Rule 4372
	eval(_1,_2,2.0e-5-4.0e-3),mol_wt(_2,74022.0-112121.0),sq_len(_2,1005.0-6487.0) = 0
	eval(_1,_2,8.0e-10-2.0e-5),keyword(_2,oxidoreductase),db_ref(_2,pir) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,phosphorylation),db_ref(_2,mgd) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,transport),db_ref(_2,pir) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,mycobacterium_tuberculosis),db_ref(_2,hamap) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),desc(_2,subunit) = 1
	->  class mips_01_01_07 "amino acid transport"

	Evaluation on training data (4529 items):
	at_At1g24400	mips_01_01_07	"amino acid transporter-like protein 2 (AATL2)"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g31830	mips_01_01_07	"hypothetical protein"
			mips_08_16
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04_01
			mips_67_04_01_01
			mips_67_10
	at_At1g49370	mips_01_01_07	"hypothetical protein"
			mips_67_10
			mips_67_12
	at_At1g58360	mips_01_01_07	"putative protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At1g61270	mips_01_01_07	"amino acid permease"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g71680	mips_01_01_07	"amino acid permease, putative"
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50_03
	at_At1g77380	mips_01_01	"amino acid permease AAP3"
			mips_01_01_07
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g80510	mips_01_01	"unknown protein"
			mips_01_01_07
			mips_08_99
			mips_13_03
			mips_13_03_01
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	at_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_At2g01170	mips_01	"putative amino acid or GABA permease"
			mips_01_01
			mips_01_01_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_10
			mips_67_12
	at_At1g08230	mips_01_01_07	"hypothetical protein"
			mips_08_99
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	at_At2g34960	mips_01_01_07	"putative amino acid transporter"
			mips_67_10
			mips_67_12
	at_At2g38120	mips_01_01	"unknown protein"
			mips_01_01_07
			mips_20
			mips_20_20
			mips_20_20_18
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At2g39130	mips_01_01_07	"unknown protein"
			mips_67_10
			mips_67_12
			mips_67_50_03
	at_At2g39890	mips_01_01	"proline transporter 1"
			mips_01_01_07
			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_At3g10600	mips_01_01_07	"putative amino acid transporter"
			mips_48
			mips_67_10
			mips_67_12
	at_At3g19553	mips_01_01_07	"amino acid permease, putative, 5' partial"
			mips_08_19
			mips_20_03
			mips_67_10
			mips_67_12
	at_At3g28960	mips_01_01_07	"hypothetical protein"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At3g56200	mips_01_01_07	"putative protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	at_At5g01240	mips_01_01_07	"LAX1 / AUX1 -like permease"
			mips_20_20
			mips_20_20_18
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_99
	at_At5g15240	mips_01_01_07	"putative protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At5g38820	mips_01_01_07	"transporter -like protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At5g63850	mips_01	"amino acid transporter AAP4 (pir||S51169)"
			mips_01_01_07
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40
			mips_67
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At5g02170	mips_01_01_07	"putative protein"
			mips_48
			mips_67_10
			mips_67_12
	at_At5g16740	mips_01_01_07	"putative protein"
			mips_67_10
			mips_67_12
	at_At5g40780	mips_01_01_07	"amino acid permease"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	Training Accuracy: 26/26 (100.00%)
	Training Frequency class 'mips_01_01_07': 33/4529 (0.73%)

	Evaluation on validation data (2278 items):
	at_At1g44100	mips_01_01_07	"amino acid permease AAP5"
			mips_08_99
			mips_67
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	at_At1g60160 -	mips_67	""
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At1g67640	mips_01_01_07	"putative amino acid permease"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g17120	mips_01_01	"putative amino acid transporter"
			mips_01_01_07
			mips_40_02
			mips_48
			mips_67
			mips_67_10
			mips_67_12
	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_At2g21050	mips_01_01_07	"AUX1-like amino acid permease"
			mips_20_20
			mips_20_20_18
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_99
	at_At2g40420	mips_01_01_07	"unknown protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At2g35060 -	mips_67_04_01	"putative potassium transporter"
			mips_67_04_01_02
			mips_67_50_22
	at_At3g11900	mips_01_01	"putative amino acid transporter protein"
			mips_01_01_07
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At4g26590 -	mips_14_04_03	"isp4 like protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	at_At5g04770	mips_01_01	"amino acid transporter-like protein"
			mips_01_01_07
			mips_40_02
			mips_48
			mips_67_10
			mips_67_12
	at_At5g05630	mips_01_01_07	"putative protein"
			mips_08_19
			mips_20_03
			mips_67_10
			mips_67_12
	at_At5g41800	mips_01_01_07	"amino acid permease-like protein; proline transporter-like protein"
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_99
	at_At5g65990	mips_01_01	"amino acid transporter protein-like"
			mips_01_01_07
			mips_13_03
			mips_13_03_01
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	Validation Accuracy: 10/14 (71.43%)
	Validation Frequency class 'mips_01_01_07': 12/2278 (0.53%)

	Evaluation on propertest data (3835 items):
	at_At1g25530	mips_01_01_07	"hypothetical protein"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	at_At1g47670	mips_01_01_07	"putative protein"
			mips_67_10
			mips_67_12
	at_At1g70300 -	mips_67_04	"high affinity potassium transporter AtHAK6 (At1g70300)"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At1g77690	mips_01_01_07	"putative AUX1-like permease"
			mips_20_20
			mips_20_20_18
			mips_67_10
			mips_67_12
			mips_67_99
	at_At1g10010	mips_01_01	"putative amino acid permease"
			mips_01_01_07
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At2g36590	mips_01_01_07	"putative proline transporter"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At3g03720	mips_01_01_07	"putative cationic amino acid transporter"
			mips_48
			mips_67_10
			mips_67_12
	at_At3g13050 -	mips_01_05_04	"putative transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At3g13620	mips_01_01_07	"putative protein"
			mips_20_03
			mips_67_10
			mips_67_12
	at_At3g18090 -	mips_04_05_01_01	"DNA-directed RNA polymerase II second largest chain, putative"
			mips_40_10_99
			mips_63_03_01
	at_At3g01760	mips_01_01_07	"putative amino acid permease"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At3g55740	mips_01_01_07	"proline transporter 2"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At4g21120	mips_01_01_07	"amino acid transport protein AAT1"
			mips_67_10
			mips_67_12
	at_At4g35180	mips_01_01_07	"amino acid permease - like protein"
			mips_67_10
			mips_67_12
	at_At4g23640 -	mips_67_04_01	"putative potassium transport protein"
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At4g38250	mips_01_01	"putative amino acid transport protein"
			mips_01_01_07
			mips_13_03
			mips_13_03_01
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	at_At5g09220	mips_01_01_07	"amino acid transport protein AAP2"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At5g23810	mips_01_01_07	"amino acid transporter"
			mips_08_99
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At5g36940	mips_01_01_07	"cationic amino acid transporter -like protein"
			mips_67_10
			mips_67_12
	at_At5g49630	mips_01_01_07	"amino acid permease 6 (emb|CAA65051.1)"
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50_03
	at_At5g03555 -	mips_01_03	"uracil transporter - like protein"
			mips_01_03_04
			mips_01_03_19
			mips_01_07
			mips_01_07_10
			mips_08_19
			mips_40_02
			mips_67_04
			mips_67_04_07
			mips_67_10
			mips_67_16
			mips_67_19
			mips_67_99
	at_At5g06120 -	mips_04_07	"human RAN binding protein 16-like"
			mips_08_01
			mips_40_10_05
	Propertest Accuracy: 16/22 (72.73%)
	Propertest Frequency class 'mips_01_01_07': 22/3835 (0.57%)

	New (unknown) data (2278 items):
	at_At1g29310 -	mips_08_99	"transport protein sec61 alpha subunit, putative"
			mips_67_99
	at_At1g48640 -	mips_08_10	"At1g48640/F11I4_17"
			mips_30_19
			mips_40_19
	at_At2g34250 -	mips_08_99	"putative protein transport protein SEC61 alpha subunit"
			mips_67_99
	at_At5g19500 -	mips_67	"putative protein"
			mips_67_99
	at_At2g33260 -	mips_67_99	"putative tyrosine-specific transport protein"
	at_At5g36760 -	no entry	null
	at_At1g78720 -	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_99
			mips_20
			mips_40_07
			mips_67_99
	at_At2g16800 -	no entry	null


------------------
Rule 1866
	eval(_1,_2,4.0e-3-0.1),keyword(_2,electron_transport),db_ref(_2,embl) = 1
	eval(_1,_2,9.0e-25-8.0e-10),db_ref(_2,tigrfams),desc(_2,in) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,trypanosoma),db_ref(_2,prosite) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,firmicutes),desc(_2,homolog) = 0
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,485.0-667.0),classification(_2,schizosaccharomyces) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,mycobacterium),db_ref(_2,tigrfams) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,mitochondrion) = 0
	->  class mips_01_03_07 "deoxyribonucleotide metabolism"

	Evaluation on training data (4529 items):
	at_At1g03020	mips_01_03_07	"putative glutaredoxin"
	at_At1g28480	mips_01_03_07	"putative protein"
	at_At1g03850	mips_01_03_07	"unknown protein (At1g03850)"
	at_At1g77370	mips_01_03	"putative protein"
			mips_01_03_07
			mips_02_11
			mips_11
			mips_11_01
			mips_67
			mips_67_15
	at_At1g06830	mips_01_03	"glutaredoxin like protein"
			mips_01_03_07
			mips_02_11
			mips_11_07
			mips_67_15
	at_At2g20270	mips_01_03_07	"putative glutaredoxin"
	at_At2g30540	mips_01_03_07	"putative glutaredoxin"
	at_At2g47880	mips_01_03	"putative glutaredoxin"
			mips_01_03_07
			mips_02_11
			mips_11_07
			mips_67_15
	at_At4g15700	mips_01_03	"glutaredoxin homolog"
			mips_02
			mips_01_03_07
			mips_02_11
			mips_11_07
			mips_67_15
	at_At4g28730	mips_01_03_07	"putative protein"
	at_At5g20500	mips_01_03_07	"glutaredoxin"
	Training Accuracy: 11/11 (100.00%)
	Training Frequency class 'mips_01_03_07': 25/4529 (0.55%)

	Evaluation on validation data (2278 items):
	at_At1g52260 -	mips_02	"protein disulfide isomerase precursor, putative"
			mips_02_11
			mips_06
			mips_06_04
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_07
			mips_40_16
	at_At1g76080 -	mips_25_05_25	"unknown protein"
	at_At2g47870	mips_01_03	"putative glutaredoxin"
			mips_01_03_07
			mips_02_11
			mips_11_07
			mips_67_15
	at_At3g62950	mips_01_03_07	"glutaredoxin -like protein"
	at_At4g15660	mips_01_03_07	"glutaredoxin"
	at_At4g15690	mips_01_03	"glutaredoxin"
			mips_01_03_07
			mips_02_11
			mips_11_07
			mips_67_15
	at_At5g11930	mips_01_02	"glutaredoxin - like protein"
			mips_01_02_99
			mips_01_03_07
			mips_02_13
			mips_02_13_03
	at_At5g18600	mips_01_03_07	"glutaredoxin -like protein"
	at_At5g63030	mips_01_03_07	"glutaredoxin-like protein"
	Validation Accuracy: 7/9 (77.78%)
	Validation Frequency class 'mips_01_03_07': 15/2278 (0.66%)

	Evaluation on propertest data (3835 items):
	at_At3g21460	mips_01_03_07	"glutaredoxin, putative"
	at_At3g62930	mips_01_03_07	"glutaredoxin -like protein"
	at_At3g62960	mips_01_03	"glutaredoxin -like protein"
			mips_01_03_07
			mips_02_11
			mips_11_07
			mips_67_15
	at_At4g16440 -	mips_02_11_05	"LET1 like protein"
			mips_02_13
			mips_02_13_03
			mips_06_07_11
			mips_40_10_05
	at_At4g33040	mips_01_02_99	"unknown protein"
			mips_01_03_07
	at_At4g15670	mips_01_03_07	"glutaredoxin"
	at_At4g15680	mips_01	"glutaredoxin"
			mips_01_03_07
			mips_02_11
			mips_67
			mips_67_15
			mips_98
	at_At5g56090 -	mips_02	"putative protein"
			mips_02_11
			mips_02_11_05
			mips_02_11_07
			mips_02_13
			mips_02_13_03
			mips_02_13_05
			mips_05
			mips_06_10
			mips_40_16
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_01
			mips_45_03_12_03
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At5g14070	mips_01_03	"glutaredoxin-like protein"
			mips_01_03_07
			mips_02_11
			mips_11_07
	Propertest Accuracy: 7/9 (77.78%)
	Propertest Frequency class 'mips_01_03_07': 22/3835 (0.57%)

	New (unknown) data (2278 items):
	at_At1g50950 -	mips_08_07	"hypothetical protein"
	at_At4g32450 -	no entry	null


------------------
Rule 3670
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,prosite) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,bacillus_subtilis) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,triticum) = 0
	eval(_1,_2,9.0e-25-8.0e-10),species(_2,haemophilus_influenzae),db_ref(_2,prosite) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,hordeum),db_ref(_2,prints) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,paccad_clade),db_ref(_2,smart) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,eukaryota) = 1
	->  class mips_01_05_99 "other C-compound, carbohydrate metabolism activities"

	Evaluation on training data (4529 items):
	at_At1g14890	mips_01_05_99	"unknown protein"
			mips_40_01
	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_At1g69940	mips_01_05_99	"putative pectin methylesterase"
			mips_40_01
	at_At1g70720	mips_01_05_99	"unknown protein"
			mips_40_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_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_At3g17130	mips_01_05_99	"hypothetical protein"
			mips_40_01
	at_At2g01610	mips_01_05_99	"unknown protein"
			mips_11_01
			mips_29
			mips_30_01
			mips_40_01
	at_At2g47280	mips_01_05_01_01	"putative pectinesterase"
			mips_01_05_99
			mips_01_20_01
			mips_40_01
	at_At3g06830	mips_01_05_01_01	"pectin methylesterase, putative"
			mips_01_05_99
			mips_40_01
	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_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_At1g11590	mips_01_05_99	"similar to pectinesterase emb|CAA47810; similar to ESTs gb|AI999792.1"
			mips_40_01
	at_At3g47380	mips_01_05	"putative protein"
			mips_01_05_99
			mips_29
			mips_30
			mips_40_01
	at_At3g47670	mips_01_05_99	"putative protein"
			mips_40_01
	at_At3g49220	mips_01_05_99	"pectinesterase - like protein"
			mips_30_01
			mips_40_01
	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_At3g62170	mips_01_05_01	"PECTINESTERASE-like protein"
			mips_01_05_01_01
			mips_01_05_99
			mips_30_01
			mips_40_01
	at_At4g00080	mips_01_05_99	"putative protein"
			mips_30_01
			mips_40_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_At4g25250	mips_01_05_99	"putative protein"
			mips_30_01
			mips_40_01
	at_At4g25260	mips_01_05_99	"putative protein"
			mips_11_01
			mips_29
			mips_30_01
			mips_40_01
	at_At5g09760	mips_01_05_99	"pectin methylesterase - like protein"
			mips_01_20_01
			mips_40_01
	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_At5g20740	mips_01_05_99	"ripening-related protein - like"
			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_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_At5g64640	mips_01_05_99	"pectin methylesterase-like protein"
			mips_40_01
	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_At1g53830	mips_01_05_99	"putative protein"
			mips_40_01
	at_At5g47500	mips_01_05_99	"pectin methylesterase-like"
			mips_30_01
			mips_40_01
	Training Accuracy: 39/39 (100.00%)
	Training Frequency class 'mips_01_05_99': 75/4529 (1.66%)

	Evaluation on validation data (2278 items):
	at_At1g53070 -	mips_10_01	"protein kinase, putative"
			mips_10_01_01
			mips_10_05
	at_At1g55770	mips_01_05_99	"hypothetical protein"
			mips_40_01
	at_At1g62770	mips_01_05_99	"unknown protein"
			mips_40_01
	at_At1g10770	mips_01_05_01_03_02	"unknown protein"
			mips_01_05_99
			mips_40_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_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_At2g43050	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_30_01
			mips_40_01
	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_At4g03930	mips_01_05_99	"putative pectinesterase"
			mips_40_01
	at_At4g12390	mips_01_05_99	"unknown protein"
	at_At4g15980	mips_01_05_99	"pectinesterase like protein"
			mips_30_01
			mips_40_01
	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_At5g49180	mips_01_05_99	"pectin methylesterase"
			mips_40_01
	at_At5g62340	mips_01_05_99	"putative protein"
			mips_40_01
	at_At5g62350	mips_01_05_99	"ripening-related protein-like; contains similarity to pectinesterase (MMI9.18)"
			mips_40_01
	Validation Accuracy: 17/18 (94.44%)
	Validation Frequency class 'mips_01_05_99': 36/2278 (1.58%)

	Evaluation on propertest data (3835 items):
	at_At1g23200	mips_01_05_99	"putative pectinesterase"
			mips_40_01
	at_At1g48020	mips_01_05	"protein phosphatase-2C, putative"
			mips_01_05_01
			mips_01_05_99
			mips_11
			mips_11_01
			mips_29
			mips_30
			mips_30_01
			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_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_At2g47670	mips_01_05_99	"putative pectinesterase"
			mips_40_01
	at_At2g36700	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_40_01
	at_At3g05610	mips_01_05_01	"putative pectinesterase"
			mips_01_05_01_01
			mips_01_05_99
			mips_30_01
			mips_40_01
	at_At3g05620	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_40_01
	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_At3g42160	mips_01_05_99	"putative protein"
			mips_01_20_01
			mips_40_01
	at_At3g43270	mips_01_05_99	"pectinesterase like protein"
			mips_01_20_01
			mips_40_01
	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_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_At3g62820	mips_01_05	"unknown protein"
			mips_01_05_01
			mips_01_05_99
			mips_11
			mips_11_01
			mips_29
			mips_30
			mips_30_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_At5g07420	mips_01_05_99	"pectin methyl-esterase-like protein"
			mips_40_01
	at_At5g51500	mips_01_05_99	"pectinesterase"
			mips_30_01
			mips_40_01
	at_At5g51520	mips_01_05_01_03_02	"ripening-related protein-like"
			mips_01_05_99
	at_At5g53370	mips_01_05	"pectinesterase"
			mips_01_05_01_01
			mips_01_05_99
			mips_40_01
	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_At5g61680	mips_01_05_99	"pectin methyl-esterase - like protein"
			mips_40_01
	Propertest Accuracy: 26/26 (100.00%)
	Propertest Frequency class 'mips_01_05_99': 57/3835 (1.49%)

	New (unknown) data (2278 items):
	at_At1g02550 -	no entry	null
	at_At1g02810 -	no entry	null
	at_At1g47960 -	no entry	null
	at_At1g53060 -	no entry	null
	at_At1g54620 -	no entry	null
	at_At1g60760 -	no entry	null
	at_At3g17150 -	no entry	null
	at_At1g09360 -	no entry	null
	at_At3g09190 -	no entry	null
	at_At4g02250 -	no entry	null
	at_At4g29270 -	mips_65	"acid phosphatase-like protein"
	at_At5g01090 -	no entry	null
	at_At5g24770 -	mips_65	"vegetative storage protein Vsp2"
	at_At5g38610 -	no entry	null
	at_At5g46980 -	no entry	null
	at_At5g46990 -	no entry	null
	at_At5g62360 -	no entry	null
	at_At1g19720 -	no entry	null
	at_At1g23350 -	no entry	null
	at_At1g48010 -	no entry	null
	at_At1g04040 -	mips_65	"unknown protein"
	at_At1g07460 -	no entry	null
	at_At2g38600 -	mips_65	"putative acid phosphatase"
	at_At2g01880 -	mips_40_25	"putative purple acid phosphatase"
	at_At3g54080 -	no entry	null
	at_At3g16410 -	no entry	null
	at_At3g49330 -	no entry	null
	at_At4g25150 -	mips_65	"acid phosphatase - like protein"
	at_At4g29260 -	mips_65	"acid phosphatase-like protein"
	at_At5g03350 -	no entry	null
	at_At5g44020 -	mips_65	"vegetative storage protein-like"
	at_At5g51260 -	mips_65	"acid phosphatase"
	at_At1g53080 -	no entry	null
	at_At1g62110 -	no entry	null
	at_At1g70540 -	no entry	null
	at_At2g33070 -	no entry	null
	at_At3g12880 -	no entry	null
	at_At3g16530 -	no entry	null
	at_At3g17220 -	no entry	null
	at_At4g36700 -	mips_65	"globulin-like protein"
	at_At5g24370 -	no entry	null
	at_At5g24780 -	mips_65	"vegetative storage protein Vsp1"
			mips_98
	at_At5g50030 -	no entry	null
	at_At5g63140 -	no entry	null
	at_At5g64620 -	no entry	null


------------------
Rule 2091
	eval(_1,_2,0.0-9.0e-25),keyword(_2,oxidoreductase),db_ref(_2,hssp) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,hydrolase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,ruminococcus),db_ref(_2,prosite) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 0
	->  class mips_01_05_99 "other C-compound, carbohydrate metabolism activities"

	Evaluation on training data (4529 items):
	at_At1g14720	mips_01_05_99	"xyloglucan endo-transglycosylase, putative"
			mips_40_01
	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_At1g10550	mips_01_05_99	"endoxyloglucan transferase like protein"
			mips_30_01
			mips_40_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: 15/15 (100.00%)
	Training Frequency class 'mips_01_05_99': 75/4529 (1.66%)

	Evaluation on validation data (2278 items):
	at_At1g65310	mips_01_05_99	"putative protein"
			mips_40_01
	at_At2g18800	mips_01_05_99	"putative xyloglucan endo-transglycosylase"
			mips_40_01
	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_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: 4/5 (80.00%)
	Validation Frequency class 'mips_01_05_99': 36/2278 (1.58%)

	Evaluation on propertest data (3835 items):
	at_At1g32170	mips_01_05_99	"endoxyloglucan transferase"
			mips_30_01
			mips_40_01
	at_At2g27120 -	mips_03_01_05_01	"putative DNA polymerase epsilon catalytic subunit"
			mips_03_03_01_03
			mips_30_10
	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_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_At4g03210	mips_01_05_99	"putative xyloglucan endotransglycosylase"
			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_At5g63960 -	mips_03_01_05_01	"DNA polymerase III catalytic subunit"
	at_At5g65730	mips_01_05_99	"xyloglucan endo-transglycosylase-like protein"
			mips_30_01
			mips_40_01
	at_At5g67100 -	mips_03_01_05_01	"DNA polymerase alpha 1"
	Propertest Accuracy: 13/16 (81.25%)
	Propertest Frequency class 'mips_01_05_99': 57/3835 (1.49%)

	New (unknown) data (2278 items):
	at_At1g52960 -	no entry	null
	at_At2g14320 -	mips_98	"pseudogene; similar to MURA transposase of maize Mutator transposon"
			mips_99
	at_At4g33810 -	mips_40_01	"beta-xylan endohydrolase -like protein"
	at_At4g08160 -	mips_40_01	"putative xylan endohydrolase"


------------------
Rule 3309
	eval(_1,_2,0.0-9.0e-25),classification(_2,thermotogae) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,escherichia),keyword(_2,transferase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptomycineae),db_ref(_2,pir) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 1
	->  class mips_01_06_01 "lipid, fatty-acid and isoprenoid biosynthesis"

	Evaluation on training data (4529 items):
	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_At1g20490	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	at_At1g20500	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	at_At1g20560	mips_01_06_01_01	"unknown protein (At1g20560)"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g21530	mips_02	"amp-binding protein, putative"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_37
			mips_01_20_37_03
			mips_02_25
			mips_11
			mips_11_05
			mips_11_05_03
	at_At1g21540	mips_01_05_01_01_03	"amp-binding protein, putative"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g49430	mips_01_06_01_05	"putative acyl CoA synthetase (At1g49430)"
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27_99
	at_At1g51680	mips_01_06_01_01	"4-coumarate--coenzyme A ligase (At4CL1)"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g65880	mips_01_06_01	""
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_02_99
			mips_30_01
	at_At1g66120	mips_01_06_01_01	"hypothetical protein"
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
	at_At1g68270	mips_02	"putative amp-binding protein"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_25
	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_At1g75960	mips_01_05_01_01_03	"AMP-binding protein, putative"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g76290	mips_01_05_01_01_03	"putative AMP-binding protein"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_40_19
	at_At1g77240	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g16910	mips_01_06_01	"AMP-binding protein, putative"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_20_03
			mips_40_27
			mips_40_27_99
	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_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_At2g04350	mips_01	"putative acyl-CoA synthetase"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_03
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_20
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40
			mips_40_02
			mips_40_03
			mips_40_16
	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_At2g26830	mips_01_04	"putative choline kinase"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_13
			mips_01_20
			mips_01_20_17
			mips_01_20_17_01
			mips_40_03
			mips_40_07
	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_At3g23790	mips_01_06_01_01	"AMP-binding protein, putative"
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_05
			mips_01_20_05_11
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_01_20_37
			mips_01_20_37_03
			mips_02_25
	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_At4g09760	mips_01_06	"choline kinase GmCK2p -like protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_13
			mips_01_20_17
			mips_01_20_17_01
			mips_10
			mips_98
	at_At4g11030	mips_01_06_01_05	"putative acyl-CoA synthetase"
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At4g19010	mips_01_05_01_01_03	"4-coumarate-CoA ligase - like"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	at_At4g23850	mips_01_06_01	"acyl-CoA synthetase - like protein"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	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_At5g27600	mips_01_06_01	"long-chain-fatty-acid--CoA ligase-like protein"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
			mips_63_19_01
			mips_63_19_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
	at_At5g16340	mips_01_05_01_01	"AMP-binding protein"
			mips_01_05_01_01_03
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	Training Accuracy: 37/37 (100.00%)
	Training Frequency class 'mips_01_06_01': 166/4529 (3.67%)

	Evaluation on validation data (2278 items):
	at_At1g25450	mips_01_06_01_05	"unknown protein"
			mips_01_06_01_07
			mips_01_20_35
			mips_01_20_35_01
	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_At1g65060	mips_01_05_01_01_03	"4-coumarate:CoA ligase 3 (4CL3)"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	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_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_At1g20480	mips_01_05	"hypothetical protein"
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At2g26640	mips_01_06_01_05	"putative beta-ketoacyl-CoA synthase"
			mips_01_06_01_07
			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_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_At5g35930 -	mips_01_20_37	"unknown protein"
			mips_01_20_37_03
			mips_11_05_03
	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
	at_At5g63380	mips_01_05_01_01_03	"4-coumarate-CoA ligase-like protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	Validation Accuracy: 12/13 (92.31%)
	Validation Frequency class 'mips_01_06_01': 87/2278 (3.82%)

	Evaluation on propertest data (3835 items):
	at_At1g20510	mips_01_05_01_01_03	"putative 4-coumarate:CoA ligase"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g30520	mips_01_05_01_01_03	"unknown protein (At1g30520)"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	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_At1g01120	mips_01_06_01_07	"putative fatty acid elongase 3-ketoacyl-CoA synthase 1 (At1g01120)"
			mips_01_06_01_07_11
	at_At1g65890	mips_01_06_01_01	"putative protein"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
	at_At1g71697	mips_01_06_01_01	"choline kinase, putative"
			mips_01_06_13
			mips_01_20_17_01
	at_At1g77590	mips_01_06_01	"putative acyl-CoA synthetase"
			mips_01_06_01_01
			mips_01_06_01_03
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_25_05_25
	at_At1g62940	mips_01_06_01_01	"4-coumarate:coenzyme A ligase, putative"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g64400	mips_01_06_01	"putative acyl-CoA synthetase"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	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_At2g17650	mips_01_06_01_01	"putative acyl-CoA synthetase"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_05
			mips_01_20_05_11
			mips_01_20_35_01
			mips_02_25
	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_At2g47240	mips_01_06_01_05	"putative acyl-CoA synthetase"
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At3g05970	mips_01_06	"AMP-binding protein"
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_01_06_99
			mips_20
			mips_20_03
			mips_40_02
			mips_40_16
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At3g16170	mips_01_05_01_01	"long-chain acyl-CoA like synthetase"
			mips_01_05_01_01_03
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_36
			mips_01_20_37
			mips_01_20_37_99
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_05_99
			mips_40_19
	at_At3g21230	mips_02	"putative 4-coumarate:CoA ligase 2"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g21240	mips_01_05_01_01_03	"putative 4-coumarate:CoA ligase 2"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g48990	mips_01_05_01_01	"4-coumarate-CoA ligase -like protein"
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_16
			mips_02_16_13
			mips_02_25
	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_At4g14070	mips_01_06_01	"A6 anther-specific protein (Z97335.16)"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	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_At4g00040	mips_01_06_01_07	"putative chalcone synthase"
			mips_01_07_01
			mips_01_20_35
			mips_01_20_35_01
	at_At5g16370	mips_01_05_01_01_03	"AMP-binding protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	at_At5g23050	mips_01_05_01_01_03	"acetyl-CoA synthetase-like protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_99
			mips_30_01
			mips_40_19
	at_At5g36880	mips_01_05_01_01_03	"acetyl-CoA synthetase"
			mips_01_06_01
			mips_01_06_01_05
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_99
			mips_40_19
	at_At5g38120	mips_01_05_01_01_03	"4-coumarate--CoA ligase -like protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	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: 29/29 (100.00%)
	Propertest Frequency class 'mips_01_06_01': 174/3835 (4.54%)

	New (unknown) data (2278 items):
	at_At3g49200 -	no entry	null
	at_At4g05160 -	no entry	null
	at_At4g22720 -	mips_06_99	"glycoprotein endopeptidase - like protein"
	at_At1g78280 -	no entry	null
	at_At1g80280 -	mips_11_07	"unknown protein"
			mips_30_01
	at_At3g26840 -	no entry	null
	at_At3g02030 -	no entry	null


------------------
Rule 3284
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,enterobacter) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),db_ref(_2,genew) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,escherichia),keyword(_2,transferase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptomycineae),db_ref(_2,pir) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,phaseoleae) = 1
	->  class mips_01_06_07 "lipid, fatty-acid and isoprenoid utilization"

	Evaluation on training data (4529 items):
	at_At1g20490	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	at_At1g20500	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	at_At1g20560	mips_01_06_01_01	"unknown protein (At1g20560)"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g21530	mips_02	"amp-binding protein, putative"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_37
			mips_01_20_37_03
			mips_02_25
			mips_11
			mips_11_05
			mips_11_05_03
	at_At1g21540	mips_01_05_01_01_03	"amp-binding protein, putative"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g49430	mips_01_06_01_05	"putative acyl CoA synthetase (At1g49430)"
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27_99
	at_At1g51680	mips_01_06_01_01	"4-coumarate--coenzyme A ligase (At4CL1)"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g65880	mips_01_06_01	""
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_02_99
			mips_30_01
	at_At1g66120	mips_01_06_01_01	"hypothetical protein"
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
	at_At1g68270	mips_02	"putative amp-binding protein"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_25
	at_At1g75960	mips_01_05_01_01_03	"AMP-binding protein, putative"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g76290	mips_01_05_01_01_03	"putative AMP-binding protein"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_40_19
	at_At1g77240	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g16910	mips_01_06_01	"AMP-binding protein, putative"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_20_03
			mips_40_27
			mips_40_27_99
	at_At2g04350	mips_01	"putative acyl-CoA synthetase"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_03
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_20
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40
			mips_40_02
			mips_40_03
			mips_40_16
	at_At3g23790	mips_01_06_01_01	"AMP-binding protein, putative"
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_05
			mips_01_20_05_11
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_01_20_37
			mips_01_20_37_03
			mips_02_25
	at_At4g11030	mips_01_06_01_05	"putative acyl-CoA synthetase"
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At4g19010	mips_01_05_01_01_03	"4-coumarate-CoA ligase - like"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	at_At4g23850	mips_01_06_01	"acyl-CoA synthetase - like protein"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At5g27600	mips_01_06_01	"long-chain-fatty-acid--CoA ligase-like protein"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
			mips_63_19_01
			mips_63_19_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
	at_At5g16340	mips_01_05_01_01	"AMP-binding protein"
			mips_01_05_01_01_03
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	Training Accuracy: 22/22 (100.00%)
	Training Frequency class 'mips_01_06_07': 55/4529 (1.21%)

	Evaluation on validation data (2278 items):
	at_At1g65060	mips_01_05_01_01_03	"4-coumarate:CoA ligase 3 (4CL3)"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	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_At1g17220 -	mips_04_05_01_01	"putative translation initiation factor IF2"
			mips_04_05_01_04_01
			mips_05_04_01
	at_At1g20480	mips_01_05	"hypothetical protein"
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At5g35930 -	mips_01_20_37	"unknown protein"
			mips_01_20_37_03
			mips_11_05_03
	at_At5g63380	mips_01_05_01_01_03	"4-coumarate-CoA ligase-like protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	Validation Accuracy: 3/6 (50.00%)
	Validation Frequency class 'mips_01_06_07': 27/2278 (1.19%)

	Evaluation on propertest data (3835 items):
	at_At1g20510	mips_01_05_01_01_03	"putative 4-coumarate:CoA ligase"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g30520	mips_01_05_01_01_03	"unknown protein (At1g30520)"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	at_At1g65890	mips_01_06_01_01	"putative protein"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
	at_At1g77590	mips_01_06_01	"putative acyl-CoA synthetase"
			mips_01_06_01_01
			mips_01_06_01_03
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_25_05_25
	at_At1g62940	mips_01_06_01_01	"4-coumarate:coenzyme A ligase, putative"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g64400	mips_01_06_01	"putative acyl-CoA synthetase"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At2g17650	mips_01_06_01_01	"putative acyl-CoA synthetase"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_05
			mips_01_20_05_11
			mips_01_20_35_01
			mips_02_25
	at_At2g47240	mips_01_06_01_05	"putative acyl-CoA synthetase"
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At3g05970	mips_01_06	"AMP-binding protein"
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_01_06_99
			mips_20
			mips_20_03
			mips_40_02
			mips_40_16
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At3g16170	mips_01_05_01_01	"long-chain acyl-CoA like synthetase"
			mips_01_05_01_01_03
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_36
			mips_01_20_37
			mips_01_20_37_99
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_05_99
			mips_40_19
	at_At3g21230	mips_02	"putative 4-coumarate:CoA ligase 2"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g21240	mips_01_05_01_01_03	"putative 4-coumarate:CoA ligase 2"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g48990	mips_01_05_01_01	"4-coumarate-CoA ligase -like protein"
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At4g14070	mips_01_06_01	"A6 anther-specific protein (Z97335.16)"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At5g16370	mips_01_05_01_01_03	"AMP-binding protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	at_At5g23050	mips_01_05_01_01_03	"acetyl-CoA synthetase-like protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_99
			mips_30_01
			mips_40_19
	at_At5g36880 -	mips_01_05_01_01_03	"acetyl-CoA synthetase"
			mips_01_06_01
			mips_01_06_01_05
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_99
			mips_40_19
	at_At5g38120	mips_01_05_01_01_03	"4-coumarate--CoA ligase -like protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	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
	Propertest Accuracy: 17/19 (89.47%)
	Propertest Frequency class 'mips_01_06_07': 54/3835 (1.41%)

	New (unknown) data (2278 items):
	at_At4g05160 -	no entry	null


------------------
Rule 4114
	eval(_1,_2,4.0e-3-0.1),desc(_2,hypothetical) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,membrane),desc(_2,type) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,rodentia),keyword(_2,polymorphism) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),classification(_2,mycobacterium) = 1
	->  class mips_01_20_05 "biosynthesis of acetic acid derivatives"

	Evaluation on training data (4529 items):
	at_At1g23800	mips_01_20_05	"putative aldehyde dehydrogenase NAD+"
			mips_02_16
			mips_02_16_01
			mips_02_99
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At1g44170	mips_01_20_05	"puative aldehyde dehydrogenase"
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At1g74920	mips_01_20_05	"betaine aldehyde dehydrogenase like protein"
			mips_01_20_17_01
			mips_02_16
			mips_02_16_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At1g79440	mips_01_20_05	"succinic semialdehyde dehydrogenase 1 (SSADH1)"
			mips_02_16
			mips_02_16_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At4g34240	mips_01_07	"aldehyde dehydrogenase like protein"
			mips_01_20
			mips_01_20_05
			mips_02_01
			mips_11_07_03
			mips_40_16
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At2g24270	mips_01_20_05	"putative NADP-dependent glyceraldehyde-3-phosphate dehydrogenase"
			mips_02_16
			mips_02_16_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At4g36250	mips_01_07	"aldehyde dehydrogenase like protein"
			mips_01_20_05
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	Training Accuracy: 7/7 (100.00%)
	Training Frequency class 'mips_01_20_05': 22/4529 (0.49%)

	Evaluation on validation data (2278 items):
	at_At1g54100	mips_01_06	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_05
			mips_11_07
			mips_11_07_03
			mips_40_16
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At2g14200	mips_01_07	"F15N24.6"
			mips_01_20_05
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At3g66658	mips_01_20_05	"betaine aldehyde dehydrogenase, putative"
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_01_20_05': 11/2278 (0.48%)

	Evaluation on propertest data (3835 items):
	at_At3g48000	mips_01_07	"aldehyde dehydrogenase (NAD+)-like protein"
			mips_01_20_05
			mips_02_16
			mips_02_16_01
			mips_02_99
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At3g48170	mips_01_20_05	"betaine aldehyde dehydrogenase-like protein"
			mips_01_20_17_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At5g62530	mips_01	"delta-1-pyrroline-5-carboxylate dehydrogenase precursor (P5CDH)"
			mips_02
			mips_01_05
			mips_01_06
			mips_01_07
			mips_01_20
			mips_01_20_05
			mips_02_16
			mips_02_16_01
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40
			mips_40_03
			mips_40_16
			mips_63
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67
			mips_67_15
	Propertest Accuracy: 3/3 (100.00%)
	Propertest Frequency class 'mips_01_20_05': 17/3835 (0.44%)

	New (unknown) data (2278 items):


------------------
Rule 2523
	eval(_1,_2,4.0e-3-0.1),desc(_2,chromosome) = 0
	eval(_1,_2,0.0-9.0e-25),desc(_2,kinase) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptophyta),keyword(_2,d__3d_structure) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,54204.0-74022.0),classification(_2,magnoliophyta) = 1
	->  class mips_01_20_13 "biosynthesis of derivatives of homoisopentenyl pyrophosphate"

	Evaluation on training data (4529 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_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_At3g29190	mips_01_20	"terpene synthase-related protein"
			mips_01_20_13
			mips_01_20_35
			mips_01_20_35_01
			mips_20
			mips_20_20
			mips_20_20_18
	at_At3g32030	mips_01_20_13	"terpene synthase, putative"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g13280	mips_01_20_13	"putative protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g13300	mips_01_20_13	"putative protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g15870	mips_01_20_13	"delta-cadinene synthase like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_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: 14/14 (100.00%)
	Training Frequency class 'mips_01_20_13': 57/4529 (1.26%)

	Evaluation on validation data (2278 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: 10/10 (100.00%)
	Validation Frequency class 'mips_01_20_13': 28/2278 (1.23%)

	Evaluation on propertest data (3835 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_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_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_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: 10/11 (90.91%)
	Propertest Frequency class 'mips_01_20_13': 34/3835 (0.89%)

	New (unknown) data (2278 items):
	at_At1g34060 -	no entry	null


------------------
Rule 924
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,hymenoptera) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,core_eudicots),keyword(_2,mitochondrion) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,hydrolase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,gastropoda),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,rattus),desc(_2,subunit) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,transferase) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),desc(_2,homolog) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),species(_2,haemophilus_influenzae) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),desc(_2,probable) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),keyword(_2,transferase) = 0
	->  class mips_01_20_13 "biosynthesis of derivatives of homoisopentenyl pyrophosphate"

	Evaluation on training data (4529 items):
	at_At1g21480	mips_01_20_13	"unknown protein"
	at_At1g27440	mips_01_20_13	"unknown protein"
	at_At1g67410	mips_01_20_13	"hypothetical protein, 3' partial"
	at_At2g20370	mips_01	"unknown protein"
			mips_01_20
			mips_01_20_13
			mips_99
	at_At2g28110	mips_01_20_13	"unknown protein"
	at_At3g42180	mips_01_20_13	"putative protein"
	at_At4g16740	mips_01_20_13	"limonene cyclase like protein"
			mips_01_20_35
			mips_01_20_35_01
	at_At5g19670	mips_01_20_13	"putative protein"
	at_At5g20260	mips_01_20	"putative protein"
			mips_01_20_13
	at_At5g25310	mips_01_20_13	"putative protein"
	at_At5g37000	mips_01_20	"putative protein"
			mips_01_20_13
	at_At5g62220	mips_01_20_13	"putative protein"
	at_At5g33290	mips_01_20_13	"unknown protein"
	Training Accuracy: 13/13 (100.00%)
	Training Frequency class 'mips_01_20_13': 57/4529 (1.26%)

	Evaluation on validation data (2278 items):
	at_At1g63450	mips_01_20_13	"hypothetical protein"
	at_At1g12800 -	mips_05_01	"putative protein"
			mips_20_25_16
			mips_63_03_01
	at_At4g38040	mips_01_20_13	"putative protein"
	at_At5g22940	mips_01_20_13	"putative protein"
	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_At5g61840	mips_01_20	"unknown protein"
			mips_01_20_13
	Validation Accuracy: 4/6 (66.67%)
	Validation Frequency class 'mips_01_20_13': 28/2278 (1.23%)

	Evaluation on propertest data (3835 items):
	at_At1g60890 -	mips_06_07_03	"putative phosphatidylinositol-4-phosphate 5-kinase (At1g60890)"
			mips_10_01_09
			mips_10_01_09_11
	at_At1g68470	mips_01_20_13	"hypothetical protein"
	at_At2g29040	mips_01_20_13	"hypothetical protein"
	at_At2g32740	mips_01_20_13	"hypothetical protein"
	at_At3g07620	mips_01	"hypothetical protein"
			mips_01_20
			mips_01_20_13
			mips_99
	at_At3g07960 -	mips_10_01_09	"putative phosphatidylinositol-4-phosphate 5-kinase"
			mips_10_01_99
			mips_14_04_03_01
	at_At3g16230 -	mips_67_01	"unknown protein"
			mips_67_01_01
			mips_67_04_01_02
	at_At4g29060 -	mips_05	"unknown protein"
			mips_05_04_02
			mips_63_03
	at_At4g32790	mips_01_20_13	"putative protein"
	at_At5g11130	mips_01_20_13	"putative protein"
	at_At5g11610	mips_01_20_13	"putative protein"
	Propertest Accuracy: 7/11 (63.64%)
	Propertest Frequency class 'mips_01_20_13': 34/3835 (0.89%)

