 -	mips_03_03_01_02	"putative protein"
			mips_06_07_03
			mips_08_01
			mips_10_01_05_01
			mips_11_01_01
			mips_11_01_99
			mips_13_01_01_99
			mips_13_11_03
			mips_13_11_03_05
			mips_14_01_01
	at_At5g23210 -	mips_06	"serine carboxypeptidase II-like protein"
			mips_06_07_11
			mips_40_25
			mips_62_02_01_01
			mips_67
	at_At5g23530	mips_01_06_04	"unknown protein"
			mips_01_06_07
	at_At5g25770	mips_01_06_04	"putative protein"
	at_At5g27320	mips_01_06_04	"Unknown protein"
			mips_11_10
			mips_11_10_09
	at_At5g37710 -	mips_06_01	"calmodulin-binding heat-shock protein -like"
	at_At5g38520 -	mips_01_02	"unknown protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_02_11_05
			mips_11_07_01
	at_At5g41900 -	mips_01_02	"putative protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_11_07
			mips_40_19
	at_At5g47350	mips_01_06_07	"palmitoyl-protein thioesterase precursor-like"
			mips_06_13_04
			mips_06_13_04_01
			mips_20_25_01
			mips_20_25_01_01
			mips_40_25
	at_At5g56750 -	mips_03_03_01_02	"pollen specific protein SF21"
			mips_06_07_03
			mips_08_01
			mips_10_01_05
			mips_10_01_05_01
			mips_11_01_01
			mips_11_01_99
			mips_11_05_03
			mips_11_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_13_03
			mips_13_03_01
			mips_13_11_03
			mips_13_11_03_05
			mips_14_01
			mips_14_01_01
			mips_14_04_07
			mips_20_25
			mips_20_25_03
			mips_20_25_03_03
	at_At5g65400 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_03
			mips_01_03_01
			mips_01_03_04
			mips_01_07
			mips_01_07_01
	at_At5g66070 -	mips_45	"putative protein"
			mips_45_03
			mips_45_03_17
	at_At5g67050	mips_01	"unknown protein"
			mips_01_06
			mips_06
			mips_06_13
	Training Accuracy: 44/100 (44.00%)
	Training Frequency class 'mips_01_06': 343/4488 (7.64%)

	Evaluation on validation data (2239 items):
	at_At1g05790	mips_01_06_04	"hypothetical protein"
			mips_06
			mips_06_01
			mips_63_19
	at_At1g13610	mips_02	"hypothetical protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_06
	at_At1g13820 -	mips_01_02	"hypothetical protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_02_11
			mips_02_11_05
			mips_11_07
			mips_11_07_01
			mips_40_19
	at_At1g15490	mips_01_02	"putative protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_11
			mips_11_07
			mips_40_19
	at_At1g18460	mips_01_06_04	"unknown protein"
			mips_01_25
			mips_01_25_07
			mips_40_25
			mips_40_27
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_03
			mips_63_09
	at_At1g26360	mips_01_02	"hypothetical protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_11
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_40_19
	at_At1g29840	mips_01_05_01_01_01	"hypothetical protein"
			mips_01_06_04
			mips_02_11_05
			mips_11_07_01
			mips_37
			mips_37_03
			mips_37_03_21
			mips_37_03_21_01
			mips_45
			mips_45_03
			mips_45_03_09
			mips_45_03_19
			mips_47_03_21
			mips_47_03_21_01
			mips_63_05
	at_At1g43780 -	mips_06_07_11	"serine carboxypeptidase II, putative"
			mips_40_25
			mips_62_02_01_01
	at_At1g49640	mips_01_06_04	"hypothetical protein"
	at_At1g51300	mips_01_06_07	"hypothetical protein"
			mips_01_06_10
			mips_48
	at_At1g52760	mips_01_06_04	"lipase like protein"
			mips_02_25
	at_At1g68620	mips_01_06_04	"putative carboxylesterase"
			mips_01_06_07
	at_At1g72620 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_03_03_01_02
			mips_06_07_03
			mips_08_01
			mips_10_01_05
			mips_10_01_05_01
			mips_11_01_01
			mips_11_01_99
	at_At1g73270 -	mips_06_01	"putative serine carboxypeptidase"
			mips_06_07
			mips_06_07_11
			mips_06_10
			mips_06_13
			mips_40_25
	at_At1g74300 -	mips_01_02	"unknown protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At2g03140 -	mips_63_06	"similar to late embryogenesis abundant proteins"
	at_At2g18080 -	mips_06_07_11	"unknown protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_40_25
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
	at_At2g22960 -	mips_47	"pseudogene"
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At2g22990 -	mips_06_07_11	"putative serine carboxypeptidase I"
			mips_40_25
	at_At2g23570 -	mips_01_20_99	"putative acetone-cyanohydrin lyase"
	at_At2g26750 -	mips_01_02	"putative epoxide hydrolase"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_20_25_03
			mips_20_25_03_04
			mips_25_05_09
			mips_25_05_10
			mips_40_19
	at_At2g39410	mips_01_06_04	"putative phospholipase"
			mips_02_25
	at_At2g42450	mips_01_06	"hypothetical protein"
			mips_01_06_04
			mips_06_13
	at_At2g45600 -	mips_01_05_01	"unknown protein"
			mips_01_05_01_01
			mips_11_07
			mips_11_07_09
			mips_11_10
			mips_11_10_09
			mips_13_03
			mips_13_03_01
			mips_13_03_05
			mips_40_07
			mips_40_27
			mips_40_27_99
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_05
	at_At3g07400	mips_01_06_04	"hypothetical protein"
	at_At3g09690 -	mips_01_02	"unknown protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At3g10840	mips_01_02	"putative alpha/beta hydrolase"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_01_06_04
			mips_01_25
			mips_01_25_07
			mips_11_07
			mips_40_19
			mips_40_27
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_03
			mips_63_09
	at_At3g48410 -	mips_01_02	"putative protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_40_19
	at_At3g50440 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_99
			mips_40_19
	at_At3g52000 -	mips_06_07_11	"serine-type carboxypeptidase like protein"
			mips_40_25
	at_At3g52020 -	mips_06_01	"serine-type carboxypeptidase-like protein"
			mips_06_07_11
			mips_06_10
			mips_40_07
			mips_40_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At3g54240 -	mips_01_02	"putative protein (fragment)"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At3g55180	mips_01_06_04	"lipase -like protein"
			mips_02_25
	at_At3g60340	mips_01_06_07	"palmitoyl-protein thioesterase precursor like"
			mips_06_13_04
			mips_06_13_04_01
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_25
	at_At3g61540 -	mips_06_13_01	"prolyl aminopeptidase-like protein"
	at_At4g09900 -	mips_01_02	"putative host response protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_20_99
			mips_40_19
	at_At4g12830 -	mips_01_05	"hydrolase like protein"
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_06_13
			mips_40_19
	at_At4g16820	mips_01_06_04	"triacylglycerol lipase like protein"
	at_At4g17470	mips_01_06_07	"putative protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_20_25_01
			mips_20_25_01_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_25
	at_At4g17483	mips_01_06_07	"putative protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_20_25_01
			mips_20_25_01_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_25
	at_At4g33180 -	mips_01_02	"putative protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At4g37470 -	mips_01_02	"putative protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
	at_At5g06570	mips_01_06_04	"putative protein"
			mips_01_06_07
			mips_11_10
			mips_11_10_09
	at_At5g09640 -	mips_06_07_11	"carboxypeptidase like protein"
			mips_40_25
			mips_62_02_01_01
	at_At5g11650	mips_02	"lysophospholipase - like protein"
			mips_01_05_01
			mips_01_06
			mips_01_06_04
			mips_02_25
			mips_11_01
			mips_13_11
	at_At5g14390 -	mips_14_04_03_01	"putative protein"
	at_At5g14980	mips_01_02	"lysophospholipase -like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_04
			mips_02_25
	at_At5g16120	mips_01_05_01_01_09	"lipase-like protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_04
			mips_02_25
	at_At5g17780 -	mips_01_02	"putative protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_06_13
			mips_11_07
			mips_40_19
	at_At5g22980 -	mips_06_13_04	"serine carboxypeptidase"
			mips_40_25
	at_At5g38220 -	mips_14_04_03	"putative protein"
			mips_14_04_03_01
	at_At5g38360 -	mips_01_02	"similar to unknown protein (pir||T03994)"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
	at_At5g39220	mips_01_02	"putative protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_06_07
			mips_06_13
			mips_11
			mips_11_07
			mips_40_19
	at_At5g42930	mips_01	"unknown protein"
			mips_01_06
			mips_06
			mips_06_13
	at_At5g58310 -	mips_01_02	"polyneuridine aldehyde esterase-like; also similar to alpha-hydroxynitrile lyase"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20
			mips_01_20_99
			mips_11_05
			mips_11_05_03
			mips_40_19
	Validation Accuracy: 25/55 (45.45%)
	Validation Frequency class 'mips_01_06': 166/2239 (7.41%)

	Evaluation on propertest data (3463 items):
	at_At1g11090	mips_01_06_04	"lysophospholipase isolog"
			mips_02_25
	at_At1g15000 -	mips_06_13_04	"serine carboxypeptidase precursor, putative"
			mips_40_25
			mips_62_02_01_02
	at_At1g17430 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_03_03_01_02
			mips_06_07_03
			mips_08_01
			mips_40_19
	at_At1g19190	mips_01_06_04	"hypothetical protein"
			mips_11_10
			mips_11_10_09
	at_At1g26120	mips_01	"unknown protein (At1g26120)"
			mips_01_06
			mips_01_25
			mips_01_25_07
			mips_10
			mips_13
			mips_13_03
			mips_13_03_01
			mips_13_03_05
			mips_13_07
			mips_20
			mips_40_27
			mips_40_27_99
			mips_63
			mips_63_01
			mips_98
	at_At1g27480	mips_01_06_01	"unknown protein"
			mips_01_06_04
			mips_01_06_13
			mips_40_27
			mips_63_09
	at_At1g32190 -	mips_14_04_03	"hypothetical protein"
			mips_14_04_03_01
	at_At1g33540 -	mips_06_04	"serine carboxypeptidase, putative"
			mips_06_13
			mips_40_07
			mips_40_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_67
	at_At1g33990 -	mips_01_20_99	"unknown protein"
			mips_02_25
	at_At1g47480	mips_01_06_04	"unknown protein"
			mips_01_06_07
			mips_11_10
			mips_11_10_09
	at_At1g52470	mips_01	"hypothetical protein"
			mips_01_06
			mips_01_06_04
			mips_01_06_07
			mips_01_06_10
			mips_40_16
			mips_48
			mips_98
	at_At1g52510 -	mips_01_02	"unknown protein (At1g52510)"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_20_25_03
			mips_20_25_03_04
			mips_25_05_09
			mips_25_05_10
	at_At1g52750 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
	at_At1g61130 -	mips_06	""
			mips_06_13
	at_At1g68900 -	mips_01_01_01_11	"hypothetical protein"
			mips_01_01_01_11_09
			mips_01_01_10
			mips_01_01_10_05
			mips_01_05_01_01_01
			mips_01_07_01
	at_At1g74280 -	mips_01_02	"unknown protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At1g78210 -	mips_01_02	"unknown protein (At1g78210)"
			mips_01_05
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_02_11_05
			mips_06_13
			mips_11_07_01
			mips_40_19
	at_At1g80280 -	mips_11_07	"unknown protein"
			mips_30_01
	at_At2g05850 -	mips_06_07_11	"putative serine carboxypeptidase II"
			mips_40_25
			mips_62_02_01_01
	at_At2g15230	mips_01_06_04	"putative lysosomal acid lipase"
			mips_01_25
			mips_01_25_07
			mips_40_25
			mips_47_03_11
			mips_47_03_11_03
			mips_63_09
	at_At2g18360 -	mips_02_11	"unknown protein"
			mips_02_11_05
			mips_11_07
			mips_11_07_01
	at_At2g23590 -	mips_01_02	"putative acetone-cyanohydrin lyase"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_11_05_03
			mips_11_07
			mips_40_19
	at_At2g23600 -	mips_01_02	"putative acetone-cyanohydrin lyase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20
			mips_01_20_99
			mips_06_07
			mips_11
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_40_19
	at_At2g23620 -	mips_01_05_01_01_09	"putative acetone-cyanohydrin lyase"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At2g24280 -	mips_06_07_11	"putative prolylcarboxypeptidase"
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_40_25
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
	at_At2g26740 -	mips_01_02	"epoxide hydrolase (ATsEH)"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_40_19
	at_At2g27920 -	mips_06_01	"putative carboxypeptidase"
			mips_06_04
			mips_06_13
			mips_06_13_04
			mips_06_13_04_02
			mips_40_07
			mips_40_09
			mips_40_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_02
			mips_67
	at_At2g35780 -	mips_06_01	"putative serine carboxypeptidase II"
			mips_06_07_11
			mips_06_10
			mips_40_25
			mips_62_02_01
			mips_62_02_01_01
	at_At3g10870 -	mips_01_05	"putative alpha-hydroxynitrile lyase"
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_06_13
			mips_10_01_01
			mips_11_05
			mips_11_05_03
			mips_40_19
	at_At3g12203 -	mips_06_07_11	"serine carboxypeptidase, putative"
			mips_40_25
	at_At3g12220 -	mips_06_01	"hypothetical protein"
			mips_06_04
			mips_06_07
			mips_06_07_11
			mips_06_10
			mips_06_13
			mips_40_07
			mips_40_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At3g12230 -	mips_06_07_11	"hypothetical protein"
			mips_40_25
	at_At3g27325 -	mips_08_07	"unknown protein, 3'partial"
	at_At3g30380 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_01
	at_At3g47560	mips_01_05	"unknown protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_06
			mips_01_06_04
			mips_11
			mips_11_07
	at_At3g48690	mips_01_06_04	"putative protein"
			mips_01_06_07
			mips_11_10
			mips_11_10_09
	at_At3g62860	mips_01_06_04	"unknown protein"
	at_At3g63010	mips_01_06_04	"putative protein"
			mips_11_10
			mips_11_10_09
	at_At3g63470 -	mips_06_07_11	"serin carboxypeptidase - like protein"
			mips_40_25
			mips_62_02_01_01
	at_At4g02340	mips_01_02	""
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_11_07
			mips_40_19
	at_At4g12230	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
	at_At4g16690 -	mips_01	"cyanohydrin lyase like protein"
			mips_01_02
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_20
			mips_01_20_99
			mips_11
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_40_19
	at_At4g17480	mips_01_06_07	"unknown protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_20_25_01
			mips_20_25_01_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_25
	at_At4g24160	mips_01_02	"putative protein"
			mips_01_05_01_01
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03_09
			mips_01_06_04
			mips_40_19
	at_At4g24380 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_03
			mips_01_03_01
			mips_01_03_04
			mips_01_07
			mips_01_07_01
	at_At4g24760 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_01
	at_At4g25770	mips_01_06_04	"putative protein"
	at_At4g30610 -	mips_06_07_11	"SERINE CARBOXYPEPTIDASE II-like protein"
			mips_40_25
	at_At4g36190 -	mips_06_07_11	"putative prolyl carboxypeptidase"
			mips_06_13_04
			mips_06_13_04_01
			mips_40_25
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
	at_At4g36530	mips_01_02	"unknown protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_02_11
			mips_02_11_05
			mips_11_07
			mips_11_07_01
			mips_40_19
	at_At5g11910	mips_01_05_01_01_01	"putative esterase - like protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_04
	at_At5g14180	mips_01_06_04	"AT5g14180/MUA22_18"
			mips_01_25
			mips_01_25_07
			mips_40_25
			mips_40_27
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_03
			mips_63_09
	at_At5g14190	mips_01_06_04	"predicted GPI-anchored protein"
			mips_01_25
			mips_01_25_07
			mips_40_25
			mips_40_27
			mips_47_03_11
			mips_47_03_11_03
			mips_63_09
	at_At5g14310	mips_01_05_01	"putative protein"
			mips_01_05_01_01
			mips_01_06
			mips_01_06_04
			mips_01_06_07
			mips_11_10
			mips_11_10_09
	at_At5g17720	mips_01_02	"putative protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06_01
			mips_11_07
			mips_40_19
	at_At5g18630	mips_01_06_04	"triacylglycerol lipase-like protein"
	at_At5g20060	mips_01_06_07	"unknown protein"
			mips_01_06_10
			mips_48
	at_At5g20520	mips_01_06_04	"unknown protein"
			mips_14_04_03
			mips_14_04_03_01
			mips_43
			mips_43_03
			mips_43_03_09
			mips_43_03_09_01
	at_At5g22460	mips_01_05_01_01	"putative protein"
			mips_01_05_01_01_09
			mips_01_05_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_09
			mips_01_06
			mips_01_06_01
			mips_06_13
			mips_40_19
	at_At5g22860 -	mips_06	"prolylcarboxypeptidase-like protein"
			mips_06_07
			mips_06_07_11
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_40
			mips_40_25
			mips_47
			mips_47_03
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_98
			mips_99
	at_At5g36180 -	mips_06_01	"serine carboxypeptidase"
			mips_06_07_11
			mips_06_10
			mips_40_07
			mips_40_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At5g47330	mips_01	"palmitoyl-protein thioesterase precursor-like"
			mips_01_06
			mips_01_06_07
			mips_06
			mips_06_07
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			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_25
	at_At5g47340	mips_01_06_07	"palmitoyl-protein thioesterase precursor-like"
			mips_06_13_04
			mips_06_13_04_01
			mips_20_25_01
			mips_20_25_01_01
			mips_33_03_13
			mips_40_25
	at_At5g51180	mips_01_06_04	"unknown protein"
	at_At5g62180 -	mips_11_07_09	"putative protein"
			mips_11_10
			mips_11_10_09
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_05
			mips_47_03_11_07
	at_At5g65760 -	mips_06_07_11	"lysosomal Pro-X carboxypeptidase"
			mips_06_13_04
			mips_06_13_04_01
			mips_40_25
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
	Propertest Accuracy: 29/66 (43.94%)
	Propertest Frequency class 'mips_01_06': 267/3463 (7.71%)

	New (unknown) data (2239 items):
	at_At1g06250 -	no entry	null
	at_At1g10740 -	no entry	null
	at_At1g29120 -	no entry	null
	at_At1g34340 -	no entry	null
	at_At1g35420 -	no entry	null
	at_At1g52700 -	no entry	null
	at_At1g54570 -	no entry	null
	at_At1g54990 -	no entry	null
	at_At1g58350 -	no entry	null
	at_At1g73750 -	no entry	null
	at_At2g23000 -	no entry	null
	at_At2g24000 -	no entry	null
	at_At2g33530 -	no entry	null
	at_At2g44810 -	no entry	null
	at_At3g12240 -	no entry	null
	at_At3g19970 -	no entry	null
	at_At3g26840 -	no entry	null
	at_At3g48080 -	no entry	null
	at_At3g48090 -	no entry	null
	at_At3g62590 -	no entry	null
	at_At4g00500 -	no entry	null
	at_At4g18550 -	no entry	null
	at_At4g36210 -	no entry	null
	at_At5g14930 -	no entry	null
	at_At5g24190 -	mips_99	"putative protein"
	at_At5g24210 -	no entry	null
	at_At5g24230 -	no entry	null
	at_At5g41120 -	no entry	null
	at_At5g42230 -	no entry	null
	at_At5g42240 -	no entry	null
	at_At5g43860 -	no entry	null
	at_At5g49950 -	no entry	null
	at_At5g53050 -	no entry	null
	at_At1g05800 -	no entry	null
	at_At1g08310 -	no entry	null
	at_At1g23330 -	no entry	null
	at_At1g49660 -	no entry	null
	at_At1g73310 -	no entry	null
	at_At1g74640 -	no entry	null
	at_At2g05260 -	no entry	null
	at_At2g22920 -	no entry	null
	at_At2g22980 -	no entry	null
	at_At2g31100 -	no entry	null
	at_At2g42690 -	no entry	null
	at_At2g44970 -	no entry	null
	at_At3g09410 -	no entry	null
	at_At3g10450 -	no entry	null
	at_At3g14360 -	no entry	null
	at_At3g23600 -	no entry	null
	at_At3g26820 -	no entry	null
	at_At3g43540 -	no entry	null
	at_At3g44510 -	no entry	null
	at_At3g50790 -	no entry	null
	at_At3g58800 -	no entry	null
	at_At3g61680 -	no entry	null
	at_At4g16070 -	no entry	null
	at_At4g19420 -	mips_98	"putative pectinacetylesterase"
			mips_99
	at_At5g19630 -	no entry	null
	at_At5g24180 -	no entry	null
	at_At5g24200 -	no entry	null
	at_At5g24220 -	no entry	null
	at_At5g41130 -	no entry	null
	at_At5g44250 -	no entry	null
	at_At5g50890 -	no entry	null
	at_At1g06800 -	no entry	null
	at_At1g15060 -	no entry	null
	at_At1g19670 -	no entry	null
	at_At1g28110 -	no entry	null
	at_At2g18100 -	no entry	null
	at_At2g30550 -	no entry	null
	at_At2g31690 -	no entry	null
	at_At2g32520 -	mips_98	"putative carboxymethylenebutenolidase"
	at_At3g11620 -	no entry	null
	at_At3g12150 -	no entry	null
	at_At3g23570 -	no entry	null
	at_At3g52430 -	no entry	null
	at_At5g17670 -	no entry	null
	at_At5g19050 -	no entry	null
	at_At5g22960 -	no entry	null
	at_At5g41850 -	mips_99	"unknown protein"


------------------
Rule 774
	a.39 <= 0.00087
	b.7.1 > 0.01
	c.3 > 0.0062
	f.14 > 0.0052
	->  class mips_63_17 "metal binding"

	Evaluation on training data (4488 items):
	at_At1g03960	mips_03	"putative protein phosphatase 2A"
			mips_03_01
			mips_03_01_01
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_10_01
			mips_10_01_01
			mips_13
			mips_13_01
			mips_13_11
			mips_13_11_03
			mips_25
			mips_25_01
			mips_25_01_01
			mips_63_17
			mips_63_17_01
	at_At1g12310 -	mips_10_01_09	"putative protein"
			mips_10_01_09_03
	at_At1g18210	mips_10_01_09	"unknown protein"
			mips_10_01_09_03
			mips_63_17_01
	at_At1g18530	mips_63_17_01	"hypothetical protein"
	at_At1g19230	mips_11_05	"hypothetical protein"
			mips_11_05_03
			mips_11_07_07
			mips_14_01_03
			mips_14_04
			mips_25_05
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
	at_At1g21630 -	mips_03_01_05_01	"unknown protein"
			mips_03_01_05_03
			mips_63_06
	at_At1g24620	mips_10_01_09	"putative calmodulin"
			mips_10_01_09_03
			mips_63_17
			mips_63_17_01
	at_At1g62820	mips_06_07_03	"calmodulin, putative"
			mips_10_01_05_01
			mips_10_01_09
			mips_10_01_09_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_17_01
	at_At1g73630	mips_63_17_01	"calmodulin like protein"
	at_At1g76640	mips_10_01_09	"putative calmodulin"
			mips_10_01_09_03
			mips_63_01
			mips_63_17_01
	at_At1g76650	mips_63_17	"calmodulin like protein"
			mips_63_17_01
	at_At2g15680	mips_63_17	"putative calmodulin-like protein"
			mips_63_17_01
	at_At2g27030 -	mips_10_01	"calmodulin"
			mips_10_01_09
			mips_10_01_09_03
			mips_13
			mips_13_11
			mips_13_11_01
			mips_20_25_01
			mips_20_25_01_01
			mips_63_01
	at_At2g27480 -	mips_10_01_09	"putative calcium binding protein"
			mips_10_01_09_03
	at_At2g35800	mips_08_04	"putative mitochondrial carrier protein"
			mips_63_17_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g36180 -	mips_10_01_09	"putative calmodulin"
			mips_10_01_09_03
	at_At2g41100	mips_63_17_01	"calmodulin-like protein"
	at_At2g41110	mips_10_01_09	"calmodulin (cam2)"
			mips_10_01_09_03
			mips_13_11_01
			mips_20_25_01
			mips_20_25_01_01
			mips_63_17_01
	at_At2g46600	mips_10_01_09	"caltractin like protein"
			mips_10_01_09_03
			mips_63_17
			mips_63_17_01
	at_At3g10190 -	mips_10	"calmodulin-like protein"
			mips_10_01
			mips_10_01_01
			mips_98
	at_At3g17470	mips_01_03_01	"hypothetical protein"
			mips_03_01_01
			mips_03_03_01_03
			mips_10_01_09
			mips_13_11_03
			mips_25_01
			mips_25_01_01
			mips_63_17_01
	at_At3g18430	mips_10_01_09	"unknown protein"
			mips_10_01_09_03
			mips_10_05
			mips_40_02
			mips_63_17
			mips_63_17_01
	at_At3g24110	mips_10_01_01	"hypothetical protein"
			mips_63_17_01
	at_At3g47480 -	mips_10_01	"putative calcium-binding protein"
			mips_10_01_01
	at_At3g50360	mips_10_01	"centrin"
			mips_10_01_09
			mips_10_01_09_03
			mips_40_02
			mips_40_03
			mips_63_01
			mips_63_17_01
	at_At3g63150	mips_08_16	"rac-GTP binding protein like"
			mips_63_17
			mips_63_17_01
	at_At4g01420	mips_63_17	"putative calcium-regulated protein phosphatase"
			mips_63_17_01
	at_At4g13440	mips_13_05	"hypothetical protein"
			mips_45
			mips_45_03
			mips_45_03_12
			mips_63_07
			mips_63_17_01
	at_At4g26570	mips_63_17	"calcineurin B-like protein 3"
			mips_63_17_01
	at_At4g27280	mips_06_07_03	"unknown protein"
			mips_06_10
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_09
			mips_10_01_09_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_48
			mips_62
			mips_62_01
			mips_62_01_01
			mips_63_17
			mips_63_17_01
	at_At4g32060	mips_63_17_01	"putative protein"
	at_At4g37010	mips_10_01_09	"caltractin-like protein"
			mips_10_01_09_03
			mips_63_17_01
	at_At5g07320	mips_08_04	"peroxisomal Ca-dependent solute carrier-like protein"
			mips_08_10
			mips_63_17
			mips_63_17_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At5g08580	mips_13_01	"Unknown protein (MAH20.14)"
			mips_13_01_01
			mips_13_01_01_01
			mips_63_17_01
	at_At5g17470	mips_63_17	"calmodulin-like protein"
			mips_63_17_01
	at_At5g18580 -	mips_03_01_01	"tonneau 2 (TON2)"
			mips_03_01_03
			mips_13_11_03
			mips_25_01
			mips_25_01_01
	at_At5g37780	mips_10_01_09	"calmodulin 1 (CAM1)"
			mips_10_01_09_03
			mips_13_11_01
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_63_17
			mips_63_17_01
	at_At5g48460	mips_14_01_03	"fimbrin 2"
			mips_14_01_03_99
			mips_40_04_03
			mips_40_04_05
			mips_40_04_07
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_63_17_01
	at_At5g49480	mips_10_01_09	"NaCl-inducible Ca2+-binding protein-like; calmodulin-like"
			mips_10_01_09_03
			mips_63_17
			mips_63_17_01
	at_At5g51060	mips_01_20_35	"respiratory burst oxidase protein"
			mips_01_20_35_02
			mips_02_11
			mips_11_05_03
			mips_11_07_07
			mips_14_01
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
			mips_67_15
	at_At5g55400	mips_14	"fimbrin"
			mips_14_01
			mips_14_01_03
			mips_14_01_03_99
			mips_40_04
			mips_40_04_07
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_63_01
			mips_63_17_01
	at_At5g55990	mips_10_01_09	"calcineurin B-like protein 2 (gb|AAC26009.1)"
			mips_10_01_09_03
			mips_63_17_01
	at_At5g60010	mips_11_07_07	"respiratory burst oxidase protein - like"
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
	Training Accuracy: 35/43 (81.40%)
	Training Frequency class 'mips_63_17': 218/4488 (4.86%)

	Evaluation on validation data (2239 items):
	at_At1g05990	mips_13_05	"calcium-binding protein, putative"
			mips_40_32
			mips_63_17_01
	at_At1g09090 -	mips_01_20_35	"putative respiratory burst oxidase protein B"
			mips_01_20_35_02
			mips_11_05_03
			mips_11_07
			mips_14_01
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_21
			mips_63_21_05
			mips_63_21_99
	at_At1g20760	mips_10_05_01	"hypothetical protein"
			mips_10_05_01_12
			mips_10_05_01_12_01
			mips_10_05_01_12_99
			mips_63_17_01
	at_At1g21550	mips_06_07_03	"unknown protein"
			mips_10_01_05_01
			mips_10_01_09
			mips_10_01_09_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_48
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_63_17_01
	at_At1g54450	mips_03_01_01	"hypothetical protein"
			mips_03_01_03
			mips_13_11_03
			mips_25_01
			mips_25_01_01
			mips_63_17
			mips_63_17_01
	at_At1g64060	mips_11_07_07	"cytochrome b245 beta chain homolog RbohAp108"
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
	at_At1g64480	mips_10_05	"calcineurin B-like protein"
			mips_11_01
			mips_13_05
			mips_40_02
			mips_40_32
			mips_63_17
			mips_63_17_01
	at_At2g04750	mips_14_01_03	"putative fimbrin"
			mips_14_01_03_99
			mips_40_04_07
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_63_17_01
	at_At2g32450 -	mips_05	"putative O-GlcNAc transferase"
			mips_06_07
			mips_20
	at_At2g40540 -	mips_67_04_01	"putative potassium transporter AtKT2p (AtKT2)"
			mips_67_04_01_02
			mips_67_50_22
	at_At3g25600	mips_10_01_09	"calmodulin, putative"
			mips_10_01_09_03
			mips_63_17_01
	at_At3g59450 -	mips_13_11	"putative protein"
			mips_13_11_01
			mips_20_25_01
			mips_20_25_01_01
	at_At4g03290	mips_63_17_01	"putative calmodulin"
	at_At4g23650 -	mips_10_01_01	"calcium-dependent protein kinase (CDPK6)"
	at_At5g04170	mips_10_01_09	"EF - hand Calcium binding protein - like"
			mips_10_01_09_03
			mips_63_17_01
	at_At5g07390	mips_02	"respiratory burst oxidase protein A"
			mips_02_11
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_11_07_07
			mips_14_01
			mips_14_01_03
			mips_20
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17
			mips_63_17_01
			mips_67_15
	at_At5g17480	mips_06_07_03	"calcium-binding protein"
			mips_10_01_05_01
			mips_10_01_09
			mips_10_01_09_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_11_03
			mips_13_11_03_05
			mips_48
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_63_17_01
	at_At5g19450 -	mips_10_01	"calcium-dependent protein kinase"
			mips_10_01_01
	at_At5g24270	mips_63_17	"calcium sensor homolog (gb|AAC26110.1)"
			mips_63_17_01
	at_At5g28850	mips_03_01_01	"protein phosphatase 2A regulatory subunit B'-like protein"
			mips_13_01
			mips_13_11_03
			mips_25_01
			mips_25_01_01
			mips_63_17_01
	at_At5g35700	mips_14_01	"fimbrin"
			mips_14_01_03
			mips_14_01_03_99
			mips_40_04_07
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_63_17
			mips_63_17_01
	at_At5g42380	mips_10	"unknown protein"
			mips_10_01
			mips_10_01_09
			mips_10_01_09_03
			mips_40_03
			mips_63
			mips_63_01
			mips_63_17_01
	at_At5g44090	mips_03_01	"protein phosphatase 2A 62 kDa B'' regulatory subunit (gb|AAD45158.1)"
			mips_03_01_01
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_10_05
			mips_13_11
			mips_13_11_03
			mips_25_01
			mips_25_01_01
			mips_40_02
			mips_63_17
			mips_63_17_01
	at_At5g47100	mips_20_25_01	"calcium sensor protein, calcineurin-like"
			mips_20_25_01_01
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_63_17_01
	at_At5g47910	mips_01_20_35	"respiratory burst oxidase protein"
			mips_01_20_35_02
			mips_11_07_07
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
	at_At5g51050	mips_08	"calcium-binding transporter-like protein"
			mips_08_04
			mips_08_10
			mips_40_16
			mips_63_17
			mips_63_17_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At5g61810 -	mips_08_04	"peroxisomal Ca-dependent solute carrier - like protein"
			mips_08_10
			mips_67_04_01
			mips_67_04_01_02
	Validation Accuracy: 20/27 (74.07%)
	Validation Frequency class 'mips_63_17': 119/2239 (5.31%)

	Evaluation on propertest data (3463 items):
	at_At1g02270 -	mips_01_01_04	"putative protein"
			mips_01_05_04
			mips_02_16
			mips_04_05_99
	at_At1g32250	mips_10_01_09	"calmodulin, putative"
			mips_10_01_09_03
			mips_13_05
			mips_40_32
			mips_63_17_01
	at_At1g50700 -	mips_10_01	"hypothetical protein"
			mips_10_01_01
	at_At1g53210 -	mips_13_05	"putative protein"
			mips_67_04
			mips_67_50
			mips_67_50_05
	at_At1g61950 -	mips_10	"hypothetical protein"
			mips_10_01_01
	at_At1g66400	mips_10	"calmodulin-related protein"
			mips_10_01
			mips_10_01_09
			mips_10_01_09_03
			mips_40_02
			mips_40_03
			mips_63
			mips_63_01
			mips_63_17_01
	at_At1g66410	mips_10_01_09	"calmodulin-4"
			mips_10_01_09_03
			mips_13_11_01
			mips_20_25_01
			mips_20_25_01_01
			mips_63_17_01
	at_At2g03150 -	mips_02_45	"Unknown protein (T18E12.18; At2g03150)"
			mips_13_05
			mips_20_25_09
			mips_25_05_15
			mips_30_04_03
			mips_35_03_12
			mips_40_04_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_63_06
	at_At2g41090	mips_10_01_09	"calcium binding protein (CaBP-22)"
			mips_10_01_09_03
			mips_63_17_01
	at_At2g43290	mips_10_01_09	"putative calcium binding protein"
			mips_10_01_09_03
			mips_63_17_01
	at_At2g45670	mips_06_07_03	"unknown protein"
			mips_06_10
			mips_10_01_05
			mips_20_25_03
			mips_20_25_03_04
			mips_20_25_03_04_01
			mips_48
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_17_01
	at_At3g07490	mips_10_05	"putative calmodulin"
			mips_40_02
			mips_63_17
			mips_63_17_01
	at_At3g10300	mips_10_01	"unknown protein"
			mips_10_01_01
			mips_10_05
			mips_40_02
			mips_40_03
			mips_63_01
			mips_63_17
			mips_63_17_01
	at_At3g22930	mips_63_17_01	"calmodulin, putative"
	at_At3g43810 -	mips_10_01_09	"calmodulin 7"
			mips_10_01_09_03
			mips_13
			mips_13_11
			mips_13_11_01
			mips_20_25_01
			mips_20_25_01_01
			mips_63_01
	at_At3g45810	mips_02	"respiratory burst oxidase - like protein"
			mips_02_11
			mips_11
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_11_07_07
			mips_14
			mips_14_01
			mips_14_01_03
			mips_14_04
			mips_20
			mips_25
			mips_25_05
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63
			mips_63_17_01
			mips_98
	at_At3g51920	mips_10_01_09	"putative calmodulin"
			mips_10_01_09_03
			mips_13_11_01
			mips_20_25_01
			mips_20_25_01_01
			mips_63_17_01
	at_At3g56800	mips_10	"calmodulin-3"
			mips_10_01
			mips_10_01_09
			mips_10_01_09_03
			mips_13
			mips_13_11
			mips_13_11_01
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_40_02
			mips_40_03
			mips_63
			mips_63_01
			mips_63_17_01
	at_At3g59440	mips_63_17	"calmodulin-like protein"
			mips_63_17_01
	at_At3g59820	mips_04_05_05_01	"putative protein"
			mips_63_17_01
	at_At4g03560 -	mips_13_03	"two-pore calcium channel (AtTPC1)"
			mips_13_03_01
			mips_13_05
			mips_67_01
			mips_67_01_01
	at_At4g05520	mips_40_10	""
			mips_63
			mips_63_03
			mips_63_17
			mips_63_17_01
			mips_98
	at_At4g17615	mips_63_17	"calcineurin B-like protein 1 (CBL1)"
			mips_63_17_01
	at_At4g25090	mips_01_20_35	"respiratory burst oxidase - like protein"
			mips_01_20_35_02
			mips_11_05
			mips_11_07_07
			mips_14_01_03
			mips_14_04
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
			mips_67
			mips_67_15
	at_At4g26470 -	mips_10	"putative protein"
			mips_10_01
			mips_10_01_01
			mips_98
	at_At4g26700	mips_14_01	"fimbrin-like protein (ATFIM1)"
			mips_14_01_03
			mips_14_01_03_99
			mips_30_04
			mips_30_04_03
			mips_30_04_05
			mips_30_04_07
			mips_40_04_03
			mips_40_04_05
			mips_40_04_07
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_63_17
			mips_63_17_01
	at_At4g33000	mips_13_05	"putative protein (fragment)"
			mips_40_32
			mips_63_17_01
	at_At5g06260	mips_06_07	"putative protein"
			mips_11_01
			mips_11_01_01
			mips_11_07
			mips_11_07_07
			mips_13_11
			mips_13_11_99
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_30_01
			mips_40_02
			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_62
			mips_62_01
			mips_62_01_07
			mips_63_17
			mips_63_17_01
	at_At5g14880 -	mips_67_04	"HAK8"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At5g28900	mips_03_01_01	"protein phosphatase 2A regulatory subunit B'-like protein"
			mips_13_01
			mips_13_11_03
			mips_25_01
			mips_25_01_01
			mips_63_17_01
	at_At5g37770	mips_10_01_09	"CALMODULIN-RELATED PROTEIN 2, TOUCH-INDUCED (TCH2)"
			mips_10_01_09_03
			mips_63_17_01
	at_At5g39670	mips_10_01_09	"calcium-binding protein - like"
			mips_10_01_09_03
			mips_63_17_01
	at_At5g44460	mips_10_01_09	"calmodulin-like protein"
			mips_10_01_09_03
			mips_63_17_01
	at_At5g54490	mips_10_01_09	"unknown protein"
			mips_10_01_09_03
			mips_63_17_01
	Propertest Accuracy: 25/34 (73.53%)
	Propertest Frequency class 'mips_63_17': 174/3463 (5.02%)

	New (unknown) data (2239 items):
	at_At1g23240 -	no entry	null
	at_At1g29020 -	no entry	null
	at_At1g70680 -	no entry	null
	at_At1g73440 -	no entry	null
	at_At1g76040 -	no entry	null
	at_At2g17290 -	no entry	null
	at_At2g33380 -	no entry	null
	at_At2g34020 -	no entry	null
	at_At2g38910 -	no entry	null
	at_At3g10660 -	no entry	null
	at_At3g12760 -	no entry	null
	at_At3g19100 -	no entry	null
	at_At3g29000 -	no entry	null
	at_At3g50530 -	no entry	null
	at_At3g50770 -	no entry	null
	at_At3g56760 -	no entry	null
	at_At3g56940 -	no entry	null
	at_At4g04710 -	no entry	null
	at_At4g04720 -	no entry	null
	at_At4g12860 -	no entry	null
	at_At4g20780 -	no entry	null
	at_At4g34070 -	no entry	null
	at_At4g35310 -	no entry	null
	at_At4g38810 -	no entry	null
	at_At5g24430 -	no entry	null
	at_At5g28830 -	no entry	null
	at_At1g35670 -	no entry	null
	at_At1g49580 -	no entry	null
	at_At1g54530 -	no entry	null
	at_At1g64850 -	no entry	null
	at_At2g17890 -	no entry	null
	at_At2g31500 -	no entry	null
	at_At2g35890 -	no entry	null
	at_At2g41140 -	no entry	null
	at_At2g41200 -	no entry	null
	at_At2g41410 -	no entry	null
	at_At2g46700 -	no entry	null
	at_At3g51850 -	no entry	null
	at_At3g57530 -	no entry	null
	at_At4g00140 -	no entry	null
	at_At4g04740 -	no entry	null
	at_At4g09570 -	no entry	null
	at_At4g14640 -	no entry	null
	at_At4g21940 -	no entry	null
	at_At4g26560 -	no entry	null
	at_At4g26740 -	no entry	null
	at_At4g27790 -	no entry	null
	at_At4g36070 -	no entry	null
	at_At4g38230 -	no entry	null
	at_At5g04870 -	no entry	null
	at_At5g12180 -	no entry	null
	at_At5g23580 -	no entry	null
	at_At5g27540 -	no entry	null
	at_At5g54130 -	no entry	null
	at_At5g66210 -	no entry	null
	at_At1g05150 -	no entry	null
	at_At1g15860 -	no entry	null
	at_At1g18890 -	no entry	null
	at_At1g70670 -	no entry	null
	at_At1g74740 -	no entry	null
	at_At2g34030 -	no entry	null
	at_At2g41860 -	no entry	null
	at_At2g44310 -	no entry	null
	at_At3g49370 -	no entry	null
	at_At4g16350 -	no entry	null
	at_At5g17180 -	no entry	null
	at_At5g19360 -	no entry	null
	at_At5g55240 -	no entry	null


------------------
Rule 817
	c.25.1 <= 0.011
	d.120 > 2e-23
	->  class mips_63_17 "metal binding"

	Evaluation on training data (4488 items):
	at_At1g01580 -	mips_01_20_35	"ferric-chelate reductase FRO2"
			mips_01_20_35_02
			mips_11_07_07
			mips_13_01_01
			mips_13_01_01_01
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
	at_At1g06080	mips_63_17_09	"delta 9 desaturase"
	at_At1g15140 -	mips_01	"Unknown protein (At1g15140; F9L1.8)"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_02_13
			mips_06
			mips_40
			mips_67
			mips_67_15
	at_At1g19230	mips_11_05	"hypothetical protein"
			mips_11_05_03
			mips_11_07_07
			mips_14_01_03
			mips_14_04
			mips_25_05
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
	at_At3g17260 -	mips_29_02	"hypothetical protein"
			mips_29_03
			mips_29_99
			mips_40_10_03
	at_At4g30210	mips_01	"NADPH-ferrihemoprotein reductase (ATR2)"
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_11
			mips_10
			mips_10_01
			mips_10_01_09
			mips_10_01_09_01
			mips_11
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_40_07
			mips_43
			mips_43_03
			mips_43_03_09
			mips_43_03_09_05
			mips_63
			mips_63_01
			mips_63_17
			mips_63_17_01
			mips_67
			mips_67_15
			mips_98
	at_At5g17770 -	mips_01_06_01	"NADH-cytochrome b5 reductase"
			mips_01_06_01_05
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_02_11
			mips_40_07
			mips_67_04
			mips_67_15
	at_At5g20080 -	mips_01_06_01_05	"cytochrome-b5 reductase - like protein"
			mips_02_13
			mips_11_01_01
			mips_48
			mips_63_21
			mips_63_21_01
			mips_63_21_05
			mips_63_21_07
	at_At5g23980	mips_02_11	"FRO2 homolog"
			mips_11_05_03
			mips_11_07
			mips_11_07_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_14_01
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17
			mips_63_17_01
	at_At5g51060	mips_01_20_35	"respiratory burst oxidase protein"
			mips_01_20_35_02
			mips_02_11
			mips_11_05_03
			mips_11_07_07
			mips_14_01
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
			mips_67_15
	at_At5g60010	mips_11_07_07	"respiratory burst oxidase protein - like"
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
	at_At5g66190	mips_01_01_10	"ferredoxin-NADP+ reductase"
			mips_01_01_10_01
			mips_01_01_10_01_03
			mips_01_02
			mips_01_02_01
			mips_01_02_01_07
			mips_10_01_09
			mips_10_01_09_01
			mips_40_26
			mips_40_26_03
			mips_43
			mips_43_03
			mips_43_03_09
			mips_43_03_09_05
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_02
			mips_63_17_01
	Training Accuracy: 7/12 (58.33%)
	Training Frequency class 'mips_63_17': 218/4488 (4.86%)

	Evaluation on validation data (2239 items):
	at_At1g01590	mips_01_20_35	"ferric-chelate reductase FRO1"
			mips_01_20_35_02
			mips_11_07_07
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
			mips_67
	at_At1g09090 -	mips_01_20_35	"putative respiratory burst oxidase protein B"
			mips_01_20_35_02
			mips_11_05_03
			mips_11_07
			mips_14_01
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_21
			mips_63_21_05
			mips_63_21_99
	at_At1g30510 -	mips_01_01_10_01	"ferrodoxin NADP oxidoreductase - like protein"
			mips_01_01_10_01_03
			mips_01_02_01
			mips_01_02_01_07
			mips_10_01_09
			mips_10_01_09_01
			mips_40_26
			mips_40_26_03
			mips_43
			mips_43_03
			mips_43_03_09
			mips_43_03_09_05
			mips_45_03_12
			mips_45_03_12_02
			mips_67_15
	at_At1g64060	mips_11_07_07	"cytochrome b245 beta chain homolog RbohAp108"
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
	at_At5g07390	mips_02	"respiratory burst oxidase protein A"
			mips_02_11
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_11_07_07
			mips_14_01
			mips_14_01_03
			mips_20
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17
			mips_63_17_01
			mips_67_15
	at_At5g47910	mips_01_20_35	"respiratory burst oxidase protein"
			mips_01_20_35_02
			mips_11_07_07
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
	at_At5g49740 -	mips_01_20_35	"FRO1-like protein; NADPH oxidase-like"
			mips_01_20_35_02
			mips_11_07_07
			mips_13_11
			mips_20_25_16
			mips_63_99
			mips_67_01
			mips_67_15
	at_At5g50160	mips_02	"FRO1 and FRO2-like protein"
			mips_01_20
			mips_01_20_35
			mips_01_20_35_02
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_07
			mips_14
			mips_14_01
			mips_14_01_03
			mips_14_04
			mips_20
			mips_25
			mips_25_05
			mips_37
			mips_37_03
			mips_37_03_13
			mips_40_02
			mips_63_17_01
			mips_63_21
			mips_63_21_05
			mips_63_21_99
			mips_67
			mips_67_15
	Validation Accuracy: 5/8 (62.50%)
	Validation Frequency class 'mips_63_17': 119/2239 (5.31%)

	Evaluation on propertest data (3463 items):
	at_At1g20020	mips_01_01	"ferredoxin--NADP reductase precursor, putative"
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_01_03
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_07
			mips_02_11
			mips_10_01_09
			mips_10_01_09_01
			mips_40_26
			mips_40_26_03
			mips_43
			mips_43_03
			mips_43_03_09
			mips_43_03_09_05
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_02
			mips_63_17
			mips_63_17_01
			mips_67_15
	at_At1g23020 -	mips_11_07_07	"putative superoxide-generating NADPH oxidase flavocytochrome"
			mips_13_01_01
			mips_13_01_01_01
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
	at_At3g45810	mips_02	"respiratory burst oxidase - like protein"
			mips_02_11
			mips_11
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_11_07_07
			mips_14
			mips_14_01
			mips_14_01_03
			mips_14_04
			mips_20
			mips_25
			mips_25_05
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63
			mips_63_17_01
			mips_98
	at_At4g05390	mips_01_01_10	"ferredoxin-NADP+ reductase like protein"
			mips_01_01_10_01
			mips_01_01_10_01_03
			mips_01_02
			mips_01_02_01
			mips_01_02_01_07
			mips_10_01_09
			mips_10_01_09_01
			mips_40_26
			mips_40_26_03
			mips_43
			mips_43_03
			mips_43_03_09
			mips_43_03_09_05
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_02
			mips_63_17_01
	at_At4g11230	mips_11_05_03	"respiratory burst oxidase homolog F - like protein"
			mips_11_07_07
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
			mips_67_15
	at_At4g24520	mips_02	"NADPH-ferrihemoprotein reductase ATR1"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_11
			mips_40_07
			mips_63_17
			mips_63_17_01
			mips_67_15
	at_At4g25090	mips_01_20_35	"respiratory burst oxidase - like protein"
			mips_01_20_35_02
			mips_11_05
			mips_11_07_07
			mips_14_01_03
			mips_14_04
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
			mips_67
			mips_67_15
	at_At5g23990	mips_11_07_07	"FRO2 homolog"
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
			mips_67_01
	at_At5g49730	mips_01_20_35	"FRO2-like protein; NADPH oxidase-like"
			mips_01_20_35_02
			mips_11_07_07
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
			mips_63_21
			mips_63_21_05
			mips_63_21_99
	Propertest Accuracy: 8/9 (88.89%)
	Propertest Frequency class 'mips_63_17': 174/3463 (5.02%)

	New (unknown) data (2239 items):
	at_At1g12860 -	no entry	null
	at_At2g11170 -	no entry	null
	at_At3g26744 -	no entry	null
	at_At3g24710 -	no entry	null


------------------
Rule 892
	b.62.1 > 2.3e-23
	b.82.2 > 7.4e-19
	c.69 > 0.0025
	d.110.4 > 5.3e-09
	g.44.1 <= 0.013
	->  class mips_63_17 "metal binding"

	Evaluation on training data (4488 items):
	at_At1g05890	mips_03	"unknown protein"
			mips_04_05_99
			mips_14_04
			mips_63_17_09
	at_At1g08050 -	mips_25_05_10	"unknown protein"
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
			mips_40_27
			mips_40_27_01
			mips_63_07
	at_At1g14200	mips_03_01	"unknown protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_25_03
			mips_63_17
			mips_63_17_09
	at_At1g18470	mips_14	"unknown protein"
			mips_14_10
			mips_14_10_02
			mips_63_03
			mips_63_17
			mips_63_17_09
	at_At1g18660	mips_03	"unknown protein"
			mips_10_05
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_63_01
			mips_63_03
			mips_63_03_01
			mips_63_17
			mips_63_17_09
	at_At1g18760 -	mips_45	"hypothetical protein"
			mips_45_03
			mips_45_03_17
	at_At1g18770 -	mips_06_10	"hypothetical protein"
	at_At1g19310	mips_47	"unknown protein"
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_63_17
			mips_63_17_09
	at_At1g23980 -	mips_03_03_01	"hypothetical protein"
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_07
	at_At1g35630	mips_08_13	"integral membrane protein, putative"
			mips_63_17_01
	at_At1g45180 -	mips_04_05_01_04_03	"hypothetical protein; similar to ESTs gb|AI994577.1"
			mips_45
			mips_45_03
			mips_45_03_17
	at_At1g49210 -	mips_04_05	"hypothetical protein"
			mips_04_05_01
			mips_04_05_01_04
	at_At1g49780 -	mips_08_01	"hypothetical protein"
			mips_40_10_05
	at_At1g50440 -	mips_04_99	"unknown protein"
	at_At1g53820	mips_06_13	"hypothetical protein"
			mips_47_03_15
			mips_47_03_15_07
			mips_63_17_09
	at_At1g55530 -	mips_03_03	"unknown protein"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_25_03
	at_At1g56030	mips_08	"hypothetical protein"
			mips_08_07
			mips_08_16
			mips_08_22
			mips_14_04_03
			mips_14_04_03_01
			mips_30_25
			mips_40_02
			mips_40_04
			mips_48
			mips_63_17
			mips_63_17_09
	at_At1g57800 -	mips_14_01_01	"hypothetical protein"
			mips_14_01_05
			mips_63_03_01
	at_At1g60190 -	mips_08_01	""
			mips_30_10_05
			mips_40_10_05
	at_At1g63900	mips_06_10	"putative RING zinc finger protein"
			mips_14_04_03
			mips_14_04_03_03
			mips_14_10
			mips_14_10_02
			mips_30_19
			mips_40_19
			mips_63_17
			mips_63_17_09
	at_At1g66040	mips_14_01_01	"hypothetical protein"
			mips_14_01_05
			mips_63_03_01
			mips_63_17_09
	at_At1g66050	mips_03	"hypothetical protein"
			mips_03_03
			mips_03_03_01
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_14
			mips_14_01
			mips_14_01_01
			mips_14_01_05
			mips_63_01
			mips_63_03
			mips_63_03_01
			mips_63_17
			mips_63_17_09
	at_At1g66610 -	mips_03	"hypothetical protein"
			mips_03_03
			mips_03_03_01
			mips_06_13
			mips_14_04
			mips_25_05
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	at_At1g66620 -	mips_14_10	"hypothetical protein"
			mips_14_10_02
			mips_14_10_02_02
			mips_14_10_02_03
			mips_14_10_02_03_02
			mips_40_10_03
			mips_43
			mips_43_03
			mips_43_03_11
	at_At1g66650 -	mips_03	"hypothetical protein"
			mips_03_03_01
			mips_04
			mips_06
			mips_06_13
			mips_10
			mips_14_04
			mips_25_05
			mips_40_10
	at_At1g67180 -	mips_03_01_03	"hypothetical protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_01_01
			mips_03_01_05_03
			mips_03_01_05_03_01
			mips_06_10
			mips_11_01_01
			mips_11_01_99
			mips_11_05_01
			mips_14_01
			mips_14_01_01
			mips_30_10
			mips_30_10_03
			mips_33
			mips_33_03
			mips_33_03_02
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_63_03_01
	at_At1g67800	mips_08_07	"unknown protein"
			mips_08_07_99
			mips_13_03
			mips_13_03_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_43
			mips_43_03
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_17_01
			mips_67_99
	at_At1g68180 -	mips_06_10	"unknown protein"
			mips_45
			mips_45_03
			mips_45_03_17
	at_At1g68940 -	mips_06_10	"hypothetical protein"
			mips_08_01
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At1g73950 -	mips_13_05	"unknown protein (At1g73950)"
			mips_14_10
			mips_14_10_02
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At1g74410 -	mips_04_05	"putative RING zinc finger protein"
			mips_04_05_01
			mips_04_05_01_04
	at_At1g74870 -	mips_01_05_01	"hypothetical protein"
			mips_01_05_01_03
			mips_06_13
			mips_20
			mips_30_01
			mips_43
			mips_43_03
			mips_43_03_13
			mips_47
			mips_47_03
			mips_47_03_01
	at_At1g79380	mips_08_07_99	"putative protein"
			mips_13_07
			mips_40_09
			mips_48
			mips_63_09
			mips_63_17_01
			mips_67_99
	at_At1g80400 -	mips_25_05_10	"putative RING zinc finger protein"
	at_At2g01150	mips_63_17	"RING-H2 finger protein RHA2b"
			mips_63_17_09
	at_At2g03000 -	mips_10_05	"hypothetical protein"
			mips_20
			mips_20_25
			mips_20_25_16
	at_At2g04240 -	mips_04	"putative RING zinc finger protein"
			mips_04_05_01_04
			mips_98
	at_At2g20650 -	mips_06_13	"hypothetical protein"
			mips_40_02
	at_At2g25360 -	mips_03_03	"hypothetical protein"
	at_At2g28530 -	mips_04_05_01_04_03	"putative RING zinc finger transcription negative regulator protein"
			mips_05_07
			mips_05_99
			mips_14_04_03
			mips_14_04_03_03
			mips_25_05_25
	at_At2g29840 -	mips_03	"hypothetical protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_45
			mips_45_03
			mips_45_03_17
	at_At2g30580	mips_04	"C3HC4 zinc finger like protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_10
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_63
			mips_63_01
			mips_63_03
			mips_63_17
			mips_63_17_09
			mips_98
	at_At2g35930 -	mips_40_10_05	"unknown protein"
	at_At2g38970 -	mips_30_27	"putative retroelement pol polyprotein"
			mips_30_27_01
			mips_45_03_05
			mips_45_03_05_09
			mips_47_03_11
			mips_47_03_11_07
			mips_62_02_01_02
			mips_62_02_01_02_03
	at_At2g42030	mips_10_05	"putative RING zinc finger protein"
			mips_25_05_25
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_63_17
			mips_63_17_09
	at_At3g07200	mips_04_05_01_04_01	"putative RING zinc finger protein"
			mips_04_05_01_04_99
			mips_14_04_03
			mips_14_04_03_03
			mips_20_25_16
			mips_48
			mips_63_17_11
	at_At3g07370 -	mips_06	"unknown protein"
			mips_06_01
			mips_06_10
			mips_11_01_05
			mips_11_05
			mips_11_05_05
			mips_11_05_05_05
			mips_45_03_12
			mips_45_03_12_01
			mips_63_01
	at_At3g16600 -	mips_03_01_99	"putative DNA-binding protein"
	at_At3g18290 -	mips_04_05_01_04_01	"zinc finger protein, putative"
	at_At3g19380 -	mips_05	"hypothetical protein"
			mips_06_04
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g19950 -	mips_14_04_03_03	"unknown protein"
			mips_45_03_17
	at_At3g27710	mips_63_17_09	"putative protein"
	at_At3g45580	mips_14	"putative protein"
			mips_14_04
			mips_25
			mips_63_17
			mips_63_17_09
	at_At3g45630 -	mips_04_05_01_04_03	"putative protein"
			mips_14_04_03_03
	at_At3g46510 -	mips_06_04	"arm repeat containing protein homolog"
			mips_08_01
			mips_13_07
			mips_30_10_05
			mips_40_10_05
	at_At3g47160	mips_03_03	"RNA-binding protein-like protein"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_07
			mips_06_04
			mips_06_10
			mips_06_13
			mips_30_22
			mips_30_25
			mips_48
			mips_63_17
			mips_63_17_09
	at_At3g47820 -	mips_05	"putative protein"
			mips_06
			mips_06_04
			mips_08
			mips_08_01
			mips_30
			mips_30_10
			mips_30_10_05
			mips_40_03
			mips_40_10
			mips_40_10_05
			mips_63
			mips_63_01
	at_At3g52450 -	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
	at_At3g53410	mips_63_17_09	"unknown protein"
	at_At3g58720	mips_63_17	"putative protein"
			mips_63_17_09
	at_At3g60080	mips_06_13	"putative protein"
			mips_13_11
			mips_63_17_09
	at_At3g61180 -	mips_30_19	"unknown protein"
			mips_40_19
	at_At3g62970	mips_03	"putative protein"
			mips_03_01
			mips_03_01_99
			mips_04
			mips_40
			mips_40_10
			mips_40_10_03
			mips_63
			mips_63_03
			mips_63_03_03
			mips_63_17
			mips_63_17_09
			mips_63_19
			mips_99
	at_At4g01020 -	mips_03	"putative protein"
			mips_03_03
			mips_03_03_01
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_99
			mips_05
			mips_05_07
			mips_30
			mips_30_10
			mips_40_10_99
			mips_63_03
			mips_63_19
	at_At4g01270	mips_03	"putative RING zinc finger protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_14
			mips_14_01
			mips_25
			mips_25_05
			mips_25_05_13
			mips_30
			mips_30_04
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_40_04
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_63
			mips_63_06
			mips_63_07
			mips_63_17
			mips_63_17_09
			mips_98
	at_At4g03510	mips_47_03_15	"RMA1 RING zinc finger protein"
			mips_47_03_15_07
			mips_63_17_09
	at_At4g08590 -	mips_14_01_01	"putative zinc finger protein"
			mips_14_01_05
			mips_63_03_01
	at_At4g17680 -	mips_10_05_02	"hypothetical protein"
			mips_10_05_02_99
			mips_14_10
			mips_14_10_02
			mips_14_10_02_01
			mips_14_10_02_99
			mips_48
	at_At4g18110	mips_04_05	"hypothetical protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
			mips_30
			mips_30_19
			mips_40_19
			mips_63_17
			mips_63_17_09
	at_At4g23450	mips_05_04	"unknown protein"
			mips_40_10_99
			mips_63_17
			mips_63_17_09
	at_At4g25380 -	mips_04_05_01_01	"putative protein"
			mips_04_05_01_04_01
			mips_04_05_01_04_03
			mips_04_05_99
			mips_04_99
	at_At4g28270 -	mips_37	"putative protein"
			mips_37_03
			mips_37_03_15
			mips_37_03_15_07
	at_At4g30400 -	mips_06_13	"unknown protein"
	at_At4g34100 -	mips_04_99	"putative protein"
	at_At4g34370	mips_03	"unknown protein"
			mips_03_03
			mips_14
			mips_14_04
			mips_25
			mips_63_03
			mips_63_17
			mips_63_17_09
	at_At4g35840 -	mips_06_04	"putative protein"
			mips_08
			mips_08_01
	at_At4g38190 -	mips_01_05_01_03_02	"putative protein"
	at_At5g01450 -	mips_10_05_02	"putative protein"
			mips_10_05_02_99
			mips_14_10_02_01
			mips_14_10_02_99
	at_At5g01980	mips_06_10	"putative protein"
			mips_63_17_09
	at_At5g03200	mips_04_05_99	"unknown protein"
			mips_14_10
			mips_14_10_02
			mips_48
			mips_63_17_09
	at_At5g03780 -	mips_03_01_11	"myb -like protein"
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_99
			mips_30_10_03
			mips_48
			mips_62_01_07
			mips_62_02_01_02
			mips_62_02_01_02_99
	at_At5g05130 -	mips_03_01_05	"helicase-like transcription factor-like protein"
	at_At5g05530 -	mips_03_03_04	"putative protein"
			mips_03_03_04_07
	at_At5g06420 -	mips_63_03_03	"putative protein"
	at_At5g10380 -	mips_40_04_05	"putative protein"
	at_At5g16910 -	mips_01_05	"cellulose synthase catalytic subunit -like protein"
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
	at_At5g18330 -	mips_05	"putative protein"
			mips_06_04
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g20570 -	mips_03_03_01_01	"ring-box protein - like"
			mips_03_03_01_01_03
			mips_06_07_05
			mips_14_10
			mips_14_10_02
			mips_14_10_02_01
			mips_40_10_99
			mips_62
			mips_62_01
			mips_62_01_07
	at_At5g22750	mips_03	"putative protein"
			mips_03_01
			mips_03_01_05
			mips_03_01_05_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_40_10
			mips_63
			mips_63_03
			mips_63_17
			mips_63_17_01
			mips_63_19
	at_At5g37270 -	mips_03_01_05_01	"putative protein"
	at_At5g37870 -	mips_03	"putative protein"
			mips_03_03
			mips_03_03_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_13
			mips_10
			mips_14
			mips_14_04
			mips_14_10
			mips_14_10_02
			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_03
			mips_40_10
	at_At5g37930 -	mips_14_10	"putative protein"
			mips_14_10_02
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g39550	mips_14_01	"zinc finger -like protein"
			mips_14_01_01
			mips_14_01_05
			mips_63_03_01
			mips_63_17
			mips_63_17_09
	at_At5g40250 -	mips_14_04_03	"RING finger -like protein"
			mips_14_04_03_03
	at_At5g44280 -	mips_03_01_09	"putative protein"
			mips_03_01_09_05
			mips_04_05_01_04_03
			mips_10_05_02
			mips_10_05_02_26
	at_At5g45290 -	mips_25_03	"unknown protein"
	at_At5g46650 -	mips_14_04_03_03	"putative protein"
	at_At5g47430	mips_04_05_01	"DNA-binding protein-like"
			mips_04_05_01_04
			mips_06_04
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_14
			mips_14_04
			mips_20_25
			mips_25
			mips_25_05
			mips_25_05_10
			mips_63_01
			mips_63_03
			mips_63_17_09
	at_At5g52150 -	mips_06_10	"unknown protein"
	at_At5g56340 -	mips_03_01_99	"putative protein"
			mips_25_03
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_10_03
	at_At5g59000 -	mips_04_99	"unknown protein"
	at_At5g59550 -	mips_06_10	"unknown protein"
			mips_45
			mips_45_03
			mips_45_03_17
	at_At5g60710	mips_10_01_09	"putative protein"
			mips_10_01_09_03
			mips_13_07
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
			mips_40_27
			mips_43
			mips_43_03
			mips_43_03_19
			mips_63_07
			mips_63_17_01
			mips_67_01
			mips_67_01_01
			mips_67_04_07
	at_At5g62460 -	mips_04_99	"unknown protein"
	at_At5g63730	mips_63_17	"ARI-like RING zinc finger protein-like"
			mips_63_17_09
	at_At5g63750	mips_63_17_09	"ARI-like RING zinc finger protein-like"
	at_At5g67340 -	mips_06_04	"putative protein"
			mips_08
			mips_10_01
			mips_10_01_01
			mips_40_03
			mips_63_01
	Training Accuracy: 37/107 (34.58%)
	Training Frequency class 'mips_63_17': 218/4488 (4.86%)

	Evaluation on validation data (2239 items):
	at_At1g02610 -	mips_04_99	"hypothetical protein"
	at_At1g05880	mips_63_17_09	"hypothetical protein"
	at_At1g10560 -	mips_06	"unknown protein"
			mips_06_04
			mips_06_10
			mips_08_01
			mips_08_22
			mips_10
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_04
			mips_40_10
			mips_40_10_05
			mips_67
			mips_67_01
			mips_67_01_05
	at_At1g14260	mips_01_03	"hypothetical protein, 5' partial"
			mips_01_04
			mips_01_04_99
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_05_01_03_02
			mips_01_20
			mips_11_01
			mips_13_07
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_02
			mips_40_08
			mips_40_25
			mips_63_17
			mips_63_17_01
			mips_63_17_07
			mips_63_17_11
			mips_63_19_99
	at_At1g15100 -	mips_04_05	"RING-H2 zinc finger like protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_06_13
	at_At1g17970 -	mips_03_03_04	"unknown protein"
			mips_03_03_04_07
	at_At1g18780	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_13
			mips_40_07
			mips_45
			mips_45_03
			mips_45_03_17
			mips_63
			mips_63_17
			mips_63_17_09
			mips_98
	at_At1g22670 -	mips_08_13	"putative RING zinc finger protein"
	at_At1g29340 -	mips_08_01	"arm repeat-containing protein, putative"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At1g50410 -	mips_03_01_05	"unknown protein"
			mips_03_01_05_01
			mips_03_01_09
			mips_03_01_09_05
	at_At1g54150 -	mips_14_01	"unknown protein (At1g54150)"
			mips_14_01_03
			mips_14_10
			mips_14_10_02
			mips_25_05_09
			mips_25_05_10
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At1g61620 -	mips_04_99	"unknown protein"
	at_At1g65430	mips_63_17	"unknown protein"
			mips_63_17_09
	at_At1g72310 -	mips_04_05_01_04_03	"RING-H2 zinc finger protein (ATL3)"
	at_At1g74370	mips_25_05_10	"putative RING zinc finger protein"
			mips_30_04
			mips_40_04
			mips_40_04_05
			mips_63_17_09
	at_At1g76390 -	mips_06_10	"hypothetical protein"
			mips_08_01
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At1g79810 -	mips_08_10	"putative RING finger protein"
			mips_25_05_10
			mips_30_19
			mips_40_19
	at_At2g02960 -	mips_04_99	"unknown protein"
	at_At2g15260 -	mips_04_05_01_04_03	"hypothetical protein"
	at_At2g37950 -	mips_25_05_15	"unknown protein"
			mips_33_03_13
			mips_35_03_12
			mips_35_03_17
			mips_40_09
	at_At2g40830 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_03
	at_At2g41980 -	mips_25_05_13	"putative RING zinc finger protein"
			mips_33_03_13
			mips_35_03_17
	at_At2g44410 -	mips_04_05_01_04_03	"unknown protein"
			mips_10_05_02
			mips_10_05_02_26
			mips_25_05_25
	at_At2g44580	mips_14_04_03	"putative RING zinc finger protein"
			mips_14_04_03_03
			mips_25_03
			mips_48
			mips_63_17
			mips_63_17_09
	at_At2g45530 -	mips_04_99	"unknown protein"
			mips_14_04_03
			mips_14_04_03_03
	at_At2g47700 -	mips_20_25_16	"unknown protein"
			mips_25_05_25
			mips_47_03_15
			mips_47_03_15_07
	at_At3g07120	mips_04_05_01	"putative RING zinc finger protein"
			mips_04_05_01_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_25_05
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
			mips_45
			mips_45_03
			mips_45_03_17
			mips_48
			mips_63_03
			mips_63_17_09
	at_At3g09760 -	mips_40_22	"unknown protein"
	at_At3g14250 -	mips_04_05_99	"hypothetical protein"
	at_At3g14970 -	mips_03_01_05_01	"hypothetical protein"
	at_At3g15740 -	mips_25_03	"putative RING zinc finger protein"
			mips_40_07
			mips_45
			mips_45_03
			mips_45_03_17
	at_At3g19910	mips_08_22	"unknown protein"
			mips_63_17_09
	at_At3g23060 -	mips_20_25_16	"RING zinc finger protein, putative"
	at_At3g24800	mips_63_17	"PRT1"
			mips_63_17_09
	at_At3g25030	mips_03_03_01_03	"hypothetical protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_06_10
			mips_14_01
			mips_14_01_01
			mips_14_01_05
			mips_63_17_09
	at_At3g29270	mips_04_05	"unknown protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_40_04
			mips_40_04_05
			mips_63_01
			mips_63_03
			mips_63_17
			mips_63_17_09
	at_At3g42830	mips_03	"ring-box protein-like"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_01_01_03
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_06_07
			mips_06_07_05
			mips_06_13
			mips_40_03
			mips_40_10_99
			mips_62
			mips_62_01
			mips_62_01_07
			mips_63_01
			mips_63_17
			mips_63_17_09
	at_At3g45480 -	mips_03_03	"putative protein"
	at_At3g52100 -	mips_03_01_05_03	"putative protein"
			mips_13_07
			mips_25_05_09
			mips_43
			mips_43_03
			mips_43_03_09
	at_At3g53690 -	mips_04_05_99	"unknown protein"
	at_At3g54780 -	mips_25	"putative protein"
			mips_25_05
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
			mips_40_02
			mips_40_27
			mips_67
			mips_67_01
			mips_67_04
	at_At3g55530 -	mips_25	"putative protein"
			mips_25_03
			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_02
	at_At3g61790 -	mips_03_03	"seven in absentia-like protein"
			mips_03_03_01
			mips_06_13
			mips_14_10
			mips_14_10_02
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At4g25230 -	mips_10_05_02	"unknown protein"
			mips_10_05_02_26
	at_At4g31450 -	mips_04_05_01_04_03	"unknown protein"
			mips_14_04_03
			mips_14_04_03_03
	at_At4g37890 -	mips_10_05_02	"putative protein"
			mips_10_05_02_30
			mips_13_07
			mips_40_27
			mips_63_06
			mips_67_01
	at_At5g01520	mips_47	"C3HC4 type Zinc RING finger like protein"
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_48
			mips_63_17
			mips_63_17_09
	at_At5g15820 -	mips_45_03_17	"putative protein"
	at_At5g27420 -	mips_14_04_03	"RING-H2 zinc finger protein-like"
			mips_14_04_03_03
	at_At5g37230 -	mips_63_03_03	"putative protein"
	at_At5g42940 -	mips_03_01_05	"unknown protein"
			mips_03_01_05_01
	at_At5g53910 -	mips_03_01_05_01	"putative protein"
			mips_30_19
			mips_48
	at_At5g62560 -	mips_06_04	"putative protein"
			mips_08_01
			mips_10_01
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_10_05
	at_At5g63760	mips_63_17	"putative protein"
			mips_63_17_09
	at_At5g63970	mips_01	"putative protein"
			mips_01_06
			mips_06
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_99
			mips_13
			mips_13_07
			mips_40_02
			mips_40_03
			mips_40_09
			mips_48
			mips_63
			mips_63_09
			mips_63_17
			mips_63_17_01
			mips_67
			mips_67_99
	at_At5g66160 -	mips_06_13_04	"ReMembR-H2 protein JR700 (gb|AAF32325.1)"
			mips_08_13
			mips_40_25
	at_At5g67120 -	mips_43	"putative protein"
			mips_43_03
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_48
	Validation Accuracy: 15/57 (26.32%)
	Validation Frequency class 'mips_63_17': 119/2239 (5.31%)