	New (unknown) data (2278 items):
	at_At1g34270 -	no entry	null
	at_At1g54520 -	no entry	null
	at_At1g74680 -	no entry	null
	at_At2g31990 -	no entry	null
	at_At2g35100 -	no entry	null
	at_At3g09070 -	no entry	null
	at_At3g45400 -	no entry	null
	at_At4g13990 -	no entry	null
	at_At4g22580 -	no entry	null
	at_At5g16890 -	no entry	null
	at_At5g44930 -	no entry	null
	at_At1g14170 -	mips_06_13	"unknown protein"
	at_At2g32750 -	no entry	null
	at_At3g02990 -	no entry	null
	at_At3g03650 -	no entry	null
	at_At3g30655 -	no entry	null
	at_At5g41250 -	no entry	null


------------------
Rule 3269
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,thermotogae) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,escherichia),keyword(_2,transferase) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 1
	->  class mips_01_20_15 "biosynthesis of derivatives of dehydroquinic acid, shikimic acid and chorismic acid"

	Evaluation on training data (4529 items):
	at_At1g03390	mips_01_20_15	"hypothetical protein"
			mips_01_20_99
	at_At2g25150	mips_01_20_15	"unknown protein"
			mips_01_20_99
	at_At3g29680	mips_01_20_15	"anthocyanin 5-aromatic acyltransferase, putative"
	at_At3g29720	mips_01_20_15	"hypothetical protein"
	at_At4g13840	mips_01_06	"fatty acid elongase - like protein (cer2-like)"
			mips_01_06_01
			mips_01_20
			mips_01_20_15
	at_At4g15390	mips_01_20_15	"HSR201 like protein"
			mips_01_20_99
			mips_11_05_03
	at_At4g31910	mips_01_20_15	"putative protein"
			mips_01_20_99
			mips_11_05_03
	at_At5g17540	mips_01_20_15	"putative protein"
			mips_01_20_99
			mips_11_05_03
	at_At5g39080	mips_01_20_15	"acyltransferase -like protein"
	at_At5g48930	mips_01_20_15	"anthranilate N-benzoyltransferase"
			mips_01_20_99
	at_At5g57840	mips_01_20_15	"N-hydroxycinnamoyl/benzoyltransferase"
			mips_01_20_35_01
			mips_01_20_99
	at_At5g63560	mips_01_20_15	"acyltransferase-like protein"
			mips_01_20_99
	at_At5g07080	mips_01_20_15	"putative protein"
			mips_01_20_99
	at_At5g07850	mips_01_20_15	"proanthranilate N-benzoyltransferase -like protein"
			mips_01_20_35
			mips_01_20_35_01
	at_At5g41040	mips_01_20_15	"N-hydroxycinnamoyl/benzoyltransferase-like protein"
			mips_01_20_99
			mips_11_05_03
	Training Accuracy: 15/15 (100.00%)
	Training Frequency class 'mips_01_20_15': 40/4529 (0.88%)

	Evaluation on validation data (2278 items):
	at_At1g32910	mips_01_20_15	"hypothetical protein"
			mips_01_20_99
	at_At3g23840	mips_01_06_01	"hypothetical protein"
			mips_01_20_15
			mips_01_20_99
			mips_11_05_03
	at_At3g47170	mips_01_20_15	"hypersensitivity-related protein-like protein"
			mips_11_05_03
	at_At4g24510	mips_01_06_01	"CER2"
			mips_01_20_15
	Validation Accuracy: 4/4 (100.00%)
	Validation Frequency class 'mips_01_20_15': 14/2278 (0.61%)

	Evaluation on propertest data (3835 items):
	at_At1g31490	mips_01_20_15	"putative protein"
			mips_01_20_99
	at_At1g78990	mips_01_20_15	""
			mips_01_20_99
			mips_11_05_03
	at_At3g29590	mips_01_20_15	"Anthocyanin 5-aromatic acyltransferase, putative"
	at_At3g48720	mips_01_20_15	"putative protein"
			mips_01_20_99
			mips_11_05
			mips_11_05_03
	at_At3g49190 -	mips_01_20_37	"putative protein"
			mips_01_20_37_03
	at_At5g16410	mips_01_20_15	"putative protein"
			mips_01_20_99
			mips_11_05_03
	at_At5g61160	mips_01_20_15	"anthocyanin 5-aromatic acyltransferase - like protein"
	Propertest Accuracy: 6/7 (85.71%)
	Propertest Frequency class 'mips_01_20_15': 27/3835 (0.70%)

	New (unknown) data (2278 items):
	at_At1g72110 -	no entry	null
	at_At3g49200 -	no entry	null
	at_At5g37300 -	no entry	null
	at_At5g53380 -	no entry	null
	at_At5g53390 -	no entry	null
	at_At3g05390 -	no entry	null
	at_At3g49210 -	no entry	null
	at_At5g16350 -	no entry	null


------------------
Rule 3929
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,smart),desc(_2,putative) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,homolog) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptococcaceae),db_ref(_2,tigrfams) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),desc(_2,region) = 1
	->  class mips_01_20_23 "biosynthesis of secondary products derived from L-methionine"

	Evaluation on training data (4529 items):
	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_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_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_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_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
	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
	Training Accuracy: 6/6 (100.00%)
	Training Frequency class 'mips_01_20_23': 17/4529 (0.38%)

	Evaluation on validation data (2278 items):
	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_At3g16630 -	mips_08_22	"kinesin-like protein"
			mips_08_22_01
			mips_30_04_05
			mips_40_04_05
			mips_63_06
	at_At3g19670 -	mips_04_05_05	"unknown protein"
			mips_40_10_99
	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
	Validation Accuracy: 2/4 (50.00%)
	Validation Frequency class 'mips_01_20_23': 5/2278 (0.22%)

	Evaluation on propertest data (3835 items):
	at_At1g56500 -	mips_13_07	"unknown protein (At1g56500)"
			mips_20_25
			mips_20_25_16
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_27
			mips_63_07
			mips_63_13
			mips_63_13_99
	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_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_At5g26830 -	mips_01_03_16	"threonyl-tRNA synthetase"
			mips_04_03
			mips_04_03_01
			mips_05_10
	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
	Propertest Accuracy: 4/6 (66.67%)
	Propertest Frequency class 'mips_01_20_23': 16/3835 (0.42%)

	New (unknown) data (2278 items):
	at_At1g63210 -	no entry	null


------------------
Rule 3823
	eval(_1,_2,2.0e-5-4.0e-3),desc(_2,myosin) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,metatheria) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,entamoebidae) = 0
	eval(_1,_2,4.0e-3-0.1),species(_2,haemophilus_influenzae),db_ref(_2,hamap) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,spirochaetes),keyword(_2,transferase) = 0
	eval(_1,_2,2.0e-5-4.0e-3),classification(_2,saccharomyces),desc(_2,serine) = 0
	eval(_1,_2,9.0e-25-8.0e-10),species(_2,escherichia_coli),db_ref(_2,smart) = 0
	eval(_1,_2,9.0e-25-8.0e-10),mol_wt(_2,1574.0-38820.0),keyword(_2,atp_binding) = 0
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,smart),desc(_2,putative) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,type) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,rosidae),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,rodentia),keyword(_2,polymorphism) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,drosophila),db_ref(_2,prodom) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,bacteria),desc(_2,hypothetical) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,gammaproteobacteria),keyword(_2,signal) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,synechocystis),db_ref(_2,prints) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,glycine) = 0
	->  class mips_01_20_50 "catabolism of secondary metabolites"

	Evaluation on training data (4529 items):
	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_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_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_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_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_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_At2g29280	mips_01_01_01_11	"pseudogene"
			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_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_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_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_At3g12790	mips_01_01_01	"unknown protein"
			mips_01_01_01_11
			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
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_40_16
	at_At3g13682	mips_01_20_17_03	"hypothetical protein"
			mips_01_20_50
	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_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_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_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_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_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_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_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_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_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_At2g29160	mips_01_01_01_11	"pseudogene"
			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_10
			mips_14_10_02
			mips_40_19
	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
	Training Accuracy: 46/46 (100.00%)
	Training Frequency class 'mips_01_20_50': 81/4529 (1.79%)

	Evaluation on validation data (2278 items):
	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_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_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_At1g15710 -	mips_01_01_01_15	"arogenate dehydrogenase isoform 2"
			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_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_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_At2g24190 -	mips_01_20_05	"putative carbonyl reductase"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	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_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_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_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_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_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_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_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_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_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_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
	Validation Accuracy: 18/25 (72.00%)
	Validation Frequency class 'mips_01_20_50': 34/2278 (1.49%)

	Evaluation on propertest data (3835 items):
	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_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_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_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_At1g01800 -	mips_01_20_05	"putative short-chain dehydrogenase"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	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_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_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_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_At3g03330	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
			mips_40_16
	at_At3g03980	mips_01_01_01	"putative short-chain type dehydrogenase/reductase"
			mips_01_01_10_05
			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_01_06
			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
			mips_67_15
	at_At3g04000	mips_01_01_01_11	"short-chain type dehydrogenase/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_At3g05260	mips_01_01	"putative glucose and ribitol dehydrogenase homolog"
			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_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
	at_At3g06060	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_20_50
	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_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_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_At3g61220 -	mips_01_20_05	"putative protein"
			mips_01_20_05_09
			mips_11_07_07
	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_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_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_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_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_At5g34930 -	mips_01_01	"arogenate dehydrogenase"
			mips_01_01_01
	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_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_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_At5g61830 -	mips_01_20_05	"carbonyl reductase - like protein"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	Propertest Accuracy: 24/37 (64.86%)
	Propertest Frequency class 'mips_01_20_50': 60/3835 (1.56%)

	New (unknown) data (2278 items):
	at_At3g10230 -	no entry	null
	at_At3g20790 -	no entry	null
	at_At5g11330 -	mips_01_07	"putative protein"
	at_At5g04070 -	no entry	null
	at_At5g08300 -	mips_02_10	"succinyl-CoA-ligase alpha subunit"
	at_At3g23500 -	no entry	null
	at_At5g39410 -	no entry	null
	at_At3g01980 -	no entry	null


------------------
Rule 2139
	eval(_1,_2,8.0e-10-2.0e-5),desc(_2,type) = 0
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,349.0-485.0),keyword(_2,hypothetical_protein) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,mitochondrion),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,cetartiodactyla),keyword(_2,transferase) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),classification(_2,alphaproteobacteria) = 1
	->  class mips_01_20_50 "catabolism of secondary metabolites"

	Evaluation on training data (4529 items):
	at_At1g21130	mips_01_20_17	"O-methyltransferase, putative"
			mips_01_20_17_03
			mips_01_20_50
	at_At1g62900	mips_01_20_17_03	"O-methyltransferase 1, putative"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
	at_At3g45080	mips_01_20_17_03	"sulfotransferase-like protein"
			mips_01_20_50
	at_At3g53140	mips_01_20_05	"caffeic acid O-methyltransferase - like protein"
			mips_01_20_05_11
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
			mips_05_04
			mips_11_05_05
			mips_11_05_05_01
	at_At4g35160	mips_01_20_17	"O-methyltransferase - like protein"
			mips_01_20_17_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
			mips_05_04
	at_At5g37170	mips_01_20_17	"caffeic acid O-methyltransferase-like protein"
			mips_01_20_17_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
			mips_05_04
	at_At5g54160	mips_01_20	"O-methyltransferase"
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
			mips_05
			mips_05_04
			mips_20
	at_At1g77530	mips_01_20_17	"putative caffeic acid 3-O-methyltransferase"
			mips_01_20_17_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
	Training Accuracy: 8/8 (100.00%)
	Training Frequency class 'mips_01_20_50': 81/4529 (1.79%)

	Evaluation on validation data (2278 items):
	at_At1g63140	mips_01_20_17_03	"caffeic O-methyltransferase, putative"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
	at_At1g77520	mips_01_20_17_03	"putative caffeic acid 3-O-methyltransferase"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
	at_At1g78140 -	mips_01_07_01	"unknown protein"
	at_At1g21100	mips_01_20	"O-methyltransferase, putative"
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
			mips_05
			mips_05_04
			mips_20
	at_At1g21110	mips_01_20_17	"O-methyltransferase, putative"
			mips_01_20_17_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
			mips_05_04
	at_At3g44330 -	mips_06_13	"putative protein"
			mips_06_13_04
			mips_08_19
			mips_13
			mips_13_01_01
			mips_13_01_01_01
			mips_14
			mips_14_04
			mips_40_22
			mips_40_25
			mips_63_17_01
			mips_67
	at_At5g14600 -	mips_05_07	"putative protein"
			mips_25_05_25
	Validation Accuracy: 4/7 (57.14%)
	Validation Frequency class 'mips_01_20_50': 34/2278 (1.49%)

	Evaluation on propertest data (3835 items):
	at_At1g21120	mips_01	"O-methyltransferase, putative"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
			mips_05
			mips_05_04
			mips_20
			mips_98
	at_At1g33030	mips_01_20_17	"putative protein"
			mips_01_20_17_03
			mips_01_20_35_01
			mips_01_20_50
	at_At1g51990	mips_01_20_17_03	""
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
	at_At1g76790	mips_01_20	"catechol O-methyltransferase like protein"
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
			mips_05
			mips_05_04
			mips_20
	at_At2g39630 -	mips_01_05_01_03_01	"putative dolichyl-phosphate beta-glucosyltransferase"
			mips_01_05_01_03_02
			mips_06_07_02
	at_At3g52640 -	mips_06_07_11	"putative protein"
			mips_06_13_01
			mips_06_13_04
			mips_40_25
			mips_63_17
			mips_63_17_01
	at_At4g35150	mips_01_20_17_03	"O-methyltransferase - like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
	at_At5g53810	mips_01	"caffeic acid 3-O-methyltransferase-like protein"
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
			mips_40
			mips_98
	Propertest Accuracy: 6/8 (75.00%)
	Propertest Frequency class 'mips_01_20_50': 60/3835 (1.56%)

	New (unknown) data (2278 items):


------------------
Rule 4024
	eval(_1,_2,0.0-9.0e-25),classification(_2,sorghum) = 1
	eval(_1,_2,2.0e-5-4.0e-3),classification(_2,alphaproteobacteria),db_ref(_2,prosite) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,inner_membrane),db_ref(_2,sgd) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanales),keyword(_2,transmembrane) = 0
	->  class mips_02_16_03 "lactate fermentation"

	Evaluation on training data (4529 items):
	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_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_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_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
	Training Accuracy: 5/5 (100.00%)
	Training Frequency class 'mips_02_16_03': 9/4529 (0.20%)

	Evaluation on validation data (2278 items):
	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_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
	Validation Accuracy: 2/2 (100.00%)
	Validation Frequency class 'mips_02_16_03': 4/2278 (0.18%)

	Evaluation on propertest data (3835 items):
	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_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_At3g51480 -	mips_13_03	"putative glutamate receptor (AtGLR3.6)"
			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_67_01
	Propertest Accuracy: 2/3 (66.67%)
	Propertest Frequency class 'mips_02_16_03': 3/3835 (0.08%)

	New (unknown) data (2278 items):
	at_At1g75260 -	no entry	null
	at_At3g09450 -	no entry	null


------------------
Rule 3307
	eval(_1,_2,4.0e-3-0.1),classification(_2,liliopsida) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,enterobacter) = 0
	eval(_1,_2,9.0e-25-8.0e-10),keyword(_2,transmembrane) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,salmonella),keyword(_2,complete_proteome) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,bacteria),desc(_2,in) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,escherichia),keyword(_2,transferase) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,phaseoleae) = 1
	->  class mips_02_16_13 "acetate fermentation"

	Evaluation on training data (4529 items):
	at_At1g20490	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	at_At1g20500	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	at_At1g21540	mips_01_05_01_01_03	"amp-binding protein, putative"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g51680 -	mips_01_06_01_01	"4-coumarate--coenzyme A ligase (At4CL1)"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g65880 -	mips_01_06_01	""
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_02_99
			mips_30_01
	at_At1g66120 -	mips_01_06_01_01	"hypothetical protein"
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
	at_At1g68270 -	mips_02	"putative amp-binding protein"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_25
	at_At1g75960	mips_01_05_01_01_03	"AMP-binding protein, putative"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g76290	mips_01_05_01_01_03	"putative AMP-binding protein"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_40_19
	at_At1g77240	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g16910 -	mips_01_06_01	"AMP-binding protein, putative"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_20_03
			mips_40_27
			mips_40_27_99
	at_At4g19010	mips_01_05_01_01_03	"4-coumarate-CoA ligase - like"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	at_At5g16340	mips_01_05_01_01	"AMP-binding protein"
			mips_01_05_01_01_03
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	Training Accuracy: 8/13 (61.54%)
	Training Frequency class 'mips_02_16_13': 9/4529 (0.20%)

	Evaluation on validation data (2278 items):
	at_At1g65060	mips_01_05_01_01_03	"4-coumarate:CoA ligase 3 (4CL3)"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g20480	mips_01_05	"hypothetical protein"
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At5g35930 -	mips_01_20_37	"unknown protein"
			mips_01_20_37_03
			mips_11_05_03
	at_At5g63380	mips_01_05_01_01_03	"4-coumarate-CoA ligase-like protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	Validation Accuracy: 3/4 (75.00%)
	Validation Frequency class 'mips_02_16_13': 3/2278 (0.13%)

	Evaluation on propertest data (3835 items):
	at_At1g20510	mips_01_05_01_01_03	"putative 4-coumarate:CoA ligase"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g30520	mips_01_05_01_01_03	"unknown protein (At1g30520)"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	at_At1g65890 -	mips_01_06_01_01	"putative protein"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
	at_At1g62940 -	mips_01_06_01_01	"4-coumarate:coenzyme A ligase, putative"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g64400 -	mips_01_06_01	"putative acyl-CoA synthetase"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At2g17650 -	mips_01_06_01_01	"putative acyl-CoA synthetase"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_05
			mips_01_20_05_11
			mips_01_20_35_01
			mips_02_25
	at_At2g47240 -	mips_01_06_01_05	"putative acyl-CoA synthetase"
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At3g16170	mips_01_05_01_01	"long-chain acyl-CoA like synthetase"
			mips_01_05_01_01_03
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_36
			mips_01_20_37
			mips_01_20_37_99
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_05_99
			mips_40_19
	at_At3g21230	mips_02	"putative 4-coumarate:CoA ligase 2"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g21240	mips_01_05_01_01_03	"putative 4-coumarate:CoA ligase 2"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g48990	mips_01_05_01_01	"4-coumarate-CoA ligase -like protein"
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At5g16370	mips_01_05_01_01_03	"AMP-binding protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	at_At5g23050	mips_01_05_01_01_03	"acetyl-CoA synthetase-like protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_99
			mips_30_01
			mips_40_19
	at_At5g36880	mips_01_05_01_01_03	"acetyl-CoA synthetase"
			mips_01_06_01
			mips_01_06_01_05
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_99
			mips_40_19
	Propertest Accuracy: 9/14 (64.29%)
	Propertest Frequency class 'mips_02_16_13': 10/3835 (0.26%)

	New (unknown) data (2278 items):
	at_At4g05160 -	no entry	null


------------------
Rule 1355
	eval(_1,_2,4.0e-3-0.1),species(_2,gallus_gallus__chicken_),desc(_2,precursor) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,core_eudicots),keyword(_2,mitochondrion) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,d__3d_structure),db_ref(_2,tigrfams) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,gastropoda),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,mitochondrion) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,54204.0-74022.0),keyword(_2,zinc_finger) = 1
	->  class mips_03_01_03 "DNA synthesis and replication"

	Evaluation on training data (4529 items):
	at_At1g34710	mips_03_01_03	"hypothetical protein"
	at_At2g14450	mips_03_01	"putative replication protein A1"
			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_At2g10540	mips_03_01_03	"pseudogene"
	at_At2g24900	mips_03_01	"putative replication protein A1"
			mips_03_01_03
	at_At3g13260	mips_03_01_03	"hypothetical protein"
	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_At3g42460	mips_03_01_03	"putative protein"
	at_At4g05570	mips_03_01_03	""
	at_At4g07310	mips_03	""
			mips_03_01
			mips_03_01_03
	at_At4g07430	mips_03_01_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_At5g35040	mips_03_01_03	"replication protein A1 - like"
	at_At5g35270	mips_03_01	"putative protein"
			mips_03_01_03
	at_At5g36830	mips_03_01_03	"putative protein"
	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
	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_At5g30380	mips_03_01	"putative protein"
			mips_03_01_03
			mips_29
	at_At5g33200	mips_03_01_03	"putative protein"
			mips_03_01_05
	Training Accuracy: 23/23 (100.00%)
	Training Frequency class 'mips_03_01_03': 108/4529 (2.38%)

	Evaluation on validation data (2278 items):
	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_At1g15310 -	mips_08_16	"putative signal recognition particle 54 kDa subunit"
			mips_08_16_05
			mips_63_19_05
	at_At2g14330	mips_03_01_03	"putative replication protein A1"
			mips_40_10_99
	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_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_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_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
	Validation Accuracy: 10/16 (62.50%)
	Validation Frequency class 'mips_03_01_03': 57/2278 (2.50%)

	Evaluation on propertest data (3835 items):
	at_At1g36510	mips_03_01_03	"hypothetical protein"
	at_At1g01210 -	mips_01	"hypothetical protein"
			mips_01_03
			mips_01_03_01
			mips_01_03_04
			mips_01_03_99
			mips_04
			mips_04_01
			mips_04_01_01
			mips_04_05
			mips_04_05_01
			mips_04_05_01_01
			mips_04_05_01_04
			mips_40
			mips_40_10
			mips_40_10_99
			mips_63
			mips_63_03
			mips_63_03_01
			mips_63_17
			mips_63_17_09
	at_At1g35950	mips_03_01	"hypothetical protein"
			mips_03_01_03
	at_At1g42400	mips_03_01_03	"hypothetical protein"
	at_At2g14780	mips_03_01_03	"putative replication protein A1"
	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_At3g43100	mips_03_01_03	"putative protein"
	at_At5g33240	mips_03_01_03	"putative protein"
	at_At5g37100	mips_03_01_03	"putative protein"
	Propertest Accuracy: 8/9 (88.89%)
	Propertest Frequency class 'mips_03_01_03': 84/3835 (2.19%)

	New (unknown) data (2278 items):
	at_At1g14800 -	no entry	null
	at_At3g54460 -	no entry	null
	at_At2g05860 -	no entry	null
	at_At2g05880 -	no entry	null
	at_At2g11150 -	no entry	null
	at_At2g12140 -	no entry	null
	at_At2g16330 -	no entry	null
	at_At3g31510 -	no entry	null
	at_At3g32260 -	no entry	null
	at_At3g42760 -	no entry	null
	at_At4g03640 -	no entry	null
	at_At4g07440 -	no entry	null
	at_At4g07450 -	no entry	null
	at_At4g22720 -	mips_06_99	"glycoprotein endopeptidase - like protein"
	at_At5g33420 -	no entry	null
	at_At5g35250 -	no entry	null
	at_At5g36050 -	no entry	null
	at_At1g27810 -	no entry	null
	at_At1g35090 -	no entry	null
	at_At2g16160 -	no entry	null
	at_At2g11510 -	no entry	null
	at_At3g45350 -	no entry	null
	at_At4g07690 -	no entry	null
	at_At4g28440 -	no entry	null
	at_At5g33410 -	no entry	null
	at_At1g23750 -	no entry	null
	at_At1g45080 -	no entry	null
	at_At1g35930 -	no entry	null
	at_At2g05480 -	no entry	null
	at_At2g06610 -	no entry	null
	at_At2g06690 -	no entry	null
	at_At2g07320 -	mips_29_99	"Mutator-like transposase"
	at_At2g10840 -	mips_29	"putative replication protein A1"
	at_At2g09960 -	no entry	null
	at_At3g42410 -	no entry	null
	at_At3g42620 -	no entry	null
	at_At3g43370 -	no entry	null
	at_At4g07340 -	no entry	null
	at_At4g09400 -	no entry	null
	at_At4g15600 -	mips_29_01	"hypothetical protein"
	at_At4g19300 -	no entry	null
	at_At4g03670 -	no entry	null
	at_At5g35260 -	no entry	null


------------------
Rule 785
	eval(_1,_2,0.0-9.0e-25),classification(_2,pisum) = 0
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),desc(_2,myosin) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptophyta),keyword(_2,d__3d_structure) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,aeropyrum),db_ref(_2,pfam) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,38820.0-54204.0),desc(_2,region) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),db_ref(_2,prodom) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,triticum) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,actinobacteria) = 0
	->  class mips_03_01_99 "other DNA processing"

	Evaluation on training data (4529 items):
	at_At1g07660	mips_03_01_99	"histone H4"
			mips_30_10
			mips_40_10_03
	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_At2g28750	mips_03_01_99	"pseudogene"
	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_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_At5g18110	mips_03_01_99	"eukaryotic cap-binding protein (gb|AAC17220.1)"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
			mips_05_04
	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_At5g35620	mips_03_01_99	"eIF4Eiso protein (emb|CAA71579.1)"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
	at_At5g59970	mips_03_01	"histone H4 - like protein"
			mips_03_01_99
	at_At5g02570	mips_03_01_99	"putative protein"
	Training Accuracy: 11/11 (100.00%)
	Training Frequency class 'mips_03_01_99': 73/4529 (1.61%)

	Evaluation on validation data (2278 items):
	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_At3g61300 -	mips_01_01_01	"anthranilate phosphoribosyltransferase-like protein"
			mips_01_03
			mips_01_03_01
			mips_01_03_04
			mips_01_20_35
			mips_01_20_35_01
	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_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_At4g18040	mips_03_01_99	"translation initiation factor eIF4E"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
	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: 5/6 (83.33%)
	Validation Frequency class 'mips_03_01_99': 29/2278 (1.27%)

	Evaluation on propertest data (3835 items):
	at_At1g29550	mips_03_01_99	"eukaryotic translation initiation factor 4E, putative"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
	at_At1g29590	mips_03_01	"eukaryotic translation initiation factor 4E, putative"
			mips_03_01_99
			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_05
			mips_05_04
	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_At2g25080 -	mips_11_07_07	"putative glutathione peroxidase"
			mips_67_15
	at_At3g45930	mips_03_01_99	"Histone H4 - like protein"
	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_At5g12970 -	mips_01_03_01	"anthranilate phosphoribosyltransferase -like protein"
			mips_01_03_04
			mips_01_20_35
			mips_01_20_35_01
	at_At5g59690	mips_03_01_99	"histone H4 - like protein"
	Propertest Accuracy: 8/10 (80.00%)
	Propertest Frequency class 'mips_03_01_99': 68/3835 (1.77%)

	New (unknown) data (2278 items):
	at_At1g27190 -	no entry	null
	at_At3g07060 -	no entry	null
	at_At3g13772 -	mips_40_22	"multispanning membrane protein, putative"
			mips_67_01
	at_At2g03850 -	mips_25_03	"putative cold-regulated protein"
	at_At1g14670 -	mips_40_22	"endomembrane protein, putative"
			mips_67_01
	at_At2g18950 -	no entry	null
	at_At2g42530 -	no entry	null
	at_At2g43850 -	no entry	null
	at_At3g51810 -	no entry	null
	at_At2g40780 -	no entry	null
	at_At5g54710 -	mips_30_04	"putative protein"
			mips_63_07


------------------
Rule 1790
	eval(_1,_2,0.0-9.0e-25),keyword(_2,mitochondrion),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eukaryota),db_ref(_2,tigrfams) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,cetartiodactyla),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,schizosaccharomyces),db_ref(_2,prodom) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,vibrionales),db_ref(_2,hssp) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,38820.0-54204.0),classification(_2,eurosids_ii) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),species(_2,haemophilus_influenzae) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,saccharomycetales) = 0
	->  class mips_04_01_04 "rRNA processing"

	Evaluation on training data (4529 items):
	at_At1g56310	mips_04_01	"hypothetical protein"
			mips_04_01_04
			mips_14_20
			mips_40_10_07
	at_At4g40000	mips_03_03	"proliferating-cell nucleolar antigen - like protein"
			mips_03_03_01
			mips_04_01
			mips_04_01_04
			mips_04_03
			mips_04_03_06
			mips_40_10_07
	at_At2g22400	mips_04_01	"unknown protein"
			mips_04_01_04
			mips_04_03
			mips_04_03_06
			mips_40_10_07
	at_At2g25910	mips_04_01	"unknown protein"
			mips_04_01_04
			mips_14_20
			mips_25_05_25
			mips_40_10_07
			mips_40_16
	at_At3g11770	mips_04_01	"unknown protein"
			mips_04_01_04
			mips_14_20
			mips_25_05_25
			mips_40_10_07
	at_At4g13870	mips_04_01	"putative protein"
			mips_04_01_04
			mips_14_20
			mips_40_10_07
	at_At4g26600	mips_03_01_03	"unknown protein"
			mips_04_01
			mips_04_01_04
			mips_40_10_07
	at_At4g38020	mips_04_01	"hypothetical protein"
			mips_04_01_04
			mips_04_03
			mips_04_03_06
	at_At5g26180	mips_04_01	"putative protein"
			mips_04_01_04
			mips_40_10_07
	at_At5g35910	mips_04_01	"nucleolar protein-like"
			mips_04_01_04
			mips_14_20
			mips_40_10_07
	at_At5g55920	mips_04_01	"nucleolar protein-like"
			mips_04_01_04
			mips_04_03
			mips_04_03_06
			mips_40_10_07
	at_At5g66180	mips_04_01	"putative protein"
			mips_04_01_04
			mips_40_10_07
	Training Accuracy: 12/12 (100.00%)
	Training Frequency class 'mips_04_01_04': 53/4529 (1.17%)

	Evaluation on validation data (2278 items):
	at_At1g06560	mips_03_01_03	"unknown protein"
			mips_04_01
			mips_04_01_04
			mips_04_03
			mips_04_03_06
			mips_40_10_07
	at_At1g54440	mips_04_01	"hypothetical protein"
			mips_04_01_04
			mips_14_20
			mips_40_10_07
			mips_40_16
	at_At2g32420	mips_04_01	"hypothetical protein"
			mips_04_01_04
			mips_14_20
			mips_40_10_07
	at_At3g13180	mips_04_01	"putative sun (fmu) protein"
			mips_04_01_04
			mips_40_10_07
	at_At3g45880 -	mips_01_06_04	"phospholipase - like protein"
	at_At5g15390	mips_04_01	"rRNA methylase - like protein"
			mips_04_01_04
			mips_04_03
			mips_04_03_06
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_20
			mips_40_03
			mips_40_16
			mips_63_03
			mips_63_03_03
	Validation Accuracy: 5/6 (83.33%)
	Validation Frequency class 'mips_04_01_04': 24/2278 (1.05%)

	Evaluation on propertest data (3835 items):
	at_At1g61040 -	mips_04_05_01_01	"unknown protein"
			mips_20_25_16
	at_At1g72090 -	mips_01_07_01	"putative protein"
	at_At1g06670 -	mips_04_05_05	"DEIH-box RNA/DNA helicase"
			mips_40_10_99
	at_At2g19870	mips_04_01	"Unknown protein"
			mips_04_01_04
			mips_04_03
			mips_04_03_06
	at_At3g04600 -	mips_05_10	"putative tryptophanyl-tRNA synthetase"
			mips_63_03_03
			mips_63_11
	at_At3g25470 -	mips_08	"hemolysin, putative"
			mips_08_16
			mips_11_05
			mips_11_05_05
			mips_11_05_05_01
			mips_11_05_05_08
			mips_40_27
			mips_67_01
			mips_67_01_09
	at_At3g48830 -	mips_04_03	"putative protein"
			mips_04_03_06
			mips_04_05_05
			mips_04_05_05_05
	at_At5g10880 -	mips_05_10	"putative protein"
			mips_06_10
			mips_63_03_03
			mips_63_11
	at_At5g15810 -	mips_04_03	"N2,N2-dimethylguanine tRNA methyltransferase-like protein"
			mips_04_03_03
			mips_04_03_06
			mips_04_05_05_99
	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_At5g20990 -	mips_13_01_01_01	"MOLYBDOPTERIN BIOSYNTHESIS CNX1 PROTEIN"
	Propertest Accuracy: 1/11 (9.09%)
	Propertest Frequency class 'mips_04_01_04': 36/3835 (0.94%)

	New (unknown) data (2278 items):
	at_At1g51540 -	no entry	null
	at_At2g35540 -	mips_06_01	"putative DnaJ protein"
	at_At5g10910 -	no entry	null
	at_At5g26880 -	no entry	null
	at_At5g38750 -	mips_05	"putative protein"
			mips_05_10
	at_At5g48350 -	no entry	null
	at_At1g53860 -	no entry	null
	at_At1g67440 -	no entry	null
	at_At2g33840 -	no entry	null
	at_At3g02660 -	mips_05	"putative tyrosyl-tRNA synthetase"
			mips_05_04
			mips_05_10
			mips_40_16
	at_At5g55220 -	mips_08_16	"unknown protein"


------------------
Rule 2235
	eval(_1,_2,4.0e-3-0.1),classification(_2,archaea),desc(_2,alpha) = 0
	eval(_1,_2,8.0e-10-2.0e-5),species(_2,haemophilus_influenzae),keyword(_2,hydrolase) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,staphylococcus),desc(_2,precursor) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,staphylococcus),db_ref(_2,tigrfams) = 1
	eval(_1,_2,9.0e-25-8.0e-10),mol_wt(_2,38820.0-54204.0),species(_2,mycoplasma_genitalium) = 0
	eval(_1,_2,9.0e-25-8.0e-10),mol_wt(_2,1574.0-38820.0),db_ref(_2,smart) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,mitochondrion) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),classification(_2,synechocystis) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,campanulids) = 0
	->  class mips_05_04_01 "initiation"

	Evaluation on training data (4529 items):
	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_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_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_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_At2g47330	mips_04_05_05	"putative ATP-dependent RNA helicase"
			mips_04_05_05_11
			mips_05_04
			mips_05_04_01
			mips_14_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47
			mips_47_03
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_02
			mips_63_19_03
	at_At3g22310	mips_04_05_05_11	"putative RNA helicase"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At3g22330	mips_04_05_05_11	"DEAD-Box RNA helicase like protein"
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	at_At3g53110	mips_04_05_05	"RNA helicase -like protein"
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_02
			mips_63_19_03
	at_At4g33370	mips_04_05_05	"putative protein"
			mips_04_05_05_11
			mips_05_04_01
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
	at_At5g11170	mips_04	"DEAD BOX RNA helicase RH15 - like protein"
			mips_04_05
			mips_04_05_05
			mips_04_05_05_01
			mips_04_05_05_01_99
			mips_05
			mips_05_01
			mips_05_01_01
			mips_05_01_99
			mips_05_04
			mips_05_04_01
			mips_40
			mips_40_10
			mips_63
			mips_63_03
			mips_63_03_03
			mips_63_19
			mips_63_19_03
			mips_98
	at_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_At5g51280	mips_04_05_05_11	"DEAD-box protein abstrakt"
			mips_05_04_01
			mips_14_10
			mips_14_10_02
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
	at_At5g63120	mips_04_05_05_11	"ATP-dependent RNA helicase-like protein"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At5g63630	mips_04_01	"RNA helicase"
			mips_04_01_04
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	at_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
	Training Accuracy: 15/15 (100.00%)
	Training Frequency class 'mips_05_04_01': 52/4529 (1.15%)

	Evaluation on validation data (2278 items):
	at_At1g63250 -	mips_04_05_05	"putative RNA helicase"
			mips_33
			mips_33_03
			mips_33_03_02
	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_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_At3g06980	mips_04_05_05_01	"putative DEAD/DEAH box helicase"
			mips_05_04_01
			mips_33_03_02
	at_At3g09720 -	mips_04_05_05_01	"putative RNA helicase"
			mips_63_03_03
			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_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
	Validation Accuracy: 3/7 (42.86%)
	Validation Frequency class 'mips_05_04_01': 22/2278 (0.97%)

	Evaluation on propertest data (3835 items):
	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_At1g28180 -	mips_04_05_05_01	"hypothetical protein"
			mips_33
			mips_33_03
			mips_33_03_02
	at_At2g42270 -	mips_04_05_05_01	"ATP-dependent RNA helicase like protein"
	at_At3g05740	mips_04_01	"putative DNA helicase"
			mips_04_01_04
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	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_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_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
	Propertest Accuracy: 2/7 (28.57%)
	Propertest Frequency class 'mips_05_04_01': 32/3835 (0.83%)

	New (unknown) data (2278 items):
	at_At4g10320 -	mips_05_10	"isoleucine-tRNA ligase - like protein"
	at_At4g37100 -	no entry	null


------------------
Rule 2560
	eval(_1,_2,0.0-9.0e-25),keyword(_2,d__3d_structure),db_ref(_2,sgd) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptophyta),keyword(_2,d__3d_structure) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,xenopus) = 1
	->  class mips_06_07_05 "modification by ubiquitination, deubiquitination"

	Evaluation on training data (4529 items):
	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_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
	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
	Training Accuracy: 15/15 (100.00%)
	Training Frequency class 'mips_06_07_05': 44/4529 (0.97%)

	Evaluation on validation data (2278 items):
	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_At1g14400	mips_03_03_02	"unknown protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
	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_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: 10/10 (100.00%)
	Validation Frequency class 'mips_06_07_05': 29/2278 (1.27%)

	Evaluation on propertest data (3835 items):
	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_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_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_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_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
	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
	Propertest Accuracy: 17/17 (100.00%)
	Propertest Frequency class 'mips_06_07_05': 46/3835 (1.20%)

	New (unknown) data (2278 items):
	at_At1g53020 -	no entry	null


------------------
Rule 1377
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,cyanobacteria) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,alternative_splicing) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,pisum) = 0
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,hssp),desc(_2,in) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptophyta),keyword(_2,d__3d_structure) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,gastropoda),db_ref(_2,embl) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,667.0-1005.0),classification(_2,oryctolagus) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),keyword(_2,zinc) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),desc(_2,intergenic) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,euteleostomi) = 1
	->  class mips_03_03_04 "nuclear and chromosomal cycle"

	Evaluation on training data (4529 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_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_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_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_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_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_At5g11300	mips_03_03_04	"cyclin 3b"
			mips_03_03_04_07
			mips_14_04_03_01
			mips_62_02_01_01
	at_At5g18110	mips_03_01_99	"eukaryotic cap-binding protein (gb|AAC17220.1)"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
			mips_05_04
	at_At5g35620	mips_03_01_99	"eIF4Eiso protein (emb|CAA71579.1)"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
	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
	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_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
	Training Accuracy: 19/19 (100.00%)
	Training Frequency class 'mips_03_03_04': 96/4529 (2.12%)

	Evaluation on validation data (2278 items):
	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_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_At2g38280 -	mips_01_03_01	"AMP deaminase like protein"
			mips_01_03_01_01
			mips_02_99
			mips_20_25_09
			mips_20_25_09_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_01
			mips_47_03_11
			mips_47_03_11_07
	at_At4g18040	mips_03_01_99	"translation initiation factor eIF4E"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
	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_At5g10440	mips_03_03_01	"cyclin protein - like"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05
			mips_10_01_05_01
			mips_14_04_03_01
			mips_62_02_01_01
	at_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
	Validation Accuracy: 10/11 (90.91%)
	Validation Frequency class 'mips_03_03_04': 59/2278 (2.59%)

	Evaluation on propertest data (3835 items):
	at_At1g29550	mips_03_01_99	"eukaryotic translation initiation factor 4E, putative"
			mips_03_03_01_01
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_03
			mips_03_03_04_07
	at_At1g29590	mips_03_01	"eukaryotic translation initiation factor 4E, putative"
			mips_03_01_99
			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_05
			mips_05_04
	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_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_At1g65380 -	mips_08_13	"putative protein"
			mips_11_05_01
	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_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_At1g34450	mips_03_03	"cyclin, putative"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	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_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_At3g49750 -	mips_10	"putative protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_99
	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_At5g07880 -	mips_08_07	"SNAP25 - like protein"
			mips_13_03
			mips_13_03_01
	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: 14/19 (73.68%)
	Propertest Frequency class 'mips_03_03_04': 91/3835 (2.37%)

	New (unknown) data (2278 items):
	at_At1g74200 -	no entry	null
	at_At3g28890 -	no entry	null
	at_At5g27060 -	mips_08_13	"resistance protein - like"
	at_At5g36010 -	no entry	null
	at_At3g28010 -	no entry	null
	at_At5g35860 -	no entry	null
	at_At5g49790 -	no entry	null
	at_At5g51350 -	no entry	null
	at_At1g48270 -	no entry	null
	at_At2g02780 -	no entry	null
	at_At3g12145 -	mips_10_05	"leucine-rich repeat protein FLR1"
	at_At3g58890 -	no entry	null
	at_At4g18760 -	no entry	null
	at_At5g45770 -	mips_08_13	"predicted GPI-anchored protein"


------------------
Rule 2559
	eval(_1,_2,4.0e-3-0.1),classification(_2,rosales) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,d__3d_structure),db_ref(_2,sgd) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptophyta),keyword(_2,d__3d_structure) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,xenopus) = 1
	->  class mips_03_03_04 "nuclear and chromosomal cycle"

	Evaluation on training data (4529 items):
	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_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_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
	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
	Training Accuracy: 12/14 (85.71%)
	Training Frequency class 'mips_03_03_04': 96/4529 (2.12%)

	Evaluation on validation data (2278 items):
	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_At1g14400	mips_03_03_02	"unknown protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
	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_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: 10/10 (100.00%)
	Validation Frequency class 'mips_03_03_04': 59/2278 (2.59%)

	Evaluation on propertest data (3835 items):
	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_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_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_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_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
	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
	Propertest Accuracy: 13/16 (81.25%)
	Propertest Frequency class 'mips_03_03_04': 91/3835 (2.37%)

	New (unknown) data (2278 items):
	at_At1g53020 -	no entry	null


------------------
Rule 2008
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),classification(_2,actinomycetales) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,bacillus_subtilis),db_ref(_2,prodom) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,hydrolase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,rosidae),db_ref(_2,prosite) = 1
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,667.0-1005.0),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,methanocaldococcus) = 1
	->  class mips_06_13_01 "cytoplasmic and nuclear degradation"

	Evaluation on training data (4529 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_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_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_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_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_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_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_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_At4g36760	mips_06_07_11	"aminopeptidase-like protein"
			mips_06_13_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
	Training Accuracy: 14/14 (100.00%)
	Training Frequency class 'mips_06_13_01': 78/4529 (1.72%)

	Evaluation on validation data (2278 items):
	at_At1g09300	mips_01_01	"hypothetical protein"
			mips_06_13_01
			mips_06_13_99
			mips_63_17
	at_At2g05840	mips_04_05_01_04_01	"20S proteasome subunit (PAA2)"
			mips_06_13_01
			mips_06_13_01_01
	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_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_At3g59990 -	mips_03_01	"unknown protein"
			mips_03_01_01
			mips_03_03
			mips_03_03_01
			mips_05
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_06_07
			mips_06_07_11
			mips_06_13
			mips_13_11
			mips_13_11_03
			mips_25_01
			mips_25_01_01
	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_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_At5g45390 -	mips_03_01	"ATP-dependent Clp protease-like protein"
			mips_03_01_01
			mips_03_01_01_01
			mips_06_10
			mips_06_13
			mips_06_13_99
			mips_11_01
			mips_11_01_03
			mips_11_01_05
			mips_11_01_07
			mips_11_05
			mips_11_05_05
			mips_11_05_05_99
			mips_13_05
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_30_16
			mips_40_16
			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_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
	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: 7/10 (70.00%)
	Validation Frequency class 'mips_06_13_01': 40/2278 (1.76%)