	Evaluation on propertest data (3463 items):
	at_At1g01660 -	mips_63_06	"hypothetical protein"
	at_At1g01670 -	mips_01_01_01_11	"hypothetical protein"
	at_At1g02730 -	mips_01_05_01_03	"cellulose synthase catalytic subunit, putative"
			mips_01_05_01_03_02
			mips_30_01
	at_At1g02860	mips_03_03_01_03	"unknown protein"
			mips_06_10
			mips_14_01
			mips_25_03
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_48
			mips_63_17
			mips_63_17_09
	at_At1g03770 -	mips_03_01_05_01	"hypothetical protein"
			mips_10_05_02
			mips_10_05_02_26
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_63_03_01
	at_At1g04790	mips_04_05_01_04_03	"Unknown protein (At1g04790; F13M7.22)"
			mips_05_04
			mips_40_10_99
			mips_63_17
			mips_63_17_09
	at_At1g05120 -	mips_03_01_05_01	"hypothetical protein, 3' partial"
	at_At1g09060 -	mips_40_26	"hypothetical protein"
			mips_40_26_03
			mips_63_03_01
	at_At1g10170 -	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_10
			mips_10_05
			mips_11
			mips_11_01
			mips_13
			mips_13_07
			mips_13_11
			mips_14
			mips_14_04
			mips_25
			mips_40_10
			mips_63
			mips_63_03
			mips_98
	at_At1g11020 -	mips_04_99	"unknown protein"
	at_At1g11100 -	mips_03_01_05_01	"transcription factor RUSH-1alpha isolog"
			mips_03_01_09
			mips_03_01_99
	at_At1g11950 -	mips_40_26	"putative DNA-binding protein"
			mips_40_26_03
			mips_63_03_01
	at_At1g12760 -	mips_30_19	"hypothetical protein"
			mips_40_19
	at_At1g22510 -	mips_10_01_05	"unknown protein"
			mips_10_01_05_01
			mips_10_01_05_01_04
			mips_14_10
			mips_14_10_02
			mips_14_10_02_03
			mips_14_10_02_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_At1g24330 -	mips_08_01	"hypothetical protein"
			mips_67_01
			mips_67_01_05
	at_At1g24440	mips_30_19	"unknown protein"
			mips_40_19
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_63_17
			mips_63_17_09
	at_At1g32340	mips_04_05_01_04_01	"RING finger protein, putative"
			mips_10_01_11
			mips_63_17_09
	at_At1g49850	mips_01_06_01	"RING-H2 finger protein RHY1a"
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_40_22
			mips_63_17
			mips_63_17_09
	at_At1g53190 -	mips_43	"putative RING finger protein gb|AAD17397.1; similar to ESTs dbj|AV43597.1, gb|AA598107.1"
			mips_43_03
			mips_43_03_13
			mips_47_03_01
	at_At1g56040 -	mips_14_01	"hypothetical protein"
			mips_25_05_09
			mips_30_04
			mips_30_04_07
			mips_35_03_09
			mips_37
			mips_37_03
			mips_37_03_13
			mips_37_03_13_05
			mips_40_04
			mips_40_04_07
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_13
			mips_47_03_13_05
	at_At1g57730 -	mips_45	""
			mips_45_03
			mips_45_03_17
	at_At1g57820	mips_14_01	"putative transcription factor protein (At1g57820)"
			mips_14_01_01
			mips_14_01_05
			mips_63_03_01
			mips_63_17
			mips_63_17_09
	at_At1g62370 -	mips_25_05_13	"hypothetical protein"
			mips_33_03_13
			mips_35_03_17
	at_At1g65040	mips_25_05_13	""
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_40_07
			mips_63_17_09
	at_At1g66630 -	mips_14_10	"hypothetical protein"
			mips_14_10_02
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At1g68070 -	mips_06_10	"RING zinc finger like protein"
	at_At1g68820 -	mips_10_05_02	"unknown protein (At1g68820)"
			mips_10_05_02_99
			mips_14_10
			mips_14_10_02
			mips_14_10_02_01
			mips_14_10_02_99
			mips_48
	at_At1g72220	mips_40_04	"RING-H2 zinc finger protein ATL3, putative"
			mips_40_04_05
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_63_17_09
	at_At1g73760 -	mips_03_03_01_01	"putative RING zinc finger protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_45
			mips_45_03
			mips_45_03_17
	at_At1g74760	mips_63_17_09	""
	at_At1g74990	mips_10_01	"RING zinc finger like protein"
			mips_10_01_01
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
			mips_63_01
			mips_63_03
			mips_63_17
			mips_63_17_09
	at_At2g15530	mips_04_05_01_04_03	"putative RING zinc finger protein"
			mips_63_03_01
			mips_63_17_09
	at_At2g15580 -	mips_25_05_13	"putative RING-H2 zinc finger protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_48
	at_At2g16090	mips_03_03	"unknown protein"
			mips_63_17_09
	at_At2g18650 -	mips_03_01_05_01	"putative RING zinc finger protein"
			mips_04_05_01_01
			mips_04_05_01_04_01
			mips_11_01_09
			mips_40_10_03
			mips_40_27
			mips_63_03_01
	at_At2g20030	mips_03	"putative RING zinc finger protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_25
			mips_25_05
			mips_25_05_01
			mips_33_03_02
			mips_33_03_07
			mips_40_03
			mips_45
			mips_45_03
			mips_45_03_03
			mips_45_03_03_01
			mips_47
			mips_47_03
			mips_47_03_05
			mips_47_03_05_02
			mips_63_01
			mips_63_03
			mips_63_17_09
	at_At2g22120 -	mips_04_99	"hypothetical protein"
	at_At2g22680 -	mips_10_05	"copia-like retroelement pol polyprotein"
			mips_10_05_02
			mips_10_05_02_30
			mips_14
			mips_14_04
			mips_20
			mips_25
			mips_25_05
			mips_40_02
			mips_67
			mips_67_01
	at_At2g22690 -	mips_13_07	"unknown protein"
			mips_14_10
			mips_14_10_02
	at_At2g24480 -	mips_40_22	"hypothetical protein"
	at_At2g26000	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_01
			mips_40_04
			mips_63_17
			mips_63_17_09
	at_At2g26350	mips_06_10	"zinc-binding peroxisomal integral membrane protein (PEX10)"
			mips_25_05_10
			mips_30_19
			mips_40_19
			mips_63_17_09
	at_At2g28840 -	mips_63_07	"unknown protein"
	at_At2g35330 -	mips_45_03_12	"unknown protein"
	at_At2g37150	mips_25	"putative protein with C-terminal RING finger"
			mips_25_05
			mips_25_05_15
			mips_30
			mips_30_04
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_01
			mips_63_17
			mips_63_17_09
	at_At2g37580 -	mips_01_05	"putative RING zinc finger protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_05
			mips_06_07
			mips_40_02
	at_At2g39720 -	mips_45	"unknown protein"
			mips_45_03
			mips_45_03_17
	at_At2g39810 -	mips_10_05_02	"hypothetical protein"
			mips_10_05_02_99
			mips_14_10
			mips_14_10_02
			mips_14_10_02_01
			mips_14_10_02_99
	at_At2g44330	mips_63_17_09	"putative protein"
	at_At2g45920	mips_06_01	"unknown protein"
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_01
			mips_48
			mips_62
			mips_62_01
			mips_62_01_07
			mips_63_17
			mips_63_17_09
	at_At3g09770 -	mips_03_03_01_01	"putative RING zinc finger protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_40_08
			mips_40_09
			mips_48
	at_At3g10810	mips_04_05	"putative RING zinc finger protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_06_07
			mips_10_05
			mips_30
			mips_30_04
			mips_40_02
			mips_40_04
			mips_40_04_05
			mips_48
			mips_63_01
			mips_63_17
			mips_63_17_09
	at_At3g13430 -	mips_40_22	"unknown protein"
			mips_45_03_17
	at_At3g15070 -	mips_03	"RING zinc finger like protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_04
			mips_03_03_04_07
	at_At3g16090 -	mips_25_05_10	"putative zinc finger protein"
	at_At3g16720	mips_63_17_09	"putative RING zinc finger protein"
	at_At3g23280 -	mips_30_04	"unknown protein"
			mips_40_07
			mips_40_08
			mips_63_07
	at_At3g26730 -	mips_03_03_01_01	"RING zinc finger like protein"
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_07
	at_At3g27330 -	mips_03_01_05	"hypothetical protein"
			mips_03_01_05_01
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_07
			mips_04_05_01_01
			mips_04_05_01_04_01
			mips_06_10
			mips_11_01_09
			mips_40_10_03
	at_At3g30460 -	mips_45	"RING zinc finger protein"
			mips_45_03
			mips_45_03_17
	at_At3g45470 -	mips_04_05_99	"putative protein"
	at_At3g45540 -	mips_03_03	"putative protein"
	at_At3g47550 -	mips_04_99	"putative protein"
	at_At3g48070 -	mips_04_05_01_04_03	"unknown protein"
			mips_14_04_03
			mips_14_04_03_03
	at_At3g49810 -	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At3g54790 -	mips_13_07	"putative protein"
			mips_40_10_05
	at_At3g54850 -	mips_08_01	"putative protein"
			mips_13_07
			mips_30_10_05
	at_At3g55070 -	mips_13_07	"putative protein"
			mips_14_10
			mips_14_10_02
	at_At3g58030	mips_04_05_99	"unknown protein"
			mips_10_05
			mips_25_05_25
			mips_40_02
			mips_63_17
			mips_63_17_09
	at_At3g58040 -	mips_14_10	"unknown protein"
			mips_14_10_02
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g60220 -	mips_04	"RING-H2 zinc finger protein ATL4"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_11
			mips_11_05
			mips_11_05_03
			mips_98
	at_At3g61390 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_10_05
	at_At4g05350 -	mips_04	"putative protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_13
			mips_63
			mips_63_03
			mips_63_03_03
	at_At4g09110 -	mips_03_01_05_01	"putative protein"
	at_At4g09120 -	mips_20_25_16	"putative protein"
			mips_47_03_15
			mips_47_03_15_07
	at_At4g11680 -	mips_40_19	"unknown protein"
	at_At4g12140 -	mips_63_03_03	"putative protein"
	at_At4g13490	mips_10_01_05	"putative protein"
			mips_10_01_05_01
			mips_10_01_05_01_04
			mips_13_11
			mips_14_10
			mips_14_10_02
			mips_14_10_02_03
			mips_14_10_02_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_17
			mips_63_17_09
	at_At4g14220 -	mips_04_05	"RING-H2 finger protein RHF1a"
			mips_04_05_01
			mips_04_05_01_04
			mips_25
			mips_25_03
	at_At4g17410 -	mips_03_01_05	"hypothetical protein"
			mips_03_01_05_01
			mips_03_03_01_03
			mips_06_10
			mips_25_05_10
			mips_63_03_01
	at_At4g19670	mips_04_05	"putative protein"
			mips_04_05_99
			mips_06_07
			mips_30
			mips_30_04
			mips_40_04
			mips_40_04_05
			mips_63_01
			mips_63_17
			mips_63_17_09
	at_At4g22250 -	mips_14_04_03_03	"hypothetical protein"
			mips_48
	at_At4g26400 -	mips_03_03_01	"putative protein"
			mips_03_03_01_01
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_07
			mips_08_01
			mips_40_10
	at_At4g26580 -	mips_04_05	"putative protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_45
			mips_45_03
			mips_45_03_17
	at_At4g33940	mips_04_05_01_04_03	"putative protein"
			mips_25_05_01
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_17_09
	at_At4g34040 -	mips_45	"putative protein"
			mips_45_03
			mips_45_03_17
	at_At4g37880 -	mips_13_07	"putative protein"
			mips_14_10
			mips_14_10_02
	at_At5g01070 -	mips_04_99	"putative protein"
	at_At5g02750	mips_20	"putative protein"
			mips_20_25
			mips_20_25_16
			mips_63_17
			mips_63_17_09
	at_At5g05660 -	mips_13_07	"putative protein"
			mips_30_27
			mips_30_27_01
			mips_40_27
			mips_40_27_01
			mips_63_07
	at_At5g07270 -	mips_30_10	"putative protein"
			mips_40_10_03
	at_At5g09630 -	mips_13_07	"unknown protein"
			mips_14_10
			mips_14_10_02
	at_At5g10370 -	mips_03_03_01	"putative protein"
			mips_04_05_05_01
			mips_04_05_99
			mips_05_07
	at_At5g10650 -	mips_45_03_17	"Pspzf zinc finger protein - like"
	at_At5g14420	mips_01_06	"putative protein"
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_99
			mips_13_03
			mips_13_03_01
			mips_13_07
			mips_40_02
			mips_40_09
			mips_48
			mips_63_09
			mips_63_17
			mips_63_17_01
			mips_67_99
	at_At5g18760 -	mips_04_99	"putative protein"
	at_At5g20910 -	mips_03_03_01_03	"ABI3-interacting protein 2"
			mips_45
			mips_45_03
			mips_45_03_17
	at_At5g22000 -	mips_04	"RING-H2 finger protein RHF2a"
			mips_06
			mips_63_01
	at_At5g25560	mips_04_05_01_04_01	"putative protein"
			mips_11_05_05
			mips_11_05_05_99
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_05_02
			mips_47_03_11
			mips_47_03_11_05
			mips_47_03_15
			mips_47_03_15_01
			mips_63_17_09
	at_At5g37900 -	mips_14_10	"putative protein"
			mips_14_10_02
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g37910 -	mips_14_10	"putative protein"
			mips_14_10_02
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g40140 -	mips_06_10	"putative protein"
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
			mips_67_01
			mips_67_01_05
	at_At5g41430 -	mips_04	"unknown protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_98
	at_At5g43200 -	mips_63_03_03	"putative protein"
	at_At5g43530 -	mips_03_01_09	"DNA repair protein-like"
			mips_03_01_99
	at_At5g47610 -	mips_45	"unknown protein"
			mips_45_03
			mips_45_03_17
	at_At5g51450 -	mips_30_19	"unknown protein"
			mips_40_19
	at_At5g52140 -	mips_62_02_01_01	"unknown protein"
	at_At5g54990 -	mips_40_19	"putative protein"
	at_At5g58410 -	mips_30_19	"unknown protein"
	at_At5g58580 -	mips_03_03_01_03	"putative protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_06_10
	at_At5g60580 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_03
	at_At5g62800 -	mips_14_10_02	"SIAH1 - like protein"
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	at_At5g62910 -	mips_04_05_01_04_03	"unknown protein"
			mips_14_04_03
			mips_14_04_03_03
	at_At5g65200 -	mips_06_04	"putative protein"
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	Propertest Accuracy: 27/115 (23.48%)
	Propertest Frequency class 'mips_63_17': 174/3463 (5.02%)

	New (unknown) data (2239 items):
	at_At1g01350 -	no entry	null
	at_At1g01680 -	no entry	null
	at_At1g04360 -	no entry	null
	at_At1g18910 -	no entry	null
	at_At1g19680 -	mips_99	"hypothetical protein"
	at_At1g22500 -	no entry	null
	at_At1g26800 -	no entry	null
	at_At1g28040 -	no entry	null
	at_At1g53010 -	no entry	null
	at_At1g56280 -	no entry	null
	at_At1g63840 -	no entry	null
	at_At1g69330 -	no entry	null
	at_At1g71980 -	no entry	null
	at_At1g74620 -	no entry	null
	at_At2g17730 -	no entry	null
	at_At2g21420 -	no entry	null
	at_At2g23780 -	no entry	null
	at_At2g25380 -	no entry	null
	at_At2g28920 -	no entry	null
	at_At2g31510 -	no entry	null
	at_At2g32950 -	no entry	null
	at_At2g35000 -	no entry	null
	at_At2g47090 -	no entry	null
	at_At2g47560 -	no entry	null
	at_At3g07000 -	no entry	null
	at_At3g08020 -	no entry	null
	at_At3g10910 -	no entry	null
	at_At3g11110 -	no entry	null
	at_At3g14320 -	no entry	null
	at_At3g28620 -	no entry	null
	at_At3g42940 -	no entry	null
	at_At3g43180 -	no entry	null
	at_At3g47180 -	mips_48	"zinc-finger protein-like protein"
	at_At3g48030 -	no entry	null
	at_At3g61460 -	no entry	null
	at_At3g62690 -	no entry	null
	at_At4g09100 -	no entry	null
	at_At4g09130 -	no entry	null
	at_At4g09560 -	no entry	null
	at_At4g10940 -	no entry	null
	at_At4g17920 -	no entry	null
	at_At4g27470 -	no entry	null
	at_At4g28370 -	no entry	null
	at_At4g28890 -	no entry	null
	at_At4g31410 -	no entry	null
	at_At4g32600 -	no entry	null
	at_At4g35070 -	no entry	null
	at_At4g36550 -	no entry	null
	at_At4g39140 -	no entry	null
	at_At5g01160 -	no entry	null
	at_At5g01880 -	no entry	null
	at_At5g18260 -	no entry	null
	at_At5g21140 -	no entry	null
	at_At5g22920 -	no entry	null
	at_At5g37220 -	no entry	null
	at_At5g37250 -	no entry	null
	at_At5g37890 -	no entry	null
	at_At5g41440 -	no entry	null
	at_At5g41450 -	no entry	null
	at_At5g42200 -	no entry	null
	at_At5g55970 -	no entry	null
	at_At1g09520 -	no entry	null
	at_At1g32740 -	no entry	null
	at_At1g49200 -	no entry	null
	at_At1g49220 -	no entry	null
	at_At1g51930 -	no entry	null
	at_At1g60360 -	no entry	null
	at_At1g63170 -	no entry	null
	at_At1g67270 -	no entry	null
	at_At1g67780 -	no entry	null
	at_At1g68140 -	no entry	null
	at_At1g75400 -	no entry	null
	at_At1g77830 -	no entry	null
	at_At1g78420 -	no entry	null
	at_At2g19610 -	no entry	null
	at_At2g21500 -	no entry	null
	at_At2g22010 -	no entry	null
	at_At2g25410 -	no entry	null
	at_At2g26130 -	no entry	null
	at_At2g27940 -	no entry	null
	at_At2g31760 -	no entry	null
	at_At2g31770 -	no entry	null
	at_At2g31780 -	no entry	null
	at_At2g34000 -	no entry	null
	at_At2g34990 -	no entry	null
	at_At2g35910 -	no entry	null
	at_At2g38190 -	no entry	null
	at_At2g39100 -	no entry	null
	at_At3g15150 -	no entry	null
	at_At3g18930 -	no entry	null
	at_At3g19140 -	no entry	null
	at_At3g24740 -	no entry	null
	at_At3g43430 -	no entry	null
	at_At3g45560 -	no entry	null
	at_At3g47990 -	no entry	null
	at_At3g54360 -	no entry	null
	at_At3g60300 -	no entry	null
	at_At3g62240 -	no entry	null
	at_At4g00070 -	no entry	null
	at_At4g10150 -	no entry	null
	at_At4g10160 -	no entry	null
	at_At4g11360 -	no entry	null
	at_At4g11370 -	no entry	null
	at_At4g13100 -	no entry	null
	at_At4g17910 -	no entry	null
	at_At4g21070 -	no entry	null
	at_At4g27880 -	no entry	null
	at_At4g38140 -	no entry	null
	at_At5g01960 -	no entry	null
	at_At5g02330 -	no entry	null
	at_At5g03180 -	no entry	null
	at_At5g05280 -	no entry	null
	at_At5g05810 -	no entry	null
	at_At5g06490 -	no entry	null
	at_At5g07040 -	no entry	null
	at_At5g07640 -	no entry	null
	at_At5g15790 -	no entry	null
	at_At5g17600 -	no entry	null
	at_At5g18340 -	no entry	null
	at_At5g18650 -	no entry	null
	at_At5g37200 -	no entry	null
	at_At5g38070 -	no entry	null
	at_At5g38690 -	no entry	null
	at_At5g43420 -	no entry	null
	at_At5g49230 -	no entry	null
	at_At5g57740 -	no entry	null
	at_At5g57750 -	no entry	null
	at_At5g57820 -	no entry	null
	at_At5g60250 -	no entry	null
	at_At5g66640 -	no entry	null
	at_At1g15430 -	no entry	null
	at_At1g21960 -	no entry	null
	at_At1g35330 -	no entry	null
	at_At1g36950 -	no entry	null
	at_At1g49230 -	no entry	null
	at_At1g61830 -	no entry	null
	at_At1g70910 -	no entry	null
	at_At1g72200 -	no entry	null
	at_At1g76410 -	mips_04	"putative RING zinc finger protein"
			mips_98
	at_At1g80220 -	no entry	null
	at_At2g18670 -	no entry	null
	at_At2g35420 -	no entry	null
	at_At2g38920 -	no entry	null
	at_At2g42350 -	no entry	null
	at_At2g42360 -	no entry	null
	at_At2g46160 -	no entry	null
	at_At3g43750 -	no entry	null
	at_At3g45510 -	no entry	null
	at_At3g45570 -	no entry	null
	at_At3g46620 -	no entry	null
	at_At3g56580 -	no entry	null
	at_At3g61550 -	no entry	null
	at_At4g08460 -	no entry	null
	at_At4g12150 -	no entry	null
	at_At4g12190 -	no entry	null
	at_At4g12210 -	no entry	null
	at_At4g30370 -	no entry	null
	at_At5g05830 -	no entry	null
	at_At5g11620 -	no entry	null
	at_At5g19080 -	mips_48	"putative protein"
	at_At5g19430 -	no entry	null
	at_At5g24870 -	no entry	null
	at_At5g26990 -	no entry	null
	at_At5g37280 -	no entry	null
	at_At5g37560 -	no entry	null
	at_At5g41350 -	no entry	null
	at_At5g41400 -	no entry	null
	at_At5g60820 -	no entry	null
	at_At5g64920 -	no entry	null
	at_At5g65740 -	no entry	null


------------------
Rule 1185
	b.38.1 <= 2.5e-08
	f > 0.016
	->  class mips_04_05 "mRNA transcription"

	Evaluation on training data (4488 items):
	at_At1g03330	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_30_10
			mips_30_10_07
			mips_40_10_07
			mips_40_10_99
			mips_63_03_03
	at_At1g19120	mips_04_05_05_01	"unknown protein"
			mips_04_05_05_03
			mips_04_05_05_05
			mips_04_05_05_11
			mips_04_05_99
			mips_40_10_07
			mips_62_01_07
	at_At1g21190	mips_04_05_05_01	"putative protein"
			mips_40_10_07
	at_At1g65700	mips_04_05_05_01	"small nuclear ribonucleoprotein, putative"
			mips_40_10_07
	at_At1g76300	mips_04	"putative small nuclear ribonucleoprotein Sm D3"
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_40
			mips_40_10
			mips_40_10_07
			mips_40_10_99
			mips_63
			mips_63_01
			mips_63_03
	at_At2g23930	mips_04_05_05	"putative small nuclear ribonucleoprotein E"
			mips_04_05_05_01
			mips_40_10_07
	at_At3g14010	mips_03_03	"unknown protein"
			mips_03_03_01
			mips_03_03_01_01_11
			mips_04_05_01_04_03
			mips_06_10
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_01_01
			mips_14_01_03
			mips_14_04_03_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_47_03_01_01_01_02
			mips_47_03_01_01_01_99
	at_At3g14080	mips_04_05_05	"Sm protein, putative"
			mips_04_05_05_01
			mips_04_05_05_03
			mips_04_05_05_05
			mips_04_05_05_11
			mips_04_05_99
			mips_40_10_07
	at_At3g59810	mips_04_05_05	"U6 snRNA-associated Sm-like protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_40_10_07
			mips_40_10_99
	at_At3g62840	mips_04_05_05	"small nuclear ribonucleoprotein-like protein"
			mips_04_05_05_01
			mips_06_10
			mips_40_10_07
			mips_62_01_07
			mips_62_02
			mips_62_02_01
	at_At5g48870	mips_04_05_05	"Sm-like protein (SAD1)"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_40_10_07
			mips_40_10_99
			mips_63_03_03
	Training Accuracy: 11/11 (100.00%)
	Training Frequency class 'mips_04_05': 491/4488 (10.94%)

	Evaluation on validation data (2239 items):
	at_At2g03870	mips_04_05_05	"putative snRNP splicing factor"
			mips_04_05_05_01
			mips_04_05_05_01_99
			mips_06_10
			mips_30_10
			mips_30_10_99
			mips_40_10_07
			mips_40_10_99
			mips_62
			mips_62_01
			mips_62_01_07
			mips_63_03_03
	at_At2g18740	mips_04_05_05	"putative small nuclear ribonucleoprotein E"
			mips_04_05_05_01
			mips_40_10_07
			mips_40_10_99
	at_At2g47640	mips_04_05_05_01	"putative small nuclear ribonucleoprotein D2"
			mips_40_10_07
	at_At4g02840	mips_04_05_05	"small nuclear riboprotein Sm-D1-like protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_40_10_07
			mips_40_10_99
			mips_63_03_03
	at_At4g20440	mips_04	"putative snRNP protein"
			mips_04_05_05
			mips_04_05_05_01
			mips_14_04
			mips_40_10
			mips_40_10_07
	at_At5g44500	mips_04_05_05_01	"unknown protein"
			mips_40_10_07
	Validation Accuracy: 6/6 (100.00%)
	Validation Frequency class 'mips_04_05': 257/2239 (11.48%)

	Evaluation on propertest data (3463 items):
	at_At1g20580	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
			mips_40_10_07
	at_At1g76860	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
			mips_40_10_07
	at_At2g43810	mips_04_05_05	"putative small nuclear ribonucleoprotein polypeptide F"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_40_10_07
			mips_40_10_99
			mips_63_03_03
	at_At3g07590	mips_04_05_05_01	"putative small nuclear ribonucleoprotein (Sm-D1)"
			mips_04_05_05_01_10
			mips_40_10_07
	at_At3g11500	mips_04	"putative small nuclear ribonucleoprotein polypeptide G"
			mips_04_05_05
			mips_04_05_05_01
			mips_14_04
			mips_25_05
			mips_40_10
			mips_40_10_07
	at_At4g30220	mips_04_05_05_01	"snRNP Sm protein F - like"
			mips_04_05_05_01_10
			mips_40_10_07
	at_At4g30330	mips_04_05_05_01	"small nuclear ribonucleoprotein homolog"
			mips_40_10_07
	at_At5g27720	mips_04_05_05_01	"glycine rich protein - like"
			mips_04_05_05_01_10
			mips_04_99
			mips_40_10_07
			mips_63_03_03
	Propertest Accuracy: 8/8 (100.00%)
	Propertest Frequency class 'mips_04_05': 388/3463 (11.20%)

	New (unknown) data (2239 items):
	at_At2g17000 -	no entry	null
	at_At2g17010 -	no entry	null
	at_At1g78610 -	no entry	null
	at_At3g14810 -	no entry	null
	at_At5g19520 -	no entry	null
	at_At1g53470 -	no entry	null
	at_At5g12080 -	no entry	null


------------------
Rule 1170
	a.118.8 <= 0.019
	a.2.3 > 0.0018
	b.15.1 > 1.3e-12
	b.68 > 0.0016
	b.69.2 > 0.0096
	b.85 > 1.2e-12
	c.87 > 0.0048
	d.144 > 0.019
	d.26.1 > 9.7e-27
	g > 0.019
	->  class mips_04_05 "mRNA transcription"

	Evaluation on training data (4488 items):
	at_At1g02060	mips_04_05_99	"unknown protein"
	at_At1g06150 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g06710 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g08610	mips_04_05_99	"hypothetical protein"
	at_At1g10910	mips_04_05_99	"membrane-associated salt-inducible protein isolog"
	at_At1g11630	mips_04_05	"putative membrane-associated salt-inducible protein"
			mips_04_05_99
	at_At1g12300	mips_04_05_99	"hypothetical protein"
	at_At1g12620	mips_04_05_99	"putative protein"
	at_At1g12770	mips_04_05_05	"similar to ATP-dependent RNA helicase"
			mips_04_05_05_01
			mips_05
			mips_14_01
			mips_63_03_03
			mips_63_19_03
	at_At1g13040	mips_04_05_99	"hypothetical protein"
	at_At1g13800	mips_04_05_99	"hypothetical protein"
	at_At1g16830	mips_04_05_99	"hypothetical protein"
	at_At1g17630 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g17680 -	mips_40_10_99	"hypothetical protein"
	at_At1g17760	mips_04_05_05	"unknown protein (At1g17760)"
			mips_04_05_05_05
			mips_04_05_99
			mips_63_03_03
	at_At1g20200 -	mips_06_07_03	"proteasome regulatory subunit S3 like protein"
			mips_06_13_01
			mips_06_13_01_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_03
	at_At1g22960	mips_04_05_99	"putative salt-inducible protein"
	at_At1g26500	mips_04_05_99	"hypothetical protein"
	at_At1g26900 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g27150 -	mips_10_05	"unknown protein"
			mips_20
			mips_20_25
			mips_20_25_16
	at_At1g30630 -	mips_06_04	"coatomer-like protein, epsilon subunit"
			mips_08
			mips_08_07
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_08
			mips_40_09
	at_At1g52640	mips_04_05_99	""
	at_At1g56090 -	mips_03_03_01_01	"unknown protein"
			mips_03_03_01_01_11
			mips_03_03_01_01_13
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_07
			mips_30_05
			mips_40_04_05
			mips_40_05
	at_At1g61870	mips_04_05_99	"unknown protein"
	at_At1g62590	mips_04_05_99	"putative membrane-associated salt-inducible protein (AL021637); similar to EST gb|AA728420"
	at_At1g62670	mips_04_05_99	"PPR-repeat protein"
	at_At1g62680	mips_04_05_99	"PPR-repeat protein"
	at_At1g62740 -	mips_11_01	"TPR-repeat protein"
			mips_14_01
	at_At1g62860	mips_04	"hypothetical protein"
			mips_04_05_99
	at_At1g63080	mips_04_05_99	"unknown protein"
	at_At1g63150	mips_04_05_99	"unknown protein"
	at_At1g63230	mips_04_05_99	"hypothetical protein"
	at_At1g65080 -	mips_02_11_05	"F16G16.8"
			mips_02_13
			mips_08_04
			mips_30_16
	at_At1g65120	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_99
	at_At1g67650 -	mips_01_04	"putative protein"
			mips_40_07
	at_At1g68980	mips_04_05_99	"unknown protein"
	at_At1g69350 -	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At1g71060	mips_04_05_99	"hypothetical protein"
	at_At1g74580	mips_04_05_99	"hypothetical protein"
	at_At1g74600 -	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At1g74750	mips_04_05_99	""
	at_At1g74850	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At1g77230 -	mips_06_07_02	"hypothetical protein"
			mips_06_07_02_01
	at_At1g79080	mips_04_05_99	"hypothetical protein"
	at_At1g79540	mips_04_05_99	"hypothetical protein"
	at_At2g01740	mips_04_05_99	"hypothetical protein"
	at_At2g15630	mips_04_05_99	"putative salt-inducible protein"
	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_At2g16880	mips_04_05_99	"putative salt-inducible protein"
	at_At2g25290 -	mips_14_01_03	"unknown protein"
			mips_25_05_09
			mips_25_05_25
	at_At2g26790	mips_04	"putative salt-inducible protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At2g26990	mips_04_05_01_04_99	"putative PCI domain protein"
			mips_06_13_01
			mips_06_13_01_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_03
	at_At2g30100	mips_04_05_99	"putative unknown protein, leucine-rich repeat"
	at_At2g34840 -	mips_06_04	"putative coatomer epsilon subunit"
			mips_08
			mips_08_07
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_08
			mips_40_09
	at_At2g36730 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At2g48000	mips_04_05_99	"hypothetical protein"
	at_At3g07290	mips_04_05_99	"hypothetical protein"
	at_At3g09040 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g09490 -	mips_40_08	"hypothetical protein"
	at_At3g11964 -	mips_04_01	"rRNA biogenesis protein, putative, 3' partial"
			mips_04_01_04
	at_At3g13210	mips_03_03	"crn-like protein"
			mips_03_03_01
			mips_04_05_05
			mips_04_05_05_01
			mips_40_10_99
	at_At3g14110 -	mips_06_04	"unknown protein"
			mips_08_04
			mips_11
			mips_11_01
			mips_14
			mips_14_01
			mips_40_10_99
			mips_40_16
			mips_67
			mips_67_99
	at_At3g15200	mips_04_05_99	"hypothetical protein"
	at_At3g17970	mips_03_03_01_01	"phosphoprotein phosphatase, putative"
			mips_03_03_01_01_11
			mips_03_03_04
			mips_03_03_04_07
			mips_04_05_99
			mips_06_07_03
			mips_08_02
			mips_10_01_05_01
			mips_40_26
			mips_40_26_03
			mips_48
			mips_62_01
			mips_62_01_01
	at_At3g22150 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g22470	mips_04_05_99	"hypothetical protein"
	at_At3g25060 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g26540 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g27750 -	mips_06_01	"unknown protein"
	at_At3g29230 -	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At3g42630	mips_04_05_99	"unknown protein"
	at_At3g46610	mips_04_05_99	"hypothetical protein"
	at_At3g47840 -	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
			mips_99
	at_At3g49240	mips_04_05_99	"putative protein"
	at_At3g52140 -	mips_05	"putative protein"
			mips_05_04
			mips_14
			mips_14_04
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_01
			mips_20_25_16_01_07
			mips_25
			mips_25_05
			mips_30
			mips_30_16
			mips_40_03
			mips_63
	at_At3g53170	mips_04_05_99	"nodulin / glutamate-ammonia ligase - like protein"
	at_At3g53700	mips_04_05_99	"putative protein"
	at_At3g56150 -	mips_05_04_01	"PROBABLE EUKARYOTIC TRANSLATION INITIATION FACTOR 3 SUBUNIT 8"
	at_At3g56190 -	mips_08_16	"alpha-soluble NSF attachment protein"
			mips_08_19
			mips_30_25
	at_At3g57290	mips_04_05	"p48 protein"
			mips_05
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_06_01
			mips_06_10
			mips_11
			mips_11_05
			mips_11_05_99
			mips_14
			mips_14_01
			mips_14_01_01
			mips_14_01_99
			mips_40_03
			mips_48
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_99
			mips_63_01
			mips_63_03
			mips_63_03_03
	at_At3g60980	mips_04_05_99	"putative protein"
	at_At4g03430	mips_04_05_05	"putative pre-mRNA splicing factor"
			mips_04_05_05_01
			mips_40_10_99
	at_At4g04370 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At4g18520 -	mips_06	"putative protein"
			mips_06_01
			mips_99
	at_At4g19440	mips_04_05_99	"putative protein"
	at_At4g19900	mips_04_05_99	"putative protein"
	at_At4g20090	mips_04_05_99	"membrane-associated salt-inducible-like protein"
	at_At4g21880	mips_04	"putative protein"
			mips_04_05
			mips_04_05_99
	at_At4g22970 -	mips_03_03	"putative protein"
			mips_03_03_01
	at_At4g24270	mips_04_05_05_01	"unknown protein"
			mips_04_05_05_05
			mips_04_05_99
			mips_63_03_03
	at_At4g24820 -	mips_06_13_01	"putative proteasome regulatory subunit"
			mips_06_13_01_01
			mips_25_05_25
			mips_62_02_01_02
	at_At4g25270 -	mips_02_30	"putative protein"
			mips_06_01
			mips_08_99
	at_At4g28010	mips_04_05_99	"putative protein"
	at_At4g28080 -	mips_05	"putative protein"
			mips_05_04
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_16
			mips_40_03
	at_At4g32070	mips_03_03_01_01	"putative protein"
			mips_03_03_01_01_11
			mips_03_03_04
			mips_03_03_04_07
			mips_04_05_99
			mips_06_07_03
			mips_10_01_05_01
			mips_48
			mips_62_01
			mips_62_01_01
	at_At4g32820 -	mips_10_01_09	"putative protein"
			mips_10_01_09_03
			mips_62_02_01_02
			mips_63_17_01
	at_At4g37210 -	mips_03_01_01	"unknown protein"
			mips_03_01_01_01
			mips_03_01_99
			mips_06_07_03
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_25_05_25
			mips_30_10
			mips_30_10_03
			mips_33
			mips_33_03
			mips_33_03_02
			mips_43
			mips_43_03
			mips_43_03_02
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
			mips_62_01
			mips_62_01_01
	at_At4g38150	mips_04_05_99	"putative protein"
	at_At4g39470 -	mips_06_07_02	"unknown protein"
			mips_06_07_02_01
			mips_08_04
	at_At5g02860	mips_04_05_99	"putative protein"
	at_At5g11310	mips_04_05_99	"putative protein"
	at_At5g14080	mips_04_05_99	"putative protein"
	at_At5g14350	mips_04_05_99	"putative protein"
	at_At5g15300 -	mips_06_01	"putative protein"
	at_At5g17270 -	mips_14_01_03	"putative protein"
			mips_25_05_09
			mips_25_05_25
	at_At5g28220 -	mips_62_02_01_02	"putative protein"
	at_At5g36300	mips_04_05_99	"putative protein"
	at_At5g37130 -	mips_01	"putative protein"
			mips_05
			mips_06
			mips_06_07
			mips_10
			mips_14
			mips_14_01
			mips_14_01_03
			mips_14_04
			mips_20
			mips_25
			mips_25_05
			mips_25_05_09
			mips_25_05_25
			mips_40
			mips_40_03
			mips_40_10
			mips_63
			mips_63_01
			mips_99
	at_At5g37590 -	mips_08_02	"kinesin -like protein"
			mips_30_04
			mips_40_26
			mips_40_26_03
			mips_63_06
	at_At5g39350 -	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At5g41170	mips_04_05_99	"salt-inducible protein-like"
	at_At5g41770	mips_04_05_05_01	"cell cycle control crn (crooked neck) protein-like"
	at_At5g43120 -	mips_03	"putative protein"
			mips_03_03
			mips_03_03_04
			mips_03_03_04_07
			mips_06
			mips_06_01
			mips_06_13
			mips_11
			mips_11_01
			mips_40_10
			mips_40_10_99
	at_At5g45990	mips_04_05_05_01	"CRN (crooked neck) protein"
	at_At5g46580	mips_04_05_99	"putative protein"
	at_At5g46680	mips_04	"putative protein"
			mips_04_05
			mips_04_05_99
			mips_06
			mips_06_01
			mips_99
	at_At5g53080 -	mips_63_06	"unknown protein"
	at_At5g55740 -	mips_02_30	"selenium-binding protein-like"
			mips_08_99
	at_At5g58450 -	mips_25_05_25	"putative protein"
	at_At5g61940	mips_04_05	"putative protein"
			mips_04_05_01
			mips_04_05_01_04
	at_At5g65560	mips_04_05_99	"putative protein"
	Training Accuracy: 71/121 (58.68%)
	Training Frequency class 'mips_04_05': 491/4488 (10.94%)

	Evaluation on validation data (2239 items):
	at_At1g06140 -	mips_02_30	"hypothetical protein"
			mips_06
			mips_06_01
			mips_08_99
	at_At1g08190 -	mips_06_10	"hypothetical protein"
			mips_08_07
			mips_08_07_07
			mips_30_25
			mips_40_09
			mips_40_25
	at_At1g12700	mips_04_05_99	"hypothetical protein"
	at_At1g14470	mips_04_05_99	"hypothetical protein"
	at_At1g22700 -	mips_06_07	"unknown protein"
			mips_06_07_02
			mips_06_07_02_01
			mips_08
			mips_08_04
			mips_40_16
	at_At1g29150	mips_04_05_01_04_99	"19S proteosome subunit 9 like protein"
			mips_06_13_01
			mips_06_13_01_01
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_03
	at_At1g30610 -	mips_06_01	"hypothetical protein"
	at_At1g58450 -	mips_06_01	"hypothetical protein"
			mips_25_03
	at_At1g62390 -	mips_40_08	"putative protein"
	at_At1g69290	mips_04_05_99	"putative protein"
	at_At1g71460 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At1g71490 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At1g76280 -	mips_02_30	"hypothetical protein"
	at_At1g80150	mips_04_05_99	""
	at_At2g06000	mips_04_05	"hypothetical protein"
			mips_04_05_99
	at_At2g06210 -	mips_05	"putative TPR repeat nuclear phosphoprotein"
			mips_06_07
			mips_20
			mips_40_03
			mips_63_01
	at_At2g18940	mips_04_05_99	"putative salt-inducible protein"
	at_At2g20000 -	mips_03_03_01	"CDC27/NUC2-like protein"
			mips_03_03_01_01
			mips_03_03_01_01_11
			mips_03_03_01_01_13
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_07
			mips_03_03_05
			mips_03_03_05_01
			mips_14_01_01
			mips_30_05
			mips_40_04
			mips_40_04_05
			mips_40_05
			mips_62_01
			mips_62_01_07
	at_At2g21390 -	mips_40_09	"coatomer alpha subunit"
	at_At2g31400	mips_04_05_99	"unknown protein"
	at_At2g32230 -	mips_06_01	"hypothetical protein"
	at_At2g32450 -	mips_05	"putative O-GlcNAc transferase"
			mips_06_07
			mips_20
	at_At2g34400 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At2g39090 -	mips_05	"unknown protein"
			mips_06_07
			mips_20
	at_At2g39620 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At2g40720 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At2g42810	mips_01_04	"putative phosphoprotein phosphatase"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_01_01_11
			mips_03_03_04
			mips_03_03_04_07
			mips_04_05_99
			mips_06_07
			mips_06_07_03
			mips_06_10
			mips_10_01_05
			mips_10_01_05_01
			mips_48
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_02
			mips_62_02_01
	at_At2g45350 -	mips_02	"hypothetical protein"
			mips_02_30
			mips_08_99
	at_At3g06920	mips_04_05_99	"hypothetical protein"
	at_At3g13150	mips_04_05_99	"hypothetical protein"
	at_At3g13880 -	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At3g17740	mips_04_05_05	"hypothetical protein"
	at_At3g18020	mips_04_05_99	"hypothetical protein"
	at_At3g21640 -	mips_06_01	"FKBP-type peptidyl-prolyl cis-trans isomerases, putative"
	at_At3g23020	mips_04_05_99	"hypothetical protein"
	at_At3g25970 -	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At3g26630 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At3g29290 -	mips_06_01	"hypothetical protein"
	at_At3g48150 -	mips_03_03_01_01_09	"cell division cycle protein 23 homolog"
			mips_03_03_04
			mips_03_03_04_07
	at_At3g50590 -	mips_20_25_01	"hypothetical protein"
			mips_20_25_01_01
	at_At3g51110	mips_04_05_05_01	"crooked neck-like protein"
	at_At3g51280 -	mips_63_06	"MS5 like protein"
	at_At3g53360 -	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
			mips_99
	at_At3g54980	mips_02_30	"putative protein"
			mips_04_05_99
	at_At3g56030	mips_04_05_99	"putative protein"
	at_At3g62470	mips_04_05_99	"putative protein"
	at_At3g62540	mips_04_05_99	"putative protein"
	at_At4g11690	mips_04_05_99	"putative protein"
	at_At4g20410 -	mips_08_07_03	"unknown protein"
			mips_08_07_05
			mips_08_16
			mips_08_16_05
			mips_13_03
			mips_13_03_01
			mips_40_07
			mips_40_09
	at_At4g20740	mips_04	"putative protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At4g21300 -	mips_02_30	"putative protein"
			mips_08_99
	at_At4g37460 -	mips_14_01	"putative protein"
	at_At5g09420 -	mips_01_01_99	"putative subunit of TOC complex"
			mips_01_02_01
			mips_01_03_01
			mips_05_10
			mips_05_99
			mips_08_02
			mips_40_26
			mips_40_26_03
	at_At5g10200 -	mips_06_01	"putative protein"
	at_At5g10690 -	mips_06_01	"unknown protein"
	at_At5g20360 -	mips_62_02_01_02	"tetratricopeptide repeat protein"
	at_At5g21990 -	mips_03_03	"putative protein"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_01_01_11
			mips_03_03_01_01_13
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_07
			mips_05
			mips_06_01
			mips_06_04
			mips_30_05
			mips_40_04
			mips_40_04_05
			mips_40_05
			mips_40_10_99
	at_At5g24830	mips_04_05_99	"putative protein"
	at_At5g27270 -	mips_05_07	"putative protein"
	at_At5g38730 -	mips_02_30	"putative protein"
			mips_08_99
	at_At5g42310	mips_04_05_99	"maize crp1 protein-like"
	at_At5g43820	mips_02_30	"putative protein"
			mips_04_05_99
			mips_08_99
	at_At5g56290 -	mips_30_19	"peroxisomal targeting signal type 1 receptor"
			mips_40_19
	at_At5g59900	mips_04_05	"putative protein"
			mips_04_05_99
	at_At5g61400	mips_04_05_99	"putative protein"
	at_At5g65820	mips_04_05_99	"putative protein"
	at_At5g67570	mips_04_05_99	"putative protein"
	Validation Accuracy: 28/67 (41.79%)
	Validation Frequency class 'mips_04_05': 257/2239 (11.48%)

	Evaluation on propertest data (3463 items):
	at_At1g03100	mips_02_30	"hypothetical protein"
			mips_04_05_99
			mips_08_99
	at_At1g03560	mips_04_05_99	"hypothetical protein"
	at_At1g04080	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
	at_At1g04130 -	mips_03_03_01_01	"unknown protein (At1g04130)"
			mips_03_03_01_01_11
			mips_03_03_01_01_13
			mips_03_03_01_03
			mips_30_05
			mips_40_05
	at_At1g04190 -	mips_01	"unknown protein"
			mips_06
			mips_06_07
			mips_06_07_02
			mips_06_07_02_01
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_40_10
			mips_63
			mips_63_01
	at_At1g04770 -	mips_06_07_02	"hypothetical protein"
			mips_06_07_02_01
	at_At1g05600	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At1g06590 -	mips_03_03_01_01	"unknown protein"
			mips_03_03_04
			mips_03_03_04_07
	at_At1g09900	mips_04_05_99	"hypothetical protein"
	at_At1g11710	mips_04_05_99	"putative salt-inducible protein"
	at_At1g13630	mips_04	"hypothetical protein"
			mips_04_05_99
	at_At1g14090	mips_04_05_99	"unknown protein"
	at_At1g15290 -	mips_30_16	"unknown protein"
	at_At1g15480	mips_02_30	"hypothetical protein"
			mips_04_05_99
	at_At1g28020	mips_04_05_99	"hypothetical protein"
	at_At1g30290	mips_04_05_99	"hypothetical protein"
	at_At1g33350 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At1g43980 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g50270 -	mips_02_30	"hypothetical protein"
	at_At1g53300 -	mips_03_03_01_01	"hypothetical protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_40_04_05
	at_At1g56440 -	mips_06_01	"hypothetical protein"
	at_At1g62020 -	mips_40_07	"hypothetical protein"
			mips_40_09
	at_At1g62930	mips_04_05_99	"unknown protein"
	at_At1g63130	mips_04_05_99	"unknown protein"
	at_At1g63400	mips_04_05_99	"PPR-repeat protein"
	at_At1g75990 -	mips_06_07_03	"proteasome regulatory subunit S3, putative"
			mips_06_13_01
			mips_06_13_01_01
	at_At1g77360	mips_04_05_99	""
	at_At1g78770 -	mips_03	"hypothetical protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_04
			mips_03_03_04_07
			mips_06_13
			mips_06_13_01
			mips_40_04
			mips_40_04_05
			mips_63_01
	at_At1g79490	mips_04_05_99	"hypothetical protein"
	at_At1g80270	mips_02_30	"Unknown protein (At1g80270; F5I6.2)"
			mips_04_05_99
			mips_08_99
	at_At1g80410 -	mips_01_06_07	"putative N-terminal acetyltransferase (At1g80410)"
			mips_05_99
	at_At2g02150	mips_04_05_99	"hypothetical protein"
	at_At2g03380 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At2g05170 -	mips_08_07	"unknown protein"
			mips_40_25
	at_At2g15820 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At2g19280	mips_04_05_99	"putative salt-inducible protein"
	at_At2g25730 -	mips_63_17_09	"unknown protein"
	at_At2g32630	mips_04_05_99	"putative salt-inducible protein"
	at_At2g33680 -	mips_02_30	"hypothetical protein"
	at_At2g37400 -	mips_06_07_02	"unknown protein"
			mips_06_07_02_01
	at_At2g38420	mips_04_05_99	"hypothetical protein"
	at_At2g41520 -	mips_06_01	"Unknown protein"
			mips_08_10
			mips_40_19
	at_At2g41720	mips_04_05_99	"putative salt-inducible protein"
	at_At2g42580 -	mips_03_03_01_01	"unknown protein"
			mips_03_03_01_01_11
			mips_03_03_01_01_13
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_07
			mips_30_05
			mips_40_04_05
			mips_40_05
	at_At2g46050 -	mips_02_30	"hypothetical protein"
			mips_06_01
			mips_08_99
	at_At3g09650	mips_04	"hypothetical protein"
			mips_04_05_99
	at_At3g11380	mips_04_05_99	"hypothetical protein"
	at_At3g16320 -	mips_03_03_01_01_11	"unknown protein"
			mips_03_03_01_01_13
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_07
			mips_03_03_05
			mips_03_03_05_01
			mips_06_10
			mips_14_01_01
			mips_30_05
			mips_40_04_05
			mips_40_05
			mips_62_01_07
	at_At3g16890	mips_04_05_99	"hypothetical protein"
	at_At3g48810	mips_04_05_99	"putative protein"
	at_At3g50030 -	mips_05	"hypothetical protein"
			mips_06_01
			mips_11
			mips_11_01
			mips_40_08
			mips_63_01
	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_At3g53560 -	mips_06_07_02	"putative protein"
			mips_06_07_02_01
			mips_06_13_01
	at_At3g54010 -	mips_05	"pasticcino 1-A (PAS1-A)"
			mips_06
			mips_06_01
			mips_06_04
			mips_25_03
			mips_40
			mips_40_10
	at_At3g56450 -	mips_08_07	"alpha-soluble NSF attachment like protein"
			mips_08_16
			mips_08_19
			mips_13_03
			mips_13_03_01
			mips_30_25
			mips_40_08
	at_At3g57090 -	mips_30_16	"unknown protein"
	at_At3g61140 -	mips_05_04	"FUSCA PROTEIN (FUS6)"
			mips_06_13_01
			mips_06_13_01_01
			mips_25_05_25
			mips_40_07
			mips_40_10_99
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
	at_At4g04790	mips_04_05	"hypothetical protein"
			mips_04_05_99
	at_At4g08320 -	mips_11_01_05	"putative protein (fragment)"
			mips_11_05_05
			mips_11_05_05_05
	at_At4g14190 -	mips_06_01	"salt-inducible protein homolog"
	at_At4g30480 -	mips_06_01	"unknown protein"
			mips_40_10_99
	at_At4g31070 -	mips_06_01	"putative protein"
	at_At5g01110	mips_04	"putative protein"
			mips_04_05_99
			mips_99
	at_At5g02590 -	mips_14_01_03	"putative protein"
			mips_25_05_09
	at_At5g04810	mips_04_05_99	"membrane-associated salt-inducible protein-like"
	at_At5g08490 -	mips_02_30	"selenium-binding protein-like"
			mips_08_99
	at_At5g10940 -	mips_14_10	"unknown protein"
			mips_14_10_02
			mips_14_10_02_02
			mips_14_10_02_02_01
			mips_14_10_02_02_02
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
	at_At5g11040 -	mips_08_07	"putative protein"
			mips_40_08
	at_At5g12100	mips_04_05_99	"putative protein"
	at_At5g13770	mips_04_05_99	"putative protein"
	at_At5g15980	mips_04	"putative protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At5g19020 -	mips_02_30	"putative protein"
			mips_08_99
	at_At5g25630	mips_04_05_99	"putative protein"
	at_At5g28460	mips_04_05_99	"putative protein"
	at_At5g28740	mips_03_03_01	"putative protein"
			mips_04_05_05
			mips_04_05_05_01
			mips_25_05_10
	at_At5g35840 -	mips_06_07_03	"phytochrome C (sp|P14714)"
			mips_10_01_99
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_05
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_01
			mips_40_30
	at_At5g37570 -	mips_06_01	"putative protein"
	at_At5g39710	mips_04_05_99	"putative protein"
	at_At5g39980	mips_04_05_99	"putative protein"
	at_At5g40400	mips_04_05_99	"putative protein"
	at_At5g46400 -	mips_02_45	"putative protein"
			mips_03_03
			mips_03_03_01
			mips_13_05
			mips_20_25
			mips_20_25_09
			mips_25_05_15
			mips_30_04
			mips_30_04_03
			mips_35_03_12
			mips_40_04
			mips_40_04_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_63_06
	at_At5g48730	mips_04_05_99	"putative protein"
	at_At5g50280	mips_04_05_99	"putative protein"
	at_At5g54440 -	mips_08_07	"unknown protein"
			mips_08_07_03
			mips_40_08
			mips_67
	at_At5g55840 -	mips_02_30	"putative protein"
			mips_08_99
	at_At5g57260 -	mips_11_07_01	"cytochrome P450"
	at_At5g59600 -	mips_02_30	"putative protein"
			mips_08_99
	at_At5g61370	mips_04_05_99	"unknown protein"
	at_At5g61970 -	mips_05_01	"signal recognition particle - like protein"
			mips_40_07
			mips_40_10_07
	at_At5g61990	mips_04_05_99	"unknown protein"
	at_At5g64320	mips_04_05_99	"putative protein"
	Propertest Accuracy: 43/91 (47.25%)
	Propertest Frequency class 'mips_04_05': 388/3463 (11.20%)

	New (unknown) data (2239 items):
	at_At1g05750 -	no entry	null
	at_At1g06580 -	no entry	null
	at_At1g10270 -	no entry	null
	at_At1g15510 -	no entry	null
	at_At1g16480 -	no entry	null
	at_At1g19290 -	no entry	null
	at_At1g20230 -	no entry	null
	at_At1g25360 -	no entry	null
	at_At1g28000 -	no entry	null
	at_At1g31790 -	no entry	null
	at_At1g34160 -	no entry	null
	at_At1g35660 -	no entry	null
	at_At1g52450 -	no entry	null
	at_At1g55480 -	no entry	null
	at_At1g56690 -	no entry	null
	at_At1g62910 -	no entry	null
	at_At1g64100 -	no entry	null
	at_At1g64580 -	no entry	null
	at_At1g65110 -	no entry	null
	at_At1g74900 -	no entry	null
	at_At1g76630 -	no entry	null
	at_At1g80130 -	no entry	null
	at_At1g80550 -	no entry	null
	at_At2g01360 -	no entry	null
	at_At2g01380 -	no entry	null
	at_At2g03880 -	no entry	null
	at_At2g16650 -	no entry	null
	at_At2g20710 -	no entry	null
	at_At2g22410 -	no entry	null
	at_At2g28050 -	no entry	null
	at_At2g31240 -	no entry	null
	at_At2g34230 -	no entry	null
	at_At2g36240 -	no entry	null
	at_At2g38780 -	no entry	null
	at_At2g39230 -	no entry	null
	at_At2g43040 -	no entry	null
	at_At2g46900 -	no entry	null
	at_At3g11460 -	no entry	null
	at_At3g13770 -	no entry	null
	at_At3g14950 -	no entry	null
	at_At3g17040 -	no entry	null
	at_At3g18730 -	no entry	null
	at_At3g19990 -	no entry	null
	at_At3g21470 -	no entry	null
	at_At3g22690 -	no entry	null
	at_At3g24000 -	no entry	null
	at_At3g26580 -	no entry	null
	at_At3g26780 -	no entry	null
	at_At3g27960 -	no entry	null
	at_At3g44360 -	no entry	null
	at_At3g47080 -	no entry	null
	at_At3g49730 -	no entry	null
	at_At3g56550 -	no entry	null
	at_At3g61520 -	no entry	null
	at_At4g02750 -	no entry	null
	at_At4g10840 -	no entry	null
	at_At4g18750 -	no entry	null
	at_At4g20900 -	no entry	null
	at_At4g21170 -	no entry	null
	at_At4g26800 -	no entry	null
	at_At4g30700 -	no entry	null
	at_At4g35850 -	no entry	null
	at_At4g37380 -	no entry	null
	at_At5g08310 -	no entry	null
	at_At5g09950 -	no entry	null
	at_At5g10090 -	no entry	null
	at_At5g14770 -	no entry	null
	at_At5g16420 -	no entry	null
	at_At5g19400 -	no entry	null
	at_At5g27300 -	no entry	null
	at_At5g35430 -	no entry	null
	at_At5g40930 -	no entry	null
	at_At5g44230 -	no entry	null
	at_At5g50390 -	no entry	null
	at_At5g51340 -	no entry	null
	at_At5g52630 -	no entry	null
	at_At5g59200 -	no entry	null
	at_At5g61950 -	no entry	null
	at_At5g65160 -	no entry	null
	at_At1g02150 -	no entry	null
	at_At1g02420 -	no entry	null
	at_At1g04840 -	no entry	null
	at_At1g07740 -	no entry	null
	at_At1g08070 -	no entry	null
	at_At1g09410 -	no entry	null
	at_At1g10330 -	no entry	null
	at_At1g11290 -	no entry	null
	at_At1g19720 -	no entry	null
	at_At1g20300 -	no entry	null
	at_At1g27390 -	no entry	null
	at_At1g31430 -	no entry	null
	at_At1g52620 -	no entry	null
	at_At1g53200 -	no entry	null
	at_At1g55630 -	no entry	null
	at_At1g59720 -	no entry	null
	at_At1g62260 -	no entry	null
	at_At1g63070 -	no entry	null
	at_At1g63330 -	no entry	null
	at_At1g67680 -	no entry	null
	at_At1g71420 -	no entry	null
	at_At1g77170 -	no entry	null
	at_At1g78120 -	no entry	null
	at_At2g02980 -	no entry	null
	at_At2g13600 -	no entry	null
	at_At2g17140 -	no entry	null
	at_At2g17670 -	no entry	null
	at_At2g18520 -	no entry	null
	at_At2g20540 -	mips_99	"unknown protein"
	at_At2g21090 -	no entry	null
	at_At2g22070 -	no entry	null
	at_At2g25580 -	no entry	null
	at_At2g26610 -	no entry	null
	at_At2g27630 -	no entry	null
	at_At2g29760 -	no entry	null
	at_At2g34370 -	no entry	null
	at_At2g34540 -	no entry	null
	at_At2g35030 -	no entry	null
	at_At2g35130 -	no entry	null
	at_At2g40240 -	no entry	null
	at_At2g42920 -	no entry	null
	at_At2g44880 -	no entry	null
	at_At3g08820 -	no entry	null
	at_At3g11350 -	no entry	null
	at_At3g12770 -	no entry	null
	at_At3g17370 -	no entry	null
	at_At3g18110 -	no entry	null
	at_At3g27080 -	no entry	null
	at_At3g28640 -	no entry	null
	at_At3g28660 -	no entry	null
	at_At3g46790 -	no entry	null
	at_At3g47530 -	no entry	null
	at_At3g47910 -	no entry	null
	at_At3g49170 -	no entry	null
	at_At3g51320 -	no entry	null
	at_At3g57430 -	no entry	null
	at_At3g58620 -	no entry	null
	at_At3g60040 -	no entry	null
	at_At3g60050 -	no entry	null
	at_At3g61170 -	no entry	null
	at_At3g61360 -	no entry	null
	at_At3g62570 -	no entry	null
	at_At3g62890 -	no entry	null
	at_At3g63370 -	no entry	null
	at_At4g12400 -	no entry	null
	at_At4g13650 -	no entry	null
	at_At4g14820 -	no entry	null
	at_At4g14850 -	no entry	null
	at_At4g16390 -	no entry	null
	at_At4g26680 -	no entry	null
	at_At4g28600 -	no entry	null
	at_At4g31850 -	no entry	null
	at_At4g32340 -	no entry	null
	at_At4g34830 -	no entry	null
	at_At4g35130 -	no entry	null
	at_At4g36680 -	no entry	null
	at_At4g39820 -	no entry	null
	at_At5g02130 -	no entry	null
	at_At5g03800 -	no entry	null
	at_At5g06400 -	no entry	null
	at_At5g08510 -	no entry	null
	at_At5g16860 -	no entry	null
	at_At5g18950 -	no entry	null
	at_At5g27460 -	no entry	null
	at_At5g28340 -	no entry	null
	at_At5g28370 -	no entry	null
	at_At5g40410 -	no entry	null
	at_At5g44330 -	no entry	null
	at_At5g46100 -	no entry	null
	at_At5g47360 -	no entry	null
	at_At5g47460 -	no entry	null
	at_At5g48390 -	no entry	null
	at_At5g48910 -	no entry	null
	at_At5g51530 -	no entry	null
	at_At5g56310 -	no entry	null
	at_At5g60960 -	no entry	null
	at_At5g61800 -	no entry	null
	at_At5g63200 -	no entry	null
	at_At5g65520 -	no entry	null
	at_At5g65570 -	no entry	null
	at_At5g66520 -	no entry	null
	at_At1g01320 -	no entry	null
	at_At1g02910 -	no entry	null
	at_At1g04590 -	no entry	null
	at_At1g05150 -	no entry	null
	at_At1g07590 -	no entry	null
	at_At1g09820 -	no entry	null
	at_At1g12270 -	no entry	null
	at_At1g13410 -	no entry	null
	at_At1g22830 -	no entry	null
	at_At1g22860 -	no entry	null
	at_At1g27460 -	no entry	null
	at_At1g27500 -	no entry	null
	at_At1g28260 -	no entry	null
	at_At1g52430 -	no entry	null
	at_At1g53600 -	no entry	null
	at_At1g62720 -	no entry	null
	at_At1g68930 -	no entry	null
	at_At1g71210 -	no entry	null
	at_At1g73710 -	no entry	null
	at_At1g77010 -	no entry	null
	at_At2g20720 -	no entry	null
	at_At2g29670 -	no entry	null
	at_At2g33760 -	no entry	null
	at_At2g39580 -	no entry	null
	at_At3g14730 -	no entry	null
	at_At3g15930 -	no entry	null
	at_At3g16760 -	no entry	null
	at_At3g18840 -	no entry	null
	at_At3g23330 -	no entry	null
	at_At3g27070 -	no entry	null
	at_At3g47890 -	no entry	null
	at_At3g49710 -	no entry	null
	at_At3g58590 -	no entry	null
	at_At4g02680 -	no entry	null
	at_At4g02820 -	no entry	null
	at_At4g17940 -	no entry	null
	at_At4g19160 -	no entry	null
	at_At4g22670 -	no entry	null
	at_At4g33990 -	no entry	null
	at_At4g34090 -	no entry	null
	at_At4g37170 -	no entry	null
	at_At5g06540 -	no entry	null
	at_At5g09450 -	no entry	null
	at_At5g14820 -	no entry	null
	at_At5g15280 -	no entry	null
	at_At5g16280 -	no entry	null
	at_At5g16640 -	no entry	null
	at_At5g18390 -	no entry	null
	at_At5g46460 -	no entry	null
	at_At5g48850 -	no entry	null
	at_At5g58550 -	no entry	null
	at_At5g62370 -	no entry	null


------------------
Rule 1040
	b > 0.02
	d.17.4 > 3.7e-18
	d.58.7 <= 0.015
	->  class mips_04_05 "mRNA transcription"

	Evaluation on training data (4488 items):
	at_At1g07360	mips_04_05_05	"Unknown protein (At1g07360; F22G5.30)"
	at_At1g11650 -	mips_01_03_16	"putative DNA binding protein"
			mips_01_03_16_01
			mips_20_25
			mips_20_25_16_09
	at_At1g13690	mips_04_05_05_01	"AtE1 (atE1)"
	at_At1g16610 -	mips_25_05_10	"arginine/serine-rich protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At1g18630 -	mips_04_09	"unknown protein"
			mips_14_10
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At1g22910	mips_01_03	"unknown protein (At1g22910)"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05
			mips_04_05_01
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05
			mips_05_04
			mips_05_04_01
			mips_06_10
			mips_08
			mips_08_01
			mips_11
			mips_11_01
			mips_11_01_05
			mips_11_01_99
			mips_14
			mips_14_01
			mips_14_01_01
			mips_25
			mips_25_05
			mips_25_05_03
			mips_25_05_04
			mips_25_05_05
			mips_25_05_07
			mips_25_05_09
			mips_25_05_10
			mips_25_05_99
			mips_30
			mips_30_03
	at_At1g23860	mips_01_03_16	"9G8-like splicing factor / SRZ-21"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_33_03_99
	at_At1g27050 -	mips_67_50	"unknown protein"
			mips_67_50_25
	at_At1g27650	mips_04_05_05_01	"U2 snRNP auxiliary factor, putative"
			mips_04_05_05_01_10
	at_At1g27750 -	mips_08_07	"hypothetical protein"
			mips_40_09
	at_At1g30480	mips_04_05_01_04_03	"DNA damage repair protein, putative"
	at_At1g37140 -	mips_03_03_02	"hypothetical protein"
	at_At1g43190 -	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g47500	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_05
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g49600 -	mips_01_03	"DNA binding protein ACBF, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_63_03
	at_At1g50300 -	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g51510 -	mips_25_05_13	"unknown protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At1g51520 -	mips_25_05_25	"unknown protein"
	at_At1g55310 -	mips_01_03_16	"Serine/arginine-rich protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g58470 -	mips_04_99	"putative protein"
	at_At1g60200 -	mips_63_06	""
	at_At1g60900	mips_04_05_05	"putative U2 snRNP auxiliary factor"
			mips_04_05_05_01
			mips_25_05_10
			mips_25_05_13
	at_At1g66260 -	mips_01_03_16	"RNA and export factor binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g72800 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_04_01
			mips_04_01_04
			mips_04_03
			mips_04_03_03
			mips_40_10_07
			mips_63_03_03
	at_At1g76460	mips_04_05_05	"putative RNA-binding protein"
			mips_04_09
			mips_40_10_99
	at_At1g79880 -	mips_25_05_10	"putative RNA-binding protein"
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	at_At2g14160 -	mips_14	"putative glycine-rich RNA-binding protein"
			mips_14_10
			mips_14_10_02
			mips_40
			mips_63
			mips_63_03
			mips_99
	at_At2g14550 -	mips_01_03_16	"putative spliceosome associated protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At2g14870 -	mips_01	"hypothetical protein"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At2g16260 -	mips_01_03	"putative glycine-rich RNA-binding protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_05_07
			mips_05_99
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g16940 -	mips_01_03_16	"splicing factor like protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At2g22100 -	mips_14_10	"putative RNA-binding protein"
			mips_14_10_02
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At2g28530	mips_04_05_01_04_03	"putative RING zinc finger transcription negative regulator protein"
			mips_05_07
			mips_05_99
			mips_14_04_03
			mips_14_04_03_03
			mips_25_05_25
	at_At2g29580	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	at_At2g30260	mips_03_01	"putative small nuclear ribonucleoprotein U2B"
			mips_03_01_05
			mips_03_03
			mips_03_03_02
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_99
			mips_62_01_07
			mips_62_02
			mips_62_02_01
	at_At2g37510 -	mips_40_25	"putative RNA-binding protein"
	at_At2g42890 -	mips_01_03_16	"MEI2-like protein (MEI2)"
			mips_01_03_16_01
			mips_01_03_99
			mips_03_03_02
			mips_04_07
			mips_04_09
	at_At2g43410	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
	at_At2g44710 -	mips_01_03	"putative heterogeneous nuclear ribonucleoprotein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g46610 -	mips_01_03	"putative arginine/serine-rich splicing factor"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At3g08000	mips_04_05_05	"putative RNA-binding protein"
			mips_14_10
			mips_14_10_02
	at_At3g10400 -	mips_25_05_13	"hypothetical protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
	at_At3g11400 -	mips_01_03	"putative eukaryotic translation initiation factor 3 subunit"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At3g14450 -	mips_01_03	"RNA-binding protein, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At3g16380	mips_01_03_16	"putative poly(A) binding protein"
			mips_01_03_16_01
			mips_04
			mips_04_05_05
			mips_20_25_16_09
			mips_40_10
	at_At3g18610 -	mips_04_99	"unknown protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At3g19090 -	mips_43	"RNA-binding protein, putative"
			mips_43_03
			mips_43_03_09
			mips_43_03_09_01
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_17
			mips_62_01
			mips_62_01_05
			mips_63_03_03
	at_At3g19130 -	mips_01_03_16	"nuclear acid binding protein, putative"
			mips_01_03_16_01
			mips_13_11
			mips_20_25_16
			mips_20_25_16_09
	at_At3g19330 -	mips_05	"hypothetical protein"
			mips_05_07
			mips_05_99
			mips_63
			mips_63_03
	at_At3g20930 -	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_20_25
			mips_20_25_16_09
			mips_40_26
			mips_40_26_03
	at_At3g45630	mips_04_05_01_04_03	"putative protein"
			mips_14_04_03_03
	at_At3g47120 -	mips_05	"putative RNA-binding protein"
			mips_05_07
			mips_05_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g50090	mips_01	"putative protein"
			mips_01_03
			mips_01_03_16
			mips_03
			mips_04
			mips_04_05
			mips_04_05_05
			mips_05
			mips_05_04
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_99
	at_At3g50100	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_62
			mips_62_02
			mips_62_02_01
			mips_63_03_01
			mips_63_03_03
	at_At3g50670	mips_01_03_16	"U1 snRNP 70K protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05_01
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_08_01
			mips_11_01_05
	at_At3g54230	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	at_At3g61860	mips_01_03	"ARGININE/SERINE-RICH SPLICING FACTOR RSP31"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_01
			mips_05
			mips_13_11
			mips_13_11_11
			mips_20
			mips_20_25
			mips_63_03_03
	at_At3g63450 -	mips_25_05_25	"putative protein"
	at_At4g00830 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_08_01
			mips_11_01_05
	at_At4g03110	mips_04_05	"putative ribonucleoprotein"
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
			mips_40_03
			mips_63_03
			mips_63_03_03
	at_At4g10110	mips_04_05_05	"putative protein"
			mips_04_05_05_01
			mips_40_10_99
			mips_63_03_03
	at_At4g12630	mips_04_05_05	"putative protein"
			mips_04_05_05_01
			mips_04_99
			mips_20_25
			mips_40_10_99
	at_At4g18120	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_03_03_02
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
	at_At4g24270	mips_04_05_05_01	"unknown protein"
			mips_04_05_05_05
			mips_04_05_99
			mips_63_03_03
	at_At4g25500	mips_01_03_16	"splicing factor At-SRp40"
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16_09
	at_At4g26650 -	mips_01_03_16	"hnRNP-like protein"
			mips_01_03_16_01
			mips_04_99
			mips_20_25_16
			mips_20_25_16_09
	at_At4g27000 -	mips_01_03_16	"putative DNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At4g31580	mips_04_05_05_01	"splicing factor 9G8-like SR protein / SRZ-22"
			mips_04_05_05_01_10
			mips_20_25_16
			mips_63_03_03
	at_At4g34110	mips_01_03_16	"poly(A)-binding protein"
			mips_01_03_16_01
			mips_04_05_05
			mips_05_07
			mips_05_99
			mips_20_25_16_09
	at_At4g36690	mips_04_05_05_01	"splicing factor like protein"
			mips_04_05_05_01_10
			mips_04_05_05_05
			mips_63_03_03
	at_At4g39260	mips_04	"glycine-rich protein (clone AtGRP8)"
			mips_04_05
			mips_04_05_05
			mips_04_05_05_05
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_98
			mips_99
	at_At5g06000 -	mips_05_04_01	"eukaryotic translation initiation factor 3 subunit-like protein"
	at_At5g07060 -	mips_10_01	"RNA-binding protein-like"
			mips_30
			mips_63_03
	at_At5g07290 -	mips_01_03_16	"Mei2-like protein"
			mips_01_03_16_01
			mips_03_03_02
			mips_20_25_16_09
	at_At5g07930 -	mips_03_03_02	"putative protein"
	at_At5g10350	mips_04_05_05_05	"RNA binding protein - like"
			mips_04_05_05_11
			mips_04_07
			mips_08_01
			mips_13_05
	at_At5g10800 -	mips_20	"putative protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g16260	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_20_25
			mips_20_25_16_09
	at_At5g16840 -	mips_40_10_07	"unknown protein"
	at_At5g18810	mips_04_05_05	"Serine/arginine rich protein - like"
			mips_14_10
			mips_14_10_02
	at_At5g24440	mips_04_05_05	"RNA-binding protein-like"
			mips_05_07
			mips_05_99
	at_At5g37720	mips_01	"putative protein"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_05
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At5g42820	mips_04_05_05	"U2 snRNP auxiliary factor, small subunit"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_40_10_99
	at_At5g44200	mips_04_05_05	"nuclear cap-binding protein; CBP20 (gb|AAD29697.1)"
			mips_05_04
			mips_05_04_01
			mips_63_03_03
	at_At5g50250	mips_04_05_05	"RNA-binding protein-like"
			mips_05_07
			mips_05_99
	at_At5g52040	mips_01_03_16	"arginine/serine-rich splicing factor RSP41 homolog"
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16
			mips_20_25_16_09
	at_At5g55550 -	mips_01_03_16	"RNA-binding protein-like"
			mips_01_03_16_01
			mips_04_99
			mips_20_25
			mips_20_25_16_09
	at_At5g58470 -	mips_40_10_03	"RNA/ssDNA-binding protein - like"
	at_At5g59860	mips_04_05	"RNA-binding protein - like"
			mips_04_05_05
			mips_04_05_05_05
			mips_40_03
			mips_40_10_99
			mips_63_03
	at_At5g61030	mips_04_01	"RNA-binding protein - like"
			mips_04_01_04
			mips_04_05_05
			mips_14_10
			mips_14_10_02
			mips_40_10_99
	at_At5g66010 -	mips_25_05_13	"putative protein"
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			mips_47_03
			mips_47_03_01
			mips_63_03_03
	Training Accuracy: 42/91 (46.15%)
	Training Frequency class 'mips_04_05': 491/4488 (10.94%)