	Evaluation on propertest data (3835 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_At3g05350 -	mips_06_07_11	"aminopeptidase like protein"
	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_At4g08870 -	mips_01_01_01_01	"putative arginase"
			mips_01_01_01_01_02
			mips_01_01_01_03
			mips_01_01_01_03_01
			mips_01_01_01_03_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_01_10_01_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_02
			mips_01_02_01
			mips_01_02_01_07
			mips_01_02_04
	at_At4g08900 -	mips_01_01_01_01	"arginase"
			mips_01_01_01_01_02
			mips_01_01_01_03
			mips_01_01_01_03_01
			mips_01_01_01_03_02
			mips_01_01_10_01
			mips_01_01_10_01_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_02_01
			mips_01_02_01_07
			mips_01_02_04
	at_At4g29490 -	mips_03_01	"putative prolidase, fragment"
			mips_03_01_99
			mips_06_13
			mips_06_13_99
			mips_25_05_10
			mips_30_10
			mips_30_10_03
			mips_40_10_03
	at_At5g23140 -	mips_03	"ATP-dependent protease proteolytic subunit ClpP-like protein"
			mips_03_01
			mips_03_01_01
			mips_03_01_01_01
			mips_06_10
			mips_06_13
			mips_06_13_99
			mips_11_01_07
			mips_30
			mips_30_16
			mips_40_16
			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_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_17
			mips_63_01
			mips_63_17_07
			mips_63_19
			mips_63_19_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
	Propertest Accuracy: 4/9 (44.44%)
	Propertest Frequency class 'mips_06_13_01': 73/3835 (1.90%)

	New (unknown) data (2278 items):
	at_At1g09190 -	mips_02_30	"hypothetical protein"


------------------
Rule 2558
	eval(_1,_2,4.0e-3-0.1),classification(_2,rosales) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,d__3d_structure),db_ref(_2,sgd) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptophyta),keyword(_2,d__3d_structure) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,xenopus) = 1
	->  class mips_03_03_02 "meiosis"

	Evaluation on training data (4529 items):
	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_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_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
	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
	Training Accuracy: 13/14 (92.86%)
	Training Frequency class 'mips_03_03_02': 82/4529 (1.81%)

	Evaluation on validation data (2278 items):
	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_At1g14400	mips_03_03_02	"unknown protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_05
	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_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: 10/10 (100.00%)
	Validation Frequency class 'mips_03_03_02': 39/2278 (1.71%)

	Evaluation on propertest data (3835 items):
	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_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_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_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_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
	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
	Propertest Accuracy: 15/16 (93.75%)
	Propertest Frequency class 'mips_03_03_02': 58/3835 (1.51%)

	New (unknown) data (2278 items):
	at_At1g53020 -	no entry	null


------------------
Rule 2038
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,hydrolase) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,fissipedia) = 1
	->  class mips_06_13_99 "other proteolytic degradation"

	Evaluation on training data (4529 items):
	at_At1g24140	mips_06_13	"putative metalloproteinase, predicted GPI-anchored protein"
			mips_06_13_99
			mips_13_05
			mips_13_05_01
			mips_14_01
			mips_14_01_01
			mips_14_01_03
			mips_14_01_03_01
			mips_14_01_05
			mips_14_04_09
			mips_14_04_09_05
			mips_25_05_02
			mips_30_27
			mips_40_27
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_63_17_09
	at_At1g59970	mips_06_13	"predicted GPI-anchored protein"
			mips_06_13_99
			mips_13
			mips_13_05
			mips_13_05_01
			mips_14
			mips_14_01
			mips_14_01_01
			mips_14_01_03
			mips_14_01_03_01
			mips_14_01_05
			mips_14_04
			mips_14_04_09
			mips_14_04_09_05
			mips_25
			mips_25_05
			mips_25_05_02
			mips_30
			mips_30_27
			mips_40_27
			mips_63_17_09
	at_At1g06260	mips_06_07_11	"cysteine proteinase, putative"
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
	at_At1g09850	mips_06_13_04	"papain-like cysteine peptidase XBCP3"
			mips_06_13_99
	at_At2g45040	mips_06_13_99	"putative metalloproteinase, predicted GPI-anchored protein (by homology)"
			mips_13_05
			mips_13_05_01
			mips_14_01_01
			mips_14_01_03
			mips_14_01_03_01
			mips_14_01_05
			mips_14_04_09
			mips_14_04_09_05
			mips_25_05_02
			mips_30_27
			mips_40_27
	at_At3g19400	mips_06_13_99	"putative cysteine proteinase RD21A precursor"
			mips_20_25_16
	at_At3g49340	mips_06_07_11	"cysteine protease - like protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At4g01620	mips_06_07_11	"cathepsin B-like cysteine protease"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_30_25
			mips_40_25
			mips_43
			mips_43_03
			mips_62_01
			mips_62_01_05
	at_At4g11310	mips_06_10	"cysteine proteinase-like protein"
			mips_06_13
			mips_06_13_99
	at_At4g11320	mips_06_13_99	"cysteine proteinase like protein"
			mips_08_13
			mips_40_25
	at_At4g16640	mips_06_13_99	"proteinase-like protein, predicted GPI-anchored protein (by homology)"
			mips_13_05
			mips_13_05_01
			mips_40_27_01
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_03
			mips_63_17_09
	at_At4g23520	mips_06_13_99	"cysteine proteinase - like protein"
	at_At4g39090	mips_02_99	"drought-inducible cysteine proteinase RD19A precursor"
			mips_06_07_11
			mips_06_13
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At5g17080	mips_06_07_11	"putative protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	Training Accuracy: 14/14 (100.00%)
	Training Frequency class 'mips_06_13_99': 69/4529 (1.52%)

	Evaluation on validation data (2278 items):
	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_At1g70170	mips_06_13_99	"predicted GPI-anchored protein"
			mips_40_27_01
			mips_62_02_01_01
			mips_62_02_01_01_03
	at_At2g07610 -	mips_02	"pseudogene"
			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_At1g20850	mips_02_99	"putative cysteine proteinase"
			mips_06_13_99
			mips_08_13
			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_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_At3g48350	mips_06_13	"cysteine endopeptidase precursor - like protein"
			mips_06_13_99
			mips_40_25
	at_At3g45310	mips_06_07_11	"cysteine protease-like protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At4g16190	mips_02_99	"cysteine proteinase like protein"
			mips_06_13_04
			mips_06_13_99
			mips_08_13
			mips_40_25
	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_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
	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: 15/16 (93.75%)
	Validation Frequency class 'mips_06_13_99': 40/2278 (1.76%)

	Evaluation on propertest data (3835 items):
	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_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_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_At1g56500 -	mips_13_07	"unknown protein (At1g56500)"
			mips_20_25
			mips_20_25_16
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_27
			mips_63_07
			mips_63_13
			mips_63_13_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_At2g21430	mips_02_99	"putative cysteine proteinase"
			mips_06_13_04
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At3g03380	mips_06_07_11	"unknown 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_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_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_At3g54940	mips_02_99	"cysteine proteinase precursor-like protein"
			mips_06_10
			mips_06_13_04
			mips_06_13_99
	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_At4g36580 -	mips_06_13_01	"ATPase-like protein"
			mips_06_13_01_01
	at_At4g36880	mips_06_13_99	"cysteine proteinase"
			mips_08_13
			mips_40_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: 12/16 (75.00%)
	Propertest Frequency class 'mips_06_13_99': 48/3835 (1.25%)

	New (unknown) data (2278 items):
	at_At1g22080 -	no entry	null
	at_At1g02300 -	no entry	null


------------------
Rule 2692
	eval(_1,_2,0.0-9.0e-25),classification(_2,entamoebidae) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,667.0-1005.0),classification(_2,solanum) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 0
	->  class mips_06_13_99 "other proteolytic degradation"

	Evaluation on training data (4529 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_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_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: 7/7 (100.00%)
	Training Frequency class 'mips_06_13_99': 69/4529 (1.52%)

	Evaluation on validation data (2278 items):
	at_At1g07200	mips_06_13_99	"hypothetical protein"
			mips_06_99
			mips_11_01_05
			mips_63_19_03
	at_At2g25040	mips_06_13_99	"hypothetical protein"
			mips_06_99
			mips_11_01_05
			mips_40_26
			mips_40_26_03
			mips_63_19_03
	at_At3g18524 -	mips_03_01_05_01	"MutS homolog 2 (AtMsh2)"
	at_At4g30350	mips_06_01	"putative protein"
			mips_06_13_99
			mips_06_99
			mips_11_01_05
			mips_63_19_03
	Validation Accuracy: 3/4 (75.00%)
	Validation Frequency class 'mips_06_13_99': 40/2278 (1.76%)

	Evaluation on propertest data (3835 items):
	at_At1g29410 -	mips_01_01_01_11_13	"phosphoribosylanthranilate isomerase (At1g29410)"
	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_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_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_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_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_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_At5g57130	mips_06_13_99	"unknown protein"
			mips_06_99
			mips_11_01_05
			mips_40_26
			mips_40_26_03
			mips_63_19_03
	Propertest Accuracy: 5/8 (62.50%)
	Propertest Frequency class 'mips_06_13_99': 48/3835 (1.25%)

	New (unknown) data (2278 items):
	at_At1g52960 -	no entry	null
	at_At1g80010 -	mips_10	"hypothetical protein"
			mips_29
			mips_29_02
	at_At2g42600 -	no entry	null
	at_At3g32060 -	no entry	null
	at_At4g03690 -	no entry	null
	at_At4g08610 -	no entry	null
	at_At5g28530 -	no entry	null
	at_At1g53310 -	no entry	null
	at_At1g64270 -	no entry	null
	at_At1g68600 -	no entry	null
	at_At1g68750 -	no entry	null
	at_At1g64260 -	no entry	null
	at_At1g72910 -	no entry	null
	at_At1g10240 -	mips_29_02	"putative protein"
	at_At2g14480 -	no entry	null
	at_At2g23500 -	mips_29	"Mutator-like transposase"
			mips_29_02
	at_At3g14940 -	no entry	null
	at_At3g22170 -	no entry	null
	at_At3g30420 -	no entry	null
	at_At4g38180 -	mips_10	"hypothetical protein"
			mips_29
			mips_29_02


------------------
Rule 2989
	eval(_1,_2,0.0-9.0e-25),classification(_2,hymenomycetes) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,transport) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 0
	->  class mips_08_07_05 "intra golgi transport"

	Evaluation on training data (4529 items):
	at_At2g45170	mips_06_13_04	"putative microtubule-associated protein"
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At3g15580	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At4g16520	mips_06_13_04	"symbiosis-related like protein"
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At4g21980	mips_06_04	"symbiosis-related like protein"
			mips_06_13
			mips_06_13_04
			mips_08
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_01
			mips_40_02
			mips_40_03
			mips_40_04
			mips_40_04_05
			mips_62
			mips_62_02
			mips_62_02_07
			mips_63_01
			mips_63_19
			mips_63_99
	Training Accuracy: 4/4 (100.00%)
	Training Frequency class 'mips_08_07_05': 22/4529 (0.49%)

	Evaluation on validation data (2278 items):
	at_At2g05630	mips_06_13_04	"putative microtubule-associated protein"
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At3g60640	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	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
	Validation Accuracy: 2/3 (66.67%)
	Validation Frequency class 'mips_08_07_05': 5/2278 (0.22%)

	Evaluation on propertest data (3835 items):
	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_At1g62040	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	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_At3g06420	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At4g02660 -	mips_20_25_16	"putative protein"
			mips_30_25
			mips_40_22
	at_At4g04620	mips_06_13_04	"putative symbiosis-related protein"
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	Propertest Accuracy: 4/6 (66.67%)
	Propertest Frequency class 'mips_08_07_05': 17/3835 (0.44%)

	New (unknown) data (2278 items):


------------------
Rule 3049
	eval(_1,_2,4.0e-3-0.1),keyword(_2,atp_binding),desc(_2,type) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,cyprinidae),db_ref(_2,prodom) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,candida_albicans__yeast_),db_ref(_2,hssp) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,pooideae),desc(_2,precursor) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,betaproteobacteria),db_ref(_2,pir) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,38820.0-54204.0),keyword(_2,transport) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 1
	->  class mips_08_07_07 "post golgi transport"

	Evaluation on training data (4529 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_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_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_At5g47510	mips_01_06_13	"putative protein"
			mips_08_07
			mips_08_07_07
			mips_40_08
			mips_48
			mips_63_09
	Training Accuracy: 7/7 (100.00%)
	Training Frequency class 'mips_08_07_07': 18/4529 (0.40%)

	Evaluation on validation data (2278 items):
	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_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_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: 4/5 (80.00%)
	Validation Frequency class 'mips_08_07_07': 14/2278 (0.61%)

	Evaluation on propertest data (3835 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_At1g55840 -	mips_01_06_13	"polyphosphoinositide binding protein, putative"
			mips_63_09
			mips_63_21
			mips_63_21_99
	at_At3g13070 -	mips_11_05_05	"hemolysin-like protein"
			mips_11_05_05_01
			mips_11_07_05
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_30
			mips_67
			mips_67_04_01
			mips_67_04_01_01
	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_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: 1/8 (12.50%)
	Propertest Frequency class 'mips_08_07_07': 18/3835 (0.47%)

	New (unknown) data (2278 items):


------------------
Rule 3330
	eval(_1,_2,4.0e-3-0.1),classification(_2,caprinae) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,stramenopiles) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),classification(_2,primates) = 0
	->  class mips_08_22_01 "tubuline dependent transport"

	Evaluation on training data (4529 items):
	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_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_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_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_At5g60930	mips_08_22	"microtubule-associated motor - like"
			mips_08_22_01
			mips_63_06
	Training Accuracy: 6/6 (100.00%)
	Training Frequency class 'mips_08_22_01': 8/4529 (0.18%)

	Evaluation on validation data (2278 items):
	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_At4g14330	mips_08_22	"kinesin like protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_63_06
	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_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
	Validation Accuracy: 4/4 (100.00%)
	Validation Frequency class 'mips_08_22_01': 8/2278 (0.35%)

	Evaluation on propertest data (3835 items):
	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_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_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_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_At5g05170 -	mips_01_05_01_03_02	"cellulose synthase catalytic subunit (Ath-B)"
	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
	Propertest Accuracy: 5/7 (71.43%)
	Propertest Frequency class 'mips_08_22_01': 10/3835 (0.26%)

	New (unknown) data (2278 items):
	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_At2g36200 -	mips_08_22	"putative kinesin-related cytokinesis protein"
			mips_63_06
	at_At3g23670 -	mips_06_04	"hypothetical protein"
			mips_30
			mips_40_04
			mips_63_01
			mips_63_06
			mips_63_19
	at_At4g05190 -	no entry	null
	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_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_At5g06670 -	mips_08_22	"kinesin heavy chain-like protein"
			mips_63_06
	at_At2g28620 -	mips_08_22	"putative kinesin-like spindle protein"
			mips_40_04
			mips_63_06
	at_At3g49650 -	mips_08_22	"kinesin-like protein"
			mips_63_06
	at_At4g24170 -	no entry	null
	at_At5g02370 -	mips_63_06	"kinesin -like protein"
	at_At1g59540 -	mips_63_06	"zcf125 kinesin-like protein"
	at_At3g44050 -	mips_63_06	"kinesin -like protein"
	at_At3g45850 -	mips_08_22	"kinesin-related protein - like"
			mips_63_06
	at_At3g51150 -	mips_30_04	"putative protein"
			mips_40_04
			mips_40_16
			mips_63_06
	at_At3g54870 -	mips_08_22	"kinesin-like protein"
			mips_63_06
	at_At4g14150 -	mips_30_04	"kinesin like protein"
			mips_40_04
			mips_63_06
	at_At5g41310 -	mips_08_99	"kinesin-like protein"
			mips_63_06


------------------
Rule 3461
	eval(_1,_2,4.0e-3-0.1),db_ref(_2,wormpep),desc(_2,receptor) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,archaeoglobi),db_ref(_2,hamap) = 0
	eval(_1,_2,2.0e-5-4.0e-3),classification(_2,hordeum),desc(_2,precursor) = 0
	eval(_1,_2,2.0e-5-4.0e-3),sq_len(_2,15.0-349.0),classification(_2,chironomus) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,cetartiodactyla),desc(_2,precursor) = 1
	eval(_1,_2,9.0e-25-8.0e-10),mol_wt(_2,1574.0-38820.0),classification(_2,arabidopsis) = 1
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),classification(_2,bacteria) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,passeriformes),db_ref(_2,prosite) = 1
	->  class mips_10_01_01 "unspecified signal transduction"

	Evaluation on training data (4529 items):
	at_At1g19090	mips_10	"receptor-like serine/threonine kinase (RKF2)"
			mips_10_01_01
	at_At1g61490	mips_10_01	"S-like receptor protein kinase; member of gene cluster; similar to EST gb|T41816"
			mips_10_01_01
			mips_10_05
	at_At1g61610	mips_10_01	""
			mips_10_01_01
			mips_11
			mips_11_07
			mips_11_07_03
			mips_67
			mips_67_15
	at_At1g67510	mips_10	"putative receptor protein kinase"
			mips_10_01
			mips_10_01_01
			mips_10_05
	at_At2g19130	mips_10_01_01	"putative receptor-like protein kinase"
			mips_11_07_03
	at_At2g25220	mips_10	"hypothetical protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
	at_At3g28690	mips_10	"protein kinase, putative"
			mips_10_01_01
			mips_98
	at_At3g50230	mips_10	"receptor protein kinase -like protein"
			mips_10_01_01
	at_At3g52530	mips_10_01_01	"putative protein"
	at_At3g57710	mips_10	"protein kinase - like protein"
			mips_10_01_01
	at_At4g11530	mips_10	"serine/threonine kinase-like protein (fragment)"
			mips_10_01
			mips_10_01_01
			mips_10_05
	at_At5g11410	mips_10_01	"putative protein"
			mips_10_01_01
			mips_10_05
	at_At5g35390	mips_10	"putative receptor-like protein kinase"
			mips_10_01
			mips_10_01_01
	at_At5g59700	mips_10_01	"receptor-like protein kinase precursor - like"
			mips_10_01_01
			mips_10_05
			mips_40_02
	at_At1g15530	mips_10	"hypothetical protein"
			mips_10_01_01
			mips_98
	Training Accuracy: 15/15 (100.00%)
	Training Frequency class 'mips_10_01_01': 95/4529 (2.10%)

	Evaluation on validation data (2278 items):
	at_At1g64210	mips_10_01	"hypothetical protein"
			mips_10_01_01
			mips_10_05
	at_At1g70450	mips_10_01	"putative protein kinase"
			mips_10_01_01
	at_At1g70530	mips_10	"putative protein kinase"
			mips_10_01_01
	at_At1g74490	mips_10	"putative protein kinase"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_99
	at_At1g79250 -	mips_01_04	"hypothetical protein"
			mips_14_01
			mips_14_01_03
			mips_14_10
			mips_14_10_02
			mips_25_03
	at_At2g13790	mips_10_01	"putative receptor protein kinase (F13J11.14/At2g13790)"
			mips_10_01_01
	at_At2g36350 -	mips_03_03_04	"putative protein kinase"
			mips_03_03_04_07
	at_At4g23050 -	mips_06_07_03	"putative serine/threonine kinase"
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_10_01_05_01_99
			mips_10_01_05_05
			mips_13_05
			mips_13_05_99
			mips_14_01_01
			mips_14_01_03
			mips_14_01_03_01
			mips_14_01_03_99
			mips_14_01_05
			mips_14_01_99
			mips_30_04_03
			mips_40_08
	at_At4g23650	mips_10_01_01	"calcium-dependent protein kinase (CDPK6)"
	at_At5g19450	mips_10_01	"calcium-dependent protein kinase"
			mips_10_01_01
	at_At5g47070	mips_10_01	"protein serine/threonine kinase-like"
			mips_10_01_01
	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
	Validation Accuracy: 9/12 (75.00%)
	Validation Frequency class 'mips_10_01_01': 66/2278 (2.90%)

	Evaluation on propertest data (3835 items):
	at_At1g30270	mips_01_06_01_05	"serine/threonine kinase, putative"
			mips_10_01_01
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_01
			mips_10_05_01_12
			mips_62_01
			mips_62_01_01
			mips_62_02_01_02
			mips_62_02_01_02_99
			mips_63_19
	at_At1g50700	mips_10_01	"hypothetical protein"
			mips_10_01_01
	at_At1g51940	mips_10_01	"Putative protein kinase"
			mips_10_01_01
			mips_10_05
			mips_40_02
	at_At1g54820	mips_10_01_01	"hypothetical protein"
	at_At1g55200 -	mips_06_07_03	"protein kinase, putative"
			mips_10_01_05_01
	at_At1g61950	mips_10	"hypothetical protein"
			mips_10_01_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_At1g67520 -	mips_11_07_03	"putative receptor protein kinase"
	at_At1g69790	mips_10_01	"putative protein kinase"
			mips_10_01_01
			mips_10_05
	at_At1g78940 -	mips_01_01_01_11	"hypothetical protein"
	at_At1g14000 -	mips_06_07_03	"putative protein kinase"
			mips_10_01
			mips_10_01_05
			mips_10_01_05_01
			mips_63_01
			mips_63_19
	at_At2g28940	mips_10_01	"putative protein kinase"
			mips_10_01_01
	at_At2g39110	mips_10_01	"putative protein kinase"
			mips_10_01_01
			mips_10_05
	at_At3g04530 -	mips_04_09	"phosphoenolpyruvate carboxylase kinase 2"
			mips_30_04
			mips_40_04_03
	at_At3g06620 -	mips_01_04	"protein kinase, putative"
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_01
			mips_67_04
	at_At3g06630 -	mips_06_07_03	"protein kinase, putative"
			mips_10_01_05_01
	at_At3g08720 -	mips_01_04	"putative ribosomal-protein S6 kinase (ATPK19)"
			mips_14_10
			mips_14_10_02
	at_At3g21340	mips_10_01	"serine/threonine-specific protein kinase, putative"
			mips_10_01_01
			mips_10_05
			mips_40_02
	at_At3g51550	mips_10	"receptor protein kinase like protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_40
			mips_40_02
			mips_98
	at_At3g57830 -	mips_08_13	"receptor-like protein kinase"
			mips_11_05_01
	at_At3g09830	mips_10	"putative protein kinase"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_98
	at_At4g11490	mips_10	"serine/threonine kinase-like protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
	at_At4g11900 -	mips_11_07_03	"KI domain interacting kinase 1 -like protein"
	at_At4g13190	mips_10_01_01	"putative protein"
	at_At4g20450	mips_10	"receptor protein kinase - like protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_40
			mips_40_02
			mips_99
	at_At4g24810 -	mips_02_13	"putative protein"
			mips_67_50_25
	at_At4g01330	mips_10_01	"putative protein kinase"
			mips_10_01_01
			mips_10_05
	at_At4g04540	mips_10_01_01	"putative receptor-like protein kinase"
	at_At4g23260	mips_10_01	"AT4g23250/F21P8_140"
			mips_10_01_01
	at_At4g38470 -	mips_01_04	"protein kinase like protein"
			mips_04_09
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_14_04_03
			mips_14_04_03_01
			mips_25_05_25
			mips_30_04
			mips_30_04_05
			mips_40_04_03
	at_At5g40540 -	mips_04_09	"protein kinase - like protein"
			mips_14_04_03
			mips_14_04_03_01
			mips_30_04_05
			mips_40_04_03
	at_At5g49470 -	mips_01_02	"protein kinase like protein"
			mips_01_02_01
			mips_01_02_01_07
			mips_01_04
			mips_06_07
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_02
			mips_10_05
			mips_11_01
			mips_13_11
			mips_14_10
			mips_14_10_02
	at_At5g64960 -	mips_01_04	"cdc2-like protein kinase"
			mips_03_01_01
			mips_13_11_03
			mips_25_01
			mips_25_01_01
			mips_25_05_15
	at_At5g03730 -	mips_06_07_03	"SERINE/THREONINE-PROTEIN KINASE CTR1"
			mips_10_01_05_01
	Propertest Accuracy: 18/34 (52.94%)
	Propertest Frequency class 'mips_10_01_01': 102/3835 (2.66%)

	New (unknown) data (2278 items):
	at_At1g14370 -	no entry	null
	at_At1g27190 -	no entry	null
	at_At1g35670 -	no entry	null
	at_At1g48210 -	no entry	null
	at_At1g48480 -	mips_10_05	"protein kinase, putative"
	at_At1g49730 -	no entry	null
	at_At1g50610 -	no entry	null
	at_At1g51620 -	no entry	null
	at_At1g51810 -	no entry	null
	at_At1g51830 -	no entry	null
	at_At1g51870 -	no entry	null
	at_At1g52540 -	no entry	null
	at_At1g56720 -	no entry	null
	at_At1g60630 -	no entry	null
	at_At1g61370 -	no entry	null
	at_At1g61440 -	no entry	null
	at_At1g61860 -	no entry	null
	at_At1g63430 -	no entry	null
	at_At1g65800 -	no entry	null
	at_At1g68400 -	no entry	null
	at_At1g72460 -	no entry	null
	at_At1g76360 -	no entry	null
	at_At2g19190 -	no entry	null
	at_At2g33580 -	mips_10_05	"putative protein kinase"
	at_At3g53810 -	no entry	null
	at_At4g34500 -	no entry	null
	at_At2g01210 -	no entry	null
	at_At2g17890 -	no entry	null
	at_At2g18890 -	no entry	null
	at_At2g20300 -	no entry	null
	at_At2g28590 -	no entry	null
	at_At2g28930 -	no entry	null
	at_At2g28990 -	no entry	null
	at_At2g31500 -	no entry	null
	at_At2g35890 -	no entry	null
	at_At3g07070 -	no entry	null
	at_At3g08680 -	no entry	null
	at_At1g11340 -	no entry	null
	at_At3g17410 -	no entry	null
	at_At3g20530 -	no entry	null
	at_At3g24790 -	no entry	null
	at_At3g26940 -	no entry	null
	at_At3g42880 -	no entry	null
	at_At3g45440 -	no entry	null
	at_At3g45860 -	no entry	null
	at_At3g46290 -	no entry	null
	at_At3g46410 -	no entry	null
	at_At3g51850 -	no entry	null
	at_At3g56050 -	no entry	null
	at_At3g57120 -	mips_10_05	"unknown protein"
	at_At3g57700 -	no entry	null
	at_At3g57730 -	no entry	null
	at_At3g57760 -	no entry	null
	at_At3g59110 -	no entry	null
	at_At3g59350 -	mips_10_05	"protein kinase-like protein"
	at_At3g59700 -	no entry	null
	at_At4g03390 -	no entry	null
	at_At4g04570 -	no entry	null
	at_At4g04740 -	no entry	null
	at_At4g09570 -	no entry	null
	at_At4g11470 -	mips_10_05	"serine/threonine kinase-like protein"
	at_At4g21380 -	no entry	null
	at_At4g21400 -	no entry	null
	at_At4g21940 -	no entry	null
	at_At4g23180 -	no entry	null
	at_At4g23200 -	no entry	null
	at_At4g23210 -	mips_10_05	"serine/threonine kinase - like protein"
	at_At4g23290 -	no entry	null
	at_At4g28350 -	no entry	null
	at_At4g29180 -	no entry	null
	at_At4g31250 -	mips_10_05	"receptor kinase - like protein"
	at_At4g36070 -	no entry	null
	at_At4g38230 -	no entry	null
	at_At4g39110 -	no entry	null
	at_At5g01020 -	no entry	null
	at_At5g12180 -	no entry	null
	at_At5g13290 -	no entry	null
	at_At5g24010 -	no entry	null
	at_At5g24080 -	no entry	null
	at_At5g38250 -	no entry	null
	at_At5g38990 -	no entry	null
	at_At5g43020 -	no entry	null
	at_At5g46080 -	no entry	null
	at_At5g56790 -	no entry	null
	at_At5g02800 -	no entry	null
	at_At5g04870 -	no entry	null
	at_At5g23580 -	no entry	null
	at_At5g41180 -	no entry	null
	at_At5g54380 -	no entry	null
	at_At5g60090 -	mips_10_05	"protein kinase - like"
	at_At5g60270 -	no entry	null
	at_At1g31420 -	no entry	null
	at_At1g48220 -	no entry	null
	at_At1g61400 -	no entry	null
	at_At1g61590 -	mips_10_05	"putative protein"
	at_At1g73660 -	mips_01_04	"putative protein kinase"
	at_At1g74740 -	no entry	null
	at_At1g80640 -	no entry	null
	at_At2g05940 -	no entry	null
	at_At2g07180 -	no entry	null
	at_At1g11280 -	no entry	null
	at_At2g14440 -	no entry	null
	at_At2g28250 -	no entry	null
	at_At2g41860 -	no entry	null
	at_At2g42290 -	no entry	null
	at_At2g42960 -	no entry	null
	at_At2g47060 -	no entry	null
	at_At3g55450 -	mips_10_05	"serine/threonine-specific protein kinase -like"
	at_At3g57750 -	no entry	null
	at_At4g02630 -	no entry	null
	at_At4g17660 -	no entry	null
	at_At4g21390 -	no entry	null
	at_At4g21410 -	no entry	null
	at_At4g22130 -	no entry	null
	at_At4g23270 -	no entry	null
	at_At4g23740 -	mips_10_05	"putative receptor kinase"
	at_At4g27300 -	no entry	null
	at_At4g35030 -	no entry	null
	at_At4g35230 -	mips_10_05	"unknown protein"
	at_At5g03320 -	mips_10_05	"protein kinase - like"
	at_At5g05160 -	no entry	null
	at_At5g06740 -	no entry	null
	at_At5g16000 -	no entry	null
	at_At5g19360 -	no entry	null
	at_At5g42120 -	no entry	null
	at_At5g60080 -	no entry	null
	at_At1g20650 -	mips_10_05	"hypothetical protein"
	at_At1g51910 -	no entry	null
	at_At1g60800 -	no entry	null
	at_At1g61380 -	no entry	null
	at_At1g72540 -	no entry	null
	at_At1g76040 -	no entry	null
	at_At1g76370 -	no entry	null
	at_At1g07570 -	mips_10	"protein kinase APK1A"
	at_At1g07870 -	no entry	null
	at_At1g01540 -	no entry	null
	at_At1g16130 -	no entry	null
	at_At1g52290 -	no entry	null
	at_At2g02800 -	no entry	null
	at_At2g07020 -	no entry	null
	at_At2g07040 -	no entry	null
	at_At2g17220 -	no entry	null
	at_At2g17290 -	no entry	null
	at_At2g29220 -	no entry	null
	at_At2g37050 -	no entry	null
	at_At2g41970 -	no entry	null
	at_At2g30730 -	no entry	null
	at_At2g39660 -	no entry	null
	at_At3g02810 -	no entry	null
	at_At3g02880 -	no entry	null
	at_At3g14350 -	no entry	null
	at_At3g20190 -	no entry	null
	at_At3g20410 -	no entry	null
	at_At3g45330 -	no entry	null
	at_At3g45410 -	no entry	null
	at_At3g56760 -	no entry	null
	at_At3g57720 -	no entry	null
	at_At3g57740 -	no entry	null
	at_At3g57770 -	no entry	null
	at_At3g58690 -	no entry	null
	at_At4g05200 -	no entry	null
	at_At3g01300 -	no entry	null
	at_At3g01840 -	no entry	null
	at_At4g10390 -	no entry	null
	at_At4g11460 -	no entry	null
	at_At4g29450 -	no entry	null
	at_At4g31220 -	no entry	null
	at_At4g33430 -	no entry	null
	at_At4g35310 -	no entry	null
	at_At4g03230 -	no entry	null
	at_At4g04500 -	no entry	null
	at_At4g04510 -	no entry	null
	at_At4g04710 -	no entry	null
	at_At4g04720 -	no entry	null
	at_At4g23150 -	no entry	null
	at_At4g23190 -	no entry	null
	at_At4g23280 -	mips_10_05	"serine /threonine kinase - like protein"
	at_At4g30520 -	no entry	null
	at_At5g13160 -	no entry	null
	at_At5g15080 -	no entry	null
	at_At5g24100 -	no entry	null
	at_At5g25440 -	no entry	null
	at_At5g28080 -	no entry	null
	at_At5g35960 -	mips_10_05	"serine/threonine protein kinase-like"
	at_At5g39000 -	no entry	null
	at_At5g42440 -	no entry	null
	at_At5g53320 -	no entry	null
	at_At5g58300 -	no entry	null
	at_At5g59260 -	no entry	null
	at_At5g60280 -	no entry	null
	at_At5g60310 -	no entry	null
	at_At5g60320 -	no entry	null
	at_At5g02290 -	no entry	null
	at_At5g28680 -	no entry	null
	at_At5g47850 -	no entry	null


------------------
Rule 3545
	eval(_1,_2,2.0e-5-4.0e-3),classification(_2,gammaproteobacteria),keyword(_2,transferase) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,bacteria),keyword(_2,multigene_family) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,firmicutes),desc(_2,probable) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),db_ref(_2,prodom) = 0
	->  class mips_10_01_05 "enzyme mediated signal transduction"

	Evaluation on training data (4529 items):
	at_At1g22740	mips_10_01_05	"RAS-related protein, RAB7"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
	at_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_At1g47590	mips_08_16	"hypothetical protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_63_19_05
	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_At1g52280	mips_06_04	"GTP-binding protein RAB7D, putative"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_40_07
			mips_40_08
	at_At1g70490	mips_08_07	"ADP-ribosylation factor 1 like protein"
			mips_08_07_05
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13_03
			mips_13_03_01
			mips_30_22
			mips_40_08
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_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_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_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_At2g15310	mips_06	"putative ADP-ribosylation factor"
			mips_06_04
			mips_06_07
			mips_06_07_99
			mips_08
			mips_08_07
			mips_08_07_05
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_03
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63
			mips_63_19
			mips_63_19_05
			mips_67
	at_At2g18390	mips_08_16	"putative ADP-ribosylation factor"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_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_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_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_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_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_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_At2g47170	mips_06_07_99	"ADP-ribosylation factor 1"
			mips_08_07
			mips_08_07_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_30_08
			mips_40_08
			mips_40_09
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At3g09900	mips_08_07	"putative Ras-like GTP-binding protein"
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At3g15060	mips_08_07	"ras-related GTP-binding protein"
			mips_08_16
			mips_10_01_05_05
			mips_63_19_05
	at_At3g51300	mips_10_01_05	"rac-like GTP binding protein Arac11"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_11_01
			mips_13_05
			mips_13_07
			mips_13_11
			mips_30_04
	at_At3g53610	mips_06_04	"GTPase AtRAB8"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
	at_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_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_At4g28950	mips_10_01_05_05	"rac GTP binding protein Arac7"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At4g35020	mips_10_01_05_05	"Rho1Ps homolog/ Rac-like protein"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At4g35860	mips_08_07	"GTP-binding protein GB2"
			mips_08_07_27
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_13_03
			mips_13_03_01
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g35950	mips_10_01_05_05	"ras-related small GTP-binding protein"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At4g39890	mips_10_01_05_05	"small GTP-binding protein - like"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At4g39990	mips_08_07	"GTP-binding protein GB3"
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At5g10260	mips_06_04	"GTP-binding protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g13650	mips_05_04	"GTP-binding protein typA (tyrosine phosphorylated protein A)"
			mips_05_04_02
			mips_10_01_05
			mips_10_01_05_05
			mips_63_19_05
	at_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_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_At5g39900	mips_05_04_02	"GTP-binding protein-like"
			mips_10_01_05_05
			mips_63_19_05
	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_At5g52210	mips_08_07	"GTP-binding protein-like"
			mips_08_07_05
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At5g59150	mips_10_01_05_05	"GTP-binding protein rab11 - like"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_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_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_At5g08650	mips_05_04_02	"GTP-binding protein LepA homolog"
			mips_10_01_05
			mips_10_01_05_05
			mips_63_19_05
	at_At5g17060	mips_06_04	"ADP-ribosylation factor -like protein"
			mips_06_07
			mips_06_07_99
			mips_06_10
			mips_08
			mips_08_07
			mips_08_07_05
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_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_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_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_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
	Training Accuracy: 48/48 (100.00%)
	Training Frequency class 'mips_10_01_05': 211/4529 (4.66%)

	Evaluation on validation data (2278 items):
	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_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_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_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_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_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_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_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_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_At4g08190	mips_10_01_05_05	"Rab-like protein"
			mips_10_01_05_05_01
	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_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_At5g62880	mips_10_01_05_05	"Arac10"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	Validation Accuracy: 15/15 (100.00%)
	Validation Frequency class 'mips_10_01_05': 117/2278 (5.14%)

	Evaluation on propertest data (3835 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_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_At1g21160 -	mips_04_05_01_01	"transcription factor, putative"
			mips_04_05_01_04_01
			mips_05_04_01
	at_At1g23490	mips_06	"unknown protein (At1g23490)"
			mips_08_07
			mips_08_07_05
			mips_08_16
			mips_10
			mips_10_01_01
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13
			mips_13_03
			mips_13_03_01
			mips_30_22
			mips_40_08
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19
			mips_63_19_05
			mips_67
	at_At1g49300	mips_10_01_05	"putative protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_40_08
	at_At1g07410	mips_06_04	"small G protein, putative"
			mips_08_16
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_11
			mips_11_05
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_07
			mips_63_19
			mips_63_19_05
	at_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_At2g17800	mips_10_01_05_05	"putative GTP-binding protein"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At2g44690	mips_03	"rac-like protein ARAC9 (ARAC9)"
			mips_10_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_05
			mips_11
			mips_11_01
			mips_13
			mips_13_05
			mips_13_07
			mips_13_11
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_40_02
			mips_63_19
			mips_63_19_05
	at_At3g03120	mips_06_07_99	"putative ADP-ribosylation factor"
			mips_08_07
			mips_08_07_05
			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_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_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_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_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_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_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_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_At3g54840	mips_10_01_05_05	"small GTPase Ara6 (ARA6)"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At3g62290	mips_06_07_99	"ADP-ribosylation factor-like protein"
			mips_08_07_05
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At3g01380 -	mips_01_03	"putative phosphatidylinositolglycan class N short form"
			mips_01_04
			mips_01_04_01
			mips_01_20_01
			mips_01_20_01_07
			mips_13_11_03
			mips_13_11_03_01
			mips_14_04_03
			mips_14_04_03_05
			mips_20_03
			mips_40_01
	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_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_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_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_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_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_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_At5g45130	mips_10_01_05	"ras-related GTP-binding protein RHA1 (sp|P31582)"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g45970	mips_10_01_05	"Rac-like gtp binding protein ARAC2 (sp|Q38903)"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At5g59840	mips_10_01_05	"GTP-binding protein ara-3"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
	at_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_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
	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_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_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
	Propertest Accuracy: 34/39 (87.18%)
	Propertest Frequency class 'mips_10_01_05': 185/3835 (4.82%)

	New (unknown) data (2278 items):
	at_At3g12160 -	no entry	null
	at_At5g47200 -	no entry	null


------------------
Rule 2744
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),desc(_2,precursor) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),species(_2,schizosaccharomyces_pombe__fission_yeast_) = 1
	->  class mips_10_01_05 "enzyme mediated signal transduction"

	Evaluation on training data (4529 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_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_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_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_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_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_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_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_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_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_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: 13/13 (100.00%)
	Training Frequency class 'mips_10_01_05': 211/4529 (4.66%)

	Evaluation on validation data (2278 items):
	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_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_At2g30170	mips_01_04	"unknown 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_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
	Validation Accuracy: 11/11 (100.00%)
	Validation Frequency class 'mips_10_01_05': 117/2278 (5.14%)

	Evaluation on propertest data (3835 items):
	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_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_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_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_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_At2g43930 -	mips_01_04	"putative protein kinase"
			mips_04_09
			mips_25_05_25
			mips_30_04
			mips_40_04_03
	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_At3g02750	mips_01	"protein phosphatase-2C (PP2C) like protein"
			mips_01_04
			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_At3g06000 -	mips_08_01	"hypothetical protein"
			mips_14_10
			mips_14_10_02
			mips_14_10_02_02
			mips_14_10_02_02_02
			mips_20_25_16
			mips_30_02
			mips_63_09
			mips_67_13
	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_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_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_At4g11040	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_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_At5g06750 -	mips_01_04	"protein phosphatase 2C-like"
			mips_63_17
			mips_63_17_01
	at_At5g27100 -	mips_10_05_02	"ion channel - like protein (AtGLR2.1)"
			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_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_At5g58150 -	mips_10	"receptor-like protein kinase"
			mips_10_01
			mips_10_01_01
	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
	Propertest Accuracy: 21/27 (77.78%)
	Propertest Frequency class 'mips_10_01_05': 185/3835 (4.82%)

	New (unknown) data (2278 items):
	at_At1g14390 -	no entry	null
	at_At1g72900 -	no entry	null
	at_At3g51370 -	no entry	null
	at_At4g31750 -	no entry	null
	at_At5g27930 -	no entry	null
	at_At5g55540 -	mips_08_13	"putative protein"
	at_At2g46850 -	no entry	null
	at_At3g63320 -	no entry	null
	at_At2g20210 -	no entry	null
	at_At3g05640 -	no entry	null
	at_At3g06270 -	no entry	null
	at_At3g11410 -	no entry	null
	at_At3g16560 -	no entry	null
	at_At3g17090 -	no entry	null


------------------
Rule 1881
	eval(_1,_2,9.0e-25-8.0e-10),db_ref(_2,tigrfams),desc(_2,in) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,firmicutes),desc(_2,homolog) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,enterobacteriaceae) = 1
	->  class mips_10_01_05 "enzyme mediated signal transduction"

	Evaluation on training data (4529 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_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_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_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_At5g49240	mips_10_01_05_07	"putative protein"
			mips_10_05_01
			mips_10_05_01_10
			mips_63_03_01
	at_At5g51460	mips_01_05_04	"trehalose-6-phosphate phosphatase"
			mips_02_19
			mips_10_01_05_01
			mips_10_01_05_01_04
			mips_20_25_16
			mips_20_25_16_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: 12/12 (100.00%)
	Training Frequency class 'mips_10_01_05': 211/4529 (4.66%)

	Evaluation on validation data (2278 items):
	at_At1g49190 -	mips_10_05	"putative two-component response regulator gb|AAD12696.1"
			mips_10_05_01
			mips_10_05_01_10
	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_At1g79470 -	mips_01_03_01	"unknown protein"
			mips_01_03_01_03
	at_At3g27180 -	mips_03_01_05	"hypothetical protein"
			mips_03_01_05_01
			mips_04_03
			mips_04_03_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_At5g11480	mips_05_04_01	"putative GTP-binding protein"
			mips_10_01_05_05
	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_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: 12/15 (80.00%)
	Validation Frequency class 'mips_10_01_05': 117/2278 (5.14%)