	Evaluation on validation data (2239 items):
	at_At1g02840 -	mips_01_03_16	"ribonucleoprotein SF-2 like protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g06960	mips_04_05_05	"putative protein"
			mips_04_05_05_01
			mips_04_05_05_01_99
			mips_05_07
			mips_05_99
			mips_40_10_99
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_63_03_03
	at_At1g07350 -	mips_03	"transformer-SR ribonucleoprotein, putative"
			mips_03_01
			mips_03_01_09
			mips_03_01_09_05
			mips_33
			mips_33_03
			mips_33_03_99
			mips_40_04
			mips_63_01
			mips_63_03
			mips_63_03_03
			mips_63_06
			mips_63_19
	at_At1g09140	mips_04	"putative SF2/ASF splicing modulator, Srp30"
			mips_04_05
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
			mips_40_03
			mips_63
			mips_63_03
	at_At1g09230 -	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g10320	mips_04_05_05_01	"unknown protein"
	at_At1g22760	mips_01_03	"putative polyA-binding protein, PAB3"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05
			mips_05_04_01
			mips_06_10
			mips_08_01
			mips_11_01
			mips_11_01_05
			mips_11_01_99
	at_At1g29400	mips_03_03	"putative RNA-binding protein MEI2 (At1g29400)"
			mips_03_03_02
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
	at_At1g34140 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g47490 -	mips_01_03_16	"unknown protein"
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_14_10
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At1g49760 -	mips_01_03_16	"Putative Poly-A Binding Protein (F14J22.3)"
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_20_25_16
			mips_20_25_16_09
	at_At1g53650 -	mips_01	"RNA-binding protein, putative"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At1g71770 -	mips_01_03_16	"polyadenylate-binding protein 5"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g71800	mips_01_03_16	"cleavage stimulation factor, putative"
			mips_01_03_16_01
			mips_04_05_05
			mips_13
			mips_13_11
			mips_20_25_16_09
	at_At1g73490 -	mips_01_03_16	""
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g78260 -	mips_14_10	"unknown protein"
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At2g19380	mips_01_03	"putative RNA-binding protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_05_99
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
			mips_14_01
			mips_14_01_01
	at_At2g24350 -	mips_20_25_16	"putative poly(A) binding protein"
	at_At2g28450 -	mips_03_01_05_01	"putative RNA methyltransferase"
			mips_04_03
			mips_04_03_03
	at_At2g35410 -	mips_01_03	"putative chloroplast RNA binding protein precursor"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_05_07
			mips_05_99
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_63_03
	at_At2g36660	mips_01_03	"putative poly(A) binding protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
			mips_14_01
			mips_14_01_01
			mips_25_05_03
			mips_25_05_04
	at_At2g43970	mips_04_03	"unknown protein"
			mips_04_03_03
			mips_04_05_05_11
			mips_04_05_05_99
			mips_04_99
			mips_63_03_03
	at_At2g46780	mips_04_05_05	"putative RNA-binding protein"
			mips_04_09
			mips_04_99
			mips_40_10_99
	at_At3g06970 -	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At3g08530 -	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_40_09
			mips_63_07
	at_At3g12640 -	mips_25_05_13	"hypothetical protein"
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g13570 -	mips_25_05_10	"serine/arginine-rich protein, putative"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
	at_At3g13700 -	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_63_03
	at_At3g23830 -	mips_14_10	"glycine-rich RNA binding protein, putative"
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At3g27700 -	mips_25_05_15	"unknown protein"
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_07
	at_At3g48840 -	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At3g49430	mips_04_05_05	"PRE-MRNA SPLICING FACTOR SF2-like protein"
			mips_14_10_02
	at_At3g53460	mips_04_05_05	"RNA-binding protein cp29 protein"
			mips_25_05_10
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g55460 -	mips_14_10	"putative RNA binding protein"
			mips_14_10_02
	at_At4g13860	mips_04_05_05	"RNA-binding protein like"
			mips_04_05_05_05
			mips_11_01
			mips_13_11
			mips_25_05_25
			mips_40_10_99
			mips_40_26
			mips_40_26_03
	at_At5g03500 -	mips_25_05_13	"putative protein"
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g05720 -	mips_14_10	"putative protein"
			mips_14_10_02
	at_At5g06210 -	mips_40_25	"unknown protein"
	at_At5g19030	mips_04_05_05	"putative protein"
			mips_04_09
	at_At5g23590 -	mips_06	"putative protein"
			mips_06_01
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_10
			mips_40_16
	at_At5g25600 -	mips_29_01	"putative protein"
	at_At5g28390	mips_04_05_05	"putative protein"
			mips_04_09
	at_At5g46840 -	mips_40_25	"unknown protein"
			mips_40_26
			mips_40_26_03
	at_At5g47620 -	mips_04_99	"RNA-binding protein-like"
			mips_05_07
			mips_05_99
			mips_25_05_25
	at_At5g53180	mips_04_05_05	"polypyrimidine tract-binding RNA transport protein-like"
	at_At5g53700 -	mips_25_05_13	"putative protein"
			mips_33_03_11
			mips_33_03_13
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At5g54580 -	mips_14_10	"unknown protein"
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At5g59950	mips_04_03	"transcriptional coactivator - like protein"
			mips_04_03_03
			mips_04_05_01_01
	at_At5g61960	mips_03_03	"Mei2-like protein"
			mips_03_03_02
			mips_04_05_05
	at_At5g64200	mips_04_05_05_05	"putative protein"
	at_At5g65260	mips_04_05_05	"poly(A)-binding protein II-like"
			mips_04_05_05_05
			mips_04_05_05_11
			mips_04_05_99
			mips_04_07
			mips_08_01
			mips_13_05
	Validation Accuracy: 20/51 (39.22%)
	Validation Frequency class 'mips_04_05': 257/2239 (11.48%)

	Evaluation on propertest data (3463 items):
	at_At1g01080	mips_01_03	"ribonucleoprotein, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05
			mips_20_25
			mips_20_25_16_09
	at_At1g13190	mips_01	"Unknown protein (At1g13190; F3F19.21)"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_04_05
			mips_04_05_05
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At1g17370 -	mips_01_03	"oligouridylate binding protein, putative"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g20880 -	mips_01_03	"At1g20880/F9H16_14"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g21570 -	mips_01_03_16	"glycine-rich RNA-binding protein grp1a, putative"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g22330 -	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g32790 -	mips_01_03_16	"RNA-binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g33470 -	mips_25_05_13	"unknown protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At1g33980 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_05_07
	at_At1g45100 -	mips_01_03_16	"similar to poly(A)-binding protein gb|AAC25510.1"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g48920	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_05
			mips_04_99
			mips_05
			mips_05_07
			mips_05_99
			mips_40
			mips_40_03
			mips_63
			mips_63_03
	at_At1g54080 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g60000 -	mips_25_05_13	"unknown protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_40_10
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At1g60650	mips_04_05_01	"putative RNA-binding protein"
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_33_03_99
			mips_63_01
			mips_63_03
			mips_63_03_03
	at_At1g67770	mips_01_03	"terminal ear1-like protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g74230 -	mips_25_05_13	"putative RNA-binding protein"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At2g05160	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
	at_At2g07740 -	mips_29_01	"putative Ta11-like non-LTR retroelement protein"
			mips_29_02
	at_At2g18510	mips_04_05	"putative spliceosome associated protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_05
			mips_14
			mips_20
			mips_14_10
			mips_14_10_02
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_40_25
			mips_63_03
	at_At2g21660 -	mips_01_03_16	"glycine-rich RNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g21690 -	mips_01_03_16	"putative glycine-rich RNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
			mips_40_25
	at_At2g22090 -	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g23350 -	mips_01_03_16	"putative poly(A) binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
	at_At2g24590	mips_04_05_05	"putative RSZp22 splicing factor"
			mips_05_07
	at_At2g26000 -	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_01
			mips_40_04
			mips_63_17
			mips_63_17_09
	at_At2g27330	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_05_99
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
			mips_14_01
			mips_14_01_01
	at_At2g33410 -	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
	at_At2g37340	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_99
			mips_63_03_03
	at_At2g41060 -	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g42240	mips_04_05_05	"putative RNA-binding protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_04_05_05_05
			mips_06_10
			mips_40_10_99
			mips_63_03_03
	at_At2g43370	mips_01_03	"putative U1 small nuclear ribonucleoprotein 70 kDa"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g47580 -	mips_05_07	"small nuclear ribonucleoprotein U1A"
			mips_05_99
	at_At3g07810 -	mips_01_03_99	"putative RNA-binding protein"
			mips_03_03_02
			mips_04_99
	at_At3g09160	mips_04_05_05	"putative RNA-binding protein"
			mips_05_07
			mips_05_99
	at_At3g14100	mips_04_05_05	"oligouridylate binding protein, putative"
	at_At3g15010 -	mips_01_03_16	"RNA-binding protein"
			mips_01_03_16_01
			mips_13_11
			mips_20_25_16
			mips_20_25_16_09
	at_At3g20890 -	mips_25_05_10	"unknown protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At3g26120 -	mips_01_03_16	"RNA-binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At3g48830	mips_04_03	"putative protein"
			mips_04_03_06
			mips_04_05_05
			mips_04_05_05_05
	at_At3g49390	mips_01_03_16	"RNA-binding - like protein"
			mips_01_03_16_01
			mips_04_05_05
			mips_20_25_16
			mips_20_25_16_09
	at_At3g49500 -	mips_03	"RNA-directed RNA polymerase"
			mips_03_03
			mips_11
			mips_11_05
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_98
	at_At3g51950	mips_04_05_05	"unknown protein"
			mips_05_04
	at_At3g52380 -	mips_01	"RNA-binding protein cp33 precursor"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_04
			mips_05
			mips_05_04
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
			mips_40_03
			mips_40_26
			mips_40_26_03
			mips_63
			mips_63_03
	at_At3g52660	mips_01_03_16	"putative RNA binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	at_At3g53500	mips_01	"splicing factor - like protein"
			mips_01_03
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_05
			mips_04_05_05_01
			mips_04_07
			mips_04_09
			mips_05
			mips_05_04
			mips_05_04_01
			mips_40_03
			mips_63
			mips_63_03
	at_At3g54770	mips_04_05_05	"RNA binding protein - like"
			mips_04_09
			mips_40_10_99
	at_At3g56860 -	mips_01_03_16	"unknown protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At4g02430	mips_01_03_16	""
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16
			mips_20_25_16_09
	at_At4g09040	mips_04_05_05	"putative protein"
			mips_04_09
			mips_05_07
			mips_05_99
			mips_25_05
	at_At4g10610 -	mips_01_03_16	"RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At4g13850 -	mips_14_10	"glycine-rich RNA-binding protein AtGRP2 - like"
			mips_14_10_02
			mips_20_25
			mips_20_25_16
			mips_40_25
	at_At4g14300	mips_04_05_05	"ribonucleoprotein like protein"
			mips_04_09
			mips_25_05
			mips_30
			mips_30_10_03
			mips_40_10_99
	at_At4g20030	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_05
			mips_05_04
			mips_40_10_99
	at_At4g24420	mips_04_05_05	"hypothetical protein"
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	at_At4g32720	mips_01_03	"putative RNA-binding protein LAH1"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
	at_At4g36960 -	mips_25_05_10	"unknown protein"
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At5g02530	mips_04_05_01_01	"putative protein"
			mips_04_05_05
	at_At5g03480 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At5g04210	mips_04_05_05	"RNA binding protein - like"
			mips_04_05_05_05
	at_At5g04280	mips_04_05_05	"RNA-binding protein-like"
			mips_25_05_25
			mips_35
			mips_35_03
			mips_35_03_15
			mips_40_10_99
	at_At5g09880	mips_04_05_05	"splicing factor-like protein"
			mips_04_05_05_01
	at_At5g19350	mips_01_03	"DNA binding protein ACBF - like"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_05_04
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At5g19960 -	mips_06	"glycine-rich RNA-binding protein - like"
			mips_13
			mips_13_05
			mips_25_05
			mips_25_05_15
			mips_35_03_12
			mips_40_04
			mips_63_01
			mips_63_19
	at_At5g25200 -	mips_29_01	"putative protein"
	at_At5g28330 -	mips_04_07	"putative protein"
			mips_04_09
	at_At5g46250	mips_04_03	"unknown protein"
			mips_04_05_05
			mips_04_05_05_99
			mips_04_99
			mips_63_03_03
	at_At5g47320 -	mips_25_05_13	"40S ribosomal protein S19"
			mips_33
			mips_33_03
			mips_33_03_11
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_43
			mips_43_03
			mips_43_03_11
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_63_03_03
	at_At5g51120	mips_04_05_99	"putative polyA-binding protein II"
	at_At5g51300	mips_04_05_05	"putative protein"
			mips_04_05_05_01
	at_At5g51730	mips_04	"putative protein"
			mips_04_05_05
			mips_04_05_99
			mips_13
			mips_13_05
			mips_14_04
			mips_25_05
			mips_40_10
			mips_98
	at_At5g53680 -	mips_05_07	"putative protein"
			mips_05_99
	at_At5g53720	mips_04_05_05	"putative protein"
			mips_04_09
	at_At5g55670	mips_04_05	"unknown protein"
			mips_04_05_05
			mips_04_05_05_01
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_25
			mips_25_05
			mips_25_05_25
			mips_35
			mips_35_03
			mips_35_03_15
			mips_40_10_99
			mips_63_01
			mips_63_03
	at_At5g60170	mips_04_05	"putative protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_03
			mips_25
			mips_63_03
	Propertest Accuracy: 38/74 (51.35%)
	Propertest Frequency class 'mips_04_05': 388/3463 (11.20%)

	New (unknown) data (2239 items):
	at_At1g17640 -	no entry	null
	at_At1g21320 -	no entry	null
	at_At1g51530 -	no entry	null
	at_At1g60830 -	no entry	null
	at_At1g67950 -	no entry	null
	at_At1g79100 -	no entry	null
	at_At2g05370 -	no entry	null
	at_At2g21440 -	no entry	null
	at_At3g46470 -	no entry	null
	at_At3g52980 -	no entry	null
	at_At4g08750 -	no entry	null
	at_At4g11130 -	no entry	null
	at_At4g19610 -	no entry	null
	at_At4g24770 -	no entry	null
	at_At5g05430 -	no entry	null
	at_At5g12190 -	no entry	null
	at_At5g46870 -	no entry	null
	at_At1g14790 -	no entry	null
	at_At1g31600 -	no entry	null
	at_At1g73530 -	no entry	null
	at_At1g76940 -	no entry	null
	at_At2g27790 -	no entry	null
	at_At2g33440 -	no entry	null
	at_At3g15605 -	no entry	null
	at_At3g21100 -	no entry	null
	at_At3g26420 -	no entry	null
	at_At3g46020 -	no entry	null
	at_At3g52150 -	no entry	null
	at_At3g56510 -	no entry	null
	at_At4g17720 -	no entry	null
	at_At5g02740 -	no entry	null
	at_At5g04600 -	no entry	null
	at_At5g32450 -	no entry	null
	at_At5g41690 -	no entry	null
	at_At5g54900 -	no entry	null
	at_At5g58130 -	no entry	null
	at_At1g05970 -	no entry	null
	at_At1g14340 -	no entry	null
	at_At3g54510 -	no entry	null
	at_At3g55340 -	no entry	null
	at_At4g12640 -	no entry	null
	at_At5g25060 -	no entry	null


------------------
Rule 1688
	a.118.6 > 0.0027
	a.47.2 > 0.012
	c.10 > 0.00068
	c.37 <= 0.02
	d.142.1 > 3.3e-07
	f.14 > 0.0052
	->  class mips_63_19 "nucleotide binding"

	Evaluation on training data (4488 items):
	at_At1g01040 -	mips_04_99	"CAF protein"
	at_At1g01200	mips_08_16	"GTP-binding protein, putative"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At1g01910 -	mips_03_03_04	"arsA homolog (hASNA-I), putative"
			mips_03_03_04_05
			mips_08_01
			mips_30_03
			mips_30_10_07
			mips_40_10_07
			mips_67_04_01
			mips_67_04_01_01
			mips_67_50_22
			mips_67_50_25
	at_At1g02530 -	mips_67_28	"hypothetical protein"
			mips_67_50
			mips_67_50_25
	at_At1g02670 -	mips_03_01_99	"hypothetical protein"
			mips_40_10_03
	at_At1g03160 -	mips_30_16	"hypothetical protein"
			mips_63_17_01
	at_At1g03190 -	mips_03_01_05_01	"putative DNA repair protein"
			mips_03_03_04
			mips_03_03_04_05
			mips_04_05_01_01
			mips_14_10_02_01
	at_At1g03750 -	mips_03_01_99	"hypothetical protein"
			mips_40_10_03
	at_At1g04160 -	mips_08_07	"myosin heavy chain MYA2"
			mips_08_16
			mips_08_22
			mips_14_04_03
			mips_14_04_03_01
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_30_25
			mips_63_06
	at_At1g06720 -	mips_08_07	"unknown protein"
			mips_63_07
	at_At1g07270	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_03
			mips_40_03
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_63_03_01
			mips_63_19
	at_At1g07920	mips_05_04_02	"elongation factor 1-alpha"
			mips_63_19_05
	at_At1g08520 -	mips_01_20_19	"Mg-chelatase like protein"
			mips_01_20_19_01
			mips_03_01_03
			mips_40_10_03
			mips_40_10_99
			mips_63_03_01
	at_At1g08600 -	mips_03_01_09	"putative helicase"
			mips_03_01_09_05
			mips_25_05_25
	at_At1g08730 -	mips_20_25	"putative myosin MYA1, class V (Z28389)"
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_63_06
	at_At1g09100 -	mips_04_05_01_04_01	"putative 26S protease regulatory subunit 6A"
			mips_04_05_01_04_03
			mips_04_05_01_04_99
			mips_04_99
			mips_06_13_01
			mips_06_13_01_01
			mips_06_13_99
	at_At1g09180	mips_06_07_99	"putative GTP-binding protein, SAR1B"
			mips_08_07
			mips_08_07_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_40_08
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At1g10290 -	mips_03_03_01_01	"putative phragmoplastin"
			mips_13_03
			mips_13_03_01
			mips_63_06
	at_At1g10630	mips_06_04	"similar to ADP-ribosylation factor gb|AAD17207; similar to ESTs gb|N65779, gb|AI996946.1, gb|AI725909.1, gb|T45928, gb|T42202"
			mips_06_07
			mips_06_07_99
			mips_08
			mips_08_07
			mips_08_07_05
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_40_02
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At1g10680 -	mips_67_28	"putative P-glycoprotein-2 emb|CAA71277"
			mips_67_50
			mips_67_50_25
	at_At1g10930	mips_03_01_05	"DNA helicase isolog"
			mips_03_01_05_01
			mips_14_10
			mips_63_03_03
			mips_63_19_03
	at_At1g12770	mips_04_05_05	"similar to ATP-dependent RNA helicase"
			mips_04_05_05_01
			mips_05
			mips_14_01
			mips_63_03_03
			mips_63_19_03
	at_At1g13420 -	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_11
			mips_01_06
			mips_01_20
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_23
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_03
			mips_13_03
			mips_13_03_01
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_05
			mips_47_03_05_02
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_05
	at_At1g13870 -	mips_11_99	"hypothetical protein"
	at_At1g14830 -	mips_03_03_01_01	"dynamin, putative"
			mips_08_22
			mips_08_99
			mips_13_03
			mips_13_03_01
			mips_63_06
	at_At1g15520 -	mips_01_06_13	"hypothetical 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_At1g16280	mips_04_05_05	"putative ATP-dependent RNA helicase"
			mips_04_05_05_11
			mips_05_04
			mips_05_04_01
			mips_14_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At1g17470	mips_63_19_05	"developmentally regulated GTP-binding protein"
	at_At1g17580 -	mips_20_25_01	"myosin"
			mips_20_25_01_01
			mips_30_03
	at_At1g18370	mips_30	"AtNACK1 kinesin-like protein (AtNACK1)"
			mips_30_04
			mips_40_04
			mips_40_16
			mips_63_01
			mips_63_06
			mips_63_19
	at_At1g18590 -	mips_01_02	"hypothetical protein"
			mips_01_02_01
			mips_01_02_01_11
			mips_01_06
			mips_01_20
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_23
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_03
			mips_01_20_50
			mips_13_03
			mips_13_03_01
	at_At1g19870 -	mips_20_25_16	"hypothetical protein"
			mips_62_02_01_01
			mips_63_06
	at_At1g20090 -	mips_10_01_05_05	"RAC-like GTP-binding protein ARAC4"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At1g20720 -	mips_03_01_05_01	"hypothetical protein"
			mips_03_03_04
			mips_03_03_04_05
			mips_04_05_01_01
			mips_40_10_07
	at_At1g20750 -	mips_03_01_05	"hypothetical protein"
			mips_03_01_05_01
			mips_04_05_01_01
			mips_14_10
			mips_14_10_02
			mips_14_10_02_01
	at_At1g21730 -	mips_30_04	"kinesin-related protein (MKRP1)"
			mips_40_07
			mips_63_06
	at_At1g22740 -	mips_10_01_05	"RAS-related protein, RAB7"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
	at_At1g27880 -	mips_03_01_05_01	"ATP-dependent DNA helicase RecQ, putative"
			mips_03_01_11
			mips_03_03_01_01
			mips_03_03_01_01_03
			mips_14_01_01
			mips_14_20
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_15
			mips_47_03_15_07
			mips_63_03_01
	at_At1g27900 -	mips_04_05_05	"ATP-dependent RNA helicase (At1g27900)"
			mips_04_05_05_01
	at_At1g28010 -	mips_67_50	"hypothetical protein"
			mips_67_50_25
	at_At1g30400 -	mips_67_50_25	"AtMRP1"
	at_At1g30580 -	mips_04_03	"putative GTP-binding protein"
			mips_04_03_06
			mips_05_99
	at_At1g30680 -	mips_20_25_01	"hypothetical protein"
			mips_20_25_01_01
			mips_30_16
			mips_30_99
	at_At1g30960	mips_03_03	"F17F8.15"
			mips_03_03_01
			mips_06_07
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_05
			mips_62
			mips_62_02
			mips_62_02_05
			mips_63_19_05
	at_At1g31360 -	mips_03_01_03	"hypothetical protein"
			mips_03_01_05
			mips_03_01_05_03
	at_At1g33290 -	mips_06_13_01	"hypothetical protein"
			mips_06_13_01_01
			mips_20_25_07
	at_At1g33880 -	mips_08_02	"AIG1-like protein"
	at_At1g33910 -	mips_08_02	"AIG1-like protein"
			mips_10_01_05_05
			mips_40_26
			mips_40_26_03
	at_At1g42680 -	mips_20_25_01	"myosin heavy chain ATM2, putative"
			mips_20_25_01_01
			mips_63_06
	at_At1g43890 -	mips_10_01_05	"GTP-binding protein, putative"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
	at_At1g43910 -	mips_06_10	"unknown protein"
			mips_06_13_01
			mips_06_13_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_03
			mips_14_01
			mips_14_01_01
			mips_62
			mips_62_01
			mips_62_01_05
			mips_62_01_07
	at_At1g47590	mips_08_16	"hypothetical protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_63_19_05
	at_At1g48310	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_99
			mips_14
			mips_14_04
			mips_25
			mips_40_10_03
			mips_63_03
			mips_63_17
			mips_63_17_09
			mips_63_19
	at_At1g48650 -	mips_04_05_05	"hypothetical protein"
			mips_40_10_03
			mips_40_10_99
	at_At1g48900 -	mips_06_01	"unknown protein (At1g48900)"
			mips_06_04
			mips_08_02
	at_At1g50250	mips_02_16	"chloroplast FtsH protease, putative"
			mips_02_16_17
			mips_03_03_03
			mips_06_13_99
			mips_11_01_03
			mips_11_01_05
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_26
			mips_40_26_03
			mips_63_19_03
	at_At1g50360	mips_13	"myosin, putative"
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_40
			mips_40_03
			mips_40_04
			mips_45
			mips_45_03
			mips_45_03_12
			mips_63
			mips_63_01
			mips_63_06
			mips_63_07
			mips_63_19
			mips_99
	at_At1g51380	mips_04	"putative RNA helicase"
			mips_04_01
			mips_04_01_04
			mips_04_05
			mips_04_05_01
			mips_04_05_05
			mips_04_05_05_11
			mips_05
			mips_05_04
			mips_05_04_01
			mips_14
			mips_14_01
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_10
			mips_33
			mips_33_03
			mips_33_03_02
			mips_40_10
			mips_63
			mips_63_03
			mips_63_19
			mips_63_19_03
			mips_98
	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_At1g52280 -	mips_06_04	"GTP-binding protein RAB7D, putative"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_40_07
			mips_40_08
	at_At1g53140 -	mips_13_03	"dynamin-like protein"
			mips_13_03_01
			mips_25_05_07
			mips_30_04
			mips_63_06
	at_At1g55150	mips_04_05_05_11	"Unknown protein (At1g55150; T7N22.9)"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_19_03
	at_At1g55810	mips_01_03	"uracil phosphoribosyltransferase 1, putative"
			mips_01_03_04
			mips_01_03_04_03
			mips_01_04
			mips_01_04_01
			mips_01_04_04
			mips_63_19_05
			mips_63_19_99
	at_At1g56050	mips_04	"GTP-binding protein, putative"
			mips_04_03
			mips_04_03_06
			mips_05
			mips_05_99
			mips_10
			mips_40
			mips_40_16
			mips_63
			mips_63_19
			mips_98
			mips_99
	at_At1g56070	mips_05_04_02	"elongation factor, putative"
			mips_25_05_09
			mips_63_19_05
	at_At1g58050 -	mips_04_05_05_01	"hypothetical protein"
			mips_04_05_05_01_10
			mips_04_05_05_11
	at_At1g59760 -	mips_04_05_01_01	"hypothetical protein"
			mips_04_07
			mips_08_01
			mips_63_03_01
	at_At1g59990	mips_63_19_03	"putative protein"
	at_At1g60500 -	mips_03_03_01_01	""
			mips_08_22
			mips_08_99
			mips_13_03
			mips_13_03_01
			mips_30_04
			mips_40_08
			mips_63_06
	at_At1g60930 -	mips_03_01_03	"putative DNA helicase"
			mips_03_01_05
			mips_03_01_05_03
			mips_20_25
	at_At1g61140 -	mips_03_01_05	""
			mips_03_01_09
			mips_03_01_99
	at_At1g62750	mips_05_04_02	"elongation factor G, putative"
			mips_63_19_05
	at_At1g63160 -	mips_03_01	"replication factor, putative"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
			mips_40_10_99
	at_At1g63270	mips_63_19_03	"hypothetical protein"
			mips_67_50
			mips_67_50_25
	at_At1g65810 -	mips_01_03_16	"hypothetical protein"
			mips_04_03
			mips_04_03_03
			mips_04_03_99
			mips_04_07
			mips_05_07
			mips_63_03_03
	at_At1g66090 -	mips_11_05_01	"unknown protein"
			mips_11_05_03
	at_At1g68460 -	mips_01_03	"putative tRNA isopentenyl transferase"
			mips_01_03_01
			mips_04_03
			mips_04_03_01
			mips_04_03_03
			mips_04_03_06
	at_At1g70490	mips_08_07	"ADP-ribosylation factor 1 like protein"
			mips_08_07_05
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13_03
			mips_13_03_01
			mips_30_22
			mips_40_08
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At1g70610 -	mips_67_50	"transporter associated with antigen processing-like protein (TAP1)"
			mips_67_50_25
	at_At1g71280 -	mips_04_01	"putative DEAD/DEAH box helicase"
			mips_04_01_04
			mips_04_05_05_01
	at_At1g72250 -	mips_30_04	"kinesin, putative"
			mips_40_07
			mips_63_06
	at_At1g72670 -	mips_20_25_01	"hypothetical protein"
			mips_20_25_01_01
			mips_63_06
	at_At1g72730	mips_04	"Eukaryotic initiation factor 4A like protein"
			mips_04_05_05
			mips_04_05_05_01
			mips_14_04
			mips_25_05
			mips_25_05_10
			mips_40_10
			mips_63_19
			mips_63_19_03
	at_At1g72870 -	mips_11_05_01	"hypothetical protein"
			mips_11_05_03
	at_At1g72940 -	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At1g73170	mips_01_01_07	"unknown protein"
			mips_63_19_03
			mips_67_10
			mips_67_50_25
	at_At1g73980	mips_01_03_04	"unknown protein"
			mips_01_03_04_03
			mips_01_04_01
			mips_63_19_05
			mips_63_19_99
	at_At1g74690 -	mips_62_02_01	"unknown protein"
			mips_62_02_01_01
			mips_63_06
	at_At1g75840 -	mips_10_01_05_05	"rac-like GTP binding protein (ARAC5)"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At1g76720 -	mips_04_05_01_01	"putative translation initiation factor IF-2"
			mips_04_05_01_04_01
			mips_05_04_01
	at_At1g77620	mips_03	"hypothetical protein"
			mips_03_03
			mips_03_03_05
			mips_03_03_05_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_09
			mips_06
			mips_06_01
			mips_06_04
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_30
			mips_30_04
			mips_30_07
			mips_30_08
			mips_40_03
			mips_40_07
			mips_40_10
			mips_63
			mips_63_19
			mips_98
	at_At1g78010 -	mips_01_03	"similar to GTPase emb|CAA66716; similar to EST AA586267"
			mips_01_03_10
			mips_04_05_05
			mips_04_05_05_01
			mips_05_04
			mips_05_07
			mips_08_02
			mips_10_01_05
			mips_10_01_05_05
			mips_11_07
			mips_11_07_03
	at_At1g78900 -	mips_01_07_01	"vacuolar-type H+-ATPase subunit A (VHA-A)"
			mips_40_25
			mips_67_01
	at_At1g79350 -	mips_03_01_99	"hypothetical protein"
	at_At1g79560 -	mips_02_16	"FtsH like cell division protein"
			mips_02_16_17
			mips_03_03_03
			mips_06_01
			mips_06_04
			mips_06_13
			mips_06_13_99
			mips_11_01_03
			mips_11_01_05
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_63_17_09
	at_At2g01440	mips_03_01_03	"putative ATP-dependent DNA helicase RECG"
			mips_03_01_03_01
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_20_25
			mips_20_25_16
			mips_40_37
			mips_63_03_01
			mips_63_19_03
	at_At2g02480 -	mips_03_01	"STICHEL (STI)"
			mips_03_01_03
			mips_03_01_05
			mips_06_99
			mips_40_37
	at_At2g02790 -	mips_20_25_16	"unknown protein"
			mips_62_02_01_01
			mips_63_06
	at_At2g03750 -	mips_01_20_17	"steroid sulfotransferase like protein"
			mips_01_20_17_03
			mips_01_20_23
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_03
			mips_01_20_50
			mips_13_03
			mips_13_03_01
	at_At2g04720	mips_08_16	"putative GTP-binding protein"
			mips_40_08
			mips_63_19_05
	at_At2g07750	mips_04_05_05	"putative RNA helicase"
			mips_04_05_05_11
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_19_03
	at_At2g14120 -	mips_08_07	"dynamin like protein 2b (ADL2b)"
			mips_08_07_03
			mips_08_19
			mips_08_99
			mips_30_16
			mips_40_08
	at_At2g14920 -	mips_01_02	"putative steroid sulfotransferase"
			mips_01_02_01
			mips_01_02_01_11
			mips_01_20_17_03
			mips_01_20_23
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_03
			mips_13_03
			mips_13_03_01
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_05
			mips_47_03_05_02
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_05
	at_At2g15310	mips_06	"putative ADP-ribosylation factor"
			mips_06_04
			mips_06_07
			mips_06_07_99
			mips_08
			mips_08_07
			mips_08_07_05
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_03
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63
			mips_63_19
			mips_63_19_05
			mips_67
	at_At2g16440	mips_03_01	"putative CDC21 protein"
			mips_03_01_03
			mips_03_03_01
			mips_14_04
			mips_30_10
			mips_40_10_03
			mips_63_19
	at_At2g18330 -	mips_02_11_05	"AAA-type like ATPase"
	at_At2g18390 -	mips_08_16	"putative ADP-ribosylation factor"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At2g18770 -	mips_06_04	"putative signal recognition particle receptor beta subunit"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
	at_At2g20140 -	mips_02_11_05	"26S proteasome subunit 4"
			mips_06_13_01
			mips_06_13_01_01
			mips_30_07
			mips_30_08
	at_At2g20290 -	mips_03_03_03	"putative myosin heavy chain"
			mips_08_07
			mips_08_16
			mips_08_22
			mips_13_11
			mips_14_04_03
			mips_14_04_03_01
			mips_14_04_03_03
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_30_25
			mips_40_04
			mips_63_06
	at_At2g21300 -	mips_08_22	"putative kinesin heavy chain"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04_05
			mips_63_06
	at_At2g21380	mips_08	"putative kinesin heavy chain"
			mips_08_22
			mips_08_22_01
			mips_25
			mips_25_05
			mips_25_05_19
			mips_25_05_19_09
			mips_30
			mips_30_04
			mips_30_04_05
			mips_40
			mips_40_04
			mips_40_16
			mips_63
			mips_63_01
			mips_63_06
			mips_63_19
	at_At2g21940 -	mips_01_01	"putative shikimate kinase precursor"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_09
			mips_01_01_01_11_11
			mips_01_01_01_11_13
	at_At2g22300 -	mips_06	"Calmodulin-binding transcription activator 3 (CAMTA3)"
			mips_06_07_02
			mips_10
			mips_10_01_09
			mips_10_01_09_03
			mips_10_05_02
			mips_10_05_02_30
			mips_13
			mips_13_01_01
			mips_13_01_01_01
			mips_13_03_05
			mips_13_11
			mips_14_01_05
			mips_14_01_05_01
			mips_14_01_99
			mips_14_04
			mips_25_05
			mips_40_04
			mips_40_04_99
			mips_43
			mips_43_03
			mips_43_03_17
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_07
	at_At2g22610 -	mips_08_22	"putative kinesin heavy chain"
			mips_08_99
			mips_63_06
	at_At2g22870	mips_04	"putative nucleotide-binding protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_01
			mips_04_05_01_04
			mips_04_05_01_04_01
			mips_05
			mips_05_04
			mips_14
			mips_14_01
			mips_30
			mips_30_01
			mips_40
			mips_40_03
			mips_40_16
			mips_63
			mips_63_19
			mips_63_19_05
			mips_99
	at_At2g26820 -	mips_06_99	"similar to avrRpt2-induced protein 1"
			mips_11_05_03
	at_At2g27200 -	mips_08_16	"putative nucleotide-binding protein"
	at_At2g27600 -	mips_06_04	"putative AAA-type ATPase"
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_08
			mips_08_07
			mips_08_13
			mips_30_08
			mips_30_25
			mips_40_22
	at_At2g28070	mips_01	"putative ABC transporter"
			mips_01_06
			mips_01_06_13
			mips_01_07
			mips_01_07_01
			mips_40_99
			mips_63_09
			mips_63_19
			mips_63_19_03
			mips_67
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At2g28600	mips_04_05_05	"putative ATP-dependent RNA helicase"
			mips_04_05_05_11
			mips_05
			mips_05_04_01
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47
			mips_47_03
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_02
			mips_63_19_03
	at_At2g29680	mips_03	"cell division control protein 6 (cdc6)"
			mips_03_01
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_03
			mips_40_03
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_63_03_01
			mips_63_19
	at_At2g29940 -	mips_01_06_13	"putative ABC transporter"
			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_At2g31060	mips_05_04_02	"putative GTP-binding protein"
			mips_10_01_05_05
			mips_63_19_05
	at_At2g31680	mips_06_04	"putative RAS superfamily GTP-binding protein"
			mips_08
			mips_08_07
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_40_02
			mips_40_07
			mips_40_08
			mips_63_19_05
	at_At2g31900	mips_08	"putative unconventional myosin"
			mips_08_07
			mips_08_16
			mips_08_22
			mips_13
			mips_13_11
			mips_14
			mips_14_01
			mips_14_01_03
			mips_14_04
			mips_20
			mips_14_04_03
			mips_14_04_03_01
			mips_20_25
			mips_20_25_01
			mips_20_25_01_07
			mips_30
			mips_30_03
			mips_30_04
			mips_30_04_03
			mips_30_25
			mips_33
			mips_33_03
			mips_33_03_23
			mips_40
			mips_40_03
			mips_40_04
			mips_43
			mips_43_03
			mips_43_03_23
			mips_63
			mips_63_01
			mips_63_06
			mips_63_07
			mips_63_19
	at_At2g31970 -	mips_03_01	"putative RAD50 DNA repair protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_03_03
			mips_03_03_02
			mips_08
			mips_11_01
			mips_13_11
			mips_30_10
			mips_40_04
			mips_63_06
			mips_67_50
			mips_67_50_25
	at_At2g33870	mips_08_07	"putative GTP-binding protein"
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At2g34890 -	mips_01_01	"putative CTP synthase"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_03
			mips_01_03_04
			mips_01_03_04_03
			mips_30_01
	at_At2g35920	mips_04	"ATP-dependent RNA helicase A like protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_04_05_05_11
			mips_06
			mips_06_10
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_10
			mips_63
			mips_63_01
			mips_63_03
			mips_63_03_03
			mips_63_19
			mips_63_19_03
	at_At2g36200 -	mips_08_22	"putative kinesin-related cytokinesis protein"
			mips_63_06
	at_At2g37420 -	mips_63_06	"putative kinesin heavy chain"
	at_At2g38770 -	mips_03_01_05_03	"unknown protein"
			mips_03_03_02
			mips_04_03
			mips_04_03_03
			mips_04_03_99
	at_At2g38840	mips_01_03	"putative guanylate binding protein"
			mips_01_03_01
			mips_01_03_01_01
			mips_11_05_03
			mips_20_25
			mips_20_25_16
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_21
			mips_63_19_05
			mips_63_19_99
	at_At2g39270	mips_01_03_01	"putative adenylate kinase"
			mips_01_03_01_03
			mips_01_03_99
			mips_63_19_03
	at_At2g39480 -	mips_67_28	"putative ABC transporter"
			mips_67_50
			mips_67_50_25
	at_At2g39730 -	mips_02_11	"Rubisco activase"
			mips_02_11_05
			mips_04_09
			mips_08_07
			mips_25_05_25
			mips_30_04
			mips_30_07
			mips_30_08
	at_At2g40700	mips_04_99	"ATP-dependent RNA helicase"
			mips_63_19_03
	at_At2g41880 -	mips_01_03_01	"guanylate kinase (GK-1)"
			mips_10_05_01
			mips_13_07
	at_At2g42520 -	mips_04_05_05	"putative ATP-dependent RNA helicase"
			mips_04_05_05_01
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
	at_At2g43130	mips_08_16	"Ras-related GTP-binding protein (ARA-4)"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
			mips_63_19_05
	at_At2g44610 -	mips_10_01_05	"putative small GTP-binding protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
	at_At2g45030	mips_05	"putative mitochondrial translation elongation factor G"
			mips_05_04
			mips_05_04_02
			mips_14
			mips_14_01
			mips_14_01_03
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_09
			mips_40
			mips_40_03
			mips_40_16
			mips_63
			mips_63_01
			mips_63_19
	at_At2g45280 -	mips_03_01_05	"RAD51Calpha DNA repair-recombination factor (RAD51Calpha)"
			mips_03_01_05_01
			mips_03_01_05_03
			mips_03_03_02
			mips_14_04_03
			mips_14_04_03_03
	at_At2g45810 -	mips_04_05_05_01	"putative ATP-dependent RNA helicase"
			mips_04_99
	at_At2g46620 -	mips_02_11_05	"putative protein"
			mips_02_13
			mips_02_13_03
			mips_06_13_01
			mips_06_13_01_01
			mips_20_25_07
	at_At2g47170	mips_06_07_99	"ADP-ribosylation factor 1"
			mips_08_07
			mips_08_07_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_30_08
			mips_40_08
			mips_40_09
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At2g47330	mips_04_05_05	"putative ATP-dependent RNA helicase"
			mips_04_05_05_11
			mips_05_04
			mips_05_04_01
			mips_14_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47
			mips_47_03
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_02
			mips_63_19_03
	at_At3g09710 -	mips_20_25	"putative SF16 protein"
	at_At3g09900	mips_08_07	"putative Ras-like GTP-binding protein"
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At3g09910 -	mips_10_01_05_05	"putative Ras-like GTP-binding protein"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At3g10350 -	mips_08	"putative ATPase"
			mips_08_01
			mips_11_07
			mips_30_03
			mips_30_10
			mips_30_10_07
			mips_40_10_07
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At3g12020 -	mips_08_22	"hypothetical protein"
			mips_63_06
	at_At3g12670 -	mips_01_01_01_01	"hypothetical protein"
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_03_04
			mips_01_03_04_03
	at_At3g12810 -	mips_03_01_09	"Snf2-related CBP activator protein, putative"
			mips_03_01_99
			mips_04_05_01_01
	at_At3g13080 -	mips_67_50_25	"ABC transporter, putative"
	at_At3g13640	mips_01_03	"RNase L inhibitor, putative"
			mips_02
			mips_01_03_16
			mips_01_03_16_01
			mips_02_11
			mips_04_05
			mips_04_05_05
			mips_08
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_63_19
			mips_67
			mips_67_15
			mips_67_50
			mips_67_50_25
	at_At3g13920 -	mips_04_05_05	"eukaryotic protein synthesis initiation factor 4A"
			mips_04_05_05_01
			mips_05
			mips_05_04
			mips_25_05_10
	at_At3g15060	mips_08_07	"ras-related GTP-binding protein"
			mips_08_16
			mips_10_01_05_05
			mips_63_19_05
	at_At3g16060 -	mips_08_22	"kinesin like protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04
			mips_30_04_05
			mips_40_04
			mips_40_04_05
			mips_63_06
	at_At3g16600 -	mips_03_01_99	"putative DNA-binding protein"
	at_At3g19160 -	mips_01_03_01	"tRNA isopentenyl transferase, putative"
			mips_04_03
			mips_04_03_01
			mips_04_03_03
			mips_04_03_06
	at_At3g19740 -	mips_03_03_05	"ATPase, putative"
			mips_03_03_05_01
			mips_06_13_01
			mips_06_13_01_01
	at_At3g21250	mips_40	"unknown protein"
			mips_63
			mips_63_19
			mips_67
			mips_67_50_25
	at_At3g22310	mips_04_05_05_11	"putative RNA helicase"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At3g22330	mips_04_05_05_11	"DEAD-Box RNA helicase like protein"
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	at_At3g22880	mips_03	"meiotic recombination protein (AtDMC1)"
			mips_03_01
			mips_03_01_05
			mips_03_01_05_03
			mips_03_03
			mips_03_03_02
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_03
			mips_25_05
			mips_40
			mips_40_10
			mips_63_03
			mips_63_19
			mips_98
	at_At3g22950	mips_06_07_99	"ADP-ribosylation factor, putative"
			mips_08_07_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At3g22980	mips_04_05_05	"eukaryotic translation elongation factor 2, putative"
			mips_05
			mips_05_04
			mips_05_04_02
			mips_14_01
			mips_14_01_03
			mips_25_05_09
			mips_40_10_99
			mips_63_03_03
			mips_63_19_05
	at_At3g23670	mips_06_04	"hypothetical protein"
			mips_30
			mips_40_04
			mips_63_01
			mips_63_06
			mips_63_19
	at_At3g24340 -	mips_03_01_99	"hypothetical protein"
			mips_40_10_03
	at_At3g24430	mips_03_99	"mrp protein, putative"
			mips_40_30
			mips_63_19_03
			mips_67_50
			mips_67_50_25
	at_At3g26560 -	mips_04_05_05	"ATP-dependent RNA helicase, putative"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_04_05_05_11
			mips_06_10
			mips_40_10_99
	at_At3g27120	mips_03	"spastin protein, putative"
			mips_03_03
			mips_03_03_01
			mips_03_03_05
			mips_03_03_05_01
			mips_06_01
			mips_06_04
			mips_08
			mips_08_07
			mips_10_01
			mips_10_01_01
			mips_30
			mips_30_04
			mips_40_03
			mips_40_04
			mips_40_07
			mips_63_01
			mips_63_19
	at_At3g28345 -	mips_67_50	"P-glycoprotein, putative, 3'partial"
			mips_67_50_25
	at_At3g28390 -	mips_67_28	"P-glycoprotein, putative"
			mips_67_50
			mips_67_50_25
	at_At3g28540 -	mips_02_11_05	"hypothetical protein"
			mips_02_13
			mips_02_13_03
			mips_04_09
			mips_06_13_01
			mips_06_13_01_01
			mips_30_07
			mips_30_08
	at_At3g28570 -	mips_06_13_01	"unknown protein"
			mips_06_13_01_01
			mips_10_01_05_01
			mips_10_01_05_03
			mips_14_01_01
			mips_62_01
			mips_62_01_05
			mips_62_01_07
			mips_62_01_99
			mips_62_02_01_01
			mips_62_02_01_01_03
			mips_62_02_01_01_05
	at_At3g28580 -	mips_02_11_05	"putative protein"
			mips_04_09
			mips_30_07
			mips_30_08
	at_At3g28860	mips_14_04	"P-glycoprotein, putative"
			mips_63_19
			mips_67
			mips_67_50_25
	at_At3g32920 -	mips_03_01	"recA, putative"
			mips_03_01_05
			mips_03_01_05_01
	at_At3g44730 -	mips_06_04	"kinesin-like protein heavy chain (KP1)"
			mips_08
			mips_08_99
			mips_30_04
			mips_40_04
			mips_40_07
			mips_40_08
			mips_40_16
			mips_63_06
	at_At3g45070 -	mips_01_20_17	"sulfotransferase-like protein"
			mips_01_20_17_03
			mips_01_20_35
			mips_01_20_50
			mips_13_03
			mips_13_03_01
	at_At3g45080 -	mips_01_20_17_03	"sulfotransferase-like protein"
			mips_01_20_50
	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_At3g47060 -	mips_02_13	"FtsH metalloprotease - like protein"
			mips_03_99
			mips_06_13_99
	at_At3g47790 -	mips_01_06	"ABC-type transport protein-like protein"
			mips_67_04
			mips_67_13
			mips_67_50_25
	at_At3g49260 -	mips_20_25_01	"SF16 -like protein"
			mips_20_25_01_01
			mips_63_06
	at_At3g49380 -	mips_30_03	"hypothetical protein"
			mips_62_02_01_01
			mips_63_06
	at_At3g50930 -	mips_04_09	"BCS1 protein-like protein"
			mips_25_05_25
			mips_30_07
			mips_30_08
	at_At3g51300 -	mips_10_01_05	"rac-like GTP binding protein Arac11"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_11_01
			mips_13_05
			mips_13_07
			mips_13_11
			mips_30_04
	at_At3g53110	mips_04_05_05	"RNA helicase -like protein"
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_02
			mips_63_19_03
	at_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_At3g53610 -	mips_06_04	"GTPase AtRAB8"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
	at_At3g54540 -	mips_05_07	"ABC transporter - like protein"
			mips_08_16
			mips_08_16_03
			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_At3g56690 -	mips_04_09	"calmodulin-binding protein"
			mips_30_07
			mips_30_08
	at_At3g57180 -	mips_08_16	"unknown protein"
	at_At3g57300 -	mips_03_01_09	"helicase-like protein"
			mips_03_01_09_05
			mips_04_05_01_01
	at_At3g57550 -	mips_01_03	"guanylate kinase (GK-2)"
			mips_01_03_01
			mips_10_05
			mips_10_05_01
			mips_13_07
			mips_40_02
			mips_40_04
	at_At3g58570 -	mips_04_01	"ATP-dependent RNA helicase-like protein"
			mips_04_01_04
			mips_04_05_05_01
			mips_33
			mips_33_03
			mips_33_03_02
	at_At3g59690 -	mips_63_06	"putative protein"
	at_At3g60160 -	mips_67_50_25	"multi resistance protein homolog"
	at_At3g62150	mips_01_06	"P-glycoprotein-like proetin"
			mips_08
			mips_40_02
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At3g62310 -	mips_04_05_05	"ATP-dependent RNA helicase-like protein"
			mips_04_05_05_01
	at_At3g62560 -	mips_08_07_05	"Sar1-like GTP binding protein"
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
			mips_62_02_01_01
			mips_62_02_01_01_99
	at_At3g63110 -	mips_01_03_01	"cytokinin synthase (AtIPT3)"
			mips_04_03
			mips_04_03_01
			mips_04_03_03
			mips_04_03_06
	at_At3g63150 -	mips_08_16	"rac-GTP binding protein like"
			mips_63_17
			mips_63_17_01
	at_At4g01020	mips_03	"putative protein"
			mips_03_03
			mips_03_03_01
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_99
			mips_05
			mips_05_07
			mips_30
			mips_30_10
			mips_40_10_99
			mips_63_03
			mips_63_19
	at_At4g01800	mips_08_16	"putative SecA-type chloroplast protein transport factor"
			mips_08_16_05
			mips_08_16_99
			mips_40_26
			mips_40_26_03
			mips_63_19_03
			mips_67_50_22
	at_At4g01820 -	mips_67_28	"P-glycoprotein-like protein pgp3"
			mips_67_50
			mips_67_50_25
	at_At4g02060 -	mips_40_10_03	"PROLIFERA"
	at_At4g02790 -	mips_08_16	"unknown protein"
	at_At4g02930	mips_05_04_02	"mitochondrial elongation factor Tu"
			mips_63_19_05
	at_At4g04180 -	mips_02_11	"putative vesicle transfer ATPase"
			mips_02_11_05
			mips_04_09
			mips_08_07
			mips_25_05_25
			mips_30_04
			mips_30_07
			mips_30_08
	at_At4g04300 -	mips_67_07	"hypothetical protein"
	at_At4g04910 -	mips_02	"putative component of vesicle-mediated transport"
			mips_02_11
			mips_02_11_05
			mips_03_03
			mips_03_03_01
			mips_04_09
			mips_08
			mips_08_07
			mips_25_05_25
			mips_30_04
			mips_30_07
			mips_30_08
			mips_40_07
			mips_40_08
	at_At4g09730	mips_04_01	"putative protein"
			mips_04_01_04
			mips_04_01_99
			mips_04_05_99
			mips_25_05_10
			mips_63_19
	at_At4g09930	mips_03_03_03	"AIG1-like protein"
			mips_13_05
			mips_40_04_03
			mips_48
			mips_63_19_05
	at_At4g09950	mips_03_03_03	"AIG1-like protein"
			mips_11_05_03
			mips_13_05
			mips_14_01
			mips_40_04_03
			mips_48
			mips_63_07
			mips_63_19_05
	at_At4g10650	mips_14	"putative protein"
			mips_14_04
			mips_25
			mips_25_05
			mips_40_16
			mips_63_19
	at_At4g12620 -	mips_03_03_01_01	"origin recognition complex subunit 1 -like protein"
			mips_14_04_03
			mips_14_04_03_03
			mips_63_03_01
	at_At4g12790	mips_63_19_03	"unknown protein"
			mips_63_19_05
	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_At4g14700 -	mips_03_03_01_01	"replication control protein 1 like"
			mips_14_04_03
			mips_14_04_03_03
	at_At4g15570 -	mips_01_03	"SEN1 like protein"
			mips_01_03_16
			mips_04_03
			mips_04_03_03
			mips_04_03_99
			mips_04_07
			mips_05
			mips_05_07
			mips_63_03_03
	at_At4g16680 -	mips_04_05_05	"RNA helicase"
			mips_04_05_05_01
			mips_05_07
			mips_30_10
	at_At4g17380	mips_03	"putative protein"
			mips_03_01
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_03_01_05_03_01
			mips_03_03
			mips_03_03_02
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_01
			mips_47_03_15_07
			mips_63_03
			mips_63_19
	at_At4g17530 -	mips_10_01_05_05	"ras-related small GTP-binding protein RAB1c"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At4g18330 -	mips_05_01	"translation initiation factor eIF-2 gamma chain-like protein"
			mips_05_04
			mips_05_04_02
			mips_14_01
			mips_14_01_03
			mips_40_10_03
	at_At4g18820 -	mips_40_37	"putative protein"
	at_At4g19540	mips_40_30	"ATP binding protein - like"
			mips_63_19_03
			mips_67_50
			mips_67_50_25
	at_At4g19640 -	mips_06_04	"small GTP-binding protein - like"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_40_07
			mips_40_08
	at_At4g20320 -	mips_01_01_01_01	"CTP synthase like protein"
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_03_04
			mips_01_03_04_03
	at_At4g20360	mips_05	"translation elongation factor EF-Tu precursor, chloroplast"
			mips_05_04
			mips_05_04_02
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_03
			mips_63_01
			mips_63_19
			mips_63_19_05
	at_At4g21270 -	mips_08_22	"kinesin-related protein katA"
			mips_08_99
			mips_20_25_01
			mips_20_25_01_01
			mips_63_06
	at_At4g21800	mips_63_19_03	"unknown protein"
			mips_63_19_05
	at_At4g25120 -	mips_03	"putative protein"
			mips_03_01
			mips_03_01_03
			mips_03_01_03_01
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_99
			mips_40_37
	at_At4g25280 -	mips_01_03_01	"UMP/CMP kinase like protein"
			mips_01_03_04
			mips_01_04_99
			mips_02_99
			mips_14_01_01
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_45_03_12
			mips_45_03_12_01
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_17
	at_At4g25450 -	mips_67_50	"putative protein"
			mips_67_50_25
	at_At4g25540 -	mips_03_01_05	"putative DNA mismatch repair protein"
	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_At4g27680 -	mips_02_11_05	"unknown protein"
			mips_06_13_01
			mips_06_13_01_01
			mips_08_07_25
			mips_40_09
	at_At4g28000 -	mips_02_11	"putative protein"
			mips_02_11_05
			mips_06_01
			mips_06_13_01
	at_At4g28620 -	mips_30_25	"ABC transporter - like protein"
			mips_67_50_25
	at_At4g28630 -	mips_30_25	"half-molecule ABC transporter ATM1"
			mips_67_50_25
	at_At4g28950 -	mips_10_01_05_05	"rac GTP binding protein Arac7"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At4g29910 -	mips_03_01_03	"putative protein"
			mips_14_01
			mips_14_01_03
			mips_14_04_03
			mips_14_04_03_03
			mips_25_05_09
			mips_40_10_99
	at_At4g30100 -	mips_01_03	"putative protein"
			mips_01_03_16
			mips_04_03
			mips_04_03_03
			mips_04_03_99
			mips_05_07
			mips_63_03_01
	at_At4g30250 -	mips_02_11_05	"putative protein"
			mips_02_13
			mips_02_13_03
			mips_06_13_01
			mips_06_13_01_01
			mips_20_25_07
	at_At4g31880	mips_04_05_01_04_03	"putative protein"
			mips_14_01
			mips_14_01_01
			mips_14_01_05
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_09
			mips_63_03_01
			mips_63_19_03
	at_At4g33370 -	mips_04_05_05	"putative protein"
			mips_04_05_05_11
			mips_05_04_01
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
	at_At4g35020 -	mips_10_01_05_05	"Rho1Ps homolog/ Rac-like protein"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At4g35860 -	mips_08_07	"GTP-binding protein GB2"
			mips_08_07_27
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_13_03
			mips_13_03_01
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g35950 -	mips_10_01_05_05	"ras-related small GTP-binding protein"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At4g38950 -	mips_08_22	"kinesin like protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04_05
			mips_63_06
	at_At4g39050	mips_08_22	"kinesin like protein"
			mips_30
			mips_30_04
			mips_40
			mips_40_03
			mips_40_04
			mips_63
			mips_63_01
			mips_63_06
			mips_63_19
	at_At4g39520	mips_40_16	"GTP-binding - like protein"
			mips_63_19_05
	at_At4g39890 -	mips_10_01_05_05	"small GTP-binding protein - like"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At4g39940 -	mips_01_02	"adenosine-5'-phosphosulfate-kinase"
			mips_01_02_99
			mips_01_03_01
			mips_01_03_01_01
			mips_01_03_01_01_01
			mips_01_03_01_01_03
			mips_01_03_01_01_99
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_01
			mips_01_03_04_03
			mips_01_03_07
			mips_01_03_07_01
			mips_01_03_07_03
			mips_01_03_10
			mips_01_03_16
			mips_01_03_16_01
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At4g39990	mips_08_07	"GTP-binding protein GB3"
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At5g01310 -	mips_01_03_01	"putative protein"
			mips_01_03_01_01
			mips_01_03_01_01_99
			mips_03_03
			mips_03_03_01
	at_At5g03530 -	mips_10_01_05_05	"AtRab GTP-binding protein"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At5g03940	mips_08_02	"signal recognition particle 54CP protein precursor"
			mips_63_03_03
			mips_63_19_05
	at_At5g05130 -	mips_03_01_05	"helicase-like transcription factor-like protein"
	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_At5g06670 -	mips_08_22	"kinesin heavy chain-like protein"
			mips_63_06
	at_At5g07660 -	mips_03_01_05	"SMC-like protein"
			mips_03_01_05_01
			mips_13_05
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_06
			mips_67_50
			mips_67_50_25
	at_At5g08470 -	mips_02	"putative protein"
			mips_02_11
			mips_02_11_05
			mips_03_03
			mips_03_03_01
			mips_04_09
			mips_06_04
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_08
			mips_08_07
			mips_08_07_25
			mips_25_05_25
			mips_30_04
			mips_30_07
			mips_30_08
			mips_40_07
			mips_40_08
			mips_40_09
	at_At5g08610 -	mips_03_01_09	"RNA helicase-like protein"
			mips_03_01_09_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_05_04
			mips_05_04_01
			mips_25_05_10
			mips_40_07
			mips_40_10_07
			mips_40_10_99
			mips_63_03_03
	at_At5g08650	mips_05_04_02	"GTP-binding protein LepA homolog"
			mips_10_01_05
			mips_10_01_05_05
			mips_63_19_05
	at_At5g10260 -	mips_06_04	"GTP-binding protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g10470 -	mips_03_03_02	"putative protein"
			mips_30_04
			mips_63_06
	at_At5g11170	mips_04	"DEAD BOX RNA helicase RH15 - like protein"
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_99
			mips_05
			mips_05_01
			mips_05_01_01
			mips_05_01_99
			mips_05_04
			mips_05_04_01
			mips_40
			mips_40_10
			mips_63
			mips_63_03
			mips_63_03_03
			mips_63_19
			mips_63_19_03
			mips_98
	at_At5g11200	mips_04_05_05_01	"DEAD BOX RNA helicase RH15"
			mips_04_05_05_01_99
			mips_05_01
			mips_05_01_01
			mips_05_01_99
			mips_05_04_01
			mips_63_03_03
			mips_63_19_03
	at_At5g13460	mips_40_04	"unknown protein"
			mips_63_01
			mips_63_19
	at_At5g13650	mips_05_04	"GTP-binding protein typA (tyrosine phosphorylated protein A)"
			mips_05_04_02
			mips_10_01_05
			mips_10_01_05_05
			mips_63_19_05
	at_At5g14610	mips_04_05_05_11	"DRH1 DEAD box protein - like"
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	at_At5g14670	mips_06_07_99	"ADP-ribosylation factor - like protein"
			mips_08_07_05
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13_03
			mips_13_03_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At5g14900 -	mips_04_05_05_01	"putative protein"
			mips_40_10
	at_At5g15250	mips_02_13	"FtsH-like protein Pftf precursor - like"
			mips_02_16
			mips_02_16_17
			mips_03_03_03
			mips_06_01
			mips_06_10
			mips_06_13_99
			mips_11_01_03
			mips_11_01_05
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_07
			mips_40_26
			mips_40_26_03
			mips_63_17_09
			mips_63_19_03
	at_At5g15920 -	mips_03_01_05_01	"putative protein"
			mips_63_06
			mips_67_50
			mips_67_50_25
	at_At5g17060	mips_06_04	"ADP-ribosylation factor -like protein"
			mips_06_07
			mips_06_07_99
			mips_06_10
			mips_08
			mips_08_07
			mips_08_07_05
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At5g17730 -	mips_02_11	"BCS1 - like protein"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_03_03
			mips_03_03_01
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_40_16
	at_At5g17740 -	mips_02_11	"BCS1 - like protein"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_06_01
			mips_06_10
			mips_06_13_99
			mips_40_07
	at_At5g17760 -	mips_02_11_05	"BCS1 - like protein"
			mips_02_13
			mips_02_13_03
			mips_04_09
			mips_30_07
			mips_30_08
	at_At5g19990	mips_06_10	"26S proteasome AAA-ATPase subunit RPT6a"
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_20
			mips_20_25
			mips_20_25_07
			mips_48
			mips_63_19_03
	at_At5g20850 -	mips_03_01	"RAD51 homolog (AtRAD51)"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_03_03
			mips_03_03_02
			mips_14_04_03
			mips_14_04_03_03
			mips_40_10_03
	at_At5g22010 -	mips_03_01_03	"replication factor C large subunit-like protein"
			mips_03_01_05
			mips_30_10
			mips_40_10_99
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	at_At5g22330 -	mips_03_01_05	"Ruv DNA-helicase-like protein"
			mips_03_01_05_01
			mips_03_01_05_03
			mips_03_03_02
			mips_06_01
			mips_25_05_25
			mips_48
			mips_62
			mips_62_01
			mips_62_01_07
	at_At5g22370	mips_63_19_03	"putative protein"
			mips_63_19_05
	at_At5g22750	mips_03	"putative protein"
			mips_03_01
			mips_03_01_05
			mips_03_01_05_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_40_10
			mips_63
			mips_63_03
			mips_63_17
			mips_63_17_01
			mips_63_19
	at_At5g26860 -	mips_04_05_05_01	"LON protease homolog (LON_ARA)"
			mips_06_13_99
	at_At5g27000 -	mips_08	"kinesin-like heavy chain (KATD)"
			mips_08_22
			mips_08_22_01
			mips_08_99
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04
			mips_30_04_05
			mips_40_04
			mips_63_06
	at_At5g27410 -	mips_01_01	"amino acid aminotransferase like protein"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_01_15_02
			mips_01_01_01_15_03
			mips_01_01_01_15_04
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_20
			mips_40_16
	at_At5g34960 -	mips_03	"putative protein"
			mips_03_01
			mips_03_01_03
	at_At5g37030 -	mips_01_03	"SEN1-like protein"
			mips_01_03_16
			mips_04_03
			mips_04_03_03
			mips_04_03_99
			mips_04_07
			mips_05_07
			mips_63_03_03
	at_At5g37140 -	mips_01_03_16	"sen1-like protein"
			mips_04_03
			mips_04_03_99
			mips_04_07
			mips_05_07
			mips_63_03_03
	at_At5g37150 -	mips_01_03_16	"sen1-like protein"
			mips_04_03
			mips_04_03_03
			mips_04_03_99
			mips_04_07
			mips_05_07
			mips_63_03_03
	at_At5g37680	mips_08_07	"ADP-ribosylation factor-like protein (K12B20.15)"
			mips_08_07_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At5g39840 -	mips_01_03_16	"putative RNA helicase"
			mips_02_13
			mips_02_13_03
			mips_02_13_05
			mips_04_01
			mips_04_01_04
			mips_04_05_05_01
			mips_04_99
			mips_05_07
			mips_63_03_03
	at_At5g39900	mips_05_04_02	"GTP-binding protein-like"
			mips_10_01_05_05
			mips_63_19_05
	at_At5g39930	mips_03	"putative ATP/GTP-binding protein"
			mips_04
			mips_04_05_05
			mips_14
			mips_14_04
			mips_25_05
			mips_40
			mips_40_10
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
			mips_47
			mips_47_03
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_15
			mips_47_03_15_07
			mips_63_19
			mips_63_19_03
			mips_63_19_05
			mips_98
	at_At5g41370 -	mips_03_01_05	"putative DNA repair protein and transcription factor (XPB1)"
			mips_03_01_05_01
			mips_04_05_01_01
	at_At5g42270	mips_02_16	"cell division protein FtsH"
			mips_02_16_17
			mips_03_03_03
			mips_03_99
			mips_06_01
			mips_06_13_99
			mips_11_01_03
			mips_11_01_05
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_26
			mips_40_26_03
			mips_63_17_09
			mips_63_19_03
	at_At5g43900 -	mips_08_16	"myosin heavy chain MYA2 (pir||S51824)"
			mips_08_22
			mips_14_04_03_01
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_30_25
			mips_63_06
	at_At5g44110	mips_08_16	"NBD-like protein (gb|AAD20643.1)"
			mips_08_19
			mips_11_01_03
			mips_11_05_05
			mips_11_05_05_01
			mips_11_99
			mips_40_30
			mips_63_19_03
			mips_67_07
			mips_67_50_25
	at_At5g44800 -	mips_03_01_99	"helicase-like protein"
	at_At5g45720 -	mips_03_01_05_01	"putative protein"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
			mips_40_37
	at_At5g45750 -	mips_08_07	"Rab-type small GTP-binding protein-like"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At5g45930 -	mips_01_20_19	"magnesium chelatase subunit of protochlorophyllide reductase"
			mips_01_20_19_01
	at_At5g46070	mips_01_03	"putative protein"
			mips_01_03_01
			mips_01_03_01_01
			mips_20_25
			mips_20_25_16
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_21
			mips_63_06
			mips_63_19_05
	at_At5g47040 -	mips_04_05_05	"mitochondrial Lon protease homolog 1 precursor (sp|O64948)"
			mips_04_05_05_01
			mips_06_01
			mips_06_10
			mips_06_13_99
			mips_30_04
			mips_30_07
	at_At5g47520	mips_08_16	"GTP-binding protein-like"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
			mips_63_19_05
	at_At5g47820 -	mips_08_22	"kinesin-like protein"
			mips_63_06
	at_At5g47840	mips_01_03_01	"putative protein"
			mips_01_03_01_03
			mips_01_03_99
			mips_30_26
			mips_30_26_03
			mips_63_19_03
	at_At5g47960	mips_08_16	"RAS superfamily GTP-binding protein-like"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
			mips_63_19_05
	at_At5g49500 -	mips_06_04	"SRP54 (signal recognition particle 54 KDa) protein"
			mips_08_02
			mips_40_07
			mips_63_03_03
	at_At5g49840 -	mips_06_13_01	"CLP protease regulatory subunit CLPX-like"
			mips_06_13_01_01
			mips_11_01_05
			mips_63_01
	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_At5g51280 -	mips_04_05_05_11	"DEAD-box protein abstrakt"
			mips_05_04_01
			mips_14_10
			mips_14_10_02
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
	at_At5g52210	mips_08_07	"GTP-binding protein-like"
			mips_08_07_05
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At5g53350 -	mips_11_01_05	"ATP-dependent Clp protease regulatory subunit CLPX"
	at_At5g54670	mips_08	"heavy chain polypeptide of kinesin-like protein (katC)"
			mips_08_22
			mips_08_99
			mips_13
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_30
			mips_30_04
			mips_40_04
			mips_63_01
			mips_63_06
			mips_63_19
	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
	at_At5g58270 -	mips_30_25	"ABC transporter-like protein"
			mips_67_50_25
	at_At5g58290	mips_03	"26S proteasome AAA-ATPase subunit RPT3 (gb|AAF22523.1)"
			mips_03_03
			mips_03_03_01
			mips_06
			mips_06_10
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_03
			mips_14
			mips_14_01
			mips_14_01_01
			mips_40
			mips_40_03
			mips_40_10
			mips_62
			mips_62_01
			mips_62_01_05
			mips_62_01_07
			mips_62_01_99
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_03
			mips_63
			mips_63_19
	at_At5g59150 -	mips_10_01_05_05	"GTP-binding protein rab11 - like"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At5g60390	mips_05_04_02	"translation elongation factor eEF-1 alpha chain (gene A4)"
			mips_63_19_05
	at_At5g60790 -	mips_08_16	"ABC transporter homolog PnATH - like"
			mips_08_16_03
			mips_67_50
			mips_67_50_25
	at_At5g60860	mips_08_07	"GTP-binding protein - like"
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At5g60930 -	mips_08_22	"microtubule-associated motor - like"
			mips_08_22_01
			mips_63_06
	at_At5g62190 -	mips_05_07	"putative RNA helicase (MMI9.2)"
			mips_40_10_07
	at_At5g62410 -	mips_03_01	"chromosomal protein - like"
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_05
			mips_03_03_04_07
			mips_06_10
			mips_08
			mips_14_01
			mips_14_01_01
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_48
			mips_62
			mips_62_01
			mips_62_01_07
			mips_67_50
			mips_67_50_25
	at_At5g63120	mips_04_05_05_11	"ATP-dependent RNA helicase-like protein"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At5g63400	mips_01	"adenylate kinase"
			mips_01_01
			mips_01_01_01
			mips_01_03
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_99
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_03
			mips_40_16
			mips_63
			mips_63_19
			mips_63_19_03
	at_At5g63630	mips_04_01	"RNA helicase"
			mips_04_01_04
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	at_At5g64220 -	mips_40_08	"Calmodulin-binding transcription activator 2 (CAMTA2)"
	at_At5g65930	mips_08_99	"kinesin-like calmodulin-binding protein"
			mips_30
			mips_30_04
			mips_40_04
			mips_40_16
			mips_63_01
			mips_63_06
			mips_63_19
	at_At5g66130	mips_02_11	"AtRAD17 (dbj|BAA90479.1)"
			mips_02_11_05
			mips_02_16
			mips_02_16_17
			mips_03_01_05
			mips_03_01_05_01
			mips_03_03_03
			mips_04_09
			mips_06_13_99
			mips_11_01_03
			mips_11_01_05
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_04
			mips_30_07
			mips_30_08
			mips_63_17_09
			mips_63_19_03
	at_At5g66310	mips_06	"kinesin heavy chain DNA binding protein-like"
			mips_06_04
			mips_08
			mips_08_22
			mips_30
			mips_30_04
			mips_40_04
			mips_40_07
			mips_40_08
			mips_63
			mips_63_01
			mips_63_06
			mips_63_19
	at_At5g66470	mips_06_07_03	"GTP-binding protein-like"
			mips_62_02_05
			mips_63_19_05
	at_At5g67630	mips_03	"RuvB DNA helicase-like protein"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_05
			mips_06
			mips_06_01
			mips_06_10
			mips_11
			mips_11_01
			mips_11_01_05
			mips_11_01_09
			mips_30
			mips_30_10
			mips_40_03
			mips_40_10
			mips_48
			mips_62
			mips_62_01
			mips_62_01_07
			mips_63
			mips_63_03
			mips_63_19
	Training Accuracy: 124/344 (36.05%)
	Training Frequency class 'mips_63_19': 223/4488 (4.97%)