	Evaluation on propertest data (3835 items):
	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_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_At1g07620 -	mips_30_08	"GTP-binding protein, putative"
			mips_30_25
			mips_40_25
			mips_62_02_01_01
			mips_63_19_05
	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_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_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_At3g04280	mips_02	"putative response regulator protein (receiver component)"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_03
			mips_03_03
			mips_03_03_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_07
			mips_10_01_99
			mips_11
			mips_11_01
			mips_14
			mips_14_01
			mips_25
			mips_25_03
			mips_40_03
			mips_40_10
			mips_63
			mips_63_03
			mips_63_03_01
	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_At3g54690 -	mips_01_01	"sugar-phosphate isomerase - like protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10
			mips_01_01_10_01
			mips_01_05_01_03
			mips_01_05_01_03_04
			mips_14_04_03
			mips_14_04_03_03
			mips_63_13
			mips_63_13_01
	at_At4g15130 -	mips_01_06_01_01	"putative phosphocholine cytidylyltransferase"
			mips_01_20_17_03
	at_At4g26900 -	mips_01	"glutamine amidotransferase/cyclase"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_03
			mips_01_02
			mips_01_03_04
			mips_01_03_04_03
			mips_40
			mips_40_03
			mips_40_16
			mips_63
			mips_63_19
	at_At5g23330 -	mips_01_07	"unknown protein"
			mips_01_07_01
			mips_01_07_07
			mips_06_07
			mips_40_03
	Propertest Accuracy: 5/13 (38.46%)
	Propertest Frequency class 'mips_10_01_05': 185/3835 (4.82%)

	New (unknown) data (2278 items):
	at_At2g18250 -	no entry	null
	at_At2g27200 -	mips_08_16	"putative nucleotide-binding protein"
	at_At3g07060 -	no entry	null


------------------
Rule 3546
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,planorbidae) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,culicoidea) = 0
	eval(_1,_2,2.0e-5-4.0e-3),keyword(_2,repeat),db_ref(_2,smart) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,bacteria),keyword(_2,multigene_family) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,emericella) = 1
	->  class mips_10_05_01 "receptor enzyme mediated signalling"

	Evaluation on training data (4529 items):
	at_At1g22740	mips_10_01_05	"RAS-related protein, RAB7"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
	at_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_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_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_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_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_At2g31680	mips_06_04	"putative RAS superfamily GTP-binding protein"
			mips_08
			mips_08_07
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_40_02
			mips_40_07
			mips_40_08
			mips_63_19_05
	at_At2g33870	mips_08_07	"putative GTP-binding protein"
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_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_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_At3g53610	mips_06_04	"GTPase AtRAB8"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
	at_At4g17530	mips_10_01_05_05	"ras-related small GTP-binding protein RAB1c"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At4g39890	mips_10_01_05_05	"small GTP-binding protein - like"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At4g39990	mips_08_07	"GTP-binding protein GB3"
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At5g10260	mips_06_04	"GTP-binding protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_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_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_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_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_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_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_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
	Training Accuracy: 23/23 (100.00%)
	Training Frequency class 'mips_10_05_01': 85/4529 (1.88%)

	Evaluation on validation data (2278 items):
	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_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_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_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_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_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_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_At4g08190 -	mips_10_01_05_05	"Rab-like protein"
			mips_10_01_05_05_01
	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_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
	Validation Accuracy: 10/11 (90.91%)
	Validation Frequency class 'mips_10_05_01': 57/2278 (2.50%)

	Evaluation on propertest data (3835 items):
	at_At1g49300	mips_10_01_05	"putative protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_40_08
	at_At1g07410 -	mips_06_04	"small G protein, putative"
			mips_08_16
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_11
			mips_11_05
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_07
			mips_63_19
			mips_63_19_05
	at_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_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_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_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_At4g09720	mips_10_01_05_05	"AtRab76 (AtRAB76)"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	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_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_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_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_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_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_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_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_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_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
	Propertest Accuracy: 18/21 (85.71%)
	Propertest Frequency class 'mips_10_05_01': 80/3835 (2.09%)

	New (unknown) data (2278 items):
	at_At3g12160 -	no entry	null


------------------
Rule 1873
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,9.0e-25-8.0e-10),db_ref(_2,tigrfams),desc(_2,in) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,enterobacteriaceae),db_ref(_2,smart) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,aeropyrum),db_ref(_2,pfam) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,mitochondrion) = 0
	->  class mips_10_05_01 "receptor enzyme mediated signalling"

	Evaluation on training data (4529 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_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_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_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_At2g02710	mips_10_05	"twin LOV protein 1 (TLP1)"
			mips_10_05_01
			mips_10_05_01_10
			mips_14_01
			mips_14_01_03
			mips_40_02
			mips_67_01
			mips_67_04
	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_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: 15/16 (93.75%)
	Training Frequency class 'mips_10_05_01': 85/4529 (1.88%)

	Evaluation on validation data (2278 items):
	at_At1g49190	mips_10_05	"putative two-component response regulator gb|AAD12696.1"
			mips_10_05_01
			mips_10_05_01_10
	at_At1g52260 -	mips_02	"protein disulfide isomerase precursor, putative"
			mips_02_11
			mips_06
			mips_06_04
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_07
			mips_40_16
	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_At1g05140 -	mips_06_07_11	"Unknown protein (YUP8H12.25)"
			mips_20_25_16
			mips_20_25_16_99
			mips_47_03_11
	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_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_At2g18790	mips_01_04_04	"phytochrome B"
			mips_06_07_03
			mips_10_01_99
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_05
			mips_11_05_05_99
			mips_40_01
			mips_40_30
	at_At3g13230 -	mips_04_01	"unknown protein"
			mips_04_01_04
	at_At3g27180 -	mips_03_01_05	"hypothetical protein"
			mips_03_01_05_01
			mips_04_03
			mips_04_03_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_At5g40290 -	mips_01_20_01	"putative protein"
			mips_01_20_01_09
			mips_10_01_05_05
			mips_11_05_01_01
			mips_25_05_09
	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: 11/19 (57.89%)
	Validation Frequency class 'mips_10_05_01': 57/2278 (2.50%)

	Evaluation on propertest data (3835 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_At1g54130 -	mips_01_03_01	"RSH3"
			mips_03_03_01_03
			mips_10_01_09
	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_At1g72090 -	mips_01_07_01	"putative protein"
	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_At1g09570	mips_06_07	"putative phytochrome A"
			mips_06_07_03
			mips_10_01
			mips_10_01_01
			mips_10_01_99
			mips_10_05
			mips_10_05_01
			mips_10_05_01_10
			mips_11
			mips_11_05
			mips_11_05_05
			mips_11_05_05_99
			mips_14
			mips_14_04
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_01
	at_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_At2g43360 -	mips_01_06	"biotin synthase (Bio B)"
			mips_01_07
			mips_01_07_01
			mips_40_16
	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_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_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_At3g04280 -	mips_02	"putative response regulator protein (receiver component)"
			mips_02_13
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_03
			mips_03_03
			mips_03_03_01
			mips_04
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_07
			mips_10_01_99
			mips_11
			mips_11_01
			mips_14
			mips_14_01
			mips_25
			mips_25_03
			mips_40_03
			mips_40_10
			mips_63
			mips_63_03
			mips_63_03_01
	at_At3g04580	mips_02_13	"putative ethylene receptor"
			mips_02_13_03
			mips_02_13_05
			mips_06_07_03
			mips_10_01_01
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_11_05_05
			mips_11_05_05_99
			mips_40_30
	at_At3g01850 -	mips_02_07	"D-ribulose-5-phosphate 3-epimerase like protein"
			mips_02_07_01
			mips_02_07_03
	at_At4g18130	mips_06_07_03	"phytochrome E"
			mips_10_01_99
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_05
			mips_11_05_05_99
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_01
			mips_40_30
	at_At4g20310 -	mips_01_06_10	"putative protein"
			mips_06_07_11
			mips_06_13_99
	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_At4g16250	mips_02_13	"phytochrome D"
			mips_02_13_01
			mips_02_13_03
			mips_02_13_05
			mips_06_07_03
			mips_10_01_99
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05_05
			mips_11_05_05_99
			mips_40_01
			mips_40_30
	at_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_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_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
	at_At5g58530 -	mips_01_03_07	"putative protein"
			mips_02_13
			mips_02_13_03
			mips_67_15
	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
	Propertest Accuracy: 13/24 (54.17%)
	Propertest Frequency class 'mips_10_05_01': 80/3835 (2.09%)

	New (unknown) data (2278 items):
	at_At1g02390 -	no entry	null
	at_At1g26160 -	no entry	null
	at_At2g23820 -	no entry	null
	at_At2g25740 -	no entry	null
	at_At2g27200 -	mips_08_16	"putative nucleotide-binding protein"
	at_At3g49170 -	no entry	null
	at_At4g02790 -	mips_08_16	"unknown protein"
	at_At4g01950 -	no entry	null
	at_At1g06520 -	no entry	null
	at_At1g14170 -	mips_06_13	"unknown protein"
	at_At1g08410 -	mips_08_16	"unknown protein"
	at_At3g03390 -	no entry	null
	at_At5g57360 -	mips_63_07	"FKF1-like protein 2 (gb|AAF32300.1)"


------------------
Rule 1478
	eval(_1,_2,4.0e-3-0.1),classification(_2,proteobacteria),desc(_2,type) = 0
	eval(_1,_2,4.0e-3-0.1),mol_wt(_2,38820.0-54204.0),classification(_2,synechocystis) = 0
	eval(_1,_2,4.0e-3-0.1),sq_len(_2,667.0-1005.0),desc(_2,nuclear) = 0
	eval(_1,_2,2.0e-5-4.0e-3),keyword(_2,polymorphism),desc(_2,chain) = 0
	eval(_1,_2,2.0e-5-4.0e-3),sq_len(_2,485.0-667.0),classification(_2,cricetinae) = 0
	eval(_1,_2,2.0e-5-4.0e-3),sq_len(_2,15.0-349.0),classification(_2,teleostei) = 1
	eval(_1,_2,8.0e-10-2.0e-5),species(_2,schizosaccharomyces_pombe__fission_yeast_),db_ref(_2,prosite) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,saccharomyces),desc(_2,transcription) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,thermotogae),desc(_2,factor) = 1
	eval(_1,_2,8.0e-10-2.0e-5),mol_wt(_2,1574.0-38820.0),db_ref(_2,flybase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,cetartiodactyla),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,54204.0-74022.0),db_ref(_2,sgd) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,38820.0-54204.0),classification(_2,streptococcus) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,actinobacteria) = 0
	->  class mips_25_05_15 "myogenesis"

	Evaluation on training data (4529 items):
	at_At1g13220	mips_13_05	"putative nuclear matrix constituent protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_45
			mips_45_03
			mips_45_03_12
			mips_63_06
			mips_63_07
	at_At1g24560	mips_13_05	"putative myosin heavy chain"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_04
			mips_63_06
	at_At1g49870	mips_13_05	"hypothetical protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_06
	at_At1g55830	mips_13	"hypothetical protein"
			mips_13_07
			mips_25_05
			mips_25_05_15
			mips_35_03_12
			mips_40_04
			mips_63_01
			mips_63_06
			mips_63_19
	at_At1g64320	mips_13	"bZIP transcription factor, putative"
			mips_13_07
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_04
			mips_40_27
			mips_63_01
			mips_63_06
			mips_63_07
			mips_63_19
	at_At1g68060	mips_06_07	"unknown protein"
			mips_13_05
			mips_25_05_15
			mips_35_03_12
			mips_40_04
			mips_63_06
	at_At1g68790	mips_13_05	"putative nuclear matrix constituent protein 1 (NMCP1)"
			mips_25_05_15
			mips_35_03_12
			mips_63_06
	at_At4g26760	mips_03_03_03	"unknown protein"
			mips_13_05
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_06
	at_At2g30500	mips_13	"unknown protein"
			mips_13_07
			mips_25
			mips_25_05
			mips_25_05_15
			mips_30
			mips_30_27
			mips_30_27_01
			mips_35_03_12
			mips_40
			mips_40_27
			mips_40_27_01
			mips_63
			mips_63_07
	at_At2g38370	mips_13_07	"hypothetical protein"
			mips_25_05_15
			mips_35_03_12
			mips_45_03_12
	at_At2g46180	mips_13_05	"unknown protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_06
	at_At3g12190	mips_13_07	"hypothetical protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_27
			mips_63_07
	at_At3g12550	mips_13_07	"hypothetical protein"
			mips_25_05_15
			mips_35_03_12
			mips_40_27
			mips_63_07
	at_At3g18480	mips_13_07	"unknown protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_27
			mips_63_07
	at_At4g02710	mips_13_05	"predicted protein of unknown function"
			mips_25_05_15
			mips_35_03_12
	at_At5g19390	mips_06_07	"putative protein"
			mips_13
			mips_13_05
			mips_25
			mips_25_05
			mips_25_05_15
			mips_35_03_12
			mips_40_03
			mips_40_04
			mips_63_01
			mips_63_06
			mips_63_19
	at_At5g55230	mips_02_45	"putative protein"
			mips_03_03_01_01
			mips_03_03_03
			mips_03_03_04
			mips_03_03_04_07
			mips_13_05
			mips_20_25_09
			mips_25_05_15
			mips_30_04_03
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_04_03
			mips_45
			mips_45_03
			mips_45_03_12
	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_At1g74830	mips_13_07	"hypothetical protein"
			mips_25_05_15
			mips_30_27
			mips_30_27_01
			mips_35_03_12
			mips_37
			mips_37_03
			mips_37_03_13
			mips_40_27_01
			mips_45_03_09
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_05
			mips_47_03_13
	Training Accuracy: 19/19 (100.00%)
	Training Frequency class 'mips_25_05_15': 57/4529 (1.26%)

	Evaluation on validation data (2278 items):
	at_At2g22560 -	mips_45	"hypothetical protein"
			mips_45_03
			mips_45_03_12
			mips_63_07
	at_At2g01750	mips_13_05	"putative myosin heavy chain-like protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_06
	at_At2g34730 -	mips_45	"putative myosin heavy chain"
			mips_45_03
			mips_45_03_12
			mips_63_07
	at_At3g43680 -	mips_25_05_09	"putative protein"
			mips_40_27
	at_At4g04070	mips_13_05	"hypothetical protein"
			mips_25_05_15
			mips_35_03_12
			mips_63_06
	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_At4g30790	mips_13_05	"putative protein"
			mips_25_05_15
			mips_35_03_12
			mips_63_06
	at_At4g36120	mips_13_05	"myosin-like protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_06
	at_At5g49830 -	mips_40_04_03	"putative protein"
	Validation Accuracy: 4/9 (44.44%)
	Validation Frequency class 'mips_25_05_15': 22/2278 (0.97%)

	Evaluation on propertest data (3835 items):
	at_At1g04890 -	mips_05	"hypothetical protein"
			mips_13_05
			mips_13_07
			mips_25_05_09
			mips_40_27
			mips_40_27_01
			mips_63_07
	at_At1g65260 -	mips_13_07	"unknown protein"
			mips_30_27
			mips_30_27_99
			mips_40_27
			mips_40_27_99
			mips_63_07
	at_At2g38720 -	mips_03_03_03	"hypothetical protein"
			mips_13_05
			mips_13_07
			mips_25_05_09
			mips_40_27
			mips_63_06
			mips_63_07
	at_At3g05830 -	mips_13_07	"unknown protein"
			mips_30_27
			mips_30_27_01
			mips_40_27_01
	at_At3g11590 -	mips_45_03_12	"unknown protein"
	at_At3g20350	mips_13_07	"unknown protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_27
			mips_63_06
			mips_63_07
	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_At3g56480 -	mips_03_03_01	"putative protein"
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_63_06
	at_At3g09740 -	mips_13_03_01	"unknown protein"
			mips_40_22
	at_At4g11420 -	mips_03	"putative protein"
			mips_03_03
			mips_03_03_01
			mips_05
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_05_99
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_40_08
			mips_40_09
			mips_63
			mips_98
	at_At5g05180 -	mips_45_03_12	"unknown protein"
	Propertest Accuracy: 1/11 (9.09%)
	Propertest Frequency class 'mips_25_05_15': 49/3835 (1.28%)

	New (unknown) data (2278 items):
	at_At1g13790 -	mips_01_04	"hypothetical protein"
			mips_06_07
			mips_14_01
			mips_30_04
			mips_40_04
			mips_63_06
			mips_63_07
	at_At1g24460 -	mips_63_06	"unknown protein"
	at_At1g03830 -	mips_63_06	"hypothetical protein"
	at_At1g50500 -	no entry	null
	at_At1g52410 -	no entry	null
	at_At1g63490 -	mips_04	"RB-binding protein -like"
			mips_40
			mips_40_10
			mips_63
			mips_63_03
			mips_99
	at_At1g66840 -	mips_63_06	"hypothetical protein"
	at_At1g70750 -	mips_40_03	"IFA-binding protein"
			mips_40_04
			mips_63_01
			mips_63_06
			mips_63_19
	at_At2g12540 -	no entry	null
	at_At2g14410 -	no entry	null
	at_At3g17680 -	no entry	null
	at_At3g23910 -	no entry	null
	at_At3g55060 -	no entry	null
	at_At3g63500 -	no entry	null
	at_At4g01180 -	no entry	null
	at_At4g16530 -	mips_98	"hypothetical protein"
	at_At4g35690 -	mips_99	"putative protein"
	at_At5g05210 -	no entry	null
	at_At5g06840 -	no entry	null
	at_At5g16720 -	no entry	null
	at_At1g22030 -	no entry	null
	at_At3g56270 -	no entry	null
	at_At3g61800 -	no entry	null
	at_At3g15950 -	mips_63_06	"unknown protein"
	at_At5g14990 -	no entry	null
	at_At1g18190 -	mips_63_06	"hypothetical protein"
	at_At1g21810 -	mips_63_06	"myosin-like protein"
	at_At1g22260 -	mips_63_06	"hypothetical protein"
	at_At1g47900 -	mips_63_06	"mysoin-like protein"
	at_At1g58210 -	mips_63_06	"hypothetical protein"
	at_At1g09720 -	mips_63_06	"hypothetical protein"
	at_At2g19950 -	mips_63_06	"hypothetical protein"
	at_At2g42370 -	no entry	null
	at_At2g14680 -	no entry	null
	at_At3g46220 -	no entry	null
	at_At4g20700 -	mips_99	"putative protein"
	at_At4g27980 -	no entry	null
	at_At5g23240 -	mips_06_01	"putative protein"
	at_At5g23610 -	no entry	null
	at_At5g25070 -	no entry	null
	at_At5g50840 -	mips_01_04	"unknown protein"
			mips_30_04
			mips_63_07


------------------
Rule 3331
	eval(_1,_2,4.0e-3-0.1),classification(_2,caprinae) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,stramenopiles) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),classification(_2,primates) = 0
	->  class mips_25_05_19 "asymmetries and axis determination"

	Evaluation on training data (4529 items):
	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_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_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_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_At5g60930 -	mips_08_22	"microtubule-associated motor - like"
			mips_08_22_01
			mips_63_06
	Training Accuracy: 5/6 (83.33%)
	Training Frequency class 'mips_25_05_19': 6/4529 (0.13%)

	Evaluation on validation data (2278 items):
	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_At4g14330	mips_08_22	"kinesin like protein"
			mips_08_22_01
			mips_25_05_19
			mips_25_05_19_09
			mips_63_06
	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_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
	Validation Accuracy: 4/4 (100.00%)
	Validation Frequency class 'mips_25_05_19': 5/2278 (0.22%)

	Evaluation on propertest data (3835 items):
	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_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_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_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_At5g05170 -	mips_01_05_01_03_02	"cellulose synthase catalytic subunit (Ath-B)"
	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
	Propertest Accuracy: 4/7 (57.14%)
	Propertest Frequency class 'mips_25_05_19': 7/3835 (0.18%)

	New (unknown) data (2278 items):
	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_At2g36200 -	mips_08_22	"putative kinesin-related cytokinesis protein"
			mips_63_06
	at_At3g23670 -	mips_06_04	"hypothetical protein"
			mips_30
			mips_40_04
			mips_63_01
			mips_63_06
			mips_63_19
	at_At4g05190 -	no entry	null
	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_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_At5g06670 -	mips_08_22	"kinesin heavy chain-like protein"
			mips_63_06
	at_At2g28620 -	mips_08_22	"putative kinesin-like spindle protein"
			mips_40_04
			mips_63_06
	at_At3g49650 -	mips_08_22	"kinesin-like protein"
			mips_63_06
	at_At4g24170 -	no entry	null
	at_At5g02370 -	mips_63_06	"kinesin -like protein"
	at_At1g59540 -	mips_63_06	"zcf125 kinesin-like protein"
	at_At3g44050 -	mips_63_06	"kinesin -like protein"
	at_At3g45850 -	mips_08_22	"kinesin-related protein - like"
			mips_63_06
	at_At3g51150 -	mips_30_04	"putative protein"
			mips_40_04
			mips_40_16
			mips_63_06
	at_At3g54870 -	mips_08_22	"kinesin-like protein"
			mips_63_06
	at_At4g14150 -	mips_30_04	"kinesin like protein"
			mips_40_04
			mips_63_06
	at_At5g41310 -	mips_08_99	"kinesin-like protein"
			mips_63_06


------------------
Rule 3588
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),classification(_2,bacteria) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,suina),db_ref(_2,pir) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 1
	->  class mips_30_04_03 "actin cytoskeleton"

	Evaluation on training data (4529 items):
	at_At1g13180	mips_13_05	"actin-like protein"
			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_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_At3g33520	mips_13_05	"actin like protein"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	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: 8/8 (100.00%)
	Training Frequency class 'mips_30_04_03': 19/4529 (0.42%)

	Evaluation on validation data (2278 items):
	at_At1g02200 -	mips_01_06_01_07	"CER1 protein"
			mips_01_06_01_07_11
	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_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_At5g09810	mips_13_05	"ACTIN 2/7 (sp|P53492)"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	Validation Accuracy: 4/6 (66.67%)
	Validation Frequency class 'mips_30_04_03': 10/2278 (0.44%)

	Evaluation on propertest data (3835 items):
	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_At2g03240 -	mips_10_05_02	"unknown protein"
			mips_10_05_02_24
			mips_13_11_03
			mips_13_11_03_07
			mips_14_01_03
			mips_14_04_03
			mips_14_04_03_03
	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_At2g42090	mips_13_05	"putative actin"
			mips_30_04
			mips_30_04_03
			mips_63_06
			mips_63_07
	at_At3g06640 -	mips_06_07_03	"protein kinase, putative"
			mips_10_01_05_01
	at_At3g46520	mips_13_05	"actin 12"
			mips_30_04_03
			mips_63_06
			mips_63_07
	Propertest Accuracy: 3/6 (50.00%)
	Propertest Frequency class 'mips_30_04_03': 13/3835 (0.34%)

	New (unknown) data (2278 items):


------------------
Rule 1579
	eval(_1,_2,0.0-9.0e-25),classification(_2,rosales) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,pisum) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,echinodermata) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,euglenozoa) = 1
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),classification(_2,cercopithecinae) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,mitochondrion),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 0
	->  class mips_30_10_03 "organization of chromosome structure"

	Evaluation on training data (4529 items):
	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_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_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_At1g09200	mips_30_10	"histone H3 like protein"
			mips_30_10_03
			mips_40_10_03
			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_At5g10980	mips_30_10	"histon H3 protein"
			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_At5g43250	mips_03_01_99	"unknown protein"
			mips_30_10
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	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
	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
	Training Accuracy: 14/14 (100.00%)
	Training Frequency class 'mips_30_10_03': 63/4529 (1.39%)

	Evaluation on validation data (2278 items):
	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_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_At3g12380 -	mips_13_05	"actin like protein"
			mips_30_04_03
			mips_63_06
	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_At5g50480 -	mips_03_01_99	"transcription factor Hap5a-like"
			mips_03_03_04
			mips_03_03_04_03
	Validation Accuracy: 7/10 (70.00%)
	Validation Frequency class 'mips_30_10_03': 28/2278 (1.23%)

	Evaluation on propertest data (3835 items):
	at_At1g65580 -	mips_01_04	"hypothetical protein"
			mips_01_06_01
			mips_01_06_99
			mips_10_01_99
			mips_40_08
			mips_40_09
	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_At1g54690	mips_03_01_99	"unknown protein"
			mips_03_03_04
			mips_03_03_04_03
			mips_30_10_03
	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_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_At3g03600 -	mips_05_01	"putative ribosomal protein S2"
			mips_05_01_01
			mips_05_04
			mips_13_07
			mips_14_01
			mips_40_27
	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_At4g40030	mips_30_10	"histone H3.3"
			mips_30_10_03
			mips_40_10_03
			mips_63_03_01
	at_At5g43500 -	mips_13_05	"actin-like protein"
			mips_30_04_03
			mips_63_06
	at_At5g59870	mips_03_01_99	"histone H2A - like protein"
			mips_30_10
			mips_30_10_03
			mips_40_10_03
	Propertest Accuracy: 6/10 (60.00%)
	Propertest Frequency class 'mips_30_10_03': 46/3835 (1.20%)

	New (unknown) data (2278 items):
	at_At5g27910 -	no entry	null
	at_At3g04770 -	mips_13_07	"40S ribosomal protein"


------------------
Rule 3202
	eval(_1,_2,2.0e-5-4.0e-3),desc(_2,kinase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,heliantheae) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),keyword(_2,transferase) = 1
	->  class mips_30_26_03 "chloroplast"

	Evaluation on training data (4529 items):
	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_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_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: 7/7 (100.00%)
	Training Frequency class 'mips_30_26_03': 15/4529 (0.33%)

	Evaluation on validation data (2278 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_At4g22340 -	mips_13_11_01	"CDP-diacylglycerol synthetase-like protein"
			mips_20_25_01
			mips_20_25_01_01
			mips_30_02
			mips_40_10_05
	Validation Accuracy: 2/3 (66.67%)
	Validation Frequency class 'mips_30_26_03': 12/2278 (0.53%)

	Evaluation on propertest data (3835 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_At3g20160	mips_01_06_01_07	"geranyl geranyl pyrophosphate synthase, putative"
			mips_01_06_07
			mips_01_07_01
			mips_01_20_13
			mips_30_26
			mips_30_26_03
	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: 6/7 (85.71%)
	Propertest Frequency class 'mips_30_26_03': 18/3835 (0.47%)

	New (unknown) data (2278 items):
	at_At5g58560 -	no entry	null


------------------
Rule 1479
	eval(_1,_2,4.0e-3-0.1),classification(_2,proteobacteria),desc(_2,type) = 0
	eval(_1,_2,4.0e-3-0.1),mol_wt(_2,38820.0-54204.0),classification(_2,synechocystis) = 0
	eval(_1,_2,4.0e-3-0.1),sq_len(_2,667.0-1005.0),desc(_2,nuclear) = 0
	eval(_1,_2,2.0e-5-4.0e-3),keyword(_2,polymorphism),desc(_2,chain) = 0
	eval(_1,_2,2.0e-5-4.0e-3),sq_len(_2,485.0-667.0),classification(_2,cricetinae) = 0
	eval(_1,_2,2.0e-5-4.0e-3),sq_len(_2,15.0-349.0),classification(_2,teleostei) = 1
	eval(_1,_2,8.0e-10-2.0e-5),species(_2,schizosaccharomyces_pombe__fission_yeast_),db_ref(_2,prosite) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,saccharomyces),desc(_2,transcription) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,thermotogae),desc(_2,factor) = 1
	eval(_1,_2,8.0e-10-2.0e-5),mol_wt(_2,1574.0-38820.0),db_ref(_2,flybase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,cetartiodactyla),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,54204.0-74022.0),db_ref(_2,sgd) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,38820.0-54204.0),classification(_2,streptococcus) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,actinobacteria) = 0
	->  class mips_35_03_12 "muscle"

	Evaluation on training data (4529 items):
	at_At1g13220	mips_13_05	"putative nuclear matrix constituent protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_45
			mips_45_03
			mips_45_03_12
			mips_63_06
			mips_63_07
	at_At1g24560	mips_13_05	"putative myosin heavy chain"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_04
			mips_63_06
	at_At1g49870	mips_13_05	"hypothetical protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_06
	at_At1g55830	mips_13	"hypothetical protein"
			mips_13_07
			mips_25_05
			mips_25_05_15
			mips_35_03_12
			mips_40_04
			mips_63_01
			mips_63_06
			mips_63_19
	at_At1g64320	mips_13	"bZIP transcription factor, putative"
			mips_13_07
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_04
			mips_40_27
			mips_63_01
			mips_63_06
			mips_63_07
			mips_63_19
	at_At1g68060	mips_06_07	"unknown protein"
			mips_13_05
			mips_25_05_15
			mips_35_03_12
			mips_40_04
			mips_63_06
	at_At1g68790	mips_13_05	"putative nuclear matrix constituent protein 1 (NMCP1)"
			mips_25_05_15
			mips_35_03_12
			mips_63_06
	at_At4g26760	mips_03_03_03	"unknown protein"
			mips_13_05
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_06
	at_At2g30500	mips_13	"unknown protein"
			mips_13_07
			mips_25
			mips_25_05
			mips_25_05_15
			mips_30
			mips_30_27
			mips_30_27_01
			mips_35_03_12
			mips_40
			mips_40_27
			mips_40_27_01
			mips_63
			mips_63_07
	at_At2g38370	mips_13_07	"hypothetical protein"
			mips_25_05_15
			mips_35_03_12
			mips_45_03_12
	at_At2g46180	mips_13_05	"unknown protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_06
	at_At3g12190	mips_13_07	"hypothetical protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_27
			mips_63_07
	at_At3g12550	mips_13_07	"hypothetical protein"
			mips_25_05_15
			mips_35_03_12
			mips_40_27
			mips_63_07
	at_At3g18480	mips_13_07	"unknown protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_27
			mips_63_07
	at_At4g02710	mips_13_05	"predicted protein of unknown function"
			mips_25_05_15
			mips_35_03_12
	at_At5g19390	mips_06_07	"putative protein"
			mips_13
			mips_13_05
			mips_25
			mips_25_05
			mips_25_05_15
			mips_35_03_12
			mips_40_03
			mips_40_04
			mips_63_01
			mips_63_06
			mips_63_19
	at_At5g55230	mips_02_45	"putative protein"
			mips_03_03_01_01
			mips_03_03_03
			mips_03_03_04
			mips_03_03_04_07
			mips_13_05
			mips_20_25_09
			mips_25_05_15
			mips_30_04_03
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_04_03
			mips_45
			mips_45_03
			mips_45_03_12
	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_At1g74830	mips_13_07	"hypothetical protein"
			mips_25_05_15
			mips_30_27
			mips_30_27_01
			mips_35_03_12
			mips_37
			mips_37_03
			mips_37_03_13
			mips_40_27_01
			mips_45_03_09
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_05
			mips_47_03_13
	Training Accuracy: 19/19 (100.00%)
	Training Frequency class 'mips_35_03_12': 51/4529 (1.13%)

	Evaluation on validation data (2278 items):
	at_At2g22560 -	mips_45	"hypothetical protein"
			mips_45_03
			mips_45_03_12
			mips_63_07
	at_At2g01750	mips_13_05	"putative myosin heavy chain-like protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_06
	at_At2g34730 -	mips_45	"putative myosin heavy chain"
			mips_45_03
			mips_45_03_12
			mips_63_07
	at_At3g43680 -	mips_25_05_09	"putative protein"
			mips_40_27
	at_At4g04070	mips_13_05	"hypothetical protein"
			mips_25_05_15
			mips_35_03_12
			mips_63_06
	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_At4g30790	mips_13_05	"putative protein"
			mips_25_05_15
			mips_35_03_12
			mips_63_06
	at_At4g36120	mips_13_05	"myosin-like protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_63_06
	at_At5g49830 -	mips_40_04_03	"putative protein"
	Validation Accuracy: 4/9 (44.44%)
	Validation Frequency class 'mips_35_03_12': 22/2278 (0.97%)

	Evaluation on propertest data (3835 items):
	at_At1g04890 -	mips_05	"hypothetical protein"
			mips_13_05
			mips_13_07
			mips_25_05_09
			mips_40_27
			mips_40_27_01
			mips_63_07
	at_At1g65260 -	mips_13_07	"unknown protein"
			mips_30_27
			mips_30_27_99
			mips_40_27
			mips_40_27_99
			mips_63_07
	at_At2g38720 -	mips_03_03_03	"hypothetical protein"
			mips_13_05
			mips_13_07
			mips_25_05_09
			mips_40_27
			mips_63_06
			mips_63_07
	at_At3g05830 -	mips_13_07	"unknown protein"
			mips_30_27
			mips_30_27_01
			mips_40_27_01
	at_At3g11590 -	mips_45_03_12	"unknown protein"
	at_At3g20350	mips_13_07	"unknown protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_27
			mips_63_06
			mips_63_07
	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_At3g56480 -	mips_03_03_01	"putative protein"
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_63_06
	at_At3g09740 -	mips_13_03_01	"unknown protein"
			mips_40_22
	at_At4g11420 -	mips_03	"putative protein"
			mips_03_03
			mips_03_03_01
			mips_05
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_05_99
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_40_08
			mips_40_09
			mips_63
			mips_98
	at_At5g05180 -	mips_45_03_12	"unknown protein"
	Propertest Accuracy: 1/11 (9.09%)
	Propertest Frequency class 'mips_35_03_12': 45/3835 (1.17%)

	New (unknown) data (2278 items):
	at_At1g13790 -	mips_01_04	"hypothetical protein"
			mips_06_07
			mips_14_01
			mips_30_04
			mips_40_04
			mips_63_06
			mips_63_07
	at_At1g24460 -	mips_63_06	"unknown protein"
	at_At1g03830 -	mips_63_06	"hypothetical protein"
	at_At1g50500 -	no entry	null
	at_At1g52410 -	no entry	null
	at_At1g63490 -	mips_04	"RB-binding protein -like"
			mips_40
			mips_40_10
			mips_63
			mips_63_03
			mips_99
	at_At1g66840 -	mips_63_06	"hypothetical protein"
	at_At1g70750 -	mips_40_03	"IFA-binding protein"
			mips_40_04
			mips_63_01
			mips_63_06
			mips_63_19
	at_At2g12540 -	no entry	null
	at_At2g14410 -	no entry	null
	at_At3g17680 -	no entry	null
	at_At3g23910 -	no entry	null
	at_At3g55060 -	no entry	null
	at_At3g63500 -	no entry	null
	at_At4g01180 -	no entry	null
	at_At4g16530 -	mips_98	"hypothetical protein"
	at_At4g35690 -	mips_99	"putative protein"
	at_At5g05210 -	no entry	null
	at_At5g06840 -	no entry	null
	at_At5g16720 -	no entry	null
	at_At1g22030 -	no entry	null
	at_At3g56270 -	no entry	null
	at_At3g61800 -	no entry	null
	at_At3g15950 -	mips_63_06	"unknown protein"
	at_At5g14990 -	no entry	null
	at_At1g18190 -	mips_63_06	"hypothetical protein"
	at_At1g21810 -	mips_63_06	"myosin-like protein"
	at_At1g22260 -	mips_63_06	"hypothetical protein"
	at_At1g47900 -	mips_63_06	"mysoin-like protein"
	at_At1g58210 -	mips_63_06	"hypothetical protein"
	at_At1g09720 -	mips_63_06	"hypothetical protein"
	at_At2g19950 -	mips_63_06	"hypothetical protein"
	at_At2g42370 -	no entry	null
	at_At2g14680 -	no entry	null
	at_At3g46220 -	no entry	null
	at_At4g20700 -	mips_99	"putative protein"
	at_At4g27980 -	no entry	null
	at_At5g23240 -	mips_06_01	"putative protein"
	at_At5g23610 -	no entry	null
	at_At5g25070 -	no entry	null
	at_At5g50840 -	mips_01_04	"unknown protein"
			mips_30_04
			mips_63_07


------------------
Rule 2396
	eval(_1,_2,4.0e-3-0.1),species(_2,escherichia_coli) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,vicia) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,mitochondrion),db_ref(_2,genew) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	->  class mips_43_03_09 "immune cell"

	Evaluation on training data (4529 items):
	at_At1g26940	mips_06_01	"unknown protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	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_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_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
	Training Accuracy: 13/13 (100.00%)
	Training Frequency class 'mips_43_03_09': 32/4529 (0.71%)

	Evaluation on validation data (2278 items):
	at_At1g76820 -	mips_04_05_01_01	"putative translation initiation factor IF-2"
			mips_04_05_01_04_01
			mips_05_04_01
	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: 3/4 (75.00%)
	Validation Frequency class 'mips_43_03_09': 14/2278 (0.61%)

	Evaluation on propertest data (3835 items):
	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_At3g01480	mips_06_01	"thylakoid lumen rotamase like protein"
			mips_43
			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
			mips_62_01
			mips_62_01_05
	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: 6/6 (100.00%)
	Propertest Frequency class 'mips_43_03_09': 37/3835 (0.96%)

	New (unknown) data (2278 items):
	at_At3g15520 -	no entry	null


------------------
Rule 1707
	eval(_1,_2,4.0e-3-0.1),classification(_2,rotavirus) = 0
	eval(_1,_2,4.0e-3-0.1),species(_2,candida_albicans__yeast_),desc(_2,subunit) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,viridiplantae),db_ref(_2,smart) = 1
	eval(_1,_2,4.0e-3-0.1),classification(_2,triticum),db_ref(_2,hssp) = 0
	eval(_1,_2,4.0e-3-0.1),mol_wt(_2,74022.0-112121.0),keyword(_2,hypothetical_protein) = 1
	eval(_1,_2,4.0e-3-0.1),sq_len(_2,667.0-1005.0),classification(_2,aquificae) = 0
	eval(_1,_2,8.0e-10-2.0e-5),species(_2,rattus_norvegicus__rat_),db_ref(_2,prints) = 1
	eval(_1,_2,8.0e-10-2.0e-5),mol_wt(_2,74022.0-112121.0),keyword(_2,zinc_finger) = 1
	eval(_1,_2,9.0e-25-8.0e-10),db_ref(_2,tigrfams),desc(_2,factor) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,core_eudicots),keyword(_2,mitochondrion) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,mus),keyword(_2,receptor) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,mitochondrion),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,mitochondrion) = 0
	->  class mips_20_25_16 "immune response"

	Evaluation on training data (4529 items):
	at_At1g18630	mips_04_09	"unknown protein"
			mips_14_10
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At1g43190	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g50300	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g55310	mips_01_03_16	"Serine/arginine-rich protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g66260	mips_01_03_16	"RNA and export factor binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At2g14550	mips_01_03_16	"putative spliceosome associated protein"
			mips_01_03_16_01
			mips_20_25_16
			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_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_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_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_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_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_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_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_At5g07290	mips_01_03_16	"Mei2-like protein"
			mips_01_03_16_01
			mips_03_03_02
			mips_20_25_16_09
	at_At5g08700	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16_09
	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
	Training Accuracy: 21/21 (100.00%)
	Training Frequency class 'mips_20_25_16': 135/4529 (2.98%)

	Evaluation on validation data (2278 items):
	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_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_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_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_At3g55460 -	mips_14_10	"putative RNA binding protein"
			mips_14_10_02
	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_At3g26680 -	mips_03_01	"unknown protein"
			mips_03_01_05
	at_At3g49430 -	mips_04_05_05	"PRE-MRNA SPLICING FACTOR SF2-like protein"
			mips_14_10_02
	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_At5g61960 -	mips_03_03	"Mei2-like protein"
			mips_03_03_02
			mips_04_05_05
	at_At5g64200 -	mips_04_05_05_05	"putative protein"
	Validation Accuracy: 5/13 (38.46%)
	Validation Frequency class 'mips_20_25_16': 62/2278 (2.72%)

	Evaluation on propertest data (3835 items):
	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_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_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_At2g21660	mips_01_03_16	"glycine-rich RNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g22090	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_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_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_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_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_At4g16300 -	mips_25_05_10	"FCA alpha and beta protein"
	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_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
	Propertest Accuracy: 5/15 (33.33%)
	Propertest Frequency class 'mips_20_25_16': 112/3835 (2.92%)

	New (unknown) data (2278 items):
	at_At1g63110 -	mips_03	"unknown protein"
			mips_03_03
	at_At5g54900 -	no entry	null
	at_At5g25060 -	no entry	null
	at_At4g08730 -	no entry	null
	at_At4g24770 -	no entry	null
	at_At4g16280 -	no entry	null
	at_At5g20130 -	no entry	null
	at_At5g28330 -	mips_04_07	"putative protein"
			mips_04_09


------------------
Rule 4099
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,spirurida) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,membrane),desc(_2,type) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,homolog) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,rodentia),keyword(_2,polymorphism) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),classification(_2,mycobacterium) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,bos) = 0
	->  class mips_47_03_11 "gastro-intestinal system"

	Evaluation on training data (4529 items):
	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_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_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_At2g33230	mips_01_02	"putative flavin-containing monooxygenase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12140	mips_02	"hypothetical protein"
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_40_16
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g12200	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At4g28720	mips_01_07	"putative protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g07800	mips_01_01	"dimethylaniline monooxygenase-like protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Training Accuracy: 10/10 (100.00%)
	Training Frequency class 'mips_47_03_11': 74/4529 (1.63%)

	Evaluation on validation data (2278 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_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_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_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_At4g13260	mips_01_02_01	"putative 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_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_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
	Validation Accuracy: 10/10 (100.00%)
	Validation Frequency class 'mips_47_03_11': 38/2278 (1.67%)

	Evaluation on propertest data (3835 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_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_At1g12130	mips_01_01_99	"hypothetical protein"
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12160	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At4g32540	mips_01_07	"dimethylaniline monooxygenase - like protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g25620	mips_01_07	"unknown protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g61290	mips_01_01	"putative protein"
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Propertest Accuracy: 8/8 (100.00%)
	Propertest Frequency class 'mips_47_03_11': 54/3835 (1.41%)

	New (unknown) data (2278 items):
	at_At1g55980 -	no entry	null
	at_At1g56000 -	no entry	null
	at_At4g05020 -	mips_02_08	"unknown protein"
			mips_02_13


------------------
Rule 2397
	eval(_1,_2,4.0e-3-0.1),species(_2,escherichia_coli) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,vicia) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,mitochondrion),db_ref(_2,genew) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	->  class mips_62_01_01 "modification"

	Evaluation on training data (4529 items):
	at_At1g26940	mips_06_01	"unknown protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	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_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_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
	Training Accuracy: 13/13 (100.00%)
	Training Frequency class 'mips_62_01_01': 49/4529 (1.08%)

	Evaluation on validation data (2278 items):
	at_At1g76820 -	mips_04_05_01_01	"putative translation initiation factor IF-2"
			mips_04_05_01_04_01
			mips_05_04_01
	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: 3/4 (75.00%)
	Validation Frequency class 'mips_62_01_01': 22/2278 (0.97%)

	Evaluation on propertest data (3835 items):
	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_At3g01480 -	mips_06_01	"thylakoid lumen rotamase like protein"
			mips_43
			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
			mips_62_01
			mips_62_01_05
	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: 5/6 (83.33%)
	Propertest Frequency class 'mips_62_01_01': 29/3835 (0.76%)

	New (unknown) data (2278 items):
	at_At3g15520 -	no entry	null


------------------
Rule 2992
	eval(_1,_2,0.0-9.0e-25),classification(_2,hymenomycetes) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,transport) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 0
	->  class mips_62_02_07 "regulator of receptor activity"

	Evaluation on training data (4529 items):
	at_At2g45170	mips_06_13_04	"putative microtubule-associated protein"
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At3g15580	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At4g16520	mips_06_13_04	"symbiosis-related like protein"
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At4g21980	mips_06_04	"symbiosis-related like protein"
			mips_06_13
			mips_06_13_04
			mips_08
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_01
			mips_40_02
			mips_40_03
			mips_40_04
			mips_40_04_05
			mips_62
			mips_62_02
			mips_62_02_07
			mips_63_01
			mips_63_19
			mips_63_99
	Training Accuracy: 4/4 (100.00%)
	Training Frequency class 'mips_62_02_07': 13/4529 (0.29%)

	Evaluation on validation data (2278 items):
	at_At2g05630	mips_06_13_04	"putative microtubule-associated protein"
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At3g60640	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	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
	Validation Accuracy: 2/3 (66.67%)
	Validation Frequency class 'mips_62_02_07': 8/2278 (0.35%)

	Evaluation on propertest data (3835 items):
	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_At1g62040	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	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_At3g06420	mips_06_13_04	"unknown protein"
			mips_08_07_05
			mips_08_22
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	at_At4g02660 -	mips_20_25_16	"putative protein"
			mips_30_25
			mips_40_22
	at_At4g04620	mips_06_13_04	"putative symbiosis-related protein"
			mips_08_07
			mips_08_07_05
			mips_08_22
			mips_13_03
			mips_13_03_01
			mips_40_04_05
			mips_62_02_07
			mips_63_99
	Propertest Accuracy: 3/6 (50.00%)
	Propertest Frequency class 'mips_62_02_07': 18/3835 (0.47%)

	New (unknown) data (2278 items):


------------------
Rule 4124
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,rodentia),keyword(_2,polymorphism) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),classification(_2,mycobacterium) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,bos) = 1
	->  class mips_63_13_99 "other C-compound binding"

	Evaluation on training data (4529 items):
	at_At1g23800	mips_01_20_05	"putative aldehyde dehydrogenase NAD+"
			mips_02_16
			mips_02_16_01
			mips_02_99
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At1g44170	mips_01_20_05	"puative aldehyde dehydrogenase"
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At1g74920	mips_01_20_05	"betaine aldehyde dehydrogenase like protein"
			mips_01_20_17_01
			mips_02_16
			mips_02_16_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At1g79440	mips_01_20_05	"succinic semialdehyde dehydrogenase 1 (SSADH1)"
			mips_02_16
			mips_02_16_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At4g34240	mips_01_07	"aldehyde dehydrogenase like protein"
			mips_01_20
			mips_01_20_05
			mips_02_01
			mips_11_07_03
			mips_40_16
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At2g24270	mips_01_20_05	"putative NADP-dependent glyceraldehyde-3-phosphate dehydrogenase"
			mips_02_16
			mips_02_16_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	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_At4g36250	mips_01_07	"aldehyde dehydrogenase like protein"
			mips_01_20_05
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	Training Accuracy: 8/8 (100.00%)
	Training Frequency class 'mips_63_13_99': 29/4529 (0.64%)

	Evaluation on validation data (2278 items):
	at_At1g54100	mips_01_06	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_05
			mips_11_07
			mips_11_07_03
			mips_40_16
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At2g14200	mips_01_07	"F15N24.6"
			mips_01_20_05
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	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_At3g66658	mips_01_20_05	"betaine aldehyde dehydrogenase, putative"
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	Validation Accuracy: 3/4 (75.00%)
	Validation Frequency class 'mips_63_13_99': 20/2278 (0.88%)

	Evaluation on propertest data (3835 items):
	at_At3g48000	mips_01_07	"aldehyde dehydrogenase (NAD+)-like protein"
			mips_01_20_05
			mips_02_16
			mips_02_16_01
			mips_02_99
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At3g48170	mips_01_20_05	"betaine aldehyde dehydrogenase-like protein"
			mips_01_20_17_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At5g62530	mips_01	"delta-1-pyrroline-5-carboxylate dehydrogenase precursor (P5CDH)"
			mips_02
			mips_01_05
			mips_01_06
			mips_01_07
			mips_01_20
			mips_01_20_05
			mips_02_16
			mips_02_16_01
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40
			mips_40_03
			mips_40_16
			mips_63
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67
			mips_67_15
	Propertest Accuracy: 3/3 (100.00%)
	Propertest Frequency class 'mips_63_13_99': 16/3835 (0.42%)

	New (unknown) data (2278 items):
	at_At3g09450 -	no entry	null


------------------
Rule 4108
	eval(_1,_2,4.0e-3-0.1),keyword(_2,electron_transport) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,spirurida) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,euryarchaeota),db_ref(_2,pir) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,homolog) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,rodentia),keyword(_2,polymorphism) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),classification(_2,mycobacterium) = 1
	->  class mips_63_21_05 "FAD/FMN binding"

	Evaluation on training data (4529 items):
	at_At1g48910	mips_01_02_01	"hypothetical protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_07
			mips_01_20_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_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_At2g33230	mips_01_02	"putative flavin-containing monooxygenase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At1g12200	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g07800	mips_01_01	"dimethylaniline monooxygenase-like protein"
			mips_01_01_99
			mips_02
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Training Accuracy: 7/7 (100.00%)
	Training Frequency class 'mips_63_21_05': 12/4529 (0.26%)

	Evaluation on validation data (2278 items):
	at_At1g62540	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_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_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_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_At4g13260	mips_01_02_01	"putative 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_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_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
	Validation Accuracy: 8/9 (88.89%)
	Validation Frequency class 'mips_63_21_05': 16/2278 (0.70%)

	Evaluation on propertest data (3835 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_At1g59660 -	mips_04_03	"nucleoporin 98-like protein"
			mips_04_03_03
			mips_04_07
			mips_08_01
	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_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_At1g12740 -	mips_45_03_15	"hypothetical protein"
			mips_47_03_15
			mips_47_03_15_07
	at_At4g32540 -	mips_01_07	"dimethylaniline monooxygenase - like protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g61290	mips_01_01	"putative protein"
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	Propertest Accuracy: 5/9 (55.56%)
	Propertest Frequency class 'mips_63_21_05': 20/3835 (0.52%)

	New (unknown) data (2278 items):
	at_At1g55980 -	no entry	null
	at_At1g56000 -	no entry	null


------------------
Rule 3994
	eval(_1,_2,4.0e-3-0.1),classification(_2,desulfurococcales) = 0
	eval(_1,_2,8.0e-10-2.0e-5),keyword(_2,nuclear_protein) = 0
	eval(_1,_2,9.0e-25-8.0e-10),keyword(_2,alternative_splicing) = 1
	eval(_1,_2,4.0e-3-0.1),keyword(_2,transmembrane),db_ref(_2,prodom) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,actinobacteria),db_ref(_2,pfam) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,pezizomycotina),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,viridiplantae),db_ref(_2,hssp) = 1
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),keyword(_2,developmental_protein) = 0
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),classification(_2,betaproteobacteria) = 1
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,pir),desc(_2,probable) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,type) = 1
	->  class mips_63_21_07 "NAD/NADP binding"

	Evaluation on training data (4529 items):
	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_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_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_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_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_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_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_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_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_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_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_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_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_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: 15/15 (100.00%)
	Training Frequency class 'mips_63_21_07': 47/4529 (1.04%)

	Evaluation on validation data (2278 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_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_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_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_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_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_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
	Validation Accuracy: 4/9 (44.44%)
	Validation Frequency class 'mips_63_21_07': 26/2278 (1.14%)

	Evaluation on propertest data (3835 items):
	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_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_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_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_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_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_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_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_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_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_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
	Propertest Accuracy: 7/12 (58.33%)
	Propertest Frequency class 'mips_63_21_07': 33/3835 (0.86%)

	New (unknown) data (2278 items):


------------------
Rule 4117
	eval(_1,_2,4.0e-3-0.1),desc(_2,hypothetical) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,rodentia),keyword(_2,polymorphism) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),classification(_2,mycobacterium) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,bos) = 1
	->  class mips_63_21_07 "NAD/NADP binding"

	Evaluation on training data (4529 items):
	at_At1g23800	mips_01_20_05	"putative aldehyde dehydrogenase NAD+"
			mips_02_16
			mips_02_16_01
			mips_02_99
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At1g44170	mips_01_20_05	"puative aldehyde dehydrogenase"
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At1g74920	mips_01_20_05	"betaine aldehyde dehydrogenase like protein"
			mips_01_20_17_01
			mips_02_16
			mips_02_16_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At1g79440	mips_01_20_05	"succinic semialdehyde dehydrogenase 1 (SSADH1)"
			mips_02_16
			mips_02_16_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At4g34240	mips_01_07	"aldehyde dehydrogenase like protein"
			mips_01_20
			mips_01_20_05
			mips_02_01
			mips_11_07_03
			mips_40_16
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At2g24270	mips_01_20_05	"putative NADP-dependent glyceraldehyde-3-phosphate dehydrogenase"
			mips_02_16
			mips_02_16_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At4g36250	mips_01_07	"aldehyde dehydrogenase like protein"
			mips_01_20_05
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	Training Accuracy: 7/7 (100.00%)
	Training Frequency class 'mips_63_21_07': 47/4529 (1.04%)

	Evaluation on validation data (2278 items):
	at_At1g54100	mips_01_06	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_05
			mips_11_07
			mips_11_07_03
			mips_40_16
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At2g14200	mips_01_07	"F15N24.6"
			mips_01_20_05
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At3g66658	mips_01_20_05	"betaine aldehyde dehydrogenase, putative"
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_63_21_07': 26/2278 (1.14%)

	Evaluation on propertest data (3835 items):
	at_At3g48000	mips_01_07	"aldehyde dehydrogenase (NAD+)-like protein"
			mips_01_20_05
			mips_02_16
			mips_02_16_01
			mips_02_99
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At3g48170	mips_01_20_05	"betaine aldehyde dehydrogenase-like protein"
			mips_01_20_17_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At5g62530	mips_01	"delta-1-pyrroline-5-carboxylate dehydrogenase precursor (P5CDH)"
			mips_02
			mips_01_05
			mips_01_06
			mips_01_07
			mips_01_20
			mips_01_20_05
			mips_02_16
			mips_02_16_01
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40
			mips_40_03
			mips_40_16
			mips_63
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67
			mips_67_15
	Propertest Accuracy: 3/3 (100.00%)
	Propertest Frequency class 'mips_63_21_07': 33/3835 (0.86%)

	New (unknown) data (2278 items):


------------------
Rule 3995
	eval(_1,_2,4.0e-3-0.1),classification(_2,desulfurococcales) = 0
	eval(_1,_2,8.0e-10-2.0e-5),keyword(_2,nuclear_protein) = 0
	eval(_1,_2,9.0e-25-8.0e-10),keyword(_2,alternative_splicing) = 1
	eval(_1,_2,4.0e-3-0.1),keyword(_2,transmembrane),db_ref(_2,prodom) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,actinobacteria),db_ref(_2,pfam) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,pezizomycotina),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,viridiplantae),db_ref(_2,hssp) = 1
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),keyword(_2,developmental_protein) = 0
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),classification(_2,betaproteobacteria) = 1
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,pir),desc(_2,probable) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,type) = 1
	->  class mips_63_21_99 "other complex cofactor binding"

	Evaluation on training data (4529 items):
	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_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_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_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_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_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_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_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_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_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_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_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_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_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: 15/15 (100.00%)
	Training Frequency class 'mips_63_21_99': 23/4529 (0.51%)

	Evaluation on validation data (2278 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_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_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_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_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_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_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
	Validation Accuracy: 4/9 (44.44%)
	Validation Frequency class 'mips_63_21_99': 19/2278 (0.83%)

	Evaluation on propertest data (3835 items):
	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_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_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_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_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_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_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_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_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_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_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
	Propertest Accuracy: 9/12 (75.00%)
	Propertest Frequency class 'mips_63_21_99': 30/3835 (0.78%)

	New (unknown) data (2278 items):


------------------
Rule 4414
	eval(_1,_2,8.0e-10-2.0e-5),keyword(_2,oxidoreductase),db_ref(_2,pir) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,9.0e-25-8.0e-10),keyword(_2,transport),db_ref(_2,prosite) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,rattus_norvegicus__rat_),keyword(_2,d__3d_structure) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,phaseolus),db_ref(_2,pfam) = 0
	->  class mips_67_01_01 "ion channels"

	Evaluation on training data (4529 items):
	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_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_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_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_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
	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_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
	Training Accuracy: 13/13 (100.00%)
	Training Frequency class 'mips_67_01_01': 42/4529 (0.93%)

	Evaluation on validation data (2278 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_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_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
	Validation Accuracy: 6/6 (100.00%)
	Validation Frequency class 'mips_67_01_01': 24/2278 (1.05%)

	Evaluation on propertest data (3835 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_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_At2g46470 -	mips_02_11	"putative cytochrome oxidase biogenesis protein"
			mips_02_11_05
			mips_02_13
			mips_06_10
			mips_08_04
			mips_30_16
	at_At3g02850	mips_10_05_01	"stelar K+ outward rectifying channel (SKOR)"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	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_At4g03560	mips_13_03	"two-pore calcium channel (AtTPC1)"
			mips_13_03_01
			mips_13_05
			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: 12/13 (92.31%)
	Propertest Frequency class 'mips_67_01_01': 36/3835 (0.94%)

	New (unknown) data (2278 items):
	at_At5g55960 -	no entry	null
	at_At5g02940 -	no entry	null
	at_At4g28050 -	mips_14_20	"senescence-associated protein -like"
			mips_25_03


------------------
Rule 4386
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,phosphorylation),db_ref(_2,mgd) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,transport),db_ref(_2,pir) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,mitosporic_trichocomaceae),db_ref(_2,prodom) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,synechococcus),db_ref(_2,prosite) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,667.0-1005.0),keyword(_2,hypothetical_protein) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),classification(_2,proteobacteria) = 1
	->  class mips_67_04_01 "cation transporters"

	Evaluation on training data (4529 items):
	at_At1g54110	mips_67_01	"hypothetical protein"
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At1g06970	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At1g79400	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	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_At2g13620	mips_67_04_01	"putative Na/H antiporter"
			mips_67_04_01_02
	at_At1g08150	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At2g21410	mips_13_01	"putative vacuolar proton-ATPase subunit"
			mips_40_02
			mips_40_25
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_15
			mips_67_50
			mips_67_50_22
	at_At2g28180	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At2g28520	mips_40_25	"putative vacuolar proton-ATPase subunit"
			mips_47_03_07
			mips_47_03_07_01
			mips_67_04_01
			mips_67_04_01_02
	at_At2g31910	mips_67_04_01	"putative Na+/H+ antiporter"
			mips_67_04_01_02
	at_At3g51860	mips_08_13	"Ca2+/H+-exchanging like protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_40_25
			mips_40_30
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
			mips_67_50_05_01
	at_At3g52080	mips_67_04_01	"putative protein"
			mips_67_04_01_02
	at_At3g53720	mips_67	"putative protein"
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_99
	at_At4g23700	mips_67_04_01	"putative Na+/H+-exchanging protein"
			mips_67_04_01_02
	at_At4g39080	mips_13	"unknown protein"
			mips_13_01
			mips_40_02
			mips_40_25
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_63_19
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_15
			mips_67_50
			mips_67_50_22
	at_At5g01490	mips_08_13	"cation/proton antiporter (CAX4)"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_13_05
			mips_40_25
			mips_40_30
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
			mips_67_50_05_01
	at_At5g09400	mips_67_04_01	"potassium transport protein-like"
			mips_67_04_01_02
			mips_67_50_22
	at_At5g22900	mips_67_04_01	"Na+/H+ antiporter-like protein"
			mips_67_04_01_02
	at_At5g22910	mips_67_04	"Na+/H+ antiporter-like protein"
			mips_67_04_01
			mips_67_04_01_02
	at_At5g37060	mips_67_04_01	"putative transporter protein"
			mips_67_04_01_02
	at_At5g41610	mips_67_04_01	"Na+/H+ antiporter-like protein"
			mips_67_04_01_02
	at_At5g55470	mips_13_01	"sodium proton exchanger"
			mips_67_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	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
	Training Accuracy: 23/23 (100.00%)
	Training Frequency class 'mips_67_04_01': 118/4529 (2.61%)

	Evaluation on validation data (2278 items):
	at_At2g19600	mips_13_01	"putative potassium/proton antiporter"
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_67_04_01
			mips_67_04_01_02
	at_At2g28170	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	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_At2g30240	mips_67_04_01	"putative Na/H antiporter"
			mips_67_04_01_02
	at_At3g13320	mips_08_13	"low affinity calcium antiporter CAX2"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_40_25
			mips_40_30
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
			mips_67_50_05_01
	at_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_At5g01680	mips_67_04	"putative transporter protein"
			mips_67_04_01
			mips_67_04_01_02
	Validation Accuracy: 6/7 (85.71%)
	Validation Frequency class 'mips_67_04_01': 37/2278 (1.62%)

	Evaluation on propertest data (3835 items):
	at_At1g30450	mips_01_01_07	"cation-chloride co-transporter, putative"
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_01_03
			mips_13_01_03_05
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
			mips_67_04_07_09
			mips_67_10
			mips_67_12
			mips_67_50_01
			mips_67_50_03
			mips_67_50_05
			mips_67_50_05_99
	at_At1g64170	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At1g14660 -	mips_67_01	"Na+/H+ antiporter, putative"
			mips_67_50_05
	at_At1g16380	mips_67_04_01	"putative Na/H antiporter"
			mips_67_04_01_02
	at_At1g55730	mips_08_13	"H+/Ca2+ antiporter, putative"
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_40_25
			mips_40_30
			mips_67_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50_05
			mips_67_50_05_01
	at_At2g38170	mips_08_13	"Ca2+ antiporter like protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_01_99
			mips_13_05
			mips_40_25
			mips_40_30
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
			mips_67_50_05_01
	at_At3g02850	mips_10_05_01	"stelar K+ outward rectifying channel (SKOR)"
			mips_10_05_01_10
			mips_13_05
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At3g17630	mips_67_04	"unknown protein"
			mips_67_04_01
			mips_67_04_01_02
	at_At3g44900	mips_67_04	"putative protein"
			mips_67_04_01
			mips_67_04_01_02
	at_At3g44910	mips_67_04	"putative protein"
			mips_67_04_01
			mips_67_04_01_02
	at_At3g44920	mips_67_04	"putative protein"
			mips_67_04_01
			mips_67_04_01_02
	at_At3g44930	mips_67_04_01	"putative protein"
			mips_67_04_01_02
	at_At3g05030	mips_13_01	"putative sodium proton exchanger"
			mips_67_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	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_At4g04850	mips_67_04	"putative potassium transporter"
			mips_67_04_01
			mips_67_04_01_02
	at_At5g27150	mips_13_01	"Na+/H+ exchanger (NHX1)"
			mips_67_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At5g49890 -	mips_08_99	"chloride channel (emb|CAA70310.1)"
			mips_13_01
			mips_13_01_03
			mips_13_01_03_05
			mips_43
			mips_43_03
			mips_45
			mips_45_03
			mips_45_03_17
			mips_45_03_99
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_99
			mips_67_01
			mips_67_01_01
			mips_67_04_07
	at_At5g51710	mips_13_01	"potassium/proton antiporter-like protein"
			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
			mips_67_50
			mips_67_50_05
	Propertest Accuracy: 15/18 (83.33%)
	Propertest Frequency class 'mips_67_04_01': 82/3835 (2.14%)

	New (unknown) data (2278 items):
	at_At3g14070 -	no entry	null
	at_At5g02940 -	no entry	null
	at_At3g06370 -	no entry	null
	at_At5g41000 -	no entry	null


------------------
Rule 3707
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,667.0-1005.0),classification(_2,eurosids_ii) = 0
	->  class mips_67_04_01 "cation transporters"

	Evaluation on training data (4529 items):
	at_At1g17800	mips_02_11	"hypothetical protein"
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	at_At1g48940	mips_67_04_01	"similar to early nodulins gb|AAD23007.1"
			mips_67_04_01_01
	at_At1g72230	mips_67_04_01	"blue copper protein - like predicted GPI-anchored protein"
			mips_67_04_01_01
	at_At4g12880	mips_67_04_01	"blue copper-binding protein, 15K (lamin)"
			mips_67_04_01_01
	at_At3g20570	mips_67_04_01	"predicted GPI-anchored protein"
			mips_67_04_01_01
	at_At3g60270	mips_67_04_01	"stellacyanin (uclacyanin 3) - like predicted GPI-anchored protein"
			mips_67_04_01_01
	at_At5g20230	mips_02	"blue copper binding protein (bcb)"
			mips_02_11
			mips_11_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	at_At5g57920	mips_02_13	"phytocyanin/early nodulin-like protein"
			mips_02_13_01
			mips_67
			mips_67_04_01
			mips_67_04_01_01
			mips_98
	Training Accuracy: 8/8 (100.00%)
	Training Frequency class 'mips_67_04_01': 118/4529 (2.61%)

	Evaluation on validation data (2278 items):
	at_At1g64640	mips_67_04_01	"predicted GPI anchored protein"
			mips_67_04_01_01
	at_At3g27200	mips_04	"blue copper protein, putative"
			mips_40
			mips_40_10
			mips_67
			mips_67_04_01
			mips_67_04_01_01
			mips_98
	at_At4g31840	mips_67_04_01	"predicted GPI-anchored protein"
			mips_67_04_01_01
	Validation Accuracy: 3/3 (100.00%)
	Validation Frequency class 'mips_67_04_01': 37/2278 (1.62%)

	Evaluation on propertest data (3835 items):
	at_At1g22480	mips_02	"blue copper protein precursor-like predicted GPI-anchored protein"
			mips_02_11
			mips_11
			mips_11_01
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	at_At2g02850	mips_67_04_01	"putative basic blue protein (plantacyanin)"
			mips_67_04_01_01
	at_At2g25060	mips_67_04_01	"early nodulin-like predicted GPI-anchored protein"
			mips_67_04_01_01
	at_At3g01070	mips_02_13	"lamin - like predicted GPI-anchored protein"
			mips_02_13_01
			mips_67_04_01
			mips_67_04_01_01
	at_At5g15350	mips_02_11	"putative protein"
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	Propertest Accuracy: 5/5 (100.00%)
	Propertest Frequency class 'mips_67_04_01': 82/3835 (2.14%)

	New (unknown) data (2278 items):
	at_At4g28360 -	no entry	null


------------------
Rule 4476
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,gallus),db_ref(_2,prints) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,gammaproteobacteria),db_ref(_2,hamap) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanum),desc(_2,precursor) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),keyword(_2,transferase) = 0
	->  class mips_67_07_01 "phosphotransferase system"

	Evaluation on training data (4529 items):
	at_At1g61800	mips_01_05	"Similar to glucose-6-phosphate/phosphate-translocator"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_04
			mips_08_02
			mips_10
			mips_40_10
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At1g12500	mips_01_05_01_03_02	"hypothetical protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At4g31600	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At5g04160	mips_08_02	"phosphate/phosphoenolpyruvate translocator - like protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At5g33320	mips_01_05_01_03_02	"phosphate/phosphoenolpyruvate translocator precursor"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	Training Accuracy: 5/5 (100.00%)
	Training Frequency class 'mips_67_07_01': 9/4529 (0.20%)

	Evaluation on validation data (2278 items):
	at_At1g06470	mips_01_05_01_03	"integral membrane protein, putative"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At1g21870 -	mips_01_05_01_03_02	"glucose 6 phosphate/phosphate translocator, putative"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At3g14410	mips_01_05_01_03_02	"unknown protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At4g23010 -	mips_01_05_07	"putative protein"
			mips_40_22
			mips_67_07
	at_At5g19980	mips_08_02	"lipophosphoglycan biosynthetic protein - like"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g46110	mips_01_05_01_03_02	"phosphate/triose-phosphate translocator precursor (gb|AAC83815.1)"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	Validation Accuracy: 4/6 (66.67%)
	Validation Frequency class 'mips_67_07_01': 13/2278 (0.57%)

	Evaluation on propertest data (3835 items):
	at_At3g10290	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At4g32390	mips_01_05_01_03	"putative protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At5g25400	mips_04_05	"putative protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_08
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_03
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g54800	mips_01_05_01	"glucose-6-phosphate/phosphate translocator"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	Propertest Accuracy: 4/4 (100.00%)
	Propertest Frequency class 'mips_67_07_01': 13/3835 (0.34%)

	New (unknown) data (2278 items):
	at_At1g14360 -	mips_40_22	"putative UDP-galactose transporter MSS4"
			mips_67_07
	at_At1g57990 -	no entry	null
	at_At2g24220 -	no entry	null


------------------
Rule 4376
	eval(_1,_2,4.0e-3-0.1),classification(_2,arthropoda),db_ref(_2,prints) = 1
	eval(_1,_2,9.0e-25-8.0e-10),keyword(_2,transport),db_ref(_2,prosite) = 1
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),desc(_2,factor) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,phosphorylation),db_ref(_2,mgd) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),desc(_2,subunit) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),desc(_2,region) = 1
	->  class mips_67_50_03 "symporters"

	Evaluation on training data (4529 items):
	at_At1g24400	mips_01_01_07	"amino acid transporter-like protein 2 (AATL2)"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g58360	mips_01_01_07	"putative protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At1g61270	mips_01_01_07	"amino acid permease"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g71680	mips_01_01_07	"amino acid permease, putative"
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50_03
	at_At1g77380	mips_01_01	"amino acid permease AAP3"
			mips_01_01_07
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g80510	mips_01_01	"unknown protein"
			mips_01_01_07
			mips_08_99
			mips_13_03
			mips_13_03_01
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	at_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_At1g08230	mips_01_01_07	"hypothetical protein"
			mips_08_99
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	at_At2g38120	mips_01_01	"unknown protein"
			mips_01_01_07
			mips_20
			mips_20_20
			mips_20_20_18
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At2g39130	mips_01_01_07	"unknown protein"
			mips_67_10
			mips_67_12
			mips_67_50_03
	at_At2g39890	mips_01_01	"proline transporter 1"
			mips_01_01_07
			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_At3g28960	mips_01_01_07	"hypothetical protein"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At3g56200	mips_01_01_07	"putative protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	at_At5g01240	mips_01_01_07	"LAX1 / AUX1 -like permease"
			mips_20_20
			mips_20_20_18
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_99
	at_At5g15240	mips_01_01_07	"putative protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At5g38820	mips_01_01_07	"transporter -like protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At5g63850	mips_01	"amino acid transporter AAP4 (pir||S51169)"
			mips_01_01_07
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40
			mips_67
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At5g40780	mips_01_01_07	"amino acid permease"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	Training Accuracy: 18/18 (100.00%)
	Training Frequency class 'mips_67_50_03': 40/4529 (0.88%)

	Evaluation on validation data (2278 items):
	at_At1g44100	mips_01_01_07	"amino acid permease AAP5"
			mips_08_99
			mips_67
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	at_At1g67640	mips_01_01_07	"putative amino acid permease"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At2g21050	mips_01_01_07	"AUX1-like amino acid permease"
			mips_20_20
			mips_20_20_18
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_99
	at_At2g40420	mips_01_01_07	"unknown protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At3g11900	mips_01_01	"putative amino acid transporter protein"
			mips_01_01_07
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At5g41800	mips_01_01_07	"amino acid permease-like protein; proline transporter-like protein"
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_99
	at_At5g65990	mips_01_01	"amino acid transporter protein-like"
			mips_01_01_07
			mips_13_03
			mips_13_03_01
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	Validation Accuracy: 7/7 (100.00%)
	Validation Frequency class 'mips_67_50_03': 22/2278 (0.97%)

	Evaluation on propertest data (3835 items):
	at_At1g25530	mips_01_01_07	"hypothetical protein"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	at_At1g47670 -	mips_01_01_07	"putative protein"
			mips_67_10
			mips_67_12
	at_At1g77690 -	mips_01_01_07	"putative AUX1-like permease"
			mips_20_20
			mips_20_20_18
			mips_67_10
			mips_67_12
			mips_67_99
	at_At1g10010	mips_01_01	"putative amino acid permease"
			mips_01_01_07
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At3g13050 -	mips_01_05_04	"putative transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At3g54830 -	mips_01_01_07	"putative protein"
			mips_08_19
			mips_20_03
			mips_67_10
			mips_67_12
	at_At3g01760	mips_01_01_07	"putative amino acid permease"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At3g09330 -	mips_01_01	"hypothetical protein"
			mips_01_01_07
			mips_05
			mips_40_02
			mips_67
			mips_67_10
			mips_67_12
	at_At4g35180 -	mips_01_01_07	"amino acid permease - like protein"
			mips_67_10
			mips_67_12
	at_At4g38250	mips_01_01	"putative amino acid transport protein"
			mips_01_01_07
			mips_13_03
			mips_13_03_01
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	at_At5g09220	mips_01_01_07	"amino acid transport protein AAP2"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_At5g23810	mips_01_01_07	"amino acid transporter"
			mips_08_99
			mips_40_09
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	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
	Propertest Accuracy: 6/13 (46.15%)
	Propertest Frequency class 'mips_67_50_03': 29/3835 (0.76%)

	New (unknown) data (2278 items):
	at_At1g48640 -	mips_08_10	"At1g48640/F11I4_17"
			mips_30_19
			mips_40_19
	at_At5g48670 -	no entry	null
	at_At1g31640 -	no entry	null


------------------
Rule 4342
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,rhodobacterales) = 1
	eval(_1,_2,4.0e-3-0.1),db_ref(_2,flybase),desc(_2,subunit) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,methanothermobacter),db_ref(_2,interpro) = 1
	eval(_1,_2,2.0e-5-4.0e-3),mol_wt(_2,74022.0-112121.0),species(_2,bacillus_subtilis) = 0
	eval(_1,_2,2.0e-5-4.0e-3),mol_wt(_2,1574.0-38820.0),classification(_2,strongylocentrotus) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),classification(_2,streptomyces) = 1
	->  class mips_67_50_03 "symporters"

	Evaluation on training data (4529 items):
	at_At2g02860	mips_33	"Sucrose transporter (suc3)"
			mips_33_03
			mips_33_03_99
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_09
			mips_67_07
			mips_67_50
			mips_67_50_03
	at_At2g22730	mips_01_05_07	"hypothetical protein"
			mips_08_19
			mips_67_07
			mips_67_50
			mips_67_50_03
	at_At2g38060	mips_01	"putative Na+-dependent inorganic phosphate cotransporter"
			mips_01_04_07
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_67
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
			mips_67_50_03_03
			mips_98
	at_At3g47420	mips_01_04	"putative sugar transporter protein"
			mips_01_04_07
			mips_01_05
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_04
			mips_67_04_07
			mips_67_04_07_07
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At4g25220	mips_01_05_07	"putative protein"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At5g13750	mips_67_50_03	"transporter-like protein"
	at_At5g64500	mips_01_04	"unknown protein"
			mips_01_04_07
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_30
			mips_67_04
			mips_67_04_07
			mips_67_04_07_07
			mips_67_07
			mips_67_50
			mips_67_50_03
	at_At1g12940	mips_01_04_07	"nitrate transporter, putative"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	Training Accuracy: 8/8 (100.00%)
	Training Frequency class 'mips_67_50_03': 40/4529 (0.88%)

	Evaluation on validation data (2278 items):
	at_At1g54730 -	mips_01_05_04	"Unknown protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At2g29650	mips_01_04_07	"putative Na+-dependent inorganic phosphate cotransporter"
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_67_04
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	at_At3g51820 -	mips_01_06_07	"chlorophyll synthetase like protein"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_02_30
			mips_40_26
			mips_40_26_03
			mips_40_30
	at_At3g43790 -	mips_01	"transporter-like protein"
			mips_01_05
			mips_01_05_04
			mips_01_05_07
			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_04
			mips_67_07
			mips_67_21
	at_At3g46980	mips_01_04	"unknown protein"
			mips_01_04_07
			mips_67_04
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50
			mips_67_50_03
	at_At3g45060	mips_01_04_07	"high-affinity nitrate transporter - like protein"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	at_At4g36790	mips_01_04_07	"putative protein"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50
			mips_67_50_03
	Validation Accuracy: 4/7 (57.14%)
	Validation Frequency class 'mips_67_50_03': 22/2278 (0.97%)

	Evaluation on propertest data (3835 items):
	at_At3g05400 -	mips_01_05_04	"sugar transporter like protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_30_01
			mips_67_07
	at_At5g44370	mips_01_04_07	"Na+-dependent inorganic phosphate cotransporter-like protein"
			mips_01_05_07
			mips_67_04_07
			mips_67_04_07_07
			mips_67_04_07_99
			mips_67_50
			mips_67_50_03
	at_At5g60770	mips_67_04_07	"high-affinity nitrate transporter ACH1 - like protein"
			mips_67_50
			mips_67_50_03
	Propertest Accuracy: 2/3 (66.67%)
	Propertest Frequency class 'mips_67_50_03': 29/3835 (0.76%)

	New (unknown) data (2278 items):
	at_At1g27040 -	mips_67_10	"putative nitrate transporter (At1g27040)"
			mips_67_11
	at_At1g62200 -	mips_67_11	"unknown protein (At1g62200)"
	at_At1g64150 -	no entry	null
	at_At1g68570 -	mips_67_11	"peptide transporter, putative"
	at_At2g02020 -	mips_67_10	"putative peptide/amino acid transporter"
			mips_67_11
	at_At3g25260 -	mips_67_11	"nitrate transporter, putative"
	at_At3g25290 -	no entry	null
	at_At3g45650 -	mips_67_10	"putative protein"
			mips_67_11
	at_At3g45680 -	mips_67_11	"putative transporter protein"
	at_At3g49310 -	no entry	null
	at_At5g13400 -	mips_67_11	"peptide transporter - like protein"
	at_At5g14940 -	mips_67_11	"oligopeptide transporter -like protein"
	at_At5g19640 -	mips_67_11	"peptide transport protein-like"
	at_At5g54860 -	no entry	null
	at_At5g62680 -	mips_67_10	"peptide transporter"
			mips_67_11
	at_At1g59740 -	mips_67_11	"unknown protein"
	at_At1g22550 -	mips_67_11	"Similar to LeOPT1 [Lycopersicon esculentum"
	at_At1g22570 -	mips_67_11	"Similar to LeOPT1 [Lycopersicon esculentum"
	at_At2g28120 -	mips_08_16	"nodulin-like protein"
			mips_63_99
	at_At3g53960 -	mips_67_11	"transporter like protein"
	at_At3g54140 -	mips_67	"peptide transport - like protein"
			mips_67_11
	at_At4g05120 -	no entry	null
	at_At1g22540 -	mips_67_11	"Similar to peptide transporter"
	at_At1g69850 -	mips_67_11	"nitrate transporter (NTL1)"
	at_At1g72130 -	mips_67_11	"peptide transporter PTR2-B, putative"
	at_At2g02040 -	mips_67_10	"histidine transport protein (PTR2-B)"
			mips_67_11
	at_At2g16660 -	mips_08_16	"nodulin-like protein"
			mips_63_99
	at_At2g16980 -	no entry	null
	at_At2g16990 -	no entry	null
	at_At2g32040 -	no entry	null
	at_At3g16180 -	mips_67_11	"putative transport protein"
	at_At3g25280 -	mips_67_11	"nitrate transporter, putative"
	at_At3g45660 -	mips_67_11	"putative protein"
	at_At5g10820 -	no entry	null
	at_At5g01180 -	mips_67_11	"oligopeptide transporter - like protein"


------------------
Rule 3812
	eval(_1,_2,0.0-9.0e-25),keyword(_2,hypothetical_protein) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,metatheria) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,entamoebidae) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,actinobacteria) = 1
	eval(_1,_2,4.0e-3-0.1),keyword(_2,hydrolase),desc(_2,probable) = 0
	eval(_1,_2,4.0e-3-0.1),species(_2,haemophilus_influenzae),db_ref(_2,hamap) = 0
	eval(_1,_2,4.0e-3-0.1),mol_wt(_2,54204.0-74022.0),classification(_2,cyanobacteria) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,firmicutes),keyword(_2,dna_binding) = 0
	eval(_1,_2,9.0e-25-8.0e-10),mol_wt(_2,1574.0-38820.0),keyword(_2,atp_binding) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,homolog) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,type) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,rosidae),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,arabidopsis),species(_2,arabidopsis_thaliana__mouse_ear_cress_) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanales),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,rodentia),keyword(_2,polymorphism) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,drosophila),db_ref(_2,prodom) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,gammaproteobacteria),keyword(_2,signal) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),classification(_2,oncorhynchus) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),desc(_2,kinase) = 0
	->  class mips_01_01_10 "amino acid degradation (catabolism)"

	Evaluation on training data (4529 items):
	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_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_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_At1g55510	mips_01_01	"branched-chain alpha-keto acid decarboxylase E1 beta subunit"
			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
			mips_01_05_01
			mips_01_05_01_01
			mips_01_06
			mips_02_01
			mips_02_10
			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_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_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_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_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_At2g29280	mips_01_01_01_11	"pseudogene"
			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_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_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_At3g12790	mips_01_01_01	"unknown protein"
			mips_01_01_01_11
			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
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_40_16
	at_At3g13450	mips_01_01_10	"branched chain alpha-keto acid dehydrogenase E1 beta subunit"
			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_08
			mips_02_10
	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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_At5g17330	mips_01_01_10_01	"glutamate decarboxylase 1 (GAD 1) (sp|Q42521)"
			mips_01_01_10_01_04
			mips_01_06_04
	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_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_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_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
	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_At2g29160	mips_01_01_01_11	"pseudogene"
			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_10
			mips_14_10_02
			mips_40_19
	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
	Training Accuracy: 59/59 (100.00%)
	Training Frequency class 'mips_01_01_10': 166/4529 (3.67%)

	Evaluation on validation data (2278 items):
	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_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_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_At1g64970 -	mips_01_06	"unknown protein"
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_01_20_05
			mips_01_20_05_11
			mips_40_16
			mips_40_99
	at_At1g75200 -	mips_43	"unknown protein (At1g75200)"
			mips_43_03
			mips_43_03_99
			mips_47_03_03
			mips_47_03_03_02
	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_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_At2g45630 -	mips_01_04	"putative glycerate dehydrogenase"
			mips_01_20_05
			mips_03_03_03
			mips_04_05_01_04_03
			mips_06_10
			mips_13_03
			mips_13_03_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_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_47_03_01_01_01_01
			mips_47_03_02
			mips_67_15
	at_At2g24190 -	mips_01_20_05	"putative carbonyl reductase"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	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_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_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_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_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_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_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_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_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_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_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_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_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_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
	Validation Accuracy: 22/27 (81.48%)
	Validation Frequency class 'mips_01_01_10': 92/2278 (4.04%)

	Evaluation on propertest data (3835 items):
	at_At1g30120	mips_01_01_10_04	"unknown protein"
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_02_01
			mips_02_08
			mips_02_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_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_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_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_At1g76690 -	mips_01	"12-oxophytodienoate reductase (OPR2)"
			mips_02_99
			mips_14_04
			mips_40
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_67
			mips_67_15
	at_At1g77490 -	mips_40_26	"thylakoid-bound ascorbate peroxidase"
			mips_40_26_03
	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_At1g01800 -	mips_01_20_05	"putative short-chain dehydrogenase"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	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_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_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_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_At1g09400 -	mips_02	"putative 12-oxophytodienoate reductase OPR1"
			mips_02_11
			mips_02_99
			mips_14
			mips_14_04
			mips_25
			mips_40_03
			mips_63
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_67
			mips_67_15
	at_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_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_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_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_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_At2g34590	mips_01_01_10	"putative pyruvate dehydrogenase E1 beta subunit"
			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_08
			mips_02_10
	at_At3g03330	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
			mips_40_16
	at_At3g03910	mips_01_01_01	"putative glutamate dehydrogenase"
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_01_02_01
			mips_45_03_17
			mips_67_15
	at_At3g04000	mips_01_01_01_11	"short-chain type dehydrogenase/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_At3g05260	mips_01_01	"putative glucose and ribitol dehydrogenase homolog"
			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_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
	at_At3g06060	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_20_50
	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_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_At3g54640 -	mips_01_01	"tryptophan synthase alpha chain"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_13
	at_At3g61220 -	mips_01_20_05	"putative protein"
			mips_01_20_05_09
			mips_11_07_07
	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_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_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_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_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_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_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_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_At5g23670 -	mips_01_20_19	"serine palmitoyltransferase"
			mips_01_20_19_01
			mips_30_02
	at_At5g34930 -	mips_01_01	"arogenate dehydrogenase"
			mips_01_01_01
	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_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_At5g50850	mips_01_01_10	"pyruvate dehydrogenase E1 component beta subunit, mitochondrial precursor (PDHE1-B) (sp|Q38799)"
			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_08
			mips_02_10
	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_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
	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
	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
	at_At5g01410 -	mips_01_07	"pyridoxine biosynthesis protein - like"
			mips_01_07_01
			mips_03
			mips_03_99
			mips_11
			mips_11_01
	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_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_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_At5g61830 -	mips_01_20_05	"carbonyl reductase - like protein"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	Propertest Accuracy: 37/54 (68.52%)
	Propertest Frequency class 'mips_01_01_10': 138/3835 (3.60%)

	New (unknown) data (2278 items):
	at_At2g23520 -	no entry	null
	at_At3g10230 -	no entry	null
	at_At3g20790 -	no entry	null
	at_At5g04070 -	no entry	null
	at_At5g08300 -	mips_02_10	"succinyl-CoA-ligase alpha subunit"
	at_At5g67220 -	no entry	null
	at_At5g47970 -	no entry	null
	at_At5g51920 -	no entry	null
	at_At3g01980 -	no entry	null
	at_At5g28310 -	no entry	null


------------------
Rule 2582
	eval(_1,_2,4.0e-3-0.1),keyword(_2,zinc_finger) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,streptomyces),keyword(_2,complete_proteome) = 0
	eval(_1,_2,4.0e-3-0.1),mol_wt(_2,1574.0-38820.0),classification(_2,pseudomonadales) = 0
	eval(_1,_2,2.0e-5-4.0e-3),sq_len(_2,485.0-667.0),classification(_2,mycobacterium) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),db_ref(_2,prosite) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,treponema),keyword(_2,complete_proteome) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,rhodobacter),db_ref(_2,prints) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,bacillus),db_ref(_2,hamap) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,bacillus),keyword(_2,hypothetical_protein) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 1
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,alternative_splicing) = 0
	->  class mips_01_01_10 "amino acid degradation (catabolism)"