	Evaluation on validation data (2239 items):
	at_At1g02280	mips_03_03_03	"unknown protein"
			mips_13_05
			mips_14_01
			mips_40_04_03
			mips_48
			mips_63_07
			mips_63_19_05
	at_At1g02520 -	mips_67_28	"P-glycoprotein, putative"
			mips_67_50_25
	at_At1g03000 -	mips_02_11_05	"putative peroxisome assembly factor-2"
			mips_04_09
			mips_06_13_01
			mips_06_13_01_01
			mips_08_07_25
			mips_30_07
			mips_30_08
			mips_40_09
	at_At1g04600 -	mips_30_03	"putative myosin heavy chain"
			mips_30_04
			mips_63_06
	at_At1g05480 -	mips_03_01	"hypothetical protein"
			mips_03_01_99
			mips_40_10_03
			mips_63_17
			mips_63_17_09
	at_At1g05810	mips_06_04	"RAS-related protein ARA-1"
			mips_08
			mips_08_07
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_40_02
			mips_40_07
			mips_40_08
			mips_63_19_05
	at_At1g06220 -	mips_04_05_05	"elongation factor, putative"
			mips_05
			mips_05_04
			mips_05_04_02
			mips_40_10_99
			mips_63_03_03
	at_At1g06400	mips_08_07	"putative protein"
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
			mips_63_19_05
	at_At1g07110 -	mips_01_05_01_01_01	"putative protein"
			mips_01_05_01_03_01
			mips_01_05_04
			mips_02_01
			mips_02_01_03
			mips_47_03_15
			mips_47_03_15_07
	at_At1g07200	mips_06_13_99	"hypothetical protein"
			mips_06_99
			mips_11_01_05
			mips_63_19_03
	at_At1g09170 -	mips_08_99	"putative kinesin"
	at_At1g09630	mips_06_04	"putative RAS-related protein, RAB11C"
			mips_08
			mips_08_07
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_40_02
			mips_40_07
			mips_40_08
			mips_63_19_05
	at_At1g15310	mips_08_16	"putative signal recognition particle 54 kDa subunit"
			mips_08_16_05
			mips_63_19_05
	at_At1g16800 -	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_04_03
			mips_04_03_03
			mips_04_03_99
			mips_04_07
			mips_05_07
	at_At1g16920	mips_08_07	"unknown protein"
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
			mips_63_19_05
	at_At1g17220 -	mips_04_05_01_01	"putative translation initiation factor IF2"
			mips_04_05_01_04_01
			mips_05_04_01
	at_At1g18200	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_13
			mips_08_19
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11
			mips_11_05
			mips_40_07
			mips_63_03
			mips_63_19
	at_At1g18550 -	mips_08_99	"hypothetical protein"
			mips_63_06
	at_At1g20260 -	mips_01_07	"vacuolar-type H+-ATPase subunit B3 (VHA-B3)"
			mips_01_07_01
			mips_40_25
			mips_67_01
			mips_67_04
			mips_67_15
			mips_67_50
			mips_67_50_22
	at_At1g24290 -	mips_03_01_03	"hypothetical protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
			mips_30_16
			mips_40_10_99
	at_At1g26190	mips_01_03_04	"hypothetical protein"
			mips_01_03_04_03
			mips_01_04_01
			mips_01_07_01
			mips_63_19_05
			mips_63_19_99
	at_At1g28550	mips_08_07	"ras-related GTP-binding protein, putative"
			mips_08_16
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At1g30820 -	mips_01_01_01_01	"CTP synthase-like protein"
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_03_04
			mips_01_03_04_03
	at_At1g31930	mips_10_01_05	"hypothetical protein"
			mips_10_01_05_05
			mips_10_01_05_05_03
			mips_13
			mips_13_11
			mips_13_11_03
			mips_62_02_01_02
			mips_63_19
	at_At1g31970	mips_04_05_05_11	"putative protein"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At1g33360 -	mips_06_13_01	"CLP protease regulatory subunit CLPX, putative"
			mips_06_13_01_01
			mips_11_01_05
	at_At1g33930	mips_03	"AIG1-like protein"
			mips_03_03
			mips_06_04
			mips_10_01
			mips_10_01_05
			mips_10_01_05_05
			mips_11
			mips_11_05
			mips_11_05_03
			mips_40_04
			mips_40_04_03
			mips_40_16
			mips_63_01
			mips_63_19
			mips_63_19_05
	at_At1g45000 -	mips_03_03_01	"similar to 26S proteasome AAA-ATPase subunit RPT4a gb|AAF22524.1; similar to ESTs dbj|AB015110.1, gb|AW443504.1, gb|AI732054.1, gb|AW030587.1, gb|AI812922.1, gb|AW442076.1, gb|AI997275.1, emb|Z17563.1"
			mips_06_10
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
	at_At1g50140 -	mips_02_11_05	"hypothetical protein, 5' partial"
			mips_03_03_05
			mips_03_03_05_01
			mips_06_01
			mips_08_07
	at_At1g50410 -	mips_03_01_05	"unknown protein"
			mips_03_01_05_01
			mips_03_01_09
			mips_03_01_09_05
	at_At1g51500	mips_01_06_13	"ATP-dependent transmembrane transporter, putative"
			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
			mips_67_50_25
	at_At1g53780 -	mips_02	"hypothetical protein"
			mips_02_11
			mips_02_11_05
			mips_03_03
			mips_03_03_01
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_08
			mips_08_07
			mips_20
	at_At1g54560 -	mips_20_25_01	""
			mips_20_25_01_01
			mips_30_03
			mips_63_06
			mips_63_07
	at_At1g56330	mips_04	"unknown protein"
			mips_06
			mips_06_04
			mips_06_07
			mips_06_07_99
			mips_08
			mips_08_07
			mips_08_07_05
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_40
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63
			mips_63_03
			mips_63_19
			mips_63_19_05
			mips_67
	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_At1g63250 -	mips_04_05_05	"putative RNA helicase"
			mips_33
			mips_33_03
			mips_33_03_02
	at_At1g63640 -	mips_08_22	"kinesin-like protein"
			mips_08_99
			mips_63_06
	at_At1g64110 -	mips_04_09	"unknown protein"
			mips_30_04
			mips_30_07
			mips_30_08
	at_At1g64550 -	mips_05_07	"ABC transporter protein, putative"
			mips_08_16
			mips_08_16_03
			mips_67_50_25
	at_At1g67310 -	mips_63_07	"Calmodulin-binding transcription activator 4 (CAMTA4)"
	at_At1g71370	mips_03	"putative ATP-dependent RNA helicase"
			mips_03_01
			mips_03_01_09
			mips_03_01_09_05
			mips_04_01
			mips_04_01_04
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_05
			mips_05_04
			mips_05_04_01
			mips_40_07
			mips_40_10_07
			mips_40_10_99
			mips_40_16
			mips_63_03
			mips_63_03_03
			mips_63_19
	at_At1g72660	mips_63_19_05	"putative GTP-binding protein"
	at_At1g73640	mips_06_04	"putative ras-related GTP-binding protein"
			mips_08_13
			mips_08_16
			mips_08_19
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At1g76030 -	mips_40_25	"vacuolar-type H+-ATPase subunit B1 (VHA-B1)"
			mips_67_01
			mips_67_50_22
	at_At1g77050	mips_04	""
			mips_04_01
			mips_04_01_04
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_05
			mips_05_04
			mips_40_03
			mips_40_10
			mips_63
			mips_63_03
			mips_63_19
	at_At1g77470 -	mips_03_01_05_01	"putative replication factor C"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
	at_At1g79950 -	mips_03_01_05	"hypothetical protein"
			mips_03_01_05_01
			mips_14_10
			mips_14_10_02
			mips_14_10_02_01
			mips_40_10_03
	at_At2g03670	mips_02	"putative AAA-type ATPase"
			mips_02_11
			mips_02_11_05
			mips_03
			mips_03_03
			mips_03_03_01
			mips_04_09
			mips_06_01
			mips_06_13
			mips_06_13_01
			mips_08
			mips_10_01
			mips_10_01_01
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_07
			mips_30_08
			mips_63_19
	at_At2g12200 -	mips_01_01_01_07	"10-formyltetrahydrofolate synthetase"
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_03_01
			mips_01_07_01
	at_At2g14750 -	mips_01_02	"putative adenosine phosphosulfate kinase"
			mips_01_02_01
			mips_01_02_01_11
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
			mips_01_04_99
			mips_01_05_01_03_01
			mips_01_06_99
			mips_06_07_99
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At2g16390 -	mips_03_01_99	"hypothetical protein"
			mips_40_10_03
	at_At2g16640 -	mips_01_05	"putative chloroplast outer membrane protein"
			mips_06_04
			mips_06_13
			mips_08
			mips_08_02
			mips_10_05
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_26
			mips_40_26_03
			mips_63_17
			mips_63_17_01
	at_At2g18190 -	mips_02_11_05	"putative AAA-type ATPase"
			mips_08_07
			mips_10
	at_At2g19490 -	mips_03_01_05_01	"putative recA protein"
			mips_03_01_05_03
			mips_03_01_05_03_01
			mips_03_03_02
			mips_40_10_03
			mips_63_03_01
	at_At2g21450 -	mips_03_01_99	"hypothetical protein"
	at_At2g21880 -	mips_10_01_05_05	"GTP-binding protein AtRab77"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At2g22290 -	mips_10_01_05_05	"putative GTP-binding protein"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At2g25530 -	mips_67_50	"hypothetical protein"
			mips_67_50_22
	at_At2g26410 -	mips_10_05	"putative SF16 protein {Helianthus annuus}"
			mips_30_03
			mips_40_04
			mips_40_10_99
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_63_06
	at_At2g26910 -	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_At2g27700	mips_04	"putative translation initiation factor IF2"
			mips_04_05_01
			mips_04_05_01_01
			mips_04_05_01_04
			mips_04_05_01_04_01
			mips_05
			mips_40
			mips_40_16
			mips_63
			mips_63_19
	at_At2g27760 -	mips_01_03_01	"tRNA isopentenyl transferase (IPT2)"
			mips_04_03
			mips_04_03_01
			mips_04_03_03
			mips_04_03_06
	at_At2g28560 -	mips_03_01_05_01	"putative RAD51B-like DNA repair protein"
			mips_03_01_05_03
			mips_03_03_02
			mips_14_04_03
			mips_14_04_03_03
			mips_40_10_03
	at_At2g28620 -	mips_08_22	"putative kinesin-like spindle protein"
			mips_40_04
			mips_63_06
	at_At2g29080 -	mips_02_13	"AAA-type like ATPase"
			mips_06_13_99
	at_At2g30800 -	mips_03_01_05_01	"unknown protein"
			mips_03_01_05_01_99
			mips_03_01_05_03
			mips_63_03_01
	at_At2g34660 -	mips_67_50	"MRP-like ABC transporter"
			mips_67_50_25
	at_At2g39350 -	mips_01_07_01	"putative ABC transporter"
			mips_67_10
			mips_67_50_25
	at_At2g41700	mips_08	"ATP-binding cassette transporter ABCA1"
			mips_63
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At2g47250 -	mips_04_05_05	"putative pre-mRNA splicing factor RNA helicase"
			mips_04_05_05_01
			mips_05_04
			mips_40_10_99
	at_At2g47680 -	mips_04_05_05	"putative ATP-dependent RNA helicase A"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_04_05_05_11
			mips_06_10
			mips_40_10_99
			mips_63_03_03
	at_At3g06980 -	mips_04_05_05_01	"putative DEAD/DEAH box helicase"
			mips_05_04_01
			mips_33_03_02
	at_At3g07400 -	mips_01_06_04	"hypothetical protein"
	at_At3g07800 -	mips_01_03_04	"putative thymidine kinase"
			mips_01_03_04_03
			mips_03_03_01_01
			mips_03_03_01_01_03
	at_At3g09720	mips_04_05_05_01	"putative RNA helicase"
			mips_63_03_03
			mips_63_19_03
	at_At3g10420 -	mips_14_04	"unknown protein"
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At3g13090 -	mips_67_50_25	"ABC transporter like protein"
	at_At3g13100 -	mips_67_50	"ABC transporter, putative"
			mips_67_50_25
	at_At3g15120	mips_03	"chaperone-like ATPase"
			mips_03_03
			mips_03_03_01
			mips_03_03_03
			mips_06
			mips_06_01
			mips_06_10
			mips_06_13
			mips_06_13_01
			mips_06_13_99
			mips_11_01_05
			mips_14_04
			mips_25_05
			mips_40_26
			mips_40_26_03
			mips_63_19
	at_At3g15740 -	mips_25_03	"putative RING zinc finger protein"
			mips_40_07
			mips_45
			mips_45_03
			mips_45_03_17
	at_At3g16630 -	mips_08_22	"kinesin-like protein"
			mips_08_22_01
			mips_30_04_05
			mips_40_04_05
			mips_63_06
	at_At3g16840 -	mips_04_05_05	"ATP-dependent RNA helicase"
			mips_04_05_05_01
			mips_33_03_02
	at_At3g16940 -	mips_06_07_03	"Calmodulin-binding transcription activator 6 (CAMTA6)"
	at_At3g18524 -	mips_03_01_05_01	"MutS homolog 2 (AtMsh2)"
	at_At3g19050 -	mips_08_22	"hypothetical protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_40_04
			mips_40_04_05
	at_At3g19210 -	mips_03_01_99	"DNA repair protein, putative"
			mips_30_10
			mips_40_10_03
	at_At3g23630 -	mips_01_03_01	"unknown protein"
			mips_04_03
			mips_04_03_01
			mips_04_03_03
			mips_04_03_06
	at_At3g27440	mips_01_03_04	"uridine kinase/uracil phosphoribosyl transferas, putative"
			mips_01_03_04_03
			mips_01_04_01
			mips_01_04_04
			mips_63_19_05
			mips_63_19_99
	at_At3g27730 -	mips_04_05_05	"hypothetical protein"
	at_At3g28380 -	mips_67_50	"P-glycoprotein, putative"
			mips_67_50_25
	at_At3g28510 -	mips_02	"hypothetical protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_40_16
	at_At3g29800 -	mips_04_09	"hypothetical protein"
			mips_06_13_01
			mips_06_13_01_01
			mips_25_05_25
			mips_30_04
			mips_30_07
			mips_30_08
	at_At3g43210 -	mips_08	"kinesin -like protein"
			mips_08_22
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04
			mips_30_04_05
			mips_40_04
			mips_40_16
			mips_63_06
	at_At3g46060	mips_04	"GTP-binding protein ara-3"
			mips_06
			mips_08_07
			mips_10
			mips_10_01_01
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
			mips_63_19
	at_At3g46830	mips_08_16	"GTP-binding protein Rab11"
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At3g46960 -	mips_04_05_01_01	"putative helicase"
			mips_04_07
			mips_08_01
			mips_63_03_01
	at_At3g47460 -	mips_03_01	"chromosome assembly protein homolog"
			mips_03_01_03
			mips_03_03_01
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_05
			mips_03_03_04_07
			mips_06_10
			mips_14_01_01
			mips_30_10_03
			mips_48
			mips_67_50_25
	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_At3g49650 -	mips_08_22	"kinesin-like protein"
			mips_63_06
	at_At3g49870 -	mips_06_04	"ADP-RIBOSYLATION FACTOR like protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_40_07
			mips_40_08
	at_At3g53230 -	mips_02_11_05	"CDC48 - like protein"
			mips_04_09
			mips_06_13_01
			mips_06_13_01_01
			mips_08_07
			mips_08_07_25
			mips_25_05_25
			mips_30_07
			mips_30_08
			mips_40_08
			mips_40_09
	at_At3g59140 -	mips_67_50_25	"ABC transporter-like protein"
	at_At3g60180	mips_01_03_01	"uridylate kinase like protein"
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
			mips_63_19_03
	at_At3g60190 -	mips_08_19	"dynamin-like protein 4 (ADL4)"
			mips_08_22
			mips_08_99
	at_At3g60970	mips_08	"ABC transporter-like protein"
			mips_40_02
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At3g62700 -	mips_67_50_25	"ABC transporter-like protein"
	at_At4g08190 -	mips_10_01_05_05	"Rab-like protein"
			mips_10_01_05_05_01
	at_At4g14330 -	mips_08_22	"kinesin like protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_63_06
	at_At4g15850	mips_04_05_05	"ATP-dependent RNA helicase like protein"
			mips_04_05_05_11
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_14_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At4g16630	mips_04_01	"RNA helicase like protein"
			mips_04_01_04
			mips_04_05_05
			mips_04_05_05_01
			mips_63_03_03
			mips_63_19_03
	at_At4g17170 -	mips_10_01_05_05	"GTP-binding RAB2A like protein"
			mips_10_05_01
			mips_10_05_01_10
			mips_40_09
			mips_62_01_03
			mips_62_01_99
			mips_62_02_05
			mips_62_02_99
	at_At4g18480 -	mips_01_20	"protein ch-42 precursor, chloroplast"
			mips_01_20_19
			mips_01_20_19_01
	at_At4g23940	mips_02_16	"cell division protein - like"
			mips_02_16_17
			mips_03_03_03
			mips_06_13_99
			mips_11_01_03
			mips_11_01_05
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_63_19_03
	at_At4g24710 -	mips_02_11	"putative protein binding protein"
			mips_02_11_05
			mips_04_05_01_04_99
			mips_06_13_01
			mips_08_07
	at_At4g24850 -	mips_02_11_05	"putative protein"
			mips_04_09
			mips_30_07
			mips_30_08
	at_At4g26510 -	mips_01_03_04	"uracil phosphoribosyl transferase like protein"
			mips_01_04_04
	at_At4g30300	mips_63_19_03	"RNase L inhibitor-like protein"
			mips_67_50
			mips_67_50_25
	at_At4g30350	mips_06_01	"putative protein"
			mips_06_13_99
			mips_06_99
			mips_11_01_05
			mips_63_19_03
	at_At4g30490	mips_63_19	"putative protein"
			mips_67
			mips_67_50
			mips_67_50_22
	at_At4g34910 -	mips_04_05_01_01	"RNA helicase (RH16)"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_05_01
			mips_05_01_99
			mips_05_04_01
			mips_40_10_07
			mips_63_03_03
	at_At4g37020	mips_04_01	"unknown protein"
			mips_04_01_04
			mips_25_05_10
			mips_30_03
			mips_63_03_03
			mips_63_19
	at_At4g39540 -	mips_01	"shikimate kinase - like protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_09
			mips_01_01_01_11_11
			mips_01_01_01_11_13
			mips_40_03
	at_At5g02370 -	mips_63_06	"kinesin -like protein"
	at_At5g05000 -	mips_01_03_10	"GTP-binding protein (gb|AAD09203.1)"
			mips_06_04
			mips_08_02
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_05
			mips_11_05
			mips_11_07_03
			mips_40_26
			mips_40_26_03
	at_At5g07010 -	mips_01_02	"steroid sulfotransferase-like protein"
			mips_01_02_01
			mips_01_02_01_11
			mips_01_20_17_03
			mips_01_20_23
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_03
			mips_13_03
			mips_13_03_01
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_05
			mips_47_03_05_02
			mips_47_03_07
			mips_47_03_07_01
	at_At5g08620	mips_04_05_05	"RNA helicase (emb|CAA09212.1)"
			mips_04_05_05_11
			mips_05
			mips_05_04_01
			mips_14_01
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At5g08680 -	mips_01_07_01	"H+-transporting ATP synthase beta chain (mitochondrial) -like protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_67_01
	at_At5g08690	mips_01	"H+-transporting ATP synthase beta chain (mitochondrial) -like protein"
			mips_02
			mips_01_07
			mips_01_07_01
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_16
			mips_63
			mips_63_19
			mips_67
			mips_67_01
			mips_67_04
			mips_67_15
			mips_99
	at_At5g09930	mips_03_01	"ABC transporter, ATP-binding protein-like"
			mips_03_01_05
			mips_03_01_05_01
			mips_08
			mips_08_16
			mips_08_16_03
			mips_40_16
			mips_63_19_03
			mips_67_50
			mips_67_50_25
	at_At5g10630 -	mips_20	"FPF1 protein - like"
			mips_20_20
			mips_20_20_18
	at_At5g11480 -	mips_05_04_01	"putative GTP-binding protein"
			mips_10_01_05_05
	at_At5g13010	mips_04_05_05	"pre-mRNA splicing factor ATP-dependent RNA helicase -like protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_04_05_05_11
			mips_06_10
			mips_63_03_03
			mips_63_19_03
	at_At5g18570	mips_06_04	"GTP-binding protein obg -like"
			mips_08
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11_01
			mips_14_01
			mips_40_02
			mips_40_07
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_63_19_05
	at_At5g19210 -	mips_04_05_05_01	"eIF-4AII - like protein"
			mips_25_05_10
	at_At5g19310 -	mips_01_05_04	"homeotic gene regulator - like protein"
			mips_14_04_03_03
	at_At5g20020 -	mips_03_01_09	"small Ras-like GTP-binding protein"
			mips_03_01_09_05
			mips_08_01
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g23910 -	mips_04_09	"unknown protein"
			mips_08_22
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04
			mips_63_06
	at_At5g24020	mips_03_03_03	"septum site-determining MinD (dbj|BAA90261.1)"
			mips_40_30
			mips_40_34
			mips_40_34_99
			mips_63_19_03
			mips_67_50
			mips_67_50_25
	at_At5g27550 -	mips_08_22	"kinesin-like protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04_05
			mips_63_06
	at_At5g27740 -	mips_03_03_01	"replication factor C - like"
			mips_03_03_01_03
			mips_05_04_02
			mips_62_02_01_01
	at_At5g35130 -	mips_03	"putative protein"
			mips_03_01
			mips_03_01_05
			mips_03_01_05_01
			mips_40_10
			mips_40_16
	at_At5g35170	mips_01_03	"adenylate kinase -like protein"
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_99
			mips_30_26
			mips_30_26_03
			mips_40_16
			mips_63_19_03
	at_At5g35970 -	mips_01_03_16	"DNA helicase-like"
			mips_03_01_05_01_99
			mips_03_01_05_03
			mips_04_07
			mips_05_07
	at_At5g37160 -	mips_01_03_16	"sen1-like protein"
			mips_04_03
			mips_04_03_03
			mips_04_03_99
			mips_04_07
			mips_05_07
			mips_63_03_03
	at_At5g40000	mips_06_13_01	"putative protein"
			mips_06_13_01_01
			mips_20_25_07
			mips_48
			mips_63_19_03
	at_At5g53170	mips_02_13	"cell division protein FtsH protease-like"
			mips_02_16
			mips_02_16_17
			mips_03_03_03
			mips_06_01
			mips_06_10
			mips_06_13_99
			mips_11_01_03
			mips_11_01_05
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_07
			mips_63_17
			mips_63_17_09
			mips_63_19_03
	at_At5g54910 -	mips_03_01_09	"RNA helicase-like protein"
			mips_03_01_09_05
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_05_04_01
			mips_40_10_07
			mips_63_03_03
	at_At5g57960	mips_01_03_10	"GTP binding protein-like"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_11_07_03
			mips_63_19_03
			mips_63_19_05
	at_At5g59440	mips_01_03_04	"thymidylate kinase - like protein"
			mips_01_03_04_03
			mips_01_03_07
			mips_03
			mips_03_01
			mips_03_03
			mips_06
			mips_06_07_03
			mips_10
			mips_10_01_01
			mips_14_04
			mips_25_05
			mips_63_19
			mips_67
			mips_67_15
	at_At5g61140	mips_04	"RNA helicase - like protein"
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_63_19
	at_At5g61460 -	mips_03_01	"MIM protein"
			mips_03_01_05
			mips_40_04
			mips_45
			mips_45_03
			mips_45_03_12
	at_At5g62880 -	mips_10_01_05_05	"Arac10"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At5g64520	mips_03	"putative protein"
			mips_03_01
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_03
			mips_03_03
			mips_03_03_01
			mips_03_03_02
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_03
			mips_63_03
			mips_63_19
	at_At5g65900 -	mips_03_01	"ATP-dependent RNA helicase-like"
			mips_03_01_09
			mips_03_01_09_05
			mips_04_01
			mips_04_01_04
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_05
			mips_05_04
			mips_05_04_01
			mips_30_01
			mips_40_07
			mips_40_10_07
			mips_40_10_99
			mips_40_16
			mips_63_03_03
	at_At5g67520 -	mips_01_02	"adenylylsulfate kinase-like protein"
			mips_01_02_01
			mips_01_02_99
			mips_01_03_01
			mips_01_03_01_01
			mips_01_03_01_01_01
			mips_01_03_01_01_03
			mips_01_03_01_01_99
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_01
			mips_01_03_04_03
			mips_01_03_07
			mips_01_03_07_01
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	Validation Accuracy: 50/155 (32.26%)
	Validation Frequency class 'mips_63_19': 94/2239 (4.20%)