	Evaluation on training data (4529 items):
	at_At1g72810	mips_01_01_01_07	"hypothetical protein"
			mips_01_01_01_07_03
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	at_At1g75330	mips_01_01	"ornithine carbamoyltransferase precursor"
			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_03
			mips_01_02
			mips_01_03_04
			mips_01_03_04_03
			mips_40_03
			mips_40_16
			mips_63_19
	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_At2g26800	mips_01_01_01_15	"hydroxymethylglutaryl-CoA lyase like protein"
			mips_01_01_01_15_03
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_03
			mips_02_01
	at_At2g47510	mips_01_01_01_07	"putative fumarase"
			mips_01_01_01_07_01
			mips_01_01_01_15
			mips_01_01_10_03
			mips_01_01_10_03_01
			mips_01_02_01
			mips_01_02_04
			mips_01_03_01
			mips_01_03_01_03
			mips_02_10
	at_At3g10050	mips_01_01_01_11	"threonine dehydratase/deaminase (OMR1)"
			mips_01_01_01_11_01
			mips_01_01_01_15
			mips_01_01_01_15_02
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_20_25_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	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_At3g59760	mips_01_01_01_11	"cysteine synthase"
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	at_At3g61440	mips_01_01	"cysteine synthase (AtcysC1)"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_40_16
	at_At4g04610 -	mips_01_01_01_11	"5'-adenylylsulfate reductase"
			mips_01_01_01_11_03
			mips_01_02_01
	at_At4g11640	mips_01_01_01_11	"putative protein"
			mips_01_01_01_11_01
			mips_01_01_01_15
			mips_01_01_01_15_02
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_07
			mips_01_20_19
			mips_01_20_21
			mips_20_25_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g14880	mips_01_01_01_11	"cytosolic O-acetylserine(thiol)lyase (EC 4.2.99.8)"
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	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_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_At4g30530	mips_01_01_01	"unknown protein"
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_03
			mips_01_03_01
			mips_01_03_01_03
	at_At5g10920	mips_01_01	"argininosuccinate lyase (AtArgH)"
			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_03
			mips_01_02
			mips_01_03_01
			mips_01_03_01_03
			mips_01_05_01_01_01
	at_At5g28030	mips_01_01_01_11	"cysteine synthase - like"
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	at_At5g38200	mips_01_01_01_01	"unknown protein"
			mips_01_01_01_01_02
			mips_01_01_01_11_13
			mips_01_01_10_01
			mips_01_03_01
			mips_01_03_01_03
			mips_01_07
	at_At5g54810	mips_01_01_01_07	"tryptophan synthase beta chain 1 precursor (sp|P14671)"
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02_01
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	Training Accuracy: 18/19 (94.74%)
	Training Frequency class 'mips_01_01_10': 166/4529 (3.67%)

	Evaluation on validation data (2278 items):
	at_At1g55880	mips_01_01_01_07	"hypothetical protein"
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	at_At2g43750	mips_01_01_01_11	"cysteine synthase (cpACS1)"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20_17
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	at_At4g18440 -	mips_01	"adenylosuccinate lyase like protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_03
			mips_01_03
			mips_01_03_01
			mips_01_03_01_01
			mips_01_03_01_03
			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_10
			mips_40
			mips_40_03
	at_At5g28020	mips_01_01	"cysteine synthase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	at_At5g38530	mips_01_01_01	"tryptophan synthase beta chain"
			mips_01_01_01_07
			mips_01_01_01_07_03
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_20_17
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	Validation Accuracy: 4/5 (80.00%)
	Validation Frequency class 'mips_01_01_10': 92/2278 (4.04%)

	Evaluation on propertest data (3835 items):
	at_At1g66860	mips_01_01_01_01	"unknown protein"
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
	at_At2g23970 -	mips_01_02	"unknown protein"
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
	at_At3g03630	mips_01_01	"O-acetylserine (thiol) lyase"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20
			mips_01_20_17
			mips_01_20_19
			mips_01_20_21
			mips_40_16
			mips_63_21
			mips_63_21_17
	at_At3g20330 -	mips_01_01_01	"aspartate carbamoyltransferase precursor (aspartate transcarbamylase)"
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_03
			mips_01_03_04
			mips_01_03_04_03
	at_At3g22460	mips_01_01_01	"unknown protein"
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_20_17
			mips_01_20_19
			mips_01_20_21
			mips_40_16
			mips_63_21
			mips_63_21_17
	at_At3g04940	mips_01_01_01_07	"cysteine synthase (AtcysD1)"
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	at_At4g27070	mips_01_01_01_07	"tryptophan synthase beta-subunit (TSB2)"
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	at_At4g29840	mips_01_01_01	"threonine synthase"
			mips_01_01_01_07
			mips_01_01_01_07_03
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_01_10_03
			mips_01_01_10_05
	at_At4g33150 -	mips_01_01	"lysine-ketoglutarate reductase/saccharopine dehydrogenase (LKR/SDH)"
			mips_01_01_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_At4g30540 -	mips_01	"putative protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_03
			mips_01_02
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
			mips_01_07
			mips_01_07_01
			mips_40_03
			mips_40_10
			mips_40_16
			mips_63
			mips_63_19
	at_At4g30550 -	mips_01_02	"unknown protein"
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
	at_At5g23010 -	mips_01_01	"2-isopropylmalate synthase-like; homocitrate synthase-like"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_01_15_03
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_06_01
			mips_02_01
	at_At5g50950	mips_01_01_01_07	"fumarate hydratase"
			mips_01_01_01_07_01
			mips_01_01_01_15
			mips_01_01_10_03
			mips_01_01_10_03_01
			mips_01_02_01
			mips_01_02_04
			mips_02_10
	Propertest Accuracy: 8/14 (57.14%)
	Propertest Frequency class 'mips_01_01_10': 138/3835 (3.60%)

	New (unknown) data (2278 items):
	at_At1g48420 -	no entry	null
	at_At1g69410 -	no entry	null
	at_At1g25170 -	no entry	null


------------------
Rule 2592
	eval(_1,_2,4.0e-3-0.1),classification(_2,methanobacteria) = 0
	eval(_1,_2,4.0e-3-0.1),mol_wt(_2,1574.0-38820.0),classification(_2,pseudomonadales) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),db_ref(_2,prosite) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,treponema),keyword(_2,complete_proteome) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,bacillus),db_ref(_2,hamap) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,euryarchaeota),keyword(_2,hypothetical_protein) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,methanocaldococcus),db_ref(_2,tigrfams) = 1
	->  class mips_01_02_01 "nitrogen and sulfur utilization"

	Evaluation on training data (4529 items):
	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_At1g72810	mips_01_01_01_07	"hypothetical protein"
			mips_01_01_01_07_03
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20_19
			mips_01_20_21
			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_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_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_At3g59760	mips_01_01_01_11	"cysteine synthase"
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	at_At3g61440	mips_01_01	"cysteine synthase (AtcysC1)"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_40_16
	at_At4g04610	mips_01_01_01_11	"5'-adenylylsulfate reductase"
			mips_01_01_01_11_03
			mips_01_02_01
	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_At4g11640 -	mips_01_01_01_11	"putative protein"
			mips_01_01_01_11_01
			mips_01_01_01_15
			mips_01_01_01_15_02
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_07
			mips_01_20_19
			mips_01_20_21
			mips_20_25_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g14880	mips_01_01_01_11	"cytosolic O-acetylserine(thiol)lyase (EC 4.2.99.8)"
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	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_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_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_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_At5g28030	mips_01_01_01_11	"cysteine synthase - like"
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	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_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
	at_At5g54810	mips_01_01_01_07	"tryptophan synthase beta chain 1 precursor (sp|P14671)"
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02_01
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	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
	Training Accuracy: 20/21 (95.24%)
	Training Frequency class 'mips_01_02_01': 83/4529 (1.83%)

	Evaluation on validation data (2278 items):
	at_At1g55880	mips_01_01_01_07	"hypothetical protein"
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	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_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_At2g43750	mips_01_01_01_11	"cysteine synthase (cpACS1)"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20_17
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	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_At5g28020	mips_01_01	"cysteine synthase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	at_At5g38530 -	mips_01_01_01	"tryptophan synthase beta chain"
			mips_01_01_01_07
			mips_01_01_01_07_03
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_20_17
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	at_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
	at_At5g60540 -	mips_01_03_04	"imidazoleglycerol-phosphate synthase subunit H - like"
			mips_01_03_04_03
			mips_01_07_01
	Validation Accuracy: 6/9 (66.67%)
	Validation Frequency class 'mips_01_02_01': 51/2278 (2.24%)

	Evaluation on propertest data (3835 items):
	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_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_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_At3g03630	mips_01_01	"O-acetylserine (thiol) lyase"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20
			mips_01_20_17
			mips_01_20_19
			mips_01_20_21
			mips_40_16
			mips_63_21
			mips_63_21_17
	at_At3g04520 -	mips_01	"L-allo-threonine aldolase like protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_01_11_07
			mips_01_01_10
			mips_01_06
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_25
			mips_30
			mips_30_02
			mips_40_03
			mips_40_07
			mips_40_16
			mips_63
			mips_63_21
			mips_63_21_17
	at_At3g22460 -	mips_01_01_01	"unknown protein"
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_20_17
			mips_01_20_19
			mips_01_20_21
			mips_40_16
			mips_63_21
			mips_63_21_17
	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_At3g04940	mips_01_01_01_07	"cysteine synthase (AtcysD1)"
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	at_At4g27070	mips_01_01_01_07	"tryptophan synthase beta-subunit (TSB2)"
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	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_At4g29840 -	mips_01_01_01	"threonine synthase"
			mips_01_01_01_07
			mips_01_01_01_07_03
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_01_10_03
			mips_01_01_10_05
	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_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_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_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
	Propertest Accuracy: 14/17 (82.35%)
	Propertest Frequency class 'mips_01_02_01': 82/3835 (2.14%)

	New (unknown) data (2278 items):
	at_At1g23320 -	no entry	null
	at_At1g48420 -	no entry	null
	at_At4g34020 -	no entry	null
	at_At4g24670 -	no entry	null


------------------
Rule 2406
	eval(_1,_2,0.0-9.0e-25),species(_2,methanococcus_jannaschii) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,spirochaetes),db_ref(_2,hamap) = 0
	eval(_1,_2,2.0e-5-4.0e-3),species(_2,methanococcus_jannaschii),keyword(_2,hydrolase) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,mus),keyword(_2,receptor) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,pseudomonas),keyword(_2,signal) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,oxidoreductase),db_ref(_2,hssp) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,haemophilus_influenzae),db_ref(_2,tigrfams) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,schizosaccharomyces_pombe__fission_yeast_),db_ref(_2,prints) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,homo),keyword(_2,developmental_protein) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),db_ref(_2,pfam) = 1
	->  class mips_01_06_04 "breakdown of lipids, fatty acids and isoprenoids"

	Evaluation on training data (4529 items):
	at_At1g20490	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	at_At1g20500	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	at_At1g20560	mips_01_06_01_01	"unknown protein (At1g20560)"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g21530	mips_02	"amp-binding protein, putative"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_37
			mips_01_20_37_03
			mips_02_25
			mips_11
			mips_11_05
			mips_11_05_03
	at_At1g21540	mips_01_05_01_01_03	"amp-binding protein, putative"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g49430	mips_01_06_01_05	"putative acyl CoA synthetase (At1g49430)"
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27_99
	at_At1g51680	mips_01_06_01_01	"4-coumarate--coenzyme A ligase (At4CL1)"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g65880	mips_01_06_01	""
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_02_99
			mips_30_01
	at_At1g66120	mips_01_06_01_01	"hypothetical protein"
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
	at_At1g68270	mips_02	"putative amp-binding protein"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_25
	at_At1g06310	mips_01_06_04	"hypothetical protein"
			mips_30_19
			mips_40_19
	at_At1g73480	mips_01_06_04	"putative lysophospholipase (At1g73480)"
			mips_02_25
	at_At1g75960	mips_01_05_01_01_03	"AMP-binding protein, putative"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g76290	mips_01_05_01_01_03	"putative AMP-binding protein"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_40_19
	at_At1g77240	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	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_At3g16910	mips_01_06_01	"AMP-binding protein, putative"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_20_03
			mips_40_27
			mips_40_27_99
	at_At2g04350	mips_01	"putative acyl-CoA synthetase"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_03
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_20
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40
			mips_40_02
			mips_40_03
			mips_40_16
	at_At2g24320	mips_01_06_04	"hypothetical protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_43_03_09_01
	at_At2g35690	mips_02	"putative acyl-CoA oxidase"
			mips_01_06
			mips_01_06_04
			mips_40_19
			mips_67_15
	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_At3g06810	mips_01	"acetyl-coA dehydrogenase, putative"
			mips_01_01_10_04
			mips_02
			mips_01_05
			mips_01_06
			mips_01_06_04
			mips_02_11
			mips_02_25
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_16
			mips_67
			mips_67_15
	at_At3g23790	mips_01_06_01_01	"AMP-binding protein, putative"
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_05
			mips_01_20_05_11
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_01_20_37
			mips_01_20_37_03
			mips_02_25
	at_At3g45300	mips_01_01_01_15	"isovaleryl-CoA-dehydrogenase precursor (IVD)"
			mips_01_01_01_15_03
			mips_01_01_10_04
			mips_01_06_04
			mips_02_25
	at_At3g60510	mips_01_06_04	"enoyl-CoA-hydratase - like protein"
	at_At4g11030	mips_01_06_01_05	"putative acyl-CoA synthetase"
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At4g16210	mips_01_06_04	"enoyl-CoA hydratase like protein"
			mips_01_06_07
			mips_03_01_99
	at_At4g19010	mips_01_05_01_01_03	"4-coumarate-CoA ligase - like"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	at_At4g23850	mips_01_06_01	"acyl-CoA synthetase - like protein"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	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_At4g31020	mips_01_06	"putative protein"
			mips_01_06_04
			mips_11_01
			mips_13_11
	at_At4g31810	mips_01	"enoyl-CoA hydratase like protein"
			mips_01_06
			mips_01_06_01
			mips_01_06_04
			mips_14
			mips_14_04
			mips_25_05
			mips_40
			mips_40_16
			mips_98
	at_At5g25770	mips_01_06_04	"putative protein"
	at_At5g27600	mips_01_06_01	"long-chain-fatty-acid--CoA ligase-like protein"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
			mips_63_19_01
			mips_63_19_99
	at_At5g65110	mips_01_06_04	"acyl-CoA oxidase (gb|AAC13497.1)"
			mips_30_19
			mips_40_19
	at_At5g65940	mips_01_06_04	"3-hydroxyisobutyryl-coenzyme A hydrolase"
	at_At5g16340	mips_01_05_01_01	"AMP-binding protein"
			mips_01_05_01_01_03
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	Training Accuracy: 36/37 (97.30%)
	Training Frequency class 'mips_01_06_04': 119/4529 (2.63%)

	Evaluation on validation data (2278 items):
	at_At1g02200 -	mips_01_06_01_07	"CER1 protein"
			mips_01_06_01_07_11
	at_At1g52760	mips_01_06_04	"lipase like protein"
			mips_02_25
	at_At1g65060	mips_01_05_01_01_03	"4-coumarate:CoA ligase 3 (4CL3)"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	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_At1g06290	mips_01	"acyl-CoA oxidase, putative, 3' partial"
			mips_01_06
			mips_01_06_04
			mips_30
			mips_30_19
			mips_40
			mips_40_19
	at_At1g20480	mips_01_05	"hypothetical protein"
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At2g30660	mips_01_06_04	"3-hydroxyisobutyryl-coenzyme A hydrolase"
	at_At2g24820 -	mips_01_02	"putative Rieske iron-sulfur protein"
			mips_01_02_01
			mips_01_20_17_03
			mips_02_13
			mips_02_13_01
	at_At3g24360	mips_01	"3-hydroxyisobutyryl-coenzyme A hydrolase, putative"
			mips_01_05
			mips_01_06
			mips_01_06_01
			mips_01_06_04
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_16
			mips_98
	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_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_At5g38220 -	mips_14_04_03	"putative protein"
			mips_14_04_03_01
	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
	at_At5g63380	mips_01_05_01_01_03	"4-coumarate-CoA ligase-like protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	Validation Accuracy: 9/15 (60.00%)
	Validation Frequency class 'mips_01_06_04': 45/2278 (1.98%)

	Evaluation on propertest data (3835 items):
	at_At1g20510	mips_01_05_01_01_03	"putative 4-coumarate:CoA ligase"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g30520	mips_01_05_01_01_03	"unknown protein (At1g30520)"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	at_At1g52750 -	mips_01_05_01_01_09	"unknown protein"
			mips_01_05_01_01_11
			mips_01_05_01_03_09
	at_At1g65890	mips_01_06_01_01	"putative protein"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
	at_At1g06550	mips_01_06_01	"3-hydroxyisobutyryl-coenzyme A hydrolase, putative"
			mips_01_06_04
	at_At1g77590	mips_01_06_01	"putative acyl-CoA synthetase"
			mips_01_06_01_01
			mips_01_06_01_03
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_25_05_25
	at_At1g11090	mips_01_06_04	"lysophospholipase isolog"
			mips_02_25
	at_At1g62940	mips_01_06_01_01	"4-coumarate:coenzyme A ligase, putative"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g64400	mips_01_06_01	"putative acyl-CoA synthetase"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	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_At2g17650	mips_01_06_01_01	"putative acyl-CoA synthetase"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_05
			mips_01_20_05_11
			mips_01_20_35_01
			mips_02_25
	at_At2g30650	mips_01_06	"3-hydroxyisobutyryl-coenzyme A hydrolase"
			mips_01_06_01
			mips_01_06_04
	at_At2g47240	mips_01_06_01_05	"putative acyl-CoA synthetase"
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At3g05970	mips_01_06	"AMP-binding protein"
			mips_01_06_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_01_06_99
			mips_20
			mips_20_03
			mips_40_02
			mips_40_16
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At3g16170	mips_01_05_01_01	"long-chain acyl-CoA like synthetase"
			mips_01_05_01_01_03
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_36
			mips_01_20_37
			mips_01_20_37_99
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_05_99
			mips_40_19
	at_At3g21230	mips_02	"putative 4-coumarate:CoA ligase 2"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g21240	mips_01_05_01_01_03	"putative 4-coumarate:CoA ligase 2"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g44880 -	mips_01_20_17_03	"lethal leaf-spot 1 homolog Lls1"
	at_At3g51840	mips_01	"Short-chain acyl CoA oxidase"
			mips_01_01_10
			mips_01_01_10_04
			mips_02
			mips_01_05
			mips_01_06
			mips_01_06_04
			mips_02_11
			mips_02_25
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_16
			mips_40_19
			mips_67
			mips_67_15
	at_At3g01690 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_01
	at_At3g48990	mips_01_05_01_01	"4-coumarate-CoA ligase -like protein"
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At4g13360	mips_01_06_01	"3-hydroxyisobutyryl-coenzyme A hydrolase - like protein"
			mips_01_06_04
	at_At4g14070	mips_01_06_01	"A6 anther-specific protein (Z97335.16)"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At4g16800	mips_01_03	"enoyl-CoA hydratase"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_06_04
	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_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_At5g16370	mips_01_05_01_01_03	"AMP-binding protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	at_At5g23050	mips_01_05_01_01_03	"acetyl-CoA synthetase-like protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_99
			mips_30_01
			mips_40_19
	at_At5g36880 -	mips_01_05_01_01_03	"acetyl-CoA synthetase"
			mips_01_06_01
			mips_01_06_01_05
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_99
			mips_40_19
	at_At5g38120	mips_01_05_01_01_03	"4-coumarate--CoA ligase -like protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	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"
	Propertest Accuracy: 26/32 (81.25%)
	Propertest Frequency class 'mips_01_06_04': 87/3835 (2.27%)

	New (unknown) data (2278 items):
	at_At1g23330 -	no entry	null
	at_At1g23880 -	no entry	null
	at_At1g06300 -	mips_40_19	"hypothetical protein, 5' partial"
			mips_67_15
	at_At2g43940 -	no entry	null
	at_At4g05160 -	no entry	null
	at_At4g14890 -	no entry	null
	at_At4g28770 -	no entry	null
	at_At1g60950 -	mips_67	"ferrodoxin precursor"
			mips_67_15
	at_At1g21440 -	mips_02_01	"hypothetical protein"
			mips_02_22
	at_At1g80280 -	mips_11_07	"unknown protein"
			mips_30_01
	at_At1g10740 -	no entry	null
	at_At1g10960 -	no entry	null
	at_At1g02020 -	no entry	null
	at_At2g27510 -	mips_67_15	"putative ferredoxin"
	at_At3g05390 -	no entry	null
	at_At3g14860 -	no entry	null
	at_At5g10000 -	mips_67_15	"putative protein"


------------------
Rule 3104
	eval(_1,_2,9.0e-25-8.0e-10),species(_2,mycoplasma_genitalium) = 0
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,sgd) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,zinc_finger),db_ref(_2,prints) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),keyword(_2,transferase) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,glycine) = 0
	->  class mips_01_20_17 "biosynthesis of secondary products derived from primary amino acids"

	Evaluation on training data (4529 items):
	at_At1g22360	mips_01_20_17_07	"putative protein"
	at_At1g22380	mips_01_05	"hypothetical protein, 5' partial"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At1g22390	mips_01	"hypothetical protein, 3' partial"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_99
	at_At1g22400	mips_01_20_17	"Putative UDP-glucose glucosyltransferase"
			mips_01_20_17_07
	at_At1g30530	mips_01_20_17	"putative UDP-gulcoronosyl and UDP-glucosyl transferase family protein"
			mips_01_20_17_07
	at_At1g50580	mips_01	"rhamnosyltransferase, putative"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_99
	at_At1g64910	mips_01_20_17_07	"hypothetical protein"
	at_At1g01420	mips_01_20_17	"flavonol 3-o-glucosyltransferase, putative"
			mips_01_20_17_07
			mips_01_20_35_01
	at_At2g31750	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g31790	mips_01_20_17_07	"putative glucosyltransferase"
	at_At3g16520	mips_01_20_17	"glucosyltransferase like protein"
			mips_01_20_17_07
	at_At3g46660	mips_01_20_17_07	"glucosyltransferase-like protein"
	at_At3g46700	mips_01_20_17	"glucuronosyl transferase-like protein"
			mips_01_20_17_07
	at_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_At2g36770	mips_01_20_17_07	"putative glucosyl transferase"
	at_At2g43840	mips_01_20_17_07	"putative glucosyltransferase"
	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_At3g29630	mips_01_20_17	"flavonol 3-O-Glucosyltransferase, putative"
			mips_01_20_17_07
	at_At4g14100	mips_01_20_17_07	"glucosyltransferase like protein"
	at_At4g15270	mips_01_20_17_07	"UTP-glucose glucosyltransferase like protein"
	at_At4g15280	mips_01_20_17	"UTP-glucose glucosyltransferase"
			mips_01_20_17_07
	at_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_At5g12890	mips_01_05_01_03	"glucosyltransferase -like protein"
			mips_01_20_17
			mips_01_20_17_07
	at_At5g38040	mips_01_20_17	"glucosyltransferase-like protein"
			mips_01_20_17_07
	at_At5g54010	mips_01	"flavonol 3-O-glucosyltransferase-like protein"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At5g65550	mips_01_20_17_07	"anthocyanidin-3-glucoside rhamnosyltransferase"
	at_At5g66690	mips_01_05	"UTP-glucose glucosyltransferase"
			mips_01_20_17
			mips_01_20_17_07
	at_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_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_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
	Training Accuracy: 43/43 (100.00%)
	Training Frequency class 'mips_01_20_17': 221/4529 (4.88%)

	Evaluation on validation data (2278 items):
	at_At1g01390	mips_01_20_17_07	"flavonol 3-o-glucosyltransferase, putative"
			mips_01_20_35
			mips_01_20_35_01
	at_At1g64920	mips_01_20_17_07	"hypothetical protein"
	at_At1g05530	mips_01_20_17_07	"hypothetical protein"
	at_At1g73880	mips_01_06	"putative glucosyltransferase"
			mips_01_06_04
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At1g07250	mips_01_20_17_07	"putative 3-o-glucosyltransferase"
	at_At1g07260	mips_01_20_17	"hypothetical protein"
			mips_01_20_17_07
	at_At1g22340	mips_01_20_17_07	"hypothetical protein"
	at_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_At3g53150	mips_01_20_17_07	"glucosyltransferase - like protein"
	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_At3g11340	mips_01_20	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
	at_At4g15260	mips_01_20_17_07	"glucosyltransferase"
	at_At5g05880	mips_01_20_17	"glucuronosyl transferase-like protein"
			mips_01_20_17_07
			mips_11_07
	at_At5g14860 -	mips_01_05_01_03	"glucosyltransferase -like protein"
			mips_01_05_01_03_04
	at_At5g17030	mips_01_20_17_07	"UDP glucose:flavonoid 3-o-glucosyltransferase -like protein"
	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: 26/27 (96.30%)
	Validation Frequency class 'mips_01_20_17': 93/2278 (4.08%)

	Evaluation on propertest data (3835 items):
	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_At1g06000	mips_01_05	"unknown protein"
			mips_01_05_01
			mips_01_20
			mips_01_20_17
			mips_01_20_17_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_At1g07240	mips_01_20_17_07	"unknown protein"
	at_At1g51210	mips_01_05_01_01_01	"putative glucosyl transferase"
			mips_01_20_17_07
	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_At1g10400	mips_01_20_17	"puative glucosyl transferase"
			mips_01_20_17_07
	at_At2g11820 -	mips_01_05	"MGDG synthase type C (mgdC)"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_05_01_03_04
			mips_01_06_01_03
			mips_01_06_99
			mips_30_34
			mips_30_34_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_At2g36970	mips_01_20_17_07	"putative glucosyltransferase"
	at_At2g36790	mips_01_20_17_07	"putative glucosyl transferase"
	at_At3g21800	mips_01_05_01	"putative UDP-glucose glucosyltransferase"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	at_At3g46690	mips_01_20_17_07	"glucuronosyl transferase-like protein"
	at_At3g46720	mips_01	"glucuronosyl transferase-like protein"
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_11
			mips_11_07
	at_At3g53160	mips_01_20_17_07	"glucosyltransferase - like protein"
	at_At3g02100	mips_01_20_17_07	"putative UDP-glucosyl transferase"
	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_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_At4g21220 -	mips_01_05_01_03	"putative protein"
			mips_01_05_01_03_04
			mips_01_06_01
			mips_01_06_01_03
			mips_01_07
			mips_01_07_01
			mips_30_01
			mips_30_34
			mips_30_34_07
	at_At4g27560	mips_01_20_17_07	"UDP rhamnose-anthocyanidin-3-glucoside rhamnosyltransferase - like protein"
	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_At4g01070	mips_01_20_17_07	"putative flavonol glucosyltransferase"
			mips_01_20_35
			mips_01_20_35_01
	at_At5g17040	mips_01_20_17	"UDP glucose:flavonoid 3-o-glucosyltransferase -like protein"
			mips_01_20_17_07
	at_At5g26310	mips_01_20_17_07	"UTP-glucose glucosyltransferase - like protein"
	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_At5g59580	mips_01_20	"glucuronosyl transferase - like protein"
			mips_01_20_17
			mips_01_20_17_07
	at_At5g59590	mips_01_20_17	"glucuronosyl transferase - like protein"
			mips_01_20_17_07
			mips_11_07
	at_At5g05900	mips_01_05	"glucuronosyl transferase-like protein"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
	Propertest Accuracy: 40/43 (93.02%)
	Propertest Frequency class 'mips_01_20_17': 197/3835 (5.14%)

	New (unknown) data (2278 items):
	at_At3g21760 -	no entry	null
	at_At3g21790 -	no entry	null
	at_At5g24750 -	no entry	null
	at_At1g43620 -	no entry	null
	at_At2g40840 -	no entry	null
	at_At3g50740 -	no entry	null
	at_At2g36800 -	no entry	null
	at_At5g64860 -	no entry	null


------------------
Rule 3938
	eval(_1,_2,4.0e-3-0.1),desc(_2,chain) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,stramenopiles),db_ref(_2,pfam) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,inner_membrane),db_ref(_2,sgd) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,amphibia),db_ref(_2,prodom) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,gammaproteobacteria),keyword(_2,signal) = 1
	->  class mips_01_20_17 "biosynthesis of secondary products derived from primary amino acids"

	Evaluation on training data (4529 items):
	at_At1g18140	mips_01_20	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At1g21850	mips_01_20_17_01	"pectinesterase, putative"
			mips_11_07_03
	at_At1g31680	mips_01_20_17	"putative protein"
			mips_01_20_17_03
	at_At1g62810	mips_01_01_10	"amine oxidase, putative"
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_40_19
			mips_47
			mips_47_03
			mips_47_03_02
			mips_63_13
			mips_63_13_99
			mips_63_17_09
			mips_67_15
	at_At1g71040	mips_01_20	"putative spore coat protein"
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_01
			mips_01_20_99
			mips_08
			mips_08_19
			mips_11_05
			mips_11_05_01
			mips_11_05_01_03
			mips_11_05_01_99
			mips_11_07
			mips_11_07_03
			mips_11_07_07
			mips_11_07_99
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_02
			mips_40_34
			mips_40_34_09
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	at_At1g75790	mips_01_20_17	"polymer protein, putative"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At4g12290	mips_01_01	"copper amine oxidase -like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_40_19
			mips_47
			mips_47_03
			mips_47_03_02
			mips_63_13
			mips_63_13_99
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At4g12420	mips_01_20	"pollen-specific protein - like predicted GPI-anchored protein"
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
			mips_30_01
	at_At2g30210	mips_01_20_17_01	"putative laccase"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At2g38080	mips_01_20_17_01	"putative diphenol oxidase"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At2g42490	mips_01_02	"putative copper amine oxidase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_17_03
			mips_01_20_50
			mips_13_07
			mips_48
			mips_63_21
			mips_63_21_99
	at_At3g13390	mips_01_20_17_01	"L-ascorbate oxidase precursor, putative"
			mips_11_07_03
	at_At3g13400	mips_01_20	"pollen specific protein, putative"
			mips_01_20_17
			mips_01_20_17_01
			mips_11_07
			mips_11_07_03
			mips_11_07_99
			mips_30_01
	at_At3g43670	mips_01_01	"amine oxidase -like protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_40_19
			mips_47
			mips_47_03
			mips_47_03_02
			mips_63_13
			mips_63_13_99
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At3g43820	mips_01_20_17	"putative protein"
			mips_01_20_17_03
	at_At4g14940	mips_01_01_10	"amine oxidase like protein"
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_17_03
			mips_01_20_50
			mips_20_25_01
			mips_20_25_01_01
			mips_40_19
			mips_47_03_02
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_99
	at_At4g25240	mips_01_05	"Pollen-specific protein precursor like"
			mips_01_20_17
			mips_01_20_17_01
			mips_11_07_03
			mips_11_07_99
			mips_30
	at_At4g37160	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_30_01
	at_At4g39830	mips_01_07	"putative L-ascorbate oxidase"
			mips_01_07_04
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g01050	mips_01_20_17	"laccase -like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g48100	mips_01_20_17_01	"laccase (diphenol oxidase)"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g51480	mips_01_20_17_01	"predicted GPI-anchored protein"
			mips_11_07_03
			mips_11_07_99
	at_At5g58910	mips_01_20_17_01	"laccase precursor - like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g05390	mips_01_20_17	"laccase (diphenol oxidase)"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At5g07130	mips_01_20_17	"laccase-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At2g29130	mips_01_20_17_01	"putative laccase (diphenol oxidase)"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	Training Accuracy: 26/26 (100.00%)
	Training Frequency class 'mips_01_20_17': 221/4529 (4.88%)

	Evaluation on validation data (2278 items):
	at_At1g31710	mips_01_01	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_11_01
			mips_13_07
			mips_13_11
			mips_40_02
			mips_40_19
			mips_48
			mips_63_13
			mips_63_13_99
			mips_63_17
			mips_63_17_09
			mips_67_15
	at_At1g55570	mips_01_20_17_01	"overlap with bases 100,099-109,160 of 'IGF' clone F20N2, gb|AC002328. This region is annotated in the F20N2 entry, gb|AC002328"
			mips_11_07_03
	at_At1g21860	mips_01_20_17_01	"pectinesterase, putative"
			mips_01_20_99
			mips_11_07_03
	at_At1g76160	mips_01_20_17	"putative protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
	at_At2g13440 -	mips_03_03_03	"similar to glucose inhibited division protein A from prokaryotes"
	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_At4g12280	mips_01_02	"copper amine oxidase like protein (fragment2)"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_17_03
			mips_01_20_50
			mips_13_07
			mips_48
			mips_63_21
			mips_63_21_99
	at_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_At4g38420	mips_01_20_17_01	"pectinesterase like protein"
			mips_11_07_03
	Validation Accuracy: 6/9 (66.67%)
	Validation Frequency class 'mips_01_20_17': 93/2278 (4.08%)

	Evaluation on propertest data (3835 items):
	at_At1g23010	mips_01_20_17_01	"unknown protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_01
			mips_08_19
			mips_11_05_01_03
			mips_11_05_01_99
			mips_11_07_03
			mips_11_07_07
			mips_11_07_99
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_34
			mips_40_34_09
			mips_67_04_01
			mips_67_04_01_01
	at_At1g31670	mips_01_02_01	"putative protein"
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_17_03
			mips_01_20_50
			mips_13_07
			mips_48
			mips_63_21
			mips_63_21_99
	at_At1g31690	mips_01_01	"putative protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_11
			mips_11_01
			mips_13
			mips_13_07
			mips_13_11
			mips_40_02
			mips_40_19
			mips_48
			mips_63_13
			mips_63_13_99
			mips_63_17
			mips_63_17_09
			mips_67
			mips_67_15
	at_At1g31700	mips_01_20_17_03	"putative protein"
	at_At1g41830	mips_01_20_17_01	"pectinesterase, putative"
			mips_01_20_99
			mips_11_07_03
	at_At1g55560	mips_01_20_17_01	""
			mips_11_07_03
			mips_11_07_99
	at_At2g23630	mips_01_20_17_01	"putative pectinesterase"
			mips_11_07_03
			mips_11_07_99
	at_At2g40370	mips_01_20_17_01	"putative laccase (diphenol oxidase)"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At2g46570	mips_01_20_17_01	"diphenol oxidase like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At3g09220	mips_01_20_17	"putative laccase"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	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_At4g12270	mips_01_02	"copper amine oxidase like protein (fragment1)"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_50
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_47
			mips_47_03
			mips_47_03_02
			mips_63_17
			mips_63_17_09
			mips_63_21
			mips_63_21_99
			mips_67_15
	at_At4g22010	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_11_07_03
			mips_11_07_99
	at_At4g28090	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_11_07_03
	at_At5g09360	mips_01_20_17	"laccase-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_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_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
	at_At5g60020	mips_01_20_17_01	"laccase - like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g66920	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_11_07
			mips_11_07_03
			mips_30_01
	at_At5g01040	mips_01	"laccase -like protein"
			mips_01_07
			mips_01_07_04
			mips_01_20
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11
			mips_11_07
			mips_11_07_03
			mips_11_07_99
			mips_99
	at_At5g01190	mips_01_20_17_01	"laccase - like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g03260	mips_01_20_17	"laccase (diphenol oxidase)-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At5g21100	mips_01_07_04	"ascorbate oxidase-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g48450	mips_01_20_17	"putative protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
	Propertest Accuracy: 21/24 (87.50%)
	Propertest Frequency class 'mips_01_20_17': 197/3835 (5.14%)

	New (unknown) data (2278 items):
	at_At5g11770 -	mips_67_15	"NADH dehydrogenase (ubiquinone)"
	at_At1g19690 -	no entry	null


------------------
Rule 4163
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,homolog) = 1
	->  class mips_01_20_17 "biosynthesis of secondary products derived from primary amino acids"

	Evaluation on training data (4529 items):
	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_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_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_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_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_At1g06620	mips_01_01_99	"oxidoreductase, putative"
			mips_01_20_17_07
			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_At2g34550	mips_01_20_17_07	"putative gibberellin 2-oxidase"
			mips_20_20
			mips_20_20_18
	at_At2g44800	mips_01_01_99	"putative flavonol synthase"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_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_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_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_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_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_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
	at_At1g15540	mips_01_01_99	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_07
	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
	Training Accuracy: 42/43 (97.67%)
	Training Frequency class 'mips_01_20_17': 221/4529 (4.88%)

	Evaluation on validation data (2278 items):
	at_At1g02400	mips_01_01_99	"hypothetical protein"
			mips_01_20_17_07
			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_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_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_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_At5g03030 -	mips_06_01	"DNAJ protein - like"
			mips_08_99
			mips_11_01_05
			mips_40_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: 13/14 (92.86%)
	Validation Frequency class 'mips_01_20_17': 93/2278 (4.08%)

	Evaluation on propertest data (3835 items):
	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_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_At1g35190	mips_01_20_17	"hyoscyamine 6-dioxygenase hydroxylase, putative"
			mips_01_20_17_07
			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_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_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_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_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_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_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_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_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_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_At3g51240	mips_01_20_17	"flavanone 3-hydroxylase (FH3)"
			mips_01_20_17_07
	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_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_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_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_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_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_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_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_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
	Propertest Accuracy: 39/39 (100.00%)
	Propertest Frequency class 'mips_01_20_17': 197/3835 (5.14%)

	New (unknown) data (2278 items):
	at_At1g55010 -	no entry	null
	at_At1g61070 -	no entry	null
	at_At1g79760 -	no entry	null
	at_At2g02100 -	no entry	null
	at_At2g02120 -	no entry	null
	at_At5g44420 -	no entry	null
	at_At5g44430 -	no entry	null
	at_At5g48020 -	no entry	null
	at_At1g60880 -	no entry	null
	at_At2g26010 -	no entry	null
	at_At2g26020 -	no entry	null
	at_At2g02130 -	no entry	null
	at_At2g02140 -	no entry	null
	at_At2g23240 -	no entry	null
	at_At2g38500 -	no entry	null
	at_At5g06310 -	no entry	null
	at_At5g63660 -	no entry	null


------------------
Rule 3775
	eval(_1,_2,4.0e-3-0.1),keyword(_2,electron_transport) = 0
	eval(_1,_2,9.0e-25-8.0e-10),db_ref(_2,pir) = 1
	eval(_1,_2,9.0e-25-8.0e-10),mol_wt(_2,38820.0-54204.0),sq_len(_2,349.0-485.0) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,type) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,rosidae),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,gammaproteobacteria),keyword(_2,signal) = 0
	->  class mips_01_20_17 "biosynthesis of secondary products derived from primary amino acids"

	Evaluation on training data (4529 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_At1g30770	mips_01_20_17_09	"putative reticuline oxidase-like protein, 5' partial"
	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_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_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"
	Training Accuracy: 16/16 (100.00%)
	Training Frequency class 'mips_01_20_17': 221/4529 (4.88%)

	Evaluation on validation data (2278 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_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_At3g63140 -	mips_40_26	"mRNA binding protein precursor - like"
			mips_40_26_03
	at_At3g07480 -	mips_01_06_01	"Unknown protein (F21O3.19)"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07_07
			mips_01_07_99
			mips_02_11_05
			mips_02_99
			mips_63_17_09
			mips_67_15
	at_At4g20820	mips_01_20_17_09	"reticuline oxidase - like protein"
			mips_02_16
	at_At4g29890	mips_01_20_17_03	"choline monooxygenase - like protein"
	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: 4/8 (50.00%)
	Validation Frequency class 'mips_01_20_17': 93/2278 (4.08%)

	Evaluation on propertest data (3835 items):
	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_At1g11770	mips_01_20_17_09	"putative reticuline oxidase"
			mips_01_20_99
			mips_20_20
			mips_20_20_18
	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: 13/15 (86.67%)
	Propertest Frequency class 'mips_01_20_17': 197/3835 (5.14%)

	New (unknown) data (2278 items):
	at_At1g69520 -	no entry	null
	at_At5g08410 -	no entry	null
	at_At1g34570 -	no entry	null


------------------
Rule 4161
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,genew) = 0
	eval(_1,_2,4.0e-3-0.1),sq_len(_2,1005.0-6487.0),classification(_2,homo) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,homolog) = 1
	->  class mips_01_01_99 "other amino acid metabolism activities"

	Evaluation on training data (4529 items):
	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_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_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_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_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_At1g06620	mips_01_01_99	"oxidoreductase, putative"
			mips_01_20_17_07
			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_At2g34550 -	mips_01_20_17_07	"putative gibberellin 2-oxidase"
			mips_20_20
			mips_20_20_18
	at_At2g44800	mips_01_01_99	"putative flavonol synthase"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_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_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_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_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_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_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
	at_At1g15540	mips_01_01_99	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_07
	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
	Training Accuracy: 21/40 (52.50%)
	Training Frequency class 'mips_01_01_99': 39/4529 (0.86%)

	Evaluation on validation data (2278 items):
	at_At1g02400	mips_01_01_99	"hypothetical protein"
			mips_01_20_17_07
			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_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_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_At4g21690 -	mips_01_20_13	"gibberellin 3 beta-hydroxylase - like protein"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	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: 4/12 (33.33%)
	Validation Frequency class 'mips_01_01_99': 15/2278 (0.66%)

	Evaluation on propertest data (3835 items):
	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_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_At1g35190 -	mips_01_20_17	"hyoscyamine 6-dioxygenase hydroxylase, putative"
			mips_01_20_17_07
			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_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_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_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_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_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_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_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_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_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_At3g51240 -	mips_01_20_17	"flavanone 3-hydroxylase (FH3)"
			mips_01_20_17_07
	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_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_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_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_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_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_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_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_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
	Propertest Accuracy: 22/39 (56.41%)
	Propertest Frequency class 'mips_01_01_99': 51/3835 (1.33%)

	New (unknown) data (2278 items):
	at_At1g55010 -	no entry	null
	at_At1g61070 -	no entry	null
	at_At1g79760 -	no entry	null
	at_At2g02100 -	no entry	null
	at_At5g44420 -	no entry	null
	at_At5g44430 -	no entry	null
	at_At5g48020 -	no entry	null
	at_At2g26010 -	no entry	null
	at_At2g02130 -	no entry	null
	at_At2g38500 -	no entry	null
	at_At5g06310 -	no entry	null


------------------
Rule 2752
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,proteobacteria),db_ref(_2,tigr) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,streptomyces),keyword(_2,phosphorylation) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,haemophilus_influenzae),keyword(_2,hypothetical_protein) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),desc(_2,precursor) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,euryarchaeota),db_ref(_2,pir) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 0
	->  class mips_02_13_03 "aerobic respiration"

	Evaluation on training data (4529 items):
	at_At1g15820	mips_02_11_05	"putative protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At1g29910	mips_02	"chlorophyll a/b-binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At1g29930	mips_02_11	"putative protein"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At1g61520	mips_02_11_05	"PSI type III chlorophyll a/b-binding protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At2g34420	mips_02	"photosystem II type I chlorophyll a/b binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At2g34430	mips_02_11	"putative photosystem II type I chlorophyll a/b binding protein."
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At3g08940	mips_02	"putative chlorophyll a/b-binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At3g27690	mips_02	"putative chlorophyll A-B binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40
			mips_40_26
			mips_40_26_03
			mips_67
			mips_67_15
	at_At3g61470	mips_02	"Lhca2 protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67
			mips_67_15
	at_At4g10340	mips_02_11_05	"chlorophyll a/b-binding protein - like"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At5g01530	mips_02	"chlorophyll a/b-binding protein CP29"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At5g17760	mips_02_11_05	"BCS1 - like protein"
			mips_02_13
			mips_02_13_03
			mips_04_09
			mips_30_07
			mips_30_08
	Training Accuracy: 12/12 (100.00%)
	Training Frequency class 'mips_02_13_03': 51/4529 (1.13%)

	Evaluation on validation data (2278 items):
	at_At1g29920	mips_02_11	"chlorophyll a/b-binding protein"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_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_At3g47470	mips_02_11	"light-harvesting chlorophyll a/b-binding protein (Cab4)"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At5g54270	mips_02_11	"Lhcb3 chlorophyll a/b binding protein (gb|AAD28773.1)"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	Validation Accuracy: 3/4 (75.00%)
	Validation Frequency class 'mips_02_13_03': 19/2278 (0.83%)

	Evaluation on propertest data (3835 items):
	at_At1g63700 -	mips_14_10	"putative protein kinase"
			mips_14_10_02
	at_At1g76570	mips_02_11_05	"putative chlorophyll A-B binding protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At2g05070	mips_02_11_05	"putative chlorophyll a/b binding protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At2g05100	mips_02_11_05	"putative chlorophyll a/b binding protein"
			mips_02_13
			mips_02_13_03
			mips_40
			mips_40_26
			mips_40_26_03
			mips_67
			mips_67_15
	at_At2g40100	mips_02	"putative chlorophyll a/b binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67
			mips_67_15
	at_At3g03940 -	mips_01_05_04	"putative casein kinase"
			mips_14_10
			mips_14_10_02
	at_At3g04810 -	mips_04_09	"kinase like protein"
			mips_14_04_03
			mips_14_04_03_01
			mips_30_04_05
			mips_40_04_03
	at_At3g24530 -	mips_02_11_05	"unknown protein"
			mips_06_13_01
			mips_08_07
	at_At4g05340 -	mips_06_13_01	"putative protein"
			mips_06_13_01_01
			mips_08_07
			mips_40_07
	at_At5g28450	mips_02_11_05	"PS I antenna protein Lhca2 fragment"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	Propertest Accuracy: 5/10 (50.00%)
	Propertest Frequency class 'mips_02_13_03': 39/3835 (1.02%)

	New (unknown) data (2278 items):
	at_At1g67820 -	no entry	null
	at_At2g42210 -	mips_30_16	"unknown protein"
	at_At3g62880 -	no entry	null
	at_At4g16160 -	mips_08_02	"pore protein homolog"
			mips_67_10
	at_At5g55510 -	mips_30_16	"putative protein"
	at_At1g72750 -	mips_30_16	"inner mitochondrial membrane protein"
	at_At5g11690 -	mips_30_16	"membrane translocase - like protein"
	at_At5g63000 -	no entry	null
	at_At2g28900 -	mips_30_16	"putative membrane channel protein"
	at_At3g04800 -	mips_30_16	"putative inner mitochondrial membrane protein"
	at_At3g10110 -	mips_08_04	"hypothetical protein"
			mips_30_16
	at_At4g26670 -	mips_30_16	"unknown protein"
	at_At5g24650 -	no entry	null


------------------
Rule 4281
	eval(_1,_2,8.0e-10-2.0e-5),keyword(_2,oxidoreductase),db_ref(_2,pir) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),keyword(_2,multigene_family) = 0
	->  class mips_04_05_99 "other mRNA-transcription activities"

	Evaluation on training data (4529 items):
	at_At1g13800	mips_04_05_99	"hypothetical protein"
	at_At1g18900	mips_04_05_99	"hypothetical protein"
	at_At1g22820	mips_04_05_99	"hypothetical protein, 3' partial"
	at_At1g52640	mips_04_05_99	""
	at_At1g61870	mips_04_05_99	"unknown protein"
	at_At1g62860	mips_04	"hypothetical protein"
			mips_04_05_99
	at_At1g63230	mips_04_05_99	"hypothetical protein"
	at_At1g68980	mips_04_05_99	"unknown protein"
	at_At1g71060	mips_04_05_99	"hypothetical protein"
	at_At1g74580	mips_04_05_99	"hypothetical protein"
	at_At1g74750	mips_04_05_99	""
	at_At1g79080	mips_04_05_99	"hypothetical protein"
	at_At1g79540	mips_04_05_99	"hypothetical protein"
	at_At2g15630	mips_04_05_99	"putative salt-inducible protein"
	at_At3g46610	mips_04_05_99	"hypothetical protein"
	at_At4g19900	mips_04_05_99	"putative protein"
	at_At1g02060	mips_04_05_99	"unknown protein"
	at_At2g01390	mips_04_05_99	"hypothetical protein"
	at_At2g01740	mips_04_05_99	"hypothetical protein"
	at_At2g16880	mips_04_05_99	"putative salt-inducible protein"
	at_At1g08610	mips_04_05_99	"hypothetical protein"
	at_At2g30100	mips_04_05_99	"putative unknown protein, leucine-rich repeat"
	at_At1g10910	mips_04_05_99	"membrane-associated salt-inducible protein isolog"
	at_At3g13160	mips_04_05_99	"unknown protein"
	at_At3g15200	mips_04_05_99	"hypothetical protein"
	at_At1g11630	mips_04_05	"putative membrane-associated salt-inducible protein"
			mips_04_05_99
	at_At3g42630	mips_04_05_99	"unknown protein"
	at_At3g49240	mips_04_05_99	"putative protein"
	at_At3g53170	mips_04_05_99	"nodulin / glutamate-ammonia ligase - like protein"
	at_At3g53700	mips_04_05_99	"putative protein"
	at_At1g11900	mips_04_05_99	"hypothetical protein"
	at_At4g01570	mips_04_05_99	"hypothetical protein"
	at_At4g17620	mips_02_30	"hypothetical protein"
			mips_04_05_99
			mips_08_99
	at_At4g19440	mips_04_05_99	"putative protein"
	at_At4g21880	mips_04	"putative protein"
			mips_04_05
			mips_04_05_99
	at_At1g12620	mips_04_05_99	"putative protein"
	at_At4g38150	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_At1g13040	mips_04_05_99	"hypothetical protein"
	at_At5g36300	mips_04_05_99	"putative 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_At5g65560	mips_04_05_99	"putative protein"
	at_At1g74850	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At5g02860	mips_04_05_99	"putative protein"
	at_At5g03560 -	mips_06_01	"unknown protein"
			mips_11_01_05
	at_At5g41170	mips_04_05_99	"salt-inducible protein-like"
	Training Accuracy: 48/49 (97.96%)
	Training Frequency class 'mips_04_05_99': 83/4529 (1.83%)

	Evaluation on validation data (2278 items):
	at_At1g69290	mips_04_05_99	"putative protein"
	at_At1g80150	mips_04_05_99	""
	at_At2g06000	mips_04_05	"hypothetical protein"
			mips_04_05_99
	at_At1g15080 -	mips_01_06_10	"putative phosphatidic acid phosphatase"
			mips_03_03_03
			mips_13_05
			mips_13_05_01
			mips_25_05_25
	at_At1g31840	mips_04_05_99	"hypothetical protein"
	at_At2g01860	mips_04_05_99	"hypothetical protein"
	at_At3g62470	mips_04_05_99	"putative protein"
	at_At3g62540	mips_04_05_99	"putative protein"
	at_At3g06920	mips_04_05_99	"hypothetical protein"
	at_At3g13150	mips_04_05_99	"hypothetical protein"
	at_At3g18020	mips_04_05_99	"hypothetical protein"
	at_At3g18970 -	mips_30_26	"hypothetical protein"
			mips_30_26_03
	at_At3g25210	mips_04_05	"hypothetical protein"
			mips_04_05_99
	at_At4g11690	mips_04_05_99	"putative protein"
	at_At4g20740	mips_04	"putative protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At5g24830	mips_04_05_99	"putative protein"
	at_At5g43820	mips_02_30	"putative protein"
			mips_04_05_99
			mips_08_99
	at_At5g67570	mips_04_05_99	"putative protein"
	Validation Accuracy: 16/18 (88.89%)
	Validation Frequency class 'mips_04_05_99': 40/2278 (1.76%)

	Evaluation on propertest data (3835 items):
	at_At1g03100	mips_02_30	"hypothetical protein"
			mips_04_05_99
			mips_08_99
	at_At1g30290	mips_04_05_99	"hypothetical protein"
	at_At1g63130	mips_04_05_99	"unknown protein"
	at_At1g63320	mips_04_05_99	"hypothetical protein"
	at_At1g63630	mips_04_05_99	"hypothetical protein"
	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_At1g06270	mips_04_05_99	"unknown protein"
	at_At1g77360	mips_04_05_99	""
	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_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_At1g15480	mips_02_30	"hypothetical protein"
			mips_04_05_99
	at_At1g03560	mips_04_05_99	"hypothetical protein"
	at_At1g05600	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At2g19280	mips_04_05_99	"putative salt-inducible protein"
	at_At2g32630	mips_04_05_99	"putative salt-inducible protein"
	at_At2g37230	mips_04_05_99	"unknown protein"
	at_At2g38420	mips_04_05_99	"hypothetical protein"
	at_At3g04760	mips_04_05_99	"putative protein"
	at_At3g06430	mips_04_05_99	"unknown protein"
	at_At3g09060	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At3g11380	mips_04_05_99	"hypothetical protein"
	at_At3g16010	mips_04_05_99	"hypothetical protein"
	at_At3g60960	mips_04_05_99	"putative protein"
	at_At3g02490	mips_04_05_99	"unknown protein"
	at_At3g09650	mips_04	"hypothetical protein"
			mips_04_05_99
	at_At3g16890	mips_04_05_99	"hypothetical protein"
	at_At3g48810	mips_04_05_99	"putative protein"
	at_At5g04810	mips_04_05_99	"membrane-associated salt-inducible protein-like"
	at_At4g04790	mips_04_05	"hypothetical protein"
			mips_04_05_99
	at_At5g09320 -	mips_08_07_22	"putative protein"
			mips_08_13
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
	at_At5g12100	mips_04_05_99	"putative protein"
	at_At5g28460	mips_04_05_99	"putative protein"
	at_At5g39710	mips_04_05_99	"putative protein"
	at_At5g40400	mips_04_05_99	"putative protein"
	at_At5g50280	mips_04_05_99	"putative protein"
	at_At5g61370	mips_04_05_99	"unknown protein"
	at_At5g64320	mips_04_05_99	"putative protein"
	at_At5g01110	mips_04	"putative protein"
			mips_04_05_99
			mips_99
	at_At5g13770	mips_04_05_99	"putative protein"
	at_At5g48730	mips_04_05_99	"putative protein"
	at_At5g61990	mips_04_05_99	"unknown protein"
	Propertest Accuracy: 43/45 (95.56%)
	Propertest Frequency class 'mips_04_05_99': 75/3835 (1.96%)

	New (unknown) data (2278 items):
	at_At1g02420 -	no entry	null
	at_At1g20300 -	no entry	null
	at_At1g28690 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g29710 -	mips_99	""
	at_At1g30790 -	no entry	null
	at_At1g51970 -	no entry	null
	at_At1g52620 -	no entry	null
	at_At1g53330 -	no entry	null
	at_At1g55630 -	no entry	null
	at_At1g63330 -	no entry	null
	at_At1g67760 -	no entry	null
	at_At1g06100 -	no entry	null
	at_At1g70390 -	no entry	null
	at_At1g06710 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At2g40240 -	no entry	null
	at_At3g16710 -	no entry	null
	at_At3g61360 -	no entry	null
	at_At4g26680 -	no entry	null
	at_At1g07740 -	no entry	null
	at_At2g16290 -	no entry	null
	at_At2g17140 -	no entry	null
	at_At2g17670 -	no entry	null
	at_At2g18520 -	no entry	null
	at_At2g25580 -	no entry	null
	at_At2g34370 -	no entry	null
	at_At2g35130 -	no entry	null
	at_At2g36730 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g15590 -	no entry	null
	at_At3g17370 -	no entry	null
	at_At3g17490 -	no entry	null
	at_At3g17560 -	no entry	null
	at_At3g27750 -	mips_06_01	"unknown protein"
	at_At3g28660 -	no entry	null
	at_At3g48250 -	no entry	null
	at_At3g59040 -	no entry	null
	at_At3g60050 -	no entry	null
	at_At3g62890 -	no entry	null
	at_At4g01030 -	no entry	null
	at_At4g16390 -	no entry	null
	at_At4g16840 -	no entry	null
	at_At4g19220 -	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
			mips_99
	at_At4g31850 -	no entry	null
	at_At4g34830 -	no entry	null
	at_At4g36680 -	no entry	null
	at_At5g13270 -	no entry	null
	at_At5g15010 -	no entry	null
	at_At5g18480 -	no entry	null
	at_At5g18950 -	no entry	null
	at_At5g27460 -	no entry	null
	at_At5g28340 -	no entry	null
	at_At5g28370 -	no entry	null
	at_At5g28420 -	no entry	null
	at_At5g36200 -	no entry	null
	at_At5g39350 -	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At5g48910 -	no entry	null
	at_At5g55740 -	mips_02_30	"selenium-binding protein-like"
			mips_08_99
	at_At5g60960 -	no entry	null
	at_At5g06400 -	no entry	null
	at_At5g47360 -	no entry	null
	at_At1g26460 -	no entry	null
	at_At1g01970 -	mips_06_01	"hypothetical protein"
	at_At1g43010 -	no entry	null
	at_At1g62720 -	no entry	null
	at_At1g14480 -	no entry	null
	at_At1g76280 -	mips_02_30	"hypothetical protein"
	at_At2g15990 -	no entry	null
	at_At2g32230 -	mips_06_01	"hypothetical protein"
	at_At2g33760 -	no entry	null
	at_At3g58590 -	no entry	null
	at_At3g14580 -	no entry	null
	at_At3g16880 -	no entry	null
	at_At3g26630 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At3g29290 -	mips_06_01	"hypothetical protein"
	at_At3g22670 -	no entry	null
	at_At4g02820 -	no entry	null
	at_At5g10690 -	mips_06_01	"unknown protein"
	at_At5g14820 -	no entry	null
	at_At5g15280 -	no entry	null
	at_At5g18390 -	no entry	null
	at_At5g27270 -	mips_05_07	"putative protein"
	at_At5g38730 -	mips_02_30	"putative protein"
			mips_08_99
	at_At5g42450 -	no entry	null
	at_At1g19520 -	no entry	null
	at_At1g26100 -	mips_67_15	"cytochrome b-561, putative"
	at_At1g28000 -	no entry	null
	at_At1g55890 -	no entry	null
	at_At1g60770 -	no entry	null
	at_At1g64310 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g73400 -	no entry	null
	at_At1g74900 -	no entry	null
	at_At1g06580 -	no entry	null
	at_At1g77340 -	mips_06_01	""
	at_At1g80550 -	no entry	null
	at_At1g80880 -	mips_06_01	"hypothetical protein"
	at_At2g15820 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At2g20710 -	no entry	null
	at_At2g36240 -	no entry	null
	at_At2g01380 -	no entry	null
	at_At3g02650 -	no entry	null
	at_At3g04130 -	no entry	null
	at_At3g15130 -	no entry	null
	at_At3g21470 -	no entry	null
	at_At3g56550 -	no entry	null
	at_At3g61340 -	no entry	null
	at_At3g61520 -	no entry	null
	at_At3g62530 -	mips_40_26	"putative protein"
	at_At4g14190 -	mips_06_01	"salt-inducible protein homolog"
	at_At4g18970 -	no entry	null
	at_At4g26800 -	no entry	null
	at_At4g30820 -	no entry	null
	at_At4g35850 -	no entry	null
	at_At4g39620 -	no entry	null
	at_At4g02750 -	no entry	null
	at_At5g16420 -	no entry	null


------------------
Rule 1894
	eval(_1,_2,2.0e-5-4.0e-3),sq_len(_2,15.0-349.0),classification(_2,leishmania) = 1
	eval(_1,_2,9.0e-25-8.0e-10),db_ref(_2,tigrfams),desc(_2,in) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,mitochondrion) = 0
	->  class mips_04_05_99 "other mRNA-transcription activities"

	Evaluation on training data (4529 items):
	at_At1g19280	mips_04_05_99	"hypothetical protein, 3' partial"
	at_At1g22960	mips_04_05_99	"putative salt-inducible protein"
	at_At1g26500	mips_04_05_99	"hypothetical 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_At1g63080	mips_04_05_99	"unknown protein"
	at_At1g63150	mips_04_05_99	"unknown protein"
	at_At3g46870	mips_04_05_99	"putative protein"
	at_At3g60980	mips_04_05_99	"putative protein"
	at_At2g26790	mips_04	"putative salt-inducible protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At2g30780	mips_04_05_99	"hypothetical protein"
	at_At2g48000	mips_04_05_99	"hypothetical protein"
	at_At3g07290	mips_04_05_99	"hypothetical protein"
	at_At3g22470	mips_04_05_99	"hypothetical protein"
	at_At1g12300	mips_04_05_99	"hypothetical protein"
	at_At4g17620	mips_02_30	"hypothetical protein"
			mips_04_05_99
			mips_08_99
	at_At4g20090	mips_04_05_99	"membrane-associated salt-inducible-like protein"
	at_At4g28010	mips_04_05_99	"putative protein"
	Training Accuracy: 19/19 (100.00%)
	Training Frequency class 'mips_04_05_99': 83/4529 (1.83%)

	Evaluation on validation data (2278 items):
	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_At1g12700	mips_04_05_99	"hypothetical protein"
	at_At1g14470	mips_04_05_99	"hypothetical protein"
	at_At2g18940	mips_04_05_99	"putative salt-inducible protein"
	at_At3g54980	mips_02_30	"putative protein"
			mips_04_05_99
	at_At3g56030	mips_04_05_99	"putative protein"
	at_At3g14130 -	mips_01_06_04	"glycolate oxidase, putative"
			mips_02_13
			mips_40_19
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
	at_At3g45880 -	mips_01_06_04	"phospholipase - like protein"
	at_At3g23020	mips_04_05_99	"hypothetical protein"
	at_At5g42310	mips_04_05_99	"maize crp1 protein-like"
	at_At5g59900	mips_04_05	"putative protein"
			mips_04_05_99
	at_At5g61400	mips_04_05_99	"putative protein"
	at_At5g65820	mips_04_05_99	"putative protein"
	Validation Accuracy: 10/13 (76.92%)
	Validation Frequency class 'mips_04_05_99': 40/2278 (1.76%)

	Evaluation on propertest data (3835 items):
	at_At1g28020	mips_04_05_99	"hypothetical protein"
	at_At1g63400	mips_04_05_99	"PPR-repeat protein"
	at_At1g77400	mips_04_05_99	""
	at_At1g62930	mips_04_05_99	"unknown protein"
	at_At2g02150	mips_04_05_99	"hypothetical protein"
	at_At2g27800	mips_04_05_99	"hypothetical protein"
	at_At2g41720	mips_04_05_99	"putative salt-inducible protein"
	at_At3g04260	mips_04_05_99	"hypothetical protein"
	at_At3g13070 -	mips_11_05_05	"hemolysin-like protein"
			mips_11_05_05_01
			mips_11_07_05
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_30
			mips_67
			mips_67_04_01
			mips_67_04_01_01
	at_At4g01990	mips_04_05_99	"unknown protein"
	at_At5g15980	mips_04	"putative protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At5g25630	mips_04_05_99	"putative protein"
	at_At5g39980	mips_04_05_99	"putative protein"
	Propertest Accuracy: 12/13 (92.31%)
	Propertest Frequency class 'mips_04_05_99': 75/3835 (1.96%)

	New (unknown) data (2278 items):
	at_At1g02150 -	no entry	null
	at_At1g02370 -	no entry	null
	at_At1g31430 -	no entry	null
	at_At1g31920 -	no entry	null
	at_At1g47580 -	no entry	null
	at_At1g48900 -	mips_06_01	"unknown protein (At1g48900)"
			mips_06_04
			mips_08_02
	at_At1g04840 -	no entry	null
	at_At1g59720 -	no entry	null
	at_At1g63070 -	no entry	null
	at_At1g06150 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g71420 -	no entry	null
	at_At1g74600 -	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At1g74630 -	no entry	null
	at_At1g77170 -	no entry	null
	at_At2g42920 -	no entry	null
	at_At3g16610 -	no entry	null
	at_At3g46790 -	no entry	null
	at_At3g61170 -	no entry	null
	at_At2g13600 -	no entry	null
	at_At1g08070 -	no entry	null
	at_At2g20540 -	mips_99	"unknown protein"
	at_At2g21090 -	no entry	null
	at_At2g22070 -	no entry	null
	at_At1g09190 -	mips_02_30	"hypothetical protein"
	at_At2g25740 -	no entry	null
	at_At1g09410 -	no entry	null
	at_At2g29760 -	no entry	null
	at_At2g35030 -	no entry	null
	at_At1g10330 -	no entry	null
	at_At2g41080 -	no entry	null
	at_At2g44880 -	no entry	null
	at_At3g08820 -	no entry	null
	at_At3g09040 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g11290 -	no entry	null
	at_At3g11350 -	no entry	null
	at_At3g12770 -	no entry	null
	at_At3g14330 -	no entry	null
	at_At3g22150 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g26540 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g28640 -	no entry	null
	at_At3g29230 -	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At3g47530 -	no entry	null
	at_At3g47840 -	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
			mips_99
	at_At3g49170 -	no entry	null
	at_At3g50420 -	mips_02_30	"putative protein"
			mips_08_99
	at_At3g51320 -	no entry	null
	at_At3g60040 -	no entry	null
	at_At3g63370 -	no entry	null
	at_At4g13650 -	no entry	null
	at_At4g14050 -	no entry	null
	at_At4g14820 -	no entry	null
	at_At4g15720 -	no entry	null
	at_At4g17910 -	no entry	null
	at_At4g18520 -	mips_06	"putative protein"
			mips_06_01
			mips_99
	at_At4g21070 -	no entry	null
	at_At4g25270 -	mips_02_30	"putative protein"
			mips_06_01
			mips_08_99
	at_At4g33170 -	no entry	null
	at_At5g15300 -	mips_06_01	"putative protein"
	at_At5g27110 -	no entry	null
	at_At5g39680 -	no entry	null
	at_At5g43790 -	no entry	null
	at_At5g46100 -	no entry	null
	at_At5g50990 -	no entry	null
	at_At5g52850 -	no entry	null
	at_At5g56310 -	no entry	null
	at_At5g57250 -	no entry	null
	at_At5g61800 -	no entry	null
	at_At5g66520 -	no entry	null
	at_At5g03800 -	no entry	null
	at_At1g19720 -	no entry	null
	at_At5g08510 -	no entry	null
	at_At5g15340 -	no entry	null
	at_At5g16860 -	no entry	null
	at_At4g04370 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g22830 -	no entry	null
	at_At1g30610 -	mips_06_01	"hypothetical protein"
	at_At1g68930 -	no entry	null
	at_At1g71210 -	no entry	null
	at_At1g71460 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At1g71490 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At1g73710 -	no entry	null
	at_At1g07590 -	no entry	null
	at_At1g09820 -	no entry	null
	at_At1g13410 -	no entry	null
	at_At1g53600 -	no entry	null
	at_At1g77010 -	no entry	null
	at_At2g20720 -	no entry	null
	at_At2g34400 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At2g39620 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At2g40720 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At2g45350 -	mips_02	"hypothetical protein"
			mips_02_30
			mips_08_99
	at_At3g49710 -	no entry	null
	at_At3g53360 -	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
			mips_99
	at_At3g13880 -	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At3g14730 -	no entry	null
	at_At3g15930 -	no entry	null
	at_At3g18840 -	no entry	null
	at_At3g20730 -	mips_02_30	"unknown protein"
			mips_06
			mips_08_99
	at_At3g25970 -	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At3g23330 -	no entry	null
	at_At4g08210 -	mips_02_30	"putative protein"
			mips_08_99
	at_At4g21190 -	no entry	null
	at_At4g21300 -	mips_02_30	"putative protein"
			mips_08_99
	at_At4g22760 -	no entry	null
	at_At4g32450 -	no entry	null
	at_At4g33990 -	no entry	null
	at_At4g37170 -	no entry	null
	at_At5g02830 -	mips_06	"putative protein"
			mips_06_01
	at_At5g06540 -	no entry	null
	at_At5g09450 -	no entry	null
	at_At5g16640 -	no entry	null
	at_At5g46460 -	no entry	null
	at_At5g62370 -	no entry	null
	at_At1g20230 -	no entry	null
	at_At1g23450 -	no entry	null
	at_At1g25360 -	no entry	null
	at_At1g31790 -	no entry	null
	at_At1g32410 -	no entry	null
	at_At1g34160 -	no entry	null
	at_At1g56690 -	no entry	null
	at_At1g62350 -	no entry	null
	at_At1g62910 -	no entry	null
	at_At1g64100 -	no entry	null
	at_At1g64580 -	no entry	null
	at_At1g74400 -	no entry	null
	at_At1g09220 -	no entry	null
	at_At1g09680 -	no entry	null
	at_At1g15510 -	no entry	null
	at_At1g16480 -	no entry	null
	at_At1g03540 -	no entry	null
	at_At1g33350 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At1g50270 -	mips_02_30	"hypothetical protein"
	at_At2g02750 -	mips_02	"hypothetical protein"
			mips_02_30
			mips_08_99
	at_At2g03380 -	mips_02_30	"unknown protein"
			mips_08_99
	at_At2g03880 -	no entry	null
	at_At2g04860 -	mips_02_30	"hypothetical protein"
	at_At2g22410 -	no entry	null
	at_At2g33680 -	mips_02_30	"hypothetical protein"
	at_At2g36980 -	no entry	null
	at_At2g37310 -	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At2g37320 -	mips_02_30	"hypothetical protein"
	at_At2g39230 -	no entry	null
	at_At2g46050 -	mips_02_30	"hypothetical protein"
			mips_06_01
			mips_08_99
	at_At3g03580 -	no entry	null
	at_At3g04750 -	no entry	null
	at_At3g05240 -	mips_02_30	"hypothetical protein"
			mips_06
			mips_06_01
			mips_08_99
	at_At3g05340 -	no entry	null
	at_At3g11460 -	no entry	null
	at_At3g13770 -	no entry	null
	at_At3g22690 -	no entry	null
	at_At3g26780 -	no entry	null
	at_At3g49740 -	no entry	null
	at_At3g01580 -	no entry	null
	at_At3g02010 -	no entry	null
	at_At3g02330 -	no entry	null
	at_At3g24000 -	no entry	null
	at_At3g49140 -	no entry	null
	at_At4g14170 -	no entry	null
	at_At4g18750 -	no entry	null
	at_At4g18840 -	mips_06_01	"putative protein"
	at_At4g20770 -	mips_02_30	"putative protein"
			mips_08_99
	at_At4g21170 -	no entry	null
	at_At4g31070 -	mips_06_01	"putative protein"
	at_At4g37380 -	no entry	null
	at_At4g39530 -	mips_02_30	"putative protein"
			mips_08_99
	at_At5g04780 -	no entry	null
	at_At4g01400 -	no entry	null
	at_At4g30700 -	no entry	null
	at_At5g08310 -	no entry	null
	at_At5g08490 -	mips_02_30	"selenium-binding protein-like"
			mips_08_99
	at_At5g09950 -	no entry	null
	at_At5g13230 -	no entry	null
	at_At5g14770 -	no entry	null
	at_At5g27300 -	no entry	null
	at_At5g28380 -	no entry	null
	at_At5g37570 -	mips_06_01	"putative protein"
	at_At5g44230 -	no entry	null
	at_At5g52630 -	no entry	null
	at_At5g59200 -	no entry	null
	at_At5g59600 -	mips_02_30	"putative protein"
			mips_08_99


------------------
Rule 3759
	eval(_1,_2,2.0e-5-4.0e-3),classification(_2,urochordata) = 0
	eval(_1,_2,4.0e-3-0.1),keyword(_2,alternative_splicing),desc(_2,hypothetical) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,bos),species(_2,bos_taurus__bovine_) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,hordeum),db_ref(_2,prints) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 1
	->  class mips_06_13_04 "lysosomal and vacuolar degradation"

	Evaluation on training data (4529 items):
	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_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_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_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_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_At1g09850	mips_06_13_04	"papain-like cysteine peptidase XBCP3"
			mips_06_13_99
	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_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_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_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_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_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_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_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_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_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
	Training Accuracy: 10/18 (55.56%)
	Training Frequency class 'mips_06_13_04': 29/4529 (0.64%)

	Evaluation on validation data (2278 items):
	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_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_At1g20850 -	mips_02_99	"putative cysteine proteinase"
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At3g51340	mips_06_13_04	"putative protein"
			mips_06_13_04_01
			mips_20_03
			mips_40_25
	at_At3g45310	mips_06_07_11	"cysteine protease-like protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_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_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_At5g33350 -	mips_06_13_99	"putative 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_At5g01930 -	mips_01	"(1-4)-beta-mannan endohydrolase-like protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
	Validation Accuracy: 3/10 (30.00%)
	Validation Frequency class 'mips_06_13_04': 21/2278 (0.92%)

	Evaluation on propertest data (3835 items):
	at_At1g03220	mips_06_13_04	"unknown protein"
			mips_06_13_04_01
			mips_20_03
			mips_40_25
	at_At1g02310 -	mips_01_05_01_01	"(1-4)-beta-mannan endohydrolase precursor, putative"
	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_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_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_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_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_At5g43100	mips_06_13_04	"putative protein"
			mips_06_13_04_01
			mips_20_03
			mips_40_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: 7/11 (63.64%)
	Propertest Frequency class 'mips_06_13_04': 41/3835 (1.07%)

	New (unknown) data (2278 items):
	at_At1g31450 -	mips_06_13	"hypothetical protein"
	at_At2g17760 -	mips_06_13	"putative chloroplast nucleoid DNA-binding protein"
			mips_20_03
	at_At3g10890 -	no entry	null
	at_At3g51330 -	mips_06_13	"predicted GPI-anchored protein"
			mips_20
			mips_20_03
			mips_40_25
	at_At5g19110 -	mips_20_03	"dermal glycoprotein - like"
			mips_40_25
	at_At3g51350 -	no entry	null
	at_At3g51360 -	mips_06_13	"putative protein"
	at_At3g10900 -	no entry	null
	at_At4g35880 -	no entry	null
	at_At4g28320 -	no entry	null


------------------
Rule 1822
	eval(_1,_2,2.0e-5-4.0e-3),keyword(_2,nad) = 0
	eval(_1,_2,2.0e-5-4.0e-3),keyword(_2,repeat),desc(_2,serine) = 0
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),classification(_2,anura) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,vibrionales),db_ref(_2,hssp) = 1
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,mitochondrion) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),species(_2,haemophilus_influenzae) = 1
	->  class mips_11_01_05 "heat shock response"

	Evaluation on training data (4529 items):
	at_At1g24120	mips_11_01_05	"DNAJ-like heatshock protein (At1g24120)"
			mips_13
			mips_13_11
			mips_63_01
	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_At1g79920	mips_01_03_16	"putative heat-shock protein (At1g79920)"
			mips_01_03_16_01
			mips_04_05_05_11
			mips_11_01_05
			mips_20_25_16
	at_At1g80920	mips_06_01	"putative J8 protein"
			mips_11_01_05
	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_At3g14200	mips_06_01	"hypothetical protein"
			mips_11_01_05
	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_At4g39150	mips_11_01_05	"dnaJ-like protein"
	at_At5g28540	mips_01_03_16	"luminal binding protein"
			mips_01_03_16_01
			mips_11_01_05
			mips_43
			mips_43_03
			mips_43_03_02
			mips_47_03_15
			mips_47_03_15_07
	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_At5g50620 -	mips_03_03	"unknown protein"
			mips_03_03_01
			mips_05
			mips_06_01
			mips_11_01
	at_At5g62780	mips_06_01	"putative protein"
			mips_11_01_05
			mips_30_07
			mips_40_07
	at_At5g16650	mips_06_01	"unknown protein"
			mips_06_04
			mips_08_10
			mips_11_01_05
			mips_13_11
			mips_30_19
	Training Accuracy: 15/16 (93.75%)
	Training Frequency class 'mips_11_01_05': 56/4529 (1.24%)

	Evaluation on validation data (2278 items):
	at_At1g76700 -	mips_06_01	"putative DnaJ protein"
			mips_37
			mips_37_03
			mips_37_03_03
			mips_37_03_03_02
	at_At2g20550 -	mips_03_03_01_01	"putative heat shock protein"
			mips_03_03_01_01_01
			mips_03_03_01_02
			mips_06_01
	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_At2g34860 -	mips_03	"unknown protein"
			mips_03_01
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_05
			mips_06
			mips_06_01
			mips_06_04
			mips_08
			mips_08_04
			mips_08_07
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40
			mips_40_03
			mips_40_07
			mips_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_At4g28480	mips_05_04	"heat-shock protein"
			mips_06_01
			mips_11_01_05
	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_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_At5g64360 -	mips_08_04	"unknown protein"
			mips_08_07
			mips_62_02_01_02
	Validation Accuracy: 4/10 (40.00%)
	Validation Frequency class 'mips_11_01_05': 26/2278 (1.14%)

	Evaluation on propertest data (3835 items):
	at_At1g61770 -	mips_37	"unknown protein"
			mips_37_03
			mips_37_03_03
			mips_37_03_03_02
			mips_40_10_03
	at_At1g74250	mips_06_01	"putative heat shock protein"
			mips_11_01_05
			mips_25_05_15
	at_At1g75690	mips_03_03	"unknown protein"
			mips_05
			mips_06_01
			mips_11_01
			mips_11_01_05
			mips_13_11
			mips_30_04
			mips_40_16
	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_At2g20560	mips_11_01_05	"putative heat shock protein"
	at_At2g22360	mips_03_03_01_01_01	"DnaJ like protein"
			mips_03_03_01_02
			mips_11_01_05
	at_At2g35720 -	mips_37	"putative DnaJ protein"
			mips_37_03
			mips_37_03_03
			mips_37_03_03_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_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_At4g39960 -	mips_03_03_01_01_01	"DnaJ like protein"
			mips_03_03_01_02
			mips_08_04
	at_At5g49910	mips_11_01_05	"heat shock protein 70 (Hsc70-7)"
			mips_20_25_16
	at_At5g58530 -	mips_01_03_07	"putative protein"
			mips_02_13
			mips_02_13_03
			mips_67_15
	Propertest Accuracy: 6/13 (46.15%)
	Propertest Frequency class 'mips_11_01_05': 42/3835 (1.10%)

	New (unknown) data (2278 items):
	at_At1g21080 -	mips_08_04	"putative dnaJ protein"
			mips_08_07
	at_At1g59980 -	mips_08_04	"hypothetical protein"
	at_At2g26890 -	mips_05	"unknown protein"
			mips_06_01
			mips_08
			mips_08_10
			mips_11_01
			mips_13_11
			mips_30_19
	at_At2g38000 -	no entry	null
	at_At5g50510 -	no entry	null
	at_At5g53150 -	no entry	null
	at_At5g61670 -	no entry	null
	at_At1g77020 -	mips_08_04	""
	at_At3g47650 -	no entry	null
	at_At2g01710 -	mips_02	"unknown protein"
			mips_02_11
			mips_06_01
	at_At3g04980 -	mips_99	"hypothetical protein, contains DnaJ motif: prokaryotic heat shock protein motif"
	at_At5g17840 -	no entry	null
	at_At5g05750 -	mips_06_01	"DnaJ-like protein"


------------------
Rule 3717
	eval(_1,_2,8.0e-10-2.0e-5),sq_len(_2,1005.0-6487.0),db_ref(_2,sgd) = 1
	eval(_1,_2,9.0e-25-8.0e-10),keyword(_2,transferase),db_ref(_2,hssp) = 1
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,667.0-1005.0),keyword(_2,multigene_family) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,hordeum),db_ref(_2,prints) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,667.0-1005.0),classification(_2,eurosids_ii) = 1
	->  class mips_11_05_01 "resistance proteins"

	Evaluation on training data (4529 items):
	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_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_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_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_At1g49490	mips_08_13	"hypothetical protein"
			mips_11_05_01
	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_At1g62440	mips_08_13	"putative extensin-like protein (gnl|PID|e1310400"
			mips_11_05_01
			mips_40_01
	at_At1g71390	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At2g02220	mips_06_04	"putative receptor-like protein kinase"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At3g47090	mips_11_05_01	"receptor kinase-like protein"
	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_At2g17060	mips_11_01	"putative disease resistance protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g10920	mips_11	"disease resistance protein RPM1 isolog"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At3g11010	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At3g14840	mips_11_05_01	"receptor-like serine/threonine 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_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_At4g12010	mips_11_05_01	"putative disease resistance protein (TMV N-like)"
			mips_11_05_03
	at_At4g13900	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At4g16920	mips_11_01	"disease resistance RPP5 like protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At4g19500	mips_11_05	"resistence protein - like"
			mips_11_05_01
			mips_11_05_03
	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_At5g38340	mips_11_05	"disease resistance - like protein"
			mips_11_05_01
			mips_11_05_03
	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_At5g45060	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
			mips_11_05_03
	at_At5g49290	mips_08_13	"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
	Training Accuracy: 32/32 (100.00%)
	Training Frequency class 'mips_11_05_01': 118/4529 (2.61%)

	Evaluation on validation data (2278 items):
	at_At1g28340 -	mips_10	"hypothetical protein"
			mips_10_01_01
	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_At1g79620 -	mips_10	"hypothetical protein"
			mips_10_01_01
	at_At2g16250 -	mips_10_01	"putative LRR receptor protein kinase"
			mips_10_01_01
			mips_10_05
	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_At3g19020	mips_08_13	"hypothetical protein"
			mips_11_05_01
	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_At4g13920	mips_08_13	"disease resistance Cf-2 like protein"
			mips_11_05_01
	at_At4g39270	mips_11_05_01	"receptor protein kinase - like protein"
	at_At5g53890 -	mips_14_01	"receptor protein kinase-like protein"
			mips_14_01_03
	Validation Accuracy: 9/14 (64.29%)
	Validation Frequency class 'mips_11_05_01': 48/2278 (2.11%)

	Evaluation on propertest data (3835 items):
	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_At1g61850 -	mips_01_06_99	"hypothetical protein"
			mips_65
	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_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_At1g07390	mips_08_13	"disease resistance protein, putative"
			mips_11_05_01
	at_At2g01950 -	mips_08_13	"putative receptor protein kinase"
			mips_14_01_03
	at_At2g14080	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	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_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_At3g04220	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At3g05370	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At3g05650	mips_06_04	"putative disease resistance protein"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At3g05660 -	mips_08_13	"putative disease resistance protein"
			mips_10_01_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_At3g50950	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At3g02130	mips_06_04	"putative 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_At4g36150	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At5g06870	mips_11_05_01	"polygalacturonase inhibiting protein"
	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_At5g40170	mips_06_04	"disease resistance - like protein"
			mips_08
			mips_08_13
			mips_11
			mips_11_05
			mips_11_05_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_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_At5g49780	mips_08_13	"receptor protein kinase-like"
			mips_11_05_01
	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
	Propertest Accuracy: 28/33 (84.85%)
	Propertest Frequency class 'mips_11_05_01': 93/3835 (2.43%)

	New (unknown) data (2278 items):
	at_At1g13230 -	no entry	null
	at_At1g14390 -	no entry	null
	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_At1g27170 -	no entry	null
	at_At1g27180 -	no entry	null
	at_At1g28440 -	mips_08_13	"hypothetical protein"
	at_At1g29720 -	no entry	null
	at_At1g03440 -	no entry	null
	at_At1g33610 -	mips_08_13	"hypothetical protein"
	at_At1g48540 -	no entry	null
	at_At1g53440 -	mips_08_13	"receptor-like serine/threonine kinase, putative"
	at_At1g56130 -	mips_08_13	"receptor-like protein kinase, putative"
	at_At1g56140 -	no entry	null
	at_At1g74200 -	no entry	null
	at_At1g74360 -	mips_08_13	"putative receptor protein kinase (At1g74360)"
	at_At1g75640 -	no entry	null
	at_At1g06840 -	no entry	null
	at_At3g23110 -	mips_08_13	"disease resistance protein, putative"
	at_At1g08590 -	mips_10	"putative receptor kinase, CLV1"
	at_At2g24160 -	no entry	null
	at_At2g25790 -	no entry	null
	at_At2g26380 -	no entry	null
	at_At2g27060 -	no entry	null
	at_At2g41820 -	no entry	null
	at_At2g42800 -	no entry	null
	at_At3g20820 -	no entry	null
	at_At3g25000 -	no entry	null
	at_At3g25010 -	mips_08_13	"disease resistance protein, putative"
	at_At3g28890 -	no entry	null
	at_At3g44630 -	no entry	null
	at_At3g45390 -	no entry	null
	at_At3g47570 -	no entry	null
	at_At3g53240 -	mips_08_13	"disease resistance - like protein"
	at_At4g03010 -	no entry	null
	at_At4g13810 -	mips_08_13	"putative disease resistance protein"
	at_At4g14370 -	mips_03_99	"disease resistance N like protein"
	at_At4g18670 -	mips_08_13	"extensin-like protein"
	at_At4g20940 -	no entry	null
	at_At4g28650 -	no entry	null
	at_At4g33300 -	no entry	null
	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_At5g41550 -	no entry	null
	at_At5g45840 -	mips_08_13	"receptor protein kinase-like protein"
	at_At5g48940 -	mips_08_13	"receptor protein kinase-like protein"
	at_At5g49140 -	no entry	null
	at_At5g55540 -	mips_08_13	"putative protein"
	at_At5g56040 -	mips_08_13	"receptor protein kinase-like protein"
	at_At5g66330 -	no entry	null
	at_At5g06860 -	no entry	null
	at_At5g07280 -	mips_08_13	"receptor-like protein kinase-like protein"
	at_At5g23400 -	mips_08_13	"disease resistance protein-like"
	at_At5g41180 -	no entry	null
	at_At4g04220 -	mips_08_13	"putative disease resistance protein, predicted GPI-anchored protein"
	at_At1g24650 -	no entry	null
	at_At1g33670 -	no entry	null
	at_At1g72180 -	no entry	null
	at_At1g12040 -	mips_08_13	"leucine-rich repeat/extensin 1 (LRX1)"
			mips_40_01
	at_At2g25470 -	mips_08_13	"putative disease resistance protein"
	at_At2g34930 -	mips_08_13	"putative disease resistance protein"
	at_At3g25670 -	no entry	null
	at_At3g47110 -	no entry	null
	at_At3g23010 -	mips_08_13	"disease resistance protein, putative"
	at_At3g23120 -	mips_08_13	"disease resistance protein, putative"
	at_At4g13340 -	no entry	null
	at_At4g13880 -	no entry	null
	at_At4g33970 -	mips_08_13	"extensin-like protein"
			mips_40_01
	at_At5g12940 -	no entry	null
	at_At5g14210 -	no entry	null
	at_At5g18350 -	no entry	null
	at_At5g49660 -	no entry	null
	at_At5g49760 -	no entry	null
	at_At5g51350 -	no entry	null
	at_At5g65710 -	mips_08_13	"receptor protein kinase-like protein"
	at_At1g63730 -	no entry	null
	at_At1g64070 -	no entry	null
	at_At1g68780 -	no entry	null
	at_At1g73070 -	no entry	null
	at_At1g73080 -	no entry	null
	at_At1g74180 -	mips_08_13	"disease resistance protein, putative"
	at_At1g75820 -	no entry	null
	at_At1g80080 -	no entry	null
	at_At1g13910 -	no entry	null
	at_At1g29750 -	no entry	null
	at_At1g53430 -	mips_08_13	"receptor-like serine/threonine kinase, putative"
	at_At1g62950 -	mips_10_05	"protein kinase, putative"
	at_At2g02780 -	no entry	null
	at_At2g15040 -	mips_08_13	"putative disease resistance protein"
	at_At2g20210 -	no entry	null
	at_At3g05360 -	mips_08_13	"putative disease resistance protein"
	at_At3g05990 -	mips_10_05	"hypothetical protein"
			mips_40_02
	at_At3g12145 -	mips_10_05	"leucine-rich repeat protein FLR1"
	at_At3g12610 -	no entry	null
	at_At3g14460 -	no entry	null
	at_At3g25510 -	no entry	null
	at_At3g44670 -	no entry	null
	at_At3g47580 -	no entry	null
	at_At3g56370 -	mips_08_13	"putative protein"
	at_At4g13820 -	mips_08_13	"putative disease resistance protein"
	at_At4g16940 -	no entry	null
	at_At4g26540 -	no entry	null
	at_At4g28490 -	no entry	null
	at_At4g28560 -	no entry	null
	at_At5g45230 -	no entry	null
	at_At5g45770 -	mips_08_13	"predicted GPI-anchored protein"
	at_At5g45800 -	mips_08_13	"receptor kinase-like protein"
	at_At5g66910 -	no entry	null
	at_At5g61480 -	no entry	null