	Evaluation on propertest data (3463 items):
	at_At1g01950 -	mips_08_22	"unknown protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04_05
			mips_63_06
	at_At1g02130 -	mips_10_01_05_05	"GTP-binding protein, ara-5"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At1g02430	mips_06_04	"hypothetical protein"
			mips_06_07
			mips_06_07_99
			mips_08
			mips_08_07
			mips_08_07_05
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_13_03
			mips_13_03_01
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At1g02440	mips_06_07_99	"ADP-ribosylation factor, putative"
			mips_08_07_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At1g02620	mips_08_07	"GTP-binding protein Sar1, putative"
			mips_08_07_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_13_03
			mips_13_03_01
			mips_30_22
			mips_40_08
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At1g02890	mips_02	"hypothetical protein"
			mips_02_11
			mips_02_11_05
			mips_04
			mips_04_09
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_30_07
			mips_30_08
			mips_63
			mips_63_19
			mips_98
	at_At1g03030	mips_01_03_04	"unknown protein"
			mips_01_03_04_03
			mips_01_04_01
			mips_01_07_01
			mips_63_19_05
			mips_63_19_99
	at_At1g04120 -	mips_67_50_25	"multi-drug resistance protein"
	at_At1g04170 -	mips_05_01	"putative translation initiation factor eIF-2, gamma subunit"
			mips_05_04_02
			mips_14_01_03
			mips_40_10_03
	at_At1g05120 -	mips_03_01_05_01	"hypothetical protein, 3' partial"
	at_At1g05460 -	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_01_99
			mips_03_01_05_03
			mips_04_07
			mips_63_03_01
			mips_63_03_03
	at_At1g05910 -	mips_02_11_05	"unknown protein"
			mips_04_09
			mips_06_13_01
			mips_25_05_25
			mips_30_07
			mips_30_08
	at_At1g06670 -	mips_04_05_05	"DEIH-box RNA/DNA helicase"
			mips_40_10_99
	at_At1g07410	mips_06_04	"small G protein, putative"
			mips_08_16
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_11
			mips_11_05
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_07
			mips_63_19
			mips_63_19_05
	at_At1g07510 -	mips_02_13	"unknown protein (At1g07510)"
			mips_06_13_99
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At1g07620	mips_30_08	"GTP-binding protein, putative"
			mips_30_25
			mips_40_25
			mips_62_02_01_01
			mips_63_19_05
	at_At1g07930	mips_05	"elongation factor 1-alpha"
			mips_05_04_02
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_03
			mips_40_10
			mips_63
			mips_63_01
			mips_63_19
			mips_63_19_05
	at_At1g07940	mips_05_04_02	"elongation factor 1-alpha"
			mips_25_05_25
			mips_63_19_05
	at_At1g08410 -	mips_08_16	"unknown protein"
	at_At1g08840 -	mips_03_01_05_01	"hypothetical protein,5' partial"
			mips_03_01_05_03
			mips_04_03
			mips_04_03_99
			mips_04_07
			mips_63_03_03
	at_At1g10300	mips_08_02	"putative GTP-binding protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_40_26
			mips_40_26_03
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_63_19_05
	at_At1g11100 -	mips_03_01_05_01	"transcription factor RUSH-1alpha isolog"
			mips_03_01_09
			mips_03_01_99
	at_At1g12430 -	mips_08_22	"kinesin-like protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04_05
			mips_63_06
	at_At1g13430 -	mips_01_06	"hypothetical protein"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
	at_At1g14380 -	mips_13_07	"unknown protein"
			mips_25_05_01
			mips_63_06
	at_At1g15210 -	mips_01_06_13	"putative ABC transporter"
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At1g17480 -	mips_30_03	"hypothetical protein"
			mips_62_02_01
			mips_62_02_01_01
			mips_63_06
	at_At1g18070	mips_05_04_02	"hypothetical protein"
			mips_25_05_25
			mips_63_19_05
	at_At1g18410 -	mips_08_99	"kinesin-related protein, putative"
			mips_30_04
			mips_63_06
	at_At1g18840 -	mips_63_06	"hypothetical protein"
	at_At1g20060 -	mips_63_06	"hypothetical protein"
	at_At1g20920	mips_33_03_02	"putative RNA helicase"
			mips_63_19_03
	at_At1g20960 -	mips_04_05_05_01	"putative ATP-dependent RNA helicase"
	at_At1g21160 -	mips_04_05_01_01	"transcription factor, putative"
			mips_04_05_01_04_01
			mips_05_04_01
	at_At1g21690 -	mips_03_01_03	"putative replication factor C subunit"
			mips_03_01_05
			mips_03_01_05_01
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
			mips_40_10_99
	at_At1g23490	mips_06	"unknown protein (At1g23490)"
			mips_08_07
			mips_08_07_05
			mips_08_16
			mips_10
			mips_10_01_01
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13
			mips_13_03
			mips_13_03_01
			mips_30_22
			mips_40_08
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19
			mips_63_19_05
			mips_67
	at_At1g25410 -	mips_01_03	"putative protein"
			mips_01_03_01
			mips_01_20
			mips_04_03
			mips_04_03_01
			mips_04_03_03
			mips_04_03_06
			mips_40_16
	at_At1g27940 -	mips_67_50	"hypothetical protein"
			mips_67_50_25
	at_At1g30410 -	mips_08	"hypothetical protein"
			mips_40_02
			mips_67_50
			mips_67_50_25
	at_At1g30420 -	mips_67_50	"hypothetical protein"
			mips_67_50_25
	at_At1g32060	mips_01_03_04	"unknown protein"
			mips_01_03_04_03
			mips_01_04_01
			mips_63_19_05
			mips_63_19_99
	at_At1g32490	mips_03	"putative RNA helicase (At1g32490)"
			mips_03_03
			mips_03_03_01
			mips_04
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_05
			mips_05_04
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_63_19
	at_At1g33890 -	mips_08_02	"AIG1-like protein"
			mips_40_26
			mips_40_26_03
	at_At1g33900	mips_10_01_05_05	"AIG1-like protein"
			mips_40_04_03
			mips_63_19_05
	at_At1g33950	mips_01	"AIG1-like protein"
			mips_01_04
			mips_03
			mips_06
			mips_06_07
			mips_10
			mips_10_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_01
			mips_10_05_01_12_99
			mips_11
			mips_11_05
			mips_11_05_03
			mips_13
			mips_13_05
			mips_14
			mips_14_01
			mips_30
			mips_30_04
			mips_40_04
			mips_63
			mips_63_07
			mips_63_17
			mips_63_17_01
			mips_63_19
	at_At1g33970 -	mips_03_03_03	"unknown protein"
			mips_08_02
			mips_11_05_03
			mips_13_05
			mips_14_01
			mips_40_04_03
			mips_40_26
			mips_40_26_03
			mips_48
			mips_63_07
	at_At1g35530 -	mips_03_01_09	"ATP-dependent RNA helicase, putative"
			mips_03_01_09_05
			mips_25_05_25
	at_At1g44900 -	mips_03_01_03	"transcription factor, putative"
			mips_40_10_03
			mips_40_10_99
	at_At1g49300 -	mips_10_01_05	"putative protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_40_08
	at_At1g50480 -	mips_01_01_01_07	"10-formyltetrahydrofolate synthetase"
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_03_01
			mips_01_07_01
	at_At1g50920	mips_10	"hypothetical protein"
			mips_10_01_05_05
			mips_30_08
			mips_30_25
			mips_40_10
			mips_40_25
			mips_62_02_01_01
			mips_63_19_05
	at_At1g51960 -	mips_30_03	"hypothetical protein"
	at_At1g52660 -	mips_11_05_01	"hypothetical protein"
			mips_11_05_03
	at_At1g52980 -	mips_08_16	"unknown protein"
	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_At1g53750 -	mips_03_01_05_01	"26S proteasome ATPase subunit"
			mips_06_13_01
			mips_06_13_01_01
	at_At1g54270 -	mips_04_05_05	"Eukaryotic Initiation Factor 4A-2"
			mips_04_05_05_01
			mips_05
			mips_05_04
			mips_25_05_10
	at_At1g55550 -	mips_08_22	""
			mips_08_22_01
			mips_08_99
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04
			mips_30_04_05
			mips_63_06
	at_At1g58060	mips_04_05_05	"hypothetical protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_04_05_05_11
			mips_06_10
			mips_63_19_03
	at_At1g59540 -	mips_63_06	"zcf125 kinesin-like protein"
	at_At1g59610 -	mips_03_03	"dynamin-like protein CF1"
			mips_03_03_01
			mips_03_03_01_01
			mips_06_04
			mips_13_03
			mips_13_03_01
			mips_30_04
			mips_40_02
			mips_63_06
	at_At1g60530	mips_03	"unknown protein"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_06
			mips_06_04
			mips_08_22
			mips_20_25
			mips_30
			mips_30_04
			mips_30_04_05
			mips_40
			mips_40_10
			mips_63_01
			mips_63_06
			mips_63_19
			mips_63_19_05
	at_At1g60540	mips_08_22	""
			mips_14_10
			mips_14_10_02
			mips_20_25_16
			mips_30_04_05
			mips_63_19_05
	at_At1g62130 -	mips_03_03_05	"hypothetical protein"
			mips_03_03_05_01
			mips_06_13_01
			mips_06_13_01_01
	at_At1g65070 -	mips_03_01_05	""
			mips_03_01_05_01
			mips_03_01_05_03
			mips_03_01_05_03_01
			mips_03_03_02
			mips_03_03_02_03
			mips_40_10_03
			mips_63_03_01
	at_At1g65780 -	mips_01_03	"hypothetical protein"
			mips_01_03_16
			mips_04_03
			mips_04_03_99
			mips_04_07
			mips_63_03_03
	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_At1g70070	mips_03	"Similar to Synechocystis antiviral protein (At1g70070)"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_01
			mips_05
			mips_05_04
			mips_11
			mips_11_05
			mips_11_07
			mips_40_10
			mips_63
			mips_63_03
			mips_63_03_01
			mips_63_19
	at_At1g72040 -	mips_01_03	"hypothetical protein"
			mips_01_03_01
			mips_01_03_01_01
			mips_01_03_01_01_99
			mips_03_01_09
			mips_03_01_09_99
			mips_67_04
			mips_67_15
	at_At1g74090 -	mips_01_20_17_03	"flavonol sulfotransferase like protein"
			mips_01_20_50
			mips_13_03
			mips_13_03_01
	at_At1g74100 -	mips_01_02	"putative flavonol sulfotransferase"
			mips_01_02_01
			mips_01_02_01_11
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_23
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_03
			mips_13_03
			mips_13_03_01
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	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_At1g76810 -	mips_04_05_01_01	"translation initiation factor IF-2 like protein"
			mips_04_05_01_04_01
			mips_05_04_01
	at_At1g79050 -	mips_06_13_01	"putative nuclear-encoded chloroplast DNA repair protein (YUP8H12R.33)"
			mips_06_13_01_01
			mips_10_01_05_01
			mips_10_01_05_03
			mips_14_01_01
			mips_62_01_05
			mips_62_01_99
	at_At1g79890 -	mips_03_01_05	"putative helicase"
			mips_03_01_05_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_05
			mips_03_03_04_07
			mips_40_10_03
			mips_40_10_07
	at_At1g80350 -	mips_03_03_01_01	"CAD ATPase (AAA1)"
			mips_03_03_04
			mips_03_03_04_07
			mips_03_03_05
			mips_03_03_05_01
			mips_06_01
			mips_14_01
			mips_30_04
			mips_40_07
	at_At1g80770	mips_10_01_05	"GTP-binding protein, putative"
			mips_10_01_05_05
			mips_30_08
			mips_30_25
			mips_40_25
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_63_17
			mips_63_17_09
			mips_63_19_05
	at_At2g01130 -	mips_04_05_05	"putative ATP-dependent RNA helicase A"
			mips_04_05_05_01
			mips_05_04
			mips_25_05_23
			mips_40_10_03
			mips_40_10_99
	at_At2g01460	mips_01_03	"unknown protein"
			mips_01_03_01
			mips_01_03_04
			mips_01_03_04_03
			mips_01_04
			mips_01_04_01
			mips_63_19_05
			mips_63_19_99
	at_At2g02090 -	mips_03_01_99	"putative helicase"
			mips_40_10_03
	at_At2g03270	mips_01_03	"helicase like protein"
			mips_01_03_16
			mips_03
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_05_01_99
			mips_03_01_05_03
			mips_03_03
			mips_03_03_01
			mips_03_03_02
			mips_04_07
			mips_05
			mips_05_07
			mips_40_03
			mips_63_03
			mips_63_03_01
			mips_63_03_03
			mips_63_19
	at_At2g06990 -	mips_04_05_01_01	"HUA enhancer 2 (HEN2)"
			mips_04_07
			mips_08_01
	at_At2g07680 -	mips_67_28	"putative ABC transporter"
			mips_67_50
			mips_67_50_25
	at_At2g07690	mips_03	"putative DNA replication licensing factor, mcm5"
			mips_03_01
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_14_04
			mips_25_05
			mips_63_01
			mips_63_19
	at_At2g12280 -	mips_01_01_01_07	"10-formyltetrahydrofolate synthetase"
			mips_01_01_01_11_15
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_03_01
	at_At2g14050 -	mips_40_10_03	"putative DNA replication licensing factor"
	at_At2g16790 -	mips_01_02	"gluconokinase like protein"
			mips_01_02_99
			mips_01_03_01
			mips_01_03_01_01
			mips_01_03_01_01_01
			mips_01_03_01_01_03
			mips_01_03_01_01_99
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_01
			mips_01_03_04_03
			mips_01_03_07
			mips_01_03_07_01
			mips_01_03_07_03
			mips_01_03_10
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_16_03
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At2g17800 -	mips_10_01_05_05	"putative GTP-binding protein"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At2g18720 -	mips_05_04_02	"translation initiation factor eIF-2 gamma subunit"
			mips_14_01
			mips_14_01_03
	at_At2g19120 -	mips_04_03	"putative DNA2-NAM7 helicase family protein"
			mips_04_03_03
			mips_04_03_99
			mips_04_07
	at_At2g22390 -	mips_10_01_05_05	"putative GTP-binding protein"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At2g23460 -	mips_10_01_05	"extra-large GTP-binding protein (XLG1)"
			mips_10_01_05_05
			mips_10_01_05_05_03
			mips_10_05_02
			mips_10_05_02_24
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
	at_At2g25030	mips_06_13	"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
			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_At2g25170 -	mips_03_01_99	"putative chromodomain-helicase-DNA-binding protein"
			mips_40_10_03
	at_At2g26140 -	mips_02_13	"FtsH like protease"
			mips_06_13_99
	at_At2g26300 -	mips_10_01_05	"G protein alpha subunit 1 (GPA1)"
			mips_10_01_05_05
			mips_10_01_05_05_03
			mips_10_05_02
			mips_10_05_02_24
			mips_13_05
			mips_25_05_13
			mips_33_03_13
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
	at_At2g27170 -	mips_03_01_01	"putative chromosome associated protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
			mips_30_10_03
			mips_67_50_25
	at_At2g28290 -	mips_01_05_04	"putative SNF2 subfamily transcription regulator"
			mips_03_01_99
			mips_14_04_03
			mips_14_04_03_03
			mips_40_10_03
			mips_63_17_09
	at_At2g29970	mips_06_01	"unknown protein"
			mips_06_13
			mips_06_13_99
			mips_06_99
			mips_11_01
			mips_11_01_05
			mips_40_26
			mips_40_26_03
			mips_63_19_03
	at_At2g30950	mips_02_16	"zinc dependent protease (VAR2)"
			mips_02_16_17
			mips_03_03_03
			mips_06_13_99
			mips_11_01_03
			mips_11_01_05
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_26
			mips_40_26_03
			mips_63_19_03
	at_At2g33240 -	mips_20_25_01	"putative myosin heavy chain"
			mips_20_25_01_01
			mips_30_03
			mips_63_06
	at_At2g33730 -	mips_04_05_05_01	"putative U5 small nuclear ribonucleoprotein, an RNA helicase"
			mips_33_03_02
	at_At2g33990 -	mips_06_04	"putative SF16 protein {Helianthus annuus}"
			mips_30_04
			mips_40_04
			mips_63_06
	at_At2g34560 -	mips_03_03_05	"katanin like protein"
			mips_03_03_05_01
			mips_04_09
			mips_25_05_25
			mips_30_07
			mips_30_08
	at_At2g35340	mips_03	"putative pre-mRNA splicing factor RNA helicase"
			mips_03_03
			mips_03_03_01
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_05
			mips_05_04
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_10_99
			mips_63_03
			mips_63_19
	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_At2g42270 -	mips_04_05_05_01	"ATP-dependent RNA helicase like protein"
	at_At2g44590	mips_03	"dynamin-like protein D"
			mips_03_03
			mips_06
			mips_06_04
			mips_08
			mips_08_22
			mips_08_99
			mips_10
			mips_13
			mips_13_03
			mips_13_03_01
			mips_25
			mips_25_05
			mips_25_05_07
			mips_25_05_25
			mips_30
			mips_30_04
			mips_40_02
			mips_40_04
			mips_63
			mips_63_01
			mips_63_06
			mips_63_19
	at_At2g44690	mips_03	"rac-like protein ARAC9 (ARAC9)"
			mips_10_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_11
			mips_11_01
			mips_13
			mips_13_05
			mips_13_07
			mips_13_11
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_40_02
			mips_63_19
			mips_63_19_05
	at_At2g44980 -	mips_01_05_04	"putative transcription activator"
			mips_03_01_09
			mips_03_01_09_05
			mips_03_01_99
			mips_14_04_03_03
	at_At2g45500 -	mips_03_03_01_01	"hypothetical protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_03_03_05
			mips_03_03_05_01
			mips_06_01
			mips_06_13_01
			mips_06_13_01_01
	at_At2g45770	mips_06_01	"putative signal recognition particle receptor (alpha subunit)"
			mips_08_16
			mips_08_16_05
			mips_30_34
			mips_30_34_09
			mips_63_19_05
	at_At2g46020 -	mips_03_01_09	"putative SNF2 subfamily transcriptional activator"
			mips_03_01_09_05
			mips_03_01_99
			mips_40_10_03
	at_At2g47500 -	mips_08_22	"putative kinesin heavy chain"
			mips_08_22_01
			mips_08_99
			mips_13_03
			mips_13_03_01
			mips_30_04_05
			mips_40_04
			mips_40_04_05
			mips_43
			mips_43_03
			mips_43_03_13
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_63_06
	at_At2g47800 -	mips_67_50	"MRP-like ABC transporter"
			mips_67_50_25
	at_At3g07050 -	mips_08	"GTPase like protein"
			mips_08_16
			mips_40_16
	at_At3g07410	mips_08_16	"putative GTP-binding protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_40_08
			mips_63_19_05
	at_At3g09620	mips_04_05_05	"putative RNA helicase"
			mips_04_05_05_11
			mips_05
			mips_05_04
			mips_05_04_01
			mips_14_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_19_03
	at_At3g09840 -	mips_02_11	"putative transitional endoplasmic reticulum ATPase"
			mips_02_11_05
			mips_04_09
			mips_06_13_01
			mips_06_13_01_01
			mips_08_07_25
			mips_25_05_25
			mips_30_04
			mips_30_07
			mips_30_08
			mips_40_07
			mips_40_09
	at_At3g10140 -	mips_03_01	"RecA protein"
			mips_03_01_05
			mips_03_01_05_03
			mips_03_01_05_03_01
			mips_03_03
			mips_03_03_02
	at_At3g10180 -	mips_08_22	"putative kinesin-like centromere protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04_05
			mips_40_08
			mips_63_06
	at_At3g10310 -	mips_08_22	"kinesin-like protein"
			mips_08_22_01
			mips_08_99
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04_05
			mips_63_06
	at_At3g11730 -	mips_10_01_05_05	"putative GTP-binding protein (ATFP8)"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At3g12080 -	mips_06_04	"hypothetical protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
	at_At3g15050 -	mips_40_04	"hypothetical protein"
			mips_63_06
	at_At3g15700 -	mips_11_05_01	"hypothetical protein"
			mips_11_05_03
	at_At3g16100	mips_04	"putative RAS-related GTP-binding protein"
			mips_06
			mips_06_04
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11
			mips_11_05
			mips_40_07
			mips_40_08
			mips_63
			mips_63_03
			mips_63_19
	at_At3g16290 -	mips_02	"putative FtsH-like metalloprotease"
			mips_02_11
			mips_02_11_05
			mips_03_03
			mips_03_03_01
			mips_06_04
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_08
			mips_08_07
			mips_08_07_25
			mips_40_07
			mips_40_08
			mips_40_09
	at_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_At3g16490 -	mips_30_03	"putative calmodulin-binding protein"
	at_At3g16620 -	mips_08_02	"putative GTP-binding protein"
			mips_11_05_03
			mips_30_26
			mips_30_26_03
			mips_40_04_03
			mips_40_26
			mips_40_26_03
			mips_67_99
	at_At3g17360 -	mips_03_03_01_01	"kinesin-like protein"
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_07
			mips_40_10_03
			mips_63_06
	at_At3g18600 -	mips_03_01_09	"DEAD box helicase protein, putative"
			mips_03_01_09_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_05_04_01
			mips_40_10_07
			mips_40_10_99
	at_At3g18820 -	mips_10_01_05_05	"GTP binding protein, putative"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At3g19730 -	mips_08_07_03	"dynamin-like protein"
			mips_08_19
			mips_30_16
	at_At3g19750 -	mips_14_01	"hypothetical protein"
			mips_30_04
			mips_40_04
			mips_63_07
	at_At3g19760 -	mips_04_01	"RNA helicase, putative"
			mips_04_01_04
			mips_04_05_05
			mips_04_05_05_01
			mips_05_04
			mips_25_05_10
	at_At3g19960 -	mips_20_25_01	"myosin"
			mips_20_25_01_01
			mips_63_06
	at_At3g20010 -	mips_03_01_05_01	"uteroglobin promoter-binding protein, RUSH-1alpha-like, putative"
	at_At3g20475 -	mips_03_01_05_01_99	"DNA mismatch repair protein, putative, 3' partial"
			mips_03_01_05_03
			mips_03_01_05_03_01
			mips_03_03_02
			mips_03_03_02_03
	at_At3g21700 -	mips_10_01_05	"putative SGP1 monomeric G-protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At3g22190 -	mips_40_04	"unknown protein"
	at_At3g24320 -	mips_03_01	"mismatch binding protein, putative"
			mips_03_01_05
			mips_03_01_05_03
			mips_03_01_05_03_01
			mips_03_03
			mips_03_03_02
			mips_03_03_02_03
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_01
	at_At3g24530 -	mips_02_11_05	"unknown protein"
			mips_06_13_01
			mips_08_07
	at_At3g27190	mips_01_03_04	"uracil phosphoribosyltransferase, putative"
			mips_01_04_04
			mips_63_19
	at_At3g28360 -	mips_67_50_25	"P-glycoprotein like protein"
	at_At3g28520 -	mips_02	"hypothetical protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_40_16
	at_At3g28600 -	mips_02_11_05	"unknown protein"
			mips_02_13
			mips_02_13_03
			mips_06_13_01
			mips_06_13_01_01
	at_At3g28610 -	mips_02	"unknown protein"
			mips_02_11
			mips_02_11_05
			mips_03_03
			mips_03_03_01
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_08
	at_At3g42670 -	mips_03_01_99	"putative protein"
			mips_04_05_01_01
			mips_40_10_03
	at_At3g43920 -	mips_04_99	"putative protein"
	at_At3g44050 -	mips_63_06	"kinesin -like protein"
	at_At3g45850 -	mips_08_22	"kinesin-related protein - like"
			mips_63_06
	at_At3g47450 -	mips_08_16	"putative protein"
	at_At3g48040	mips_03	"rac GTP binding protein Arac8 (Arac8)"
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_11
			mips_11_01
			mips_11_05
			mips_11_05_03
			mips_13
			mips_13_05
			mips_13_07
			mips_13_11
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_40_02
			mips_63_19
	at_At3g49830 -	mips_03_01_05_01	"RuvB DNA helicase - like protein"
			mips_03_01_05_03
			mips_11_01_05
			mips_11_01_09
			mips_48
			mips_62_01_07
	at_At3g49860 -	mips_10_01_05	"putative protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
	at_At3g50240 -	mips_08_22	"kinesin-related protein (kicp-02)"
			mips_63_06
	at_At3g50940 -	mips_02_11_05	"BCS1 protein-like protein"
			mips_02_13
			mips_02_13_03
			mips_06_13_01
			mips_06_13_01_01
			mips_10_01_05_01
			mips_10_01_05_03
			mips_14_01_01
	at_At3g51150 -	mips_30_04	"putative protein"
			mips_40_04
			mips_40_16
			mips_63_06
	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_At3g54280 -	mips_04_05_01_01	"TATA box binding protein (TBP) associated factor (TAF) -like protein"
	at_At3g54670 -	mips_03_03_01	"structural maintenance of chromosomes (SMC) - like protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_05
			mips_03_03_04_07
			mips_30_10_03
			mips_67_50_25
	at_At3g54840 -	mips_10_01_05_05	"small GTPase Ara6 (ARA6)"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At3g54870 -	mips_08_22	"kinesin-like protein"
			mips_63_06
	at_At3g55320 -	mips_67_28	"P-glycoprotein - like"
			mips_67_50_25
	at_At3g57610 -	mips_01_03	"adenylosuccinate synthetase"
			mips_01_03_01
			mips_14_01
			mips_14_01_03
			mips_25_05_09
			mips_25_05_25
	at_At3g58060 -	mips_03_01_11	"putative protein"
			mips_08_16
			mips_13_01
			mips_13_01_01
			mips_40_30
	at_At3g58160 -	mips_06_04	"myosin heavy chain MYA3"
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_40_04
			mips_63_06
	at_At3g58510 -	mips_04_01	"ATP-dependent RNA helicase-like protein"
			mips_04_01_04
			mips_04_05_05_01
			mips_33
			mips_33_03
			mips_33_03_02
	at_At3g60170 -	mips_29_01	"putative protein"
			mips_29_99
	at_At3g61240	mips_04_01	"DEAD box RNA helicase RH12"
			mips_04_01_04
			mips_04_05_05_01
			mips_04_99
			mips_63_19_03
	at_At3g61760 -	mips_08_22	"dynamin-like protein"
			mips_08_99
			mips_25_05_07
			mips_63_06
	at_At3g62290	mips_06_07_99	"ADP-ribosylation factor-like protein"
			mips_08_07_05
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At3g63480 -	mips_08_22	"kinesin heavy chain - like protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04_05
			mips_40_08
			mips_63_06
	at_At4g00660 -	mips_04_01	"RNA helicase like protein"
			mips_04_01_04
			mips_04_05_05_01
			mips_04_99
	at_At4g01830 -	mips_67_28	"putative P-glycoprotein-like protein"
			mips_67_50_25
	at_At4g02070 -	mips_03_01_05_01	"G/T DNA mismatch repair enzyme"
			mips_63_03_01
	at_At4g02080 -	mips_06_04	"SAR1/GTP-binding secretory factor"
			mips_06_07_99
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
	at_At4g02120 -	mips_01_01	"CTP synthase - like protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_03
			mips_01_03_04
			mips_01_03_04_03
			mips_30_01
	at_At4g02510	mips_06_07_03	"chloroplast protein import component Toc159-like"
			mips_08_02
			mips_11_05_03
			mips_30_26
			mips_30_26_03
			mips_40_26
			mips_40_26_03
			mips_63_19_05
			mips_67_99
	at_At4g05340 -	mips_06_13_01	"putative protein"
			mips_06_13_01_01
			mips_08_07
			mips_40_07
	at_At4g05380 -	mips_02_11_05	"putative protein"
			mips_03_03_01
			mips_04_09
			mips_06_01
			mips_06_13
			mips_06_13_01
			mips_30_07
			mips_30_08
	at_At4g05520 -	mips_40_10	""
			mips_63
			mips_63_03
			mips_63_17
			mips_63_17_01
			mips_98
	at_At4g05540 -	mips_01_03_16	""
			mips_04_03
			mips_04_03_03
			mips_04_03_99
			mips_04_07
			mips_05_07
			mips_63_03_03
	at_At4g09420 -	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At4g09720 -	mips_10_01_05_05	"AtRab76 (AtRAB76)"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At4g09940	mips_03	"AIG1-like protein"
			mips_03_03_03
			mips_11_05
			mips_13
			mips_13_05
			mips_48
			mips_63_19
			mips_63_19_05
	at_At4g10640 -	mips_63_06	"putative protein"
	at_At4g14150 -	mips_30_04	"kinesin like protein"
			mips_40_04
			mips_63_06
	at_At4g14790 -	mips_01_03_16	"RNA helicase like protein"
			mips_02_13
			mips_02_13_03
			mips_02_13_05
			mips_04_01
			mips_04_01_04
			mips_04_05_05_01
			mips_04_99
			mips_05_07
			mips_63_03_03
	at_At4g15230 -	mips_01_07	"ABC transporter like protein"
			mips_01_07_01
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At4g16150 -	mips_14_04_03	"Calmodulin-binding transcription activator 5 (CAMTA5)"
			mips_14_04_03_01
			mips_30_04
			mips_63_06
	at_At4g17160	mips_08_16	"GTP-binding RAB2A like protein"
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At4g18050	mips_01_06	"multidrug resistance protein/P-glycoprotein - like"
			mips_06_13
			mips_08
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_02
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At4g18430	mips_08_16	"membrane-bound small GTP-binding - like protein"
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At4g18800	mips_08_07	"ras-like GTP-binding protein"
			mips_08_16
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_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_At4g21820 -	mips_45	"putative protein"
			mips_45_03
			mips_45_03_12
			mips_63_07
			mips_63_17_01
	at_At4g24650 -	mips_01_03_01	"putative tRNA isopentenyltransferase"
			mips_04_03
			mips_04_03_01
			mips_04_03_03
			mips_04_03_06
			mips_40_10
	at_At4g25960 -	mips_67_28	"P-glycoprotein-2 (pgp2)"
			mips_67_50
			mips_67_50_25
	at_At4g26280 -	mips_01_06	"steroid sulfotransferase - like protein"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_03
	at_At4g28710 -	mips_06_04	"myosin heavy chain - like protein (fragment)"
			mips_13_11
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_40_04
			mips_63_06
	at_At4g29040 -	mips_06_13_01	"26S proteasome AAA-ATPase subunit RPT2a"
			mips_06_13_01_01
	at_At4g29150 -	mips_62_02_01_01	"hypothetical protein"
			mips_63_06
	at_At4g31900 -	mips_03_01_99	"putative protein"
	at_At4g32260 -	mips_02_30	"H+-transporting ATP synthase chain 9 - like protein"
	at_At4g32700 -	mips_03_01_03	"putative protein"
			mips_03_01_05
			mips_40_10_99
			mips_40_37
	at_At4g33200 -	mips_06_04	"myosin - like protein"
			mips_13_11
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_40_04
			mips_63_06
	at_At4g33650 -	mips_03_03	"dynamin like protein 2a (ADL2a)"
			mips_03_03_01
			mips_03_03_01_01
			mips_06_04
			mips_08
			mips_08_99
			mips_13_03
			mips_13_03_01
			mips_30_04
			mips_40_02
			mips_40_04
			mips_63_06
	at_At4g34390 -	mips_10_01_05_05	"extra-large G-protein - like"
			mips_10_01_05_05_03
			mips_10_05_02
			mips_10_05_02_24
			mips_62_02_01_02
	at_At4g35740 -	mips_04_01	"putative protein"
			mips_04_01_04
			mips_05_04
			mips_05_04_01
			mips_14_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
	at_At4g36580 -	mips_06_13_01	"ATPase-like protein"
			mips_06_13_01_01
	at_At4g38510	mips_01	"vacuolar-type H+-ATPase subunit B2 (VHA-B2)"
			mips_01_07
			mips_01_07_01
			mips_13
			mips_13_11
			mips_20
			mips_40_02
			mips_40_25
			mips_63
			mips_63_19
			mips_67
			mips_67_01
			mips_67_04
			mips_67_15
			mips_67_50
			mips_67_50_22
	at_At4g39850	mips_01	"peroxisomal ABC transporter (PED3)"
			mips_01_06
			mips_08
			mips_40
			mips_40_02
			mips_63
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At5g03340	mips_02_11_05	"transitional endoplasmic reticulum ATPase"
			mips_03
			mips_03_03_01
			mips_04_09
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_08_07_25
			mips_10_01_01
			mips_14_04
			mips_25_05
			mips_30_07
			mips_30_08
			mips_40_09
			mips_63_19
	at_At5g03520 -	mips_08_07	"GTP-binding protein - like"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At5g03910 -	mips_67_50_25	"ABC transporter -like protein"
	at_At5g05450	mips_03	"ATP-dependent RNA helicase-like protein"
			mips_03_01
			mips_03_01_09
			mips_03_01_09_05
			mips_04_01
			mips_04_01_04
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_05
			mips_05_04
			mips_05_04_01
			mips_40_07
			mips_40_10_07
			mips_40_10_99
			mips_40_16
			mips_63_03
			mips_63_03_03
			mips_63_19
	at_At5g05670 -	mips_08_07_03	"signal recognition particle receptor beta subunit-like protein"
			mips_08_07_25
			mips_08_07_27
			mips_08_07_99
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_30_07
			mips_30_08
			mips_30_09
			mips_40_09
			mips_62_01_03
			mips_62_01_99
			mips_62_02_05
			mips_62_02_99
	at_At5g07000 -	mips_01_02	"steroid sulfotransferase-like protein"
			mips_01_02_01
			mips_01_02_01_11
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_23
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_03
			mips_13_03
			mips_13_03_01
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_05
			mips_47_03_05_02
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_05
	at_At5g07810 -	mips_03_01_99	"putative protein"
			mips_30_10
			mips_40_10_03
	at_At5g08110	mips_04_01	"putative protein"
			mips_04_01_04
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03
			mips_63_19
	at_At5g08670 -	mips_01_07_01	"H+-transporting ATP synthase beta chain (mitochondrial) -like protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_67_01
			mips_67_15
	at_At5g09910	mips_08_07	"unknown protein"
			mips_10_01_01
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
			mips_40_08
			mips_63_19
	at_At5g10370 -	mips_03_03_01	"putative protein"
			mips_04_05_05_01
			mips_04_05_99
			mips_05_07
	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_At5g16930 -	mips_06_13_01	"unknown protein"
			mips_06_13_01_01
			mips_48
	at_At5g17750 -	mips_02_11_05	"BCS1 - like protein"
			mips_02_13
			mips_02_13_03
			mips_06_13_01
			mips_06_13_01_01
			mips_08_07
	at_At5g18620 -	mips_03_01_09	"chromatin remodelling complex ATPase chain ISWI -like protein"
			mips_03_01_09_05
			mips_04_01
			mips_30_10_03
	at_At5g19040 -	mips_01_03_01	"tRNA isopentenyltransferase -like protein"
			mips_04_03
			mips_04_03_01
			mips_04_03_03
			mips_04_03_06
	at_At5g20000	mips_06_13_01	"26S proteasome AAA-ATPase subunit RPT6a - like protein"
			mips_06_13_01_01
			mips_20_25_07
			mips_48
			mips_63_19_03
	at_At5g20010 -	mips_03_01_09	"small Ras-like GTP-binding nuclear protein"
			mips_03_01_09_05
			mips_08_01
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g20040 -	mips_01_03_01	"IPP transferase - like protein"
			mips_04_03
			mips_04_03_01
			mips_04_03_03
			mips_04_03_06
	at_At5g20300	mips_03_03_03	"putative protein"
			mips_08_02
			mips_13_05
			mips_30_26
			mips_30_26_03
			mips_40_26
			mips_40_26_03
			mips_48
			mips_63_07
			mips_63_19_05
			mips_67_99
	at_At5g20320 -	mips_04_99	"CAF-like protein"
	at_At5g20420	mips_04_05_01_01	"putative protein"
			mips_63_01
			mips_63_19
	at_At5g20490 -	mips_13_11	"myosin-like protein"
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_40_04
			mips_45
			mips_45_03
			mips_45_03_12
			mips_63_06
			mips_63_07
	at_At5g23070	mips_01	"putative protein"
			mips_01_03_04
			mips_01_03_04_03
			mips_03
			mips_03_01
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01_03
			mips_40
			mips_63_19
	at_At5g25230 -	mips_04_05_05	"translation Elongation Factor 2 - like protein"
			mips_05_04_02
			mips_40_10_99
			mips_63_03_03
	at_At5g27680 -	mips_03_01_99	"unknown protein"
			mips_40_10
			mips_40_10_03
	at_At5g27950 -	mips_08_22	"unknown protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_30_04_05
			mips_63_06
	at_At5g35670 -	mips_25_05_13	"putative protein"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
			mips_67_01
	at_At5g39040 -	mips_67_50_25	"transporter associated with antigen processing-like protein (TAP2)"
	at_At5g39620 -	mips_10_01_05_05	"AtRab78 (AtRAB78)"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At5g39960	mips_08_16	"putative protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At5g40010 -	mips_02_11	"putative protein"
			mips_02_11_05
			mips_04_09
			mips_08_07
			mips_25_05_25
			mips_30_04
			mips_30_07
			mips_30_08
	at_At5g40870	mips_01_03_04	"uridine kinase-like protein"
			mips_01_03_04_03
			mips_01_04_01
			mips_01_04_04
			mips_63_19_05
			mips_63_19_99
	at_At5g41310 -	mips_08_99	"kinesin-like protein"
			mips_63_06
	at_At5g41360 -	mips_03_01_05	"putative DNA repair protein and transcription factor (XPB2)"
			mips_04_05_01_01
			mips_40_10_99
	at_At5g42080 -	mips_03_03_01_01	"dynamin-like protein (pir||S59558)"
			mips_08_22
			mips_08_99
			mips_13_03
			mips_13_03_01
			mips_30_04
			mips_63_06
	at_At5g42490 -	mips_08_22	"kinesin heavy chain-like protein"
			mips_08_22_01
			mips_63_06
	at_At5g43010 -	mips_03_03	"26S proteasome AAA-ATPase subunit RPT4a (gb|AAF22524.1)"
			mips_03_03_01
			mips_06_10
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_03
			mips_14_01
			mips_14_01_01
			mips_62
			mips_62_01
			mips_62_01_05
	at_At5g43530 -	mips_03_01_09	"DNA repair protein-like"
			mips_03_01_99
	at_At5g45130 -	mips_10_01_05	"ras-related GTP-binding protein RHA1 (sp|P31582)"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g45970 -	mips_10_01_05	"Rac-like gtp binding protein ARAC2 (sp|Q38903)"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At5g46280 -	mips_63_03_01	"MCM3 homolog (emb|CAA03887.1)"
	at_At5g46540 -	mips_67_28	"multidrug resistance p-glycoprotein"
			mips_67_50_25
	at_At5g47010 -	mips_01_03	"prematurely terminated mRNA decay factor-like protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_03_03_02
			mips_04_03
			mips_04_03_03
			mips_04_03_99
			mips_04_07
			mips_05_07
			mips_63_03_03
	at_At5g47270 -	mips_01_03_10	"putative protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_11_05_03
			mips_11_07_03
			mips_30_26
			mips_30_26_03
			mips_67_99
	at_At5g48600 -	mips_03_03_01	"chromosome condensation protein"
			mips_03_03_01_01_11
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
			mips_30_10_03
			mips_67_50_25
	at_At5g50340 -	mips_02	"DNA repair protein-like"
			mips_02_11
			mips_02_11_05
			mips_03_01
			mips_03_01_05
			mips_03_01_05_01
			mips_03_03
			mips_03_03_01
			mips_06_01
			mips_06_10
			mips_06_13
			mips_08
			mips_08_07
			mips_11_01
	at_At5g50370	mips_01_03_01	"adenylate kinase"
			mips_01_03_01_03
			mips_01_03_99
			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
	at_At5g50960 -	mips_03_99	"nucleotide-binding protein"
	at_At5g52090 -	mips_01_03_16	"putative protein"
			mips_04_03
			mips_04_03_03
			mips_04_03_99
			mips_04_07
			mips_05_07
			mips_63_03_03
	at_At5g53540 -	mips_02_11	"26S proteasome regulatory particle chain RPT6-like protein"
			mips_02_11_05
			mips_04_09
			mips_08_07
			mips_25_05_25
			mips_30_04
			mips_30_07
			mips_30_08
	at_At5g54090 -	mips_03_01_05	"DNA mismatch repair protein MutS2-like"
			mips_03_01_05_01
			mips_03_03_02
	at_At5g54180 -	mips_04_05_01_04_03	"unknown protein"
			mips_30_16
	at_At5g54280 -	mips_20_25_01	"myosin heavy chain"
			mips_20_25_01_01
			mips_63_06
	at_At5g54840	mips_04	"SGP1 monomeric G-protein (emb|CAB54517.1)"
			mips_06
			mips_06_04
			mips_08
			mips_08_07
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_40
			mips_40_07
			mips_40_08
			mips_63
			mips_63_03
			mips_63_19
	at_At5g55080	mips_03	"salt stress inducible small GTP binding protein Ran1-like protein"
			mips_03_01
			mips_03_01_09
			mips_03_01_09_05
			mips_03_03
			mips_03_03_01
			mips_06_04
			mips_08
			mips_08_01
			mips_10_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
			mips_63_03
			mips_63_19
	at_At5g55190 -	mips_03_01_09	"salt stress inducible small GTP binding protein Ran1 homolog"
			mips_03_01_09_05
			mips_04_07
			mips_08_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g56220 -	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At5g57450	mips_03_01_05	"putative protein"
			mips_03_01_05_01
			mips_03_01_05_03
			mips_03_01_05_03_01
			mips_03_03_02
			mips_25_05_25
			mips_40_10
			mips_40_10_03
			mips_63_03_01
			mips_63_19
	at_At5g57480	mips_02	"putative protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_06
			mips_06_13
			mips_06_13_01
			mips_06_13_01_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_03
			mips_40_10
			mips_40_16
			mips_63
			mips_63_19
			mips_99
	at_At5g57600 -	mips_01_07_01	"putative protein"
	at_At5g58370	mips_03_03_03	"contains similarity to GTP-binding protein CGPA"
			mips_13_05
			mips_40_04
			mips_40_04_03
			mips_48
			mips_63_19_05
	at_At5g58870 -	mips_03_99	"cell division protein - like"
			mips_06_13_99
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	at_At5g59840 -	mips_10_01_05	"GTP-binding protein ara-3"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
	at_At5g60730 -	mips_08_01	"ATPase - like protein"
			mips_11_07
			mips_30_03
			mips_30_10
			mips_30_10_07
			mips_40_10_07
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At5g60990	mips_03_01_03	"replication protein A1 - like"
			mips_03_01_05
			mips_04_05_05
			mips_04_05_05_01
			mips_63_03_03
			mips_63_19_03
	at_At5g63950 -	mips_03_01_99	"unknown protein"
			mips_04_05_01_04_01
			mips_30_10_03
	at_At5g64840 -	mips_08_16	"ABC transporter protein 1-like"
			mips_08_16_03
			mips_67_50_25
	at_At5g64990 -	mips_08_16	"GTP binding protein-like"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g65270	mips_08_16	"GTP-binding protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_63_19_05
	at_At5g65460	mips_03	"putative protein"
			mips_03_03
			mips_03_03_02
			mips_08
			mips_08_99
			mips_13
			mips_13_11
			mips_14
			mips_14_04
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_40_04
			mips_63_01
			mips_63_06
			mips_63_19
	at_At5g66750	mips_03	"SWI2/SNF2-like protein (gb|AAD28303.1)"
			mips_03_01
			mips_03_01_99
			mips_30
			mips_30_10
			mips_40_10_03
			mips_63_03
			mips_63_17
			mips_63_17_09
			mips_63_19
	at_At5g66970	mips_06_04	"putative protein"
			mips_40_07
			mips_63_03_03
			mips_63_19_05
	at_At5g67560	mips_08_07_05	"ADP-ribosylation factor-like protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	Propertest Accuracy: 75/291 (25.77%)
	Propertest Frequency class 'mips_63_19': 142/3463 (4.10%)

	New (unknown) data (2239 items):
	at_At1g04280 -	no entry	null
	at_At1g06750 -	no entry	null
	at_At1g21650 -	no entry	null
	at_At1g26370 -	no entry	null
	at_At1g33390 -	no entry	null
	at_At1g33960 -	no entry	null
	at_At1g35940 -	no entry	null
	at_At1g50150 -	no entry	null
	at_At1g54430 -	no entry	null
	at_At1g56180 -	no entry	null
	at_At1g64410 -	no entry	null
	at_At1g67440 -	no entry	null
	at_At1g72910 -	no entry	null
	at_At2g05080 -	no entry	null
	at_At2g26180 -	no entry	null
	at_At2g27490 -	no entry	null
	at_At2g41670 -	no entry	null
	at_At2g42780 -	no entry	null
	at_At2g43540 -	no entry	null
	at_At3g09660 -	no entry	null
	at_At3g11220 -	no entry	null
	at_At3g13870 -	no entry	null
	at_At3g19250 -	no entry	null
	at_At3g30420 -	no entry	null
	at_At3g42100 -	no entry	null
	at_At3g49730 -	no entry	null
	at_At3g51210 -	no entry	null
	at_At3g51690 -	no entry	null
	at_At4g02480 -	no entry	null
	at_At4g16930 -	no entry	null
	at_At4g19060 -	no entry	null
	at_At4g30600 -	no entry	null
	at_At4g33050 -	no entry	null
	at_At4g34420 -	no entry	null
	at_At5g07240 -	no entry	null
	at_At5g40090 -	no entry	null
	at_At5g45160 -	no entry	null
	at_At5g46490 -	no entry	null
	at_At5g65960 -	no entry	null
	at_At1g04730 -	no entry	null
	at_At1g15730 -	no entry	null
	at_At1g17610 -	no entry	null
	at_At1g31960 -	no entry	null
	at_At1g33870 -	no entry	null
	at_At1g52960 -	no entry	null
	at_At1g67460 -	no entry	null
	at_At1g72850 -	no entry	null
	at_At1g72890 -	no entry	null
	at_At1g72900 -	no entry	null
	at_At1g72960 -	no entry	null
	at_At1g73860 -	no entry	null
	at_At1g80380 -	no entry	null
	at_At1g80480 -	no entry	null
	at_At2g07620 -	no entry	null
	at_At2g15730 -	no entry	null
	at_At2g17340 -	no entry	null
	at_At2g34470 -	no entry	null
	at_At3g12160 -	no entry	null
	at_At3g13250 -	no entry	null
	at_At3g19720 -	no entry	null
	at_At3g31980 -	no entry	null
	at_At3g45090 -	no entry	null
	at_At3g51380 -	mips_98	"putative protein"
	at_At3g52290 -	no entry	null
	at_At3g54460 -	no entry	null
	at_At4g03690 -	no entry	null
	at_At4g05190 -	no entry	null
	at_At4g10620 -	no entry	null
	at_At4g13030 -	no entry	null
	at_At4g15810 -	no entry	null
	at_At4g16990 -	no entry	null
	at_At4g23060 -	no entry	null
	at_At4g24790 -	no entry	null
	at_At4g27370 -	no entry	null
	at_At5g03960 -	no entry	null
	at_At5g11010 -	no entry	null
	at_At5g27540 -	no entry	null
	at_At5g28780 -	no entry	null
	at_At5g37110 -	no entry	null
	at_At5g45440 -	no entry	null
	at_At5g47200 -	no entry	null
	at_At5g60340 -	no entry	null
	at_At5g60760 -	no entry	null
	at_At5g61450 -	no entry	null
	at_At5g62760 -	no entry	null
	at_At1g14460 -	no entry	null
	at_At1g26520 -	no entry	null
	at_At1g33830 -	no entry	null
	at_At1g45010 -	no entry	null
	at_At1g72950 -	no entry	null
	at_At1g73110 -	no entry	null
	at_At2g18760 -	no entry	null
	at_At2g30630 -	no entry	null
	at_At2g43110 -	no entry	null
	at_At2g43680 -	no entry	null
	at_At3g26900 -	no entry	null
	at_At3g30560 -	no entry	null
	at_At3g43350 -	no entry	null
	at_At3g50620 -	no entry	null
	at_At4g14750 -	no entry	null
	at_At4g21210 -	no entry	null
	at_At4g24170 -	no entry	null
	at_At5g01570 -	no entry	null
	at_At5g03040 -	no entry	null
	at_At5g09410 -	no entry	null
	at_At5g45490 -	no entry	null
	at_At5g48780 -	no entry	null
	at_At5g62070 -	mips_98	"unknown protein"


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