------------------
Rule 2733
	eval(_1,_2,2.0e-5-4.0e-3),keyword(_2,transport),desc(_2,in) = 0
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),desc(_2,nuclear) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,eukaryota),desc(_2,homolog) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),desc(_2,precursor) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),species(_2,schizosaccharomyces_pombe__fission_yeast_) = 0
	->  class mips_11_05_01 "resistance proteins"

	Evaluation on training data (4529 items):
	at_At1g17250	mips_08_13	"putative receptor protein kinase"
			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_At1g33600	mips_08_13	"hypothetical protein"
			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_At1g58400	mips_11_05_01	"hypothetical protein"
	at_At1g59620	mips_11_05_01	"PRM1 homolog (CW9)"
			mips_11_05_03
	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_At1g71390	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At2g15080	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	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_At2g17480	mips_11_05	"membrane protein Mlo8"
			mips_11_05_01
			mips_11_05_03
	at_At1g09760 -	mips_63_17	"putative U2 small nuclear ribonucleoprotein A' (U2 SNRNP-A')"
			mips_63_17_01
	at_At2g39200	mips_11_05_01	"membrane protein Mlo12"
	at_At1g11000	mips_11_05_01	"membrane protein Mlo4"
			mips_11_05_03
	at_At3g11010	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At3g14470	mips_11_05	"disease resistance protein, putative"
			mips_11_05_01
			mips_11_05_03
	at_At3g24900	mips_06_04	"leucine-rich repeat disease resistance protein, putative"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At3g45290	mips_11_05_01	"membrane protein Mlo3 (Mlo3)"
			mips_11_05_03
	at_At4g12010	mips_11_05_01	"putative disease resistance protein (TMV N-like)"
			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_At4g13900	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	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_At5g11250	mips_11	"RPP1 disease resistance protein - like"
			mips_11_01
			mips_11_05
			mips_11_05_01
			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_At5g38340	mips_11_05	"disease resistance - like protein"
			mips_11_05_01
			mips_11_05_03
	at_At5g41750	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
			mips_11_05_03
	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_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_At5g49290	mips_08_13	"disease resistance protein-like"
			mips_11_05_01
	at_At5g65970	mips_11	"Mlo protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
			mips_99
	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: 40/41 (97.56%)
	Training Frequency class 'mips_11_05_01': 118/4529 (2.61%)

	Evaluation on validation data (2278 items):
	at_At1g28340 -	mips_10	"hypothetical protein"
			mips_10_01_01
	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_At1g72860	mips_11_01	"hypothetical protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g74170	mips_08_13	"disease resistance protein, putative"
			mips_11_05_01
	at_At1g65850	mips_11_05_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_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_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_At3g46730	mips_11_05_01	"disease resistance protein RPP8-like protein"
	at_At4g02600	mips_11_05	"AtMlo-h1-like protein"
			mips_11_05_01
			mips_11_05_03
	at_At3g44480	mips_11_05_01	"disease resistance protein -like"
			mips_11_05_03
	at_At4g09360	mips_11	"putative protein"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At4g13920	mips_08_13	"disease resistance Cf-2 like protein"
			mips_11_05_01
	at_At4g19470	mips_11_05	"putative protein"
			mips_11_05_01
	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_At5g46270	mips_11_05_01	"disease resistance protein-like"
			mips_11_05_03
	at_At5g61240	mips_10_05	"Cf-5 disease resistance protein - like"
			mips_11_05
			mips_11_05_01
	Validation Accuracy: 20/24 (83.33%)
	Validation Frequency class 'mips_11_05_01': 48/2278 (2.11%)

	Evaluation on propertest data (3835 items):
	at_At1g26700	mips_11_05_01	"membrane protein Mlo14"
			mips_11_05_03
	at_At1g31540	mips_11_05_01	"putative protein"
			mips_11_05_03
	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_At1g42560	mips_11	"membrane protein Mlo9"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g57650	mips_11	""
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g61280 -	mips_45	"unknown"
			mips_45_03
			mips_45_03_12
			mips_45_03_12_01
			mips_47_03_03
			mips_47_03_03_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_11_09
			mips_47_03_11_11
			mips_47_03_15
			mips_47_03_15_07
	at_At1g63880	mips_11_01	"putative disease resistance protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g65380	mips_08_13	"putative protein"
			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_At1g72840	mips_11_05_01	"hypothetical protein"
			mips_11_05_03
	at_At1g08700 -	mips_03_03_04	"presenilin like protein"
			mips_03_03_04_05
			mips_14_10
			mips_14_10_02
			mips_14_10_02_01
			mips_30_10
			mips_40_07
			mips_40_08
			mips_40_10_03
			mips_40_10_05
	at_At2g14080	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At2g33060	mips_08_13	"putative leucine-rich repeat disease resistance protein"
			mips_11_05_01
	at_At2g43830 -	mips_04_09	"putative protein kinase"
			mips_06_07_03
			mips_10_01_05_01
			mips_14_01_05
			mips_14_01_05_01
			mips_40_04_03
	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_At3g05370	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At3g05660 -	mips_08_13	"putative disease resistance protein"
			mips_10_01_01
	at_At3g07040	mips_11_05_01	"disease resistance gene (RPM1)"
			mips_11_05_03
	at_At3g11080	mips_06_04	"hypothetical protein"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At3g50950	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At3g54650 -	mips_10_01	"putative protein"
			mips_10_01_01
			mips_10_05
			mips_13
			mips_13_11
			mips_40_02
	at_At3g59510	mips_11_05	"putative protein"
			mips_11_05_01
			mips_63_17
			mips_63_17_01
	at_At4g13910	mips_11_05	"putative disease resistance protein"
			mips_11_05_01
	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_At5g06870	mips_11_05_01	"polygalacturonase inhibiting protein"
	at_At5g25910	mips_06_04	"disease resistance protein - like"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At5g38350	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
	at_At5g40170	mips_06_04	"disease resistance - like protein"
			mips_08
			mips_08_13
			mips_11
			mips_11_05
			mips_11_05_01
	at_At5g45200	mips_11_05_01	"disease resistance protein RPS4"
	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_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_At5g51630	mips_11_05	"putative protein"
			mips_11_05_01
			mips_11_05_03
	at_At5g53760	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At5g05850 -	mips_63_17	"putative protein"
			mips_63_17_01
	at_At5g41540	mips_11_05_01	"disease resistance protein-like"
			mips_11_05_03
	Propertest Accuracy: 33/39 (84.62%)
	Propertest Frequency class 'mips_11_05_01': 93/3835 (2.43%)

	New (unknown) data (2278 items):
	at_At1g13230 -	no entry	null
	at_At1g15740 -	no entry	null
	at_At1g17240 -	mips_08_13	"putative receptor protein kinase, predicted GPI-anchored protein"
	at_At1g27170 -	no entry	null
	at_At1g27180 -	no entry	null
	at_At1g03440 -	no entry	null
	at_At1g33610 -	mips_08_13	"hypothetical protein"
	at_At1g50180 -	no entry	null
	at_At1g50740 -	no entry	null
	at_At1g51370 -	no entry	null
	at_At1g05080 -	no entry	null
	at_At1g61180 -	no entry	null
	at_At1g61320 -	no entry	null
	at_At1g63870 -	no entry	null
	at_At1g69550 -	no entry	null
	at_At3g23110 -	mips_08_13	"disease resistance protein, putative"
	at_At4g27220 -	no entry	null
	at_At2g17430 -	no entry	null
	at_At2g24160 -	no entry	null
	at_At2g25790 -	no entry	null
	at_At2g26380 -	no entry	null
	at_At2g26860 -	no entry	null
	at_At2g33670 -	no entry	null
	at_At2g36370 -	mips_08_13	"hypothetical protein"
	at_At2g45340 -	no entry	null
	at_At3g11330 -	no entry	null
	at_At3g17640 -	no entry	null
	at_At3g20820 -	no entry	null
	at_At3g25000 -	no entry	null
	at_At3g25010 -	mips_08_13	"disease resistance protein, putative"
	at_At3g28890 -	no entry	null
	at_At3g44090 -	no entry	null
	at_At3g49030 -	no entry	null
	at_At3g51530 -	no entry	null
	at_At3g51560 -	no entry	null
	at_At3g52690 -	no entry	null
	at_At3g53240 -	mips_08_13	"disease resistance - like protein"
	at_At3g54910 -	no entry	null
	at_At3g56780 -	no entry	null
	at_At3g58900 -	no entry	null
	at_At3g58980 -	no entry	null
	at_At3g59180 -	mips_99	"putative protein"
	at_At3g59190 -	no entry	null
	at_At3g59200 -	no entry	null
	at_At3g59250 -	no entry	null
	at_At4g03010 -	no entry	null
	at_At4g10780 -	no entry	null
	at_At1g12210 -	no entry	null
	at_At4g13810 -	mips_08_13	"putative disease resistance protein"
	at_At4g14610 -	no entry	null
	at_At4g26340 -	no entry	null
	at_At4g28380 -	mips_10_05	"extensin-like protein"
			mips_40_01
	at_At4g36140 -	no entry	null
	at_At5g17680 -	no entry	null
	at_At5g27060 -	mips_08_13	"resistance protein - like"
	at_At5g38590 -	no entry	null
	at_At5g38850 -	no entry	null
	at_At5g41550 -	no entry	null
	at_At5g44850 -	no entry	null
	at_At5g44870 -	no entry	null
	at_At5g46520 -	no entry	null
	at_At5g48770 -	no entry	null
	at_At5g49140 -	no entry	null
	at_At5g49750 -	no entry	null
	at_At5g56380 -	no entry	null
	at_At5g56440 -	no entry	null
	at_At5g56560 -	no entry	null
	at_At5g56690 -	no entry	null
	at_At5g63020 -	no entry	null
	at_At5g63410 -	no entry	null
	at_At5g66330 -	no entry	null
	at_At5g05400 -	no entry	null
	at_At5g06860 -	no entry	null
	at_At5g07150 -	no entry	null
	at_At5g02920 -	no entry	null
	at_At5g23400 -	mips_08_13	"disease resistance protein-like"
	at_At5g54820 -	no entry	null
	at_At4g04220 -	mips_08_13	"putative disease resistance protein, predicted GPI-anchored protein"
	at_At1g22720 -	no entry	null
	at_At1g33670 -	no entry	null
	at_At1g50980 -	no entry	null
	at_At1g58310 -	no entry	null
	at_At1g59780 -	no entry	null
	at_At1g61190 -	no entry	null
	at_At2g44110 -	no entry	null
	at_At2g25470 -	mips_08_13	"putative disease resistance protein"
	at_At2g34930 -	mips_08_13	"putative disease resistance protein"
	at_At3g52680 -	no entry	null
	at_At3g59210 -	no entry	null
	at_At3g62230 -	no entry	null
	at_At3g23120 -	mips_08_13	"disease resistance protein, putative"
	at_At4g11170 -	no entry	null
	at_At4g13880 -	no entry	null
	at_At4g13960 -	no entry	null
	at_At4g14090 -	no entry	null
	at_At5g12940 -	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_At5g51350 -	no entry	null
	at_At5g56700 -	no entry	null
	at_At5g62970 -	no entry	null
	at_At1g47920 -	no entry	null
	at_At1g53350 -	no entry	null
	at_At1g54480 -	no entry	null
	at_At1g55660 -	no entry	null
	at_At1g56510 -	no entry	null
	at_At1g57690 -	no entry	null
	at_At1g61300 -	no entry	null
	at_At1g63730 -	no entry	null
	at_At1g64540 -	no entry	null
	at_At1g68780 -	no entry	null
	at_At1g73070 -	no entry	null
	at_At1g74180 -	mips_08_13	"disease resistance protein, putative"
	at_At1g80080 -	no entry	null
	at_At1g11310 -	no entry	null
	at_At1g16930 -	no entry	null
	at_At1g61560 -	no entry	null
	at_At2g02780 -	no entry	null
	at_At2g15040 -	mips_08_13	"putative disease resistance protein"
	at_At2g26240 -	no entry	null
	at_At3g05360 -	mips_08_13	"putative disease resistance protein"
	at_At3g14460 -	no entry	null
	at_At3g19230 -	no entry	null
	at_At3g19320 -	mips_08_13	"unknown protein"
	at_At3g24235 -	no entry	null
	at_At3g24480 -	mips_40_01	"disease resistance protein, putative"
	at_At3g25020 -	mips_08_13	"disease resistance protein, putative"
	at_At3g42770 -	no entry	null
	at_At3g44080 -	no entry	null
	at_At3g44410 -	no entry	null
	at_At3g44670 -	no entry	null
	at_At3g46530 -	no entry	null
	at_At3g46710 -	no entry	null
	at_At3g59000 -	no entry	null
	at_At3g60710 -	no entry	null
	at_At4g05480 -	mips_25_03	"N7 -like protein"
	at_At4g07390 -	no entry	null
	at_At4g09430 -	no entry	null
	at_At4g09920 -	no entry	null
	at_At4g10420 -	no entry	null
	at_At4g13820 -	mips_08_13	"putative disease resistance protein"
	at_At4g16860 -	no entry	null
	at_At4g16940 -	no entry	null
	at_At4g18760 -	no entry	null
	at_At4g19510 -	no entry	null
	at_At4g24250 -	no entry	null
	at_At4g28560 -	no entry	null
	at_At4g29880 -	no entry	null
	at_At4g00160 -	no entry	null
	at_At5g22710 -	no entry	null
	at_At5g22720 -	no entry	null
	at_At5g38570 -	no entry	null
	at_At5g40100 -	no entry	null
	at_At5g44490 -	no entry	null
	at_At5g44510 -	no entry	null
	at_At5g45230 -	no entry	null
	at_At5g45240 -	no entry	null
	at_At5g46450 -	no entry	null
	at_At5g52460 -	no entry	null
	at_At5g53630 -	no entry	null
	at_At5g56410 -	no entry	null
	at_At5g56420 -	no entry	null
	at_At5g56430 -	no entry	null
	at_At5g66890 -	no entry	null


------------------
Rule 389
	eval(_1,_2,0.0-9.0e-25),species(_2,homo_sapiens__human_) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,drosophila_melanogaster__fruit_fly_),keyword(_2,repeat) = 1
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,38820.0-54204.0),desc(_2,region) = 0
	->  class mips_11_05_01 "resistance proteins"

	Evaluation on training data (4529 items):
	at_At1g52900	mips_11_05_01	"hypothetical protein"
			mips_11_05_03
	at_At1g77000	mips_06_07	"unknown protein"
			mips_06_07_05
			mips_06_13
			mips_11_05
			mips_11_05_01
	at_At4g11340	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At4g16900	mips_11_05_01	"disease resistance RPP5 like protein"
			mips_11_05_03
	at_At4g19500	mips_11_05	"resistence 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_At5g46480	mips_11_05_01	"disease resistance protein-like"
			mips_11_05_03
	at_At4g04110	mips_11_05_01	"putative RPP1-like disease resistance protein"
			mips_11_05_03
	Training Accuracy: 9/9 (100.00%)
	Training Frequency class 'mips_11_05_01': 118/4529 (2.61%)

	Evaluation on validation data (2278 items):
	at_At1g65540 -	mips_04_05_05	"hypothetical protein"
			mips_04_05_05_01
	at_At2g42620 -	mips_01_05_04	"F-box containing protein ORE9 (ORE9)"
			mips_14_04_03_01
	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_At4g19470	mips_11_05	"putative protein"
			mips_11_05_01
	at_At5g06220 -	mips_04_05_05_01	"putative protein"
			mips_63_17_01
	at_At5g41740	mips_11_05_01	"disease resistance protein-like"
	at_At5g46270	mips_11_05_01	"disease resistance protein-like"
			mips_11_05_03
	Validation Accuracy: 5/8 (62.50%)
	Validation Frequency class 'mips_11_05_01': 48/2278 (2.11%)

	Evaluation on propertest data (3835 items):
	at_At1g27960 -	mips_20_25	"hypothetical protein"
			mips_20_25_16
	at_At1g31540	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At1g04080 -	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
	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_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_At3g54650 -	mips_10_01	"putative protein"
			mips_10_01_01
			mips_10_05
			mips_13
			mips_13_11
			mips_40_02
	at_At4g16960	mips_11_05	"disease resistance RPP5 like protein"
			mips_11_05_01
			mips_11_05_03
	at_At5g46470	mips_11_01	"disease resistance protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g51370 -	mips_11_05	"putative protein"
			mips_11_05_05
			mips_11_05_05_06
			mips_40_27_03
			mips_40_34
	at_At5g02300 -	mips_06_13_01	"ubiquitin-protein ligase E3-alpha -like protein"
	at_At5g41540	mips_11_05_01	"disease resistance protein-like"
			mips_11_05_03
	Propertest Accuracy: 6/12 (50.00%)
	Propertest Frequency class 'mips_11_05_01': 93/3835 (2.43%)

	New (unknown) data (2278 items):
	at_At1g13780 -	no entry	null
	at_At1g19410 -	no entry	null
	at_At1g21990 -	no entry	null
	at_At1g23000 -	mips_13	"hypothetical protein"
			mips_13_01
	at_At1g50180 -	no entry	null
	at_At1g55030 -	no entry	null
	at_At1g61180 -	no entry	null
	at_At1g61330 -	no entry	null
	at_At1g66300 -	no entry	null
	at_At1g66310 -	no entry	null
	at_At1g66640 -	no entry	null
	at_At1g06630 -	no entry	null
	at_At4g27050 -	no entry	null
	at_At2g16910 -	no entry	null
	at_At2g26860 -	no entry	null
	at_At2g29930 -	no entry	null
	at_At3g44090 -	no entry	null
	at_At3g49030 -	no entry	null
	at_At3g49150 -	no entry	null
	at_At3g49480 -	no entry	null
	at_At3g50080 -	mips_08_13	"putative protein"
	at_At3g51530 -	no entry	null
	at_At3g52670 -	no entry	null
	at_At3g52690 -	no entry	null
	at_At3g58860 -	mips_99	"putative protein"
	at_At3g58900 -	no entry	null
	at_At3g58950 -	no entry	null
	at_At3g59190 -	no entry	null
	at_At3g59270 -	no entry	null
	at_At4g00320 -	no entry	null
	at_At1g12210 -	no entry	null
	at_At4g14610 -	no entry	null
	at_At4g26340 -	no entry	null
	at_At4g36140 -	no entry	null
	at_At4g37570 -	no entry	null
	at_At5g38590 -	no entry	null
	at_At5g38850 -	no entry	null
	at_At5g41630 -	no entry	null
	at_At5g41840 -	no entry	null
	at_At5g44870 -	no entry	null
	at_At5g44940 -	no entry	null
	at_At5g45050 -	no entry	null
	at_At5g49140 -	no entry	null
	at_At5g49520 -	no entry	null
	at_At5g53640 -	no entry	null
	at_At5g56560 -	no entry	null
	at_At5g02910 -	no entry	null
	at_At5g02920 -	no entry	null
	at_At5g03990 -	no entry	null
	at_At5g54820 -	no entry	null
	at_At5g60610 -	no entry	null
	at_At1g48390 -	no entry	null
	at_At1g56610 -	no entry	null
	at_At1g57630 -	no entry	null
	at_At1g58310 -	no entry	null
	at_At1g60400 -	no entry	null
	at_At1g80470 -	no entry	null
	at_At1g80570 -	no entry	null
	at_At1g10780 -	no entry	null
	at_At2g04230 -	no entry	null
	at_At3g52680 -	no entry	null
	at_At3g59160 -	no entry	null
	at_At3g59170 -	no entry	null
	at_At3g59240 -	no entry	null
	at_At3g60790 -	no entry	null
	at_At3g62230 -	no entry	null
	at_At3g14710 -	no entry	null
	at_At3g49020 -	no entry	null
	at_At3g22800 -	mips_40_01	"hypothetical protein"
	at_At3g44810 -	no entry	null
	at_At4g07400 -	no entry	null
	at_At4g08450 -	no entry	null
	at_At4g13960 -	no entry	null
	at_At4g14090 -	no entry	null
	at_At5g09610 -	no entry	null
	at_At5g22670 -	mips_99	"unknown protein"
	at_At5g27750 -	no entry	null
	at_At5g36090 -	no entry	null
	at_At5g41830 -	no entry	null
	at_At5g46510 -	no entry	null
	at_At5g56700 -	no entry	null
	at_At5g62970 -	no entry	null
	at_At1g47920 -	no entry	null
	at_At1g52650 -	no entry	null
	at_At1g55660 -	no entry	null
	at_At1g57690 -	no entry	null
	at_At1g60410 -	no entry	null
	at_At1g64070 -	no entry	null
	at_At1g64540 -	no entry	null
	at_At1g72930 -	no entry	null
	at_At1g07640 -	no entry	null
	at_At1g16930 -	no entry	null
	at_At1g60180 -	no entry	null
	at_At1g78740 -	no entry	null
	at_At2g28810 -	no entry	null
	at_At2g42050 -	no entry	null
	at_At3g11560 -	no entry	null
	at_At3g19230 -	no entry	null
	at_At3g26920 -	no entry	null
	at_At3g42770 -	no entry	null
	at_At3g44410 -	no entry	null
	at_At3g54160 -	no entry	null
	at_At3g58920 -	no entry	null
	at_At3g59000 -	no entry	null
	at_At3g60710 -	no entry	null
	at_At3g62430 -	no entry	null
	at_At4g09920 -	no entry	null
	at_At4g04450 -	no entry	null
	at_At5g07970 -	no entry	null
	at_At5g18780 -	no entry	null
	at_At5g22720 -	no entry	null
	at_At5g25860 -	no entry	null
	at_At5g35450 -	no entry	null
	at_At5g40100 -	no entry	null
	at_At5g46450 -	no entry	null
	at_At5g52460 -	no entry	null
	at_At5g53630 -	no entry	null
	at_At5g56390 -	no entry	null
	at_At5g56420 -	no entry	null
	at_At5g56570 -	no entry	null
	at_At5g56810 -	no entry	null
	at_At5g56820 -	no entry	null
	at_At5g64490 -	no entry	null
	at_At5g67250 -	no entry	null


------------------
Rule 4177
	eval(_1,_2,2.0e-5-4.0e-3),classification(_2,ascaridida) = 0
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,genew) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,homolog) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 1
	->  class mips_11_07_03 "detoxification by modification"

	Evaluation on training data (4529 items):
	at_At1g18140	mips_01_20	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At1g21850	mips_01_20_17_01	"pectinesterase, putative"
			mips_11_07_03
	at_At1g71040	mips_01_20	"putative spore coat protein"
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_01
			mips_01_20_99
			mips_08
			mips_08_19
			mips_11_05
			mips_11_05_01
			mips_11_05_01_03
			mips_11_05_01_99
			mips_11_07
			mips_11_07_03
			mips_11_07_07
			mips_11_07_99
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_02
			mips_40_34
			mips_40_34_09
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	at_At1g75790	mips_01_20_17	"polymer protein, putative"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At4g12420	mips_01_20	"pollen-specific protein - like predicted GPI-anchored protein"
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
			mips_30_01
	at_At2g30210	mips_01_20_17_01	"putative laccase"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At2g38080	mips_01_20_17_01	"putative diphenol oxidase"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At3g13390	mips_01_20_17_01	"L-ascorbate oxidase precursor, putative"
			mips_11_07_03
	at_At3g13400	mips_01_20	"pollen specific protein, putative"
			mips_01_20_17
			mips_01_20_17_01
			mips_11_07
			mips_11_07_03
			mips_11_07_99
			mips_30_01
	at_At4g16760 -	mips_01_06_04	"acyl-CoA oxidase like protein"
			mips_40_19
	at_At4g25240	mips_01_05	"Pollen-specific protein precursor like"
			mips_01_20_17
			mips_01_20_17_01
			mips_11_07_03
			mips_11_07_99
			mips_30
	at_At4g37160	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_30_01
	at_At4g39830	mips_01_07	"putative L-ascorbate oxidase"
			mips_01_07_04
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g01050	mips_01_20_17	"laccase -like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g48100	mips_01_20_17_01	"laccase (diphenol oxidase)"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g51480	mips_01_20_17_01	"predicted GPI-anchored protein"
			mips_11_07_03
			mips_11_07_99
	at_At5g58910	mips_01_20_17_01	"laccase precursor - like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g05390	mips_01_20_17	"laccase (diphenol oxidase)"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At5g07130	mips_01_20_17	"laccase-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At2g29130	mips_01_20_17_01	"putative laccase (diphenol oxidase)"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	Training Accuracy: 19/20 (95.00%)
	Training Frequency class 'mips_11_07_03': 56/4529 (1.24%)

	Evaluation on validation data (2278 items):
	at_At1g55570	mips_01_20_17_01	"overlap with bases 100,099-109,160 of 'IGF' clone F20N2, gb|AC002328. This region is annotated in the F20N2 entry, gb|AC002328"
			mips_11_07_03
	at_At1g21860	mips_01_20_17_01	"pectinesterase, putative"
			mips_01_20_99
			mips_11_07_03
	at_At1g76160	mips_01_20_17	"putative protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
	at_At4g38420	mips_01_20_17_01	"pectinesterase like protein"
			mips_11_07_03
	Validation Accuracy: 4/4 (100.00%)
	Validation Frequency class 'mips_11_07_03': 36/2278 (1.58%)

	Evaluation on propertest data (3835 items):
	at_At1g23010	mips_01_20_17_01	"unknown protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_01
			mips_08_19
			mips_11_05_01_03
			mips_11_05_01_99
			mips_11_07_03
			mips_11_07_07
			mips_11_07_99
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_34
			mips_40_34_09
			mips_67_04_01
			mips_67_04_01_01
	at_At1g41830	mips_01_20_17_01	"pectinesterase, putative"
			mips_01_20_99
			mips_11_07_03
	at_At1g55560	mips_01_20_17_01	""
			mips_11_07_03
			mips_11_07_99
	at_At2g23630	mips_01_20_17_01	"putative pectinesterase"
			mips_11_07_03
			mips_11_07_99
	at_At2g40370	mips_01_20_17_01	"putative laccase (diphenol oxidase)"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At2g46570	mips_01_20_17_01	"diphenol oxidase like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At3g09220	mips_01_20_17	"putative laccase"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At4g22010	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_11_07_03
			mips_11_07_99
	at_At4g28090	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_11_07_03
	at_At4g33150 -	mips_01_01	"lysine-ketoglutarate reductase/saccharopine dehydrogenase (LKR/SDH)"
			mips_01_01_01
	at_At5g09360	mips_01_20_17	"laccase-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At5g60020	mips_01_20_17_01	"laccase - like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g66920	mips_01_20_17	"pectinesterase like protein"
			mips_01_20_17_01
			mips_11_07
			mips_11_07_03
			mips_30_01
	at_At5g01040	mips_01	"laccase -like protein"
			mips_01_07
			mips_01_07_04
			mips_01_20
			mips_01_20_17
			mips_01_20_17_01
			mips_01_20_99
			mips_11
			mips_11_07
			mips_11_07_03
			mips_11_07_99
			mips_99
	at_At5g01190	mips_01_20_17_01	"laccase - like protein"
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g03260	mips_01_20_17	"laccase (diphenol oxidase)-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
			mips_11_07_99
	at_At5g21100	mips_01_07_04	"ascorbate oxidase-like protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07_03
			mips_11_07_99
	at_At5g48450	mips_01_20_17	"putative protein"
			mips_01_20_17_01
			mips_01_20_99
			mips_11_07
			mips_11_07_03
	Propertest Accuracy: 17/18 (94.44%)
	Propertest Frequency class 'mips_11_07_03': 49/3835 (1.28%)

	New (unknown) data (2278 items):


------------------
Rule 4119
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,spirurida) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,membrane),desc(_2,type) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,homolog) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,rodentia),keyword(_2,polymorphism) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),classification(_2,mycobacterium) = 1
	->  class mips_11_07_03 "detoxification by modification"

	Evaluation on training data (4529 items):
	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_At1g23800	mips_01_20_05	"putative aldehyde dehydrogenase NAD+"
			mips_02_16
			mips_02_16_01
			mips_02_99
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At1g44170	mips_01_20_05	"puative aldehyde dehydrogenase"
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_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_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_At1g74920	mips_01_20_05	"betaine aldehyde dehydrogenase like protein"
			mips_01_20_17_01
			mips_02_16
			mips_02_16_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At1g79440	mips_01_20_05	"succinic semialdehyde dehydrogenase 1 (SSADH1)"
			mips_02_16
			mips_02_16_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At4g34240	mips_01_07	"aldehyde dehydrogenase like protein"
			mips_01_20
			mips_01_20_05
			mips_02_01
			mips_11_07_03
			mips_40_16
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At2g24270	mips_01_20_05	"putative NADP-dependent glyceraldehyde-3-phosphate dehydrogenase"
			mips_02_16
			mips_02_16_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At2g33230	mips_01_02	"putative flavin-containing monooxygenase"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_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_At1g12140	mips_02	"hypothetical protein"
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_40_16
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At1g12200	mips_01_02	"unknown protein"
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_11_07_03
			mips_25_05_25
			mips_40_27
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At4g28720	mips_01_07	"putative protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g36250	mips_01_07	"aldehyde dehydrogenase like protein"
			mips_01_20_05
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			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
	Training Accuracy: 17/18 (94.44%)
	Training Frequency class 'mips_11_07_03': 56/4529 (1.24%)

	Evaluation on validation data (2278 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_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_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_At1g54100	mips_01_06	"putative protein"
			mips_01_07
			mips_01_20
			mips_01_20_05
			mips_11_07
			mips_11_07_03
			mips_40_16
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			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_At2g14200	mips_01_07	"F15N24.6"
			mips_01_20_05
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	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_At3g66658	mips_01_20_05	"betaine aldehyde dehydrogenase, putative"
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At4g13260	mips_01_02_01	"putative 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_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_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
	Validation Accuracy: 13/14 (92.86%)
	Validation Frequency class 'mips_11_07_03': 36/2278 (1.58%)

	Evaluation on propertest data (3835 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_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_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_At3g48000	mips_01_07	"aldehyde dehydrogenase (NAD+)-like protein"
			mips_01_20_05
			mips_02_16
			mips_02_16_01
			mips_02_99
			mips_11_07
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67_15
	at_At3g48170	mips_01_20_05	"betaine aldehyde dehydrogenase-like protein"
			mips_01_20_17_01
			mips_11_07_03
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
	at_At4g32540	mips_01_07	"dimethylaniline monooxygenase - like protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g25620	mips_01_07	"unknown protein"
			mips_01_20_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At5g61290	mips_01_01	"putative protein"
			mips_01_01_99
			mips_01_02
			mips_01_02_01
			mips_01_02_01_09
			mips_01_02_01_09_99
			mips_02_11
			mips_11_07
			mips_11_07_03
			mips_25_05_25
			mips_47
			mips_47_03
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At5g62530	mips_01	"delta-1-pyrroline-5-carboxylate dehydrogenase precursor (P5CDH)"
			mips_02
			mips_01_05
			mips_01_06
			mips_01_07
			mips_01_20
			mips_01_20_05
			mips_02_16
			mips_02_16_01
			mips_11
			mips_11_07
			mips_11_07_03
			mips_40
			mips_40_03
			mips_40_16
			mips_63
			mips_63_13
			mips_63_13_99
			mips_63_21
			mips_63_21_07
			mips_67
			mips_67_15
	Propertest Accuracy: 11/11 (100.00%)
	Propertest Frequency class 'mips_11_07_03': 49/3835 (1.28%)

	New (unknown) data (2278 items):
	at_At1g55980 -	no entry	null
	at_At1g56000 -	no entry	null
	at_At4g05020 -	mips_02_08	"unknown protein"
			mips_02_13


------------------
Rule 3016
	eval(_1,_2,4.0e-3-0.1),classification(_2,streptomycineae) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,solanum) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,pseudomonadales) = 0
	eval(_1,_2,2.0e-5-4.0e-3),sq_len(_2,667.0-1005.0),classification(_2,saccharomyces) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,fungi),keyword(_2,hydrolase) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,caenorhabditis),keyword(_2,developmental_protein) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,transport),db_ref(_2,smart) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,candida_albicans__yeast_),db_ref(_2,hssp) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,ascomycota),desc(_2,probable) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),classification(_2,mus) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 1
	->  class mips_30_10_05 "nuclear membrane"

	Evaluation on training data (4529 items):
	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_At1g32880	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At1g60190	mips_08_01	""
			mips_30_10_05
			mips_40_10_05
	at_At1g71020	mips_08_01	"unknown protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	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_At3g19380	mips_05	"hypothetical protein"
			mips_06_04
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	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_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_At4g31890	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g50900 -	mips_08_01	"unknown protein"
			mips_40_10_05
	at_At5g03070	mips_08_01	"importin alpha - like protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	Training Accuracy: 11/12 (91.67%)
	Training Frequency class 'mips_30_10_05': 12/4529 (0.26%)

	Evaluation on validation data (2278 items):
	at_At1g29340	mips_08_01	"arm repeat-containing protein, putative"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	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_At3g51980 -	mips_40_10_05	"hypothetical protein"
	at_At3g07940 -	mips_10_01_05	"putative GTPase activating protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			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_01
			mips_63_17
			mips_63_17_09
	at_At5g13060 -	mips_08_13	"unknown protein"
			mips_40_10_05
	at_At5g61980 -	mips_62_02_01_01	"GCN4-complementing protein - like"
	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_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
	Validation Accuracy: 4/8 (50.00%)
	Validation Frequency class 'mips_30_10_05': 8/2278 (0.35%)

	Evaluation on propertest data (3835 items):
	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_At1g67530	mips_08_01	"hypothetical protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At1g10870 -	mips_62_02_01	"BRCA1-associated RING domain protein isolog"
			mips_62_02_01_01
	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_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_At3g01400	mips_03_01_05_03	"unknown protein"
			mips_08_01
			mips_30_10_05
			mips_40_10_05
	at_At5g19330 -	mips_08_13	"putative protein"
			mips_40_10_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_At5g58680	mips_08_01	"unknown protein"
			mips_30_10_05
			mips_40_10_05
	Propertest Accuracy: 6/11 (54.55%)
	Propertest Frequency class 'mips_30_10_05': 13/3835 (0.34%)

	New (unknown) data (2278 items):
	at_At2g20190 -	no entry	null
	at_At3g18530 -	no entry	null
	at_At4g04680 -	no entry	null
	at_At4g15830 -	no entry	null
	at_At5g37290 -	no entry	null
	at_At5g55000 -	mips_67_01	"FH protein interacting protein FIP2 (gb|AAF14550.1)"
	at_At1g14300 -	no entry	null
	at_At5g06350 -	mips_14	"putative protein"
			mips_14_04
			mips_25
			mips_25_05
			mips_99
	at_At5g09800 -	no entry	null


------------------
Rule 3025
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,solanum) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,pseudomonadales) = 0
	eval(_1,_2,4.0e-3-0.1),keyword(_2,nuclear_protein),desc(_2,type) = 0
	eval(_1,_2,2.0e-5-4.0e-3),sq_len(_2,667.0-1005.0),classification(_2,saccharomyces) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,saccharomyces),db_ref(_2,smart) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,transport),db_ref(_2,smart) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,canis),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,ascomycota),desc(_2,probable) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,schizosaccharomyces),desc(_2,factor) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),classification(_2,mus) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 1
	->  class mips_40_10_05 "nuclear membrane"

	Evaluation on training data (4529 items):
	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_At1g32880	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	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_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_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_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_At3g19380	mips_05	"hypothetical protein"
			mips_06_04
			mips_08_01
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	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_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_At4g31890	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g50900	mips_08_01	"unknown protein"
			mips_40_10_05
	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_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
	Training Accuracy: 18/19 (94.74%)
	Training Frequency class 'mips_40_10_05': 50/4529 (1.10%)

	Evaluation on validation data (2278 items):
	at_At1g29340	mips_08_01	"arm repeat-containing protein, putative"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	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_At2g05810	mips_08_01	"hypothetical protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	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_At3g51980	mips_40_10_05	"hypothetical protein"
	at_At3g60350	mips_05	"Arm repeat containing protein - like"
			mips_06_04
			mips_40_10_05
	at_At3g07940 -	mips_10_01_05	"putative GTPase activating protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			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_01
			mips_63_17
			mips_63_17_09
	at_At4g21350 -	mips_03_01_05_03	"putative protein"
	at_At5g07120 -	mips_06_04	"putative protein"
			mips_06_07
			mips_10_05
			mips_10_05_01
			mips_10_05_01_12
			mips_40_08
	at_At5g13060	mips_08_13	"unknown protein"
			mips_40_10_05
	at_At5g61980 -	mips_62_02_01_01	"GCN4-complementing protein - like"
	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_At5g65920	mips_06_04	"Unknown protein (At5g65920; K14B20.9)"
			mips_06_10
			mips_08_01
			mips_10_01
			mips_10_01_01
			mips_30
			mips_30_10_05
			mips_40_10_05
			mips_67
			mips_67_01
			mips_67_01_05
	at_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
	Validation Accuracy: 9/15 (60.00%)
	Validation Frequency class 'mips_40_10_05': 26/2278 (1.14%)

	Evaluation on propertest data (3835 items):
	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_At1g67530	mips_08_01	"hypothetical protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At1g10870 -	mips_62_02_01	"BRCA1-associated RING domain protein isolog"
			mips_62_02_01_01
	at_At3g05720	mips_03_01	"putative importin alpha"
			mips_03_01_05
			mips_03_01_05_03
			mips_03_03
			mips_03_03_01
			mips_06_04
			mips_08_01
			mips_40_10_05
			mips_40_10_99
	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_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_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_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_At5g14510	mips_08_01	"putative protein"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g19330	mips_08_13	"putative protein"
			mips_40_10_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_At5g58680	mips_08_01	"unknown protein"
			mips_30_10_05
			mips_40_10_05
	Propertest Accuracy: 10/14 (71.43%)
	Propertest Frequency class 'mips_40_10_05': 50/3835 (1.30%)

	New (unknown) data (2278 items):
	at_At1g26760 -	no entry	null
	at_At2g20190 -	no entry	null
	at_At2g22130 -	no entry	null
	at_At3g18530 -	no entry	null
	at_At4g15830 -	no entry	null
	at_At5g37290 -	no entry	null
	at_At5g55000 -	mips_67_01	"FH protein interacting protein FIP2 (gb|AAF14550.1)"
	at_At5g66200 -	no entry	null
	at_At5g58550 -	no entry	null
	at_At1g76630 -	no entry	null
	at_At1g77460 -	no entry	null
	at_At1g14300 -	no entry	null
	at_At5g06350 -	mips_14	"putative protein"
			mips_14_04
			mips_25
			mips_25_05
			mips_99
	at_At5g09800 -	no entry	null


------------------
Rule 1375
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,cyanobacteria) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,pisum) = 0
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,hssp),desc(_2,in) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,mitochondrion),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,gastropoda),db_ref(_2,embl) = 1
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,667.0-1005.0),classification(_2,oryctolagus) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),keyword(_2,zinc) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),desc(_2,intergenic) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,euteleostomi) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,oryctolagus) = 0
	->  class mips_62_02_01 "enzymatic activity regulation / enzyme regulator"

	Evaluation on training data (4529 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_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_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_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_At2g27970	mips_03_03_01_01	"putative cyclin-dependent kinase regulatory subunit"
			mips_03_03_01_01_03
			mips_03_03_01_01_09
			mips_06_07_03
			mips_14_01_01
			mips_14_01_99
			mips_62_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
	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_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_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
	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_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
	Training Accuracy: 18/18 (100.00%)
	Training Frequency class 'mips_62_02_01': 196/4529 (4.33%)

	Evaluation on validation data (2278 items):
	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_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_At2g38280 -	mips_01_03_01	"AMP deaminase like protein"
			mips_01_03_01_01
			mips_02_99
			mips_20_25_09
			mips_20_25_09_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_01
			mips_47_03_11
			mips_47_03_11_07
	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_At5g10440	mips_03_03_01	"cyclin protein - like"
			mips_03_03_02
			mips_03_03_04
			mips_03_03_04_07
			mips_10_01_05
			mips_10_01_05_01
			mips_14_04_03_01
			mips_62_02_01_01
	at_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
	Validation Accuracy: 9/10 (90.00%)
	Validation Frequency class 'mips_62_02_01': 106/2278 (4.65%)

	Evaluation on propertest data (3835 items):
	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_At1g65380 -	mips_08_13	"putative protein"
			mips_11_05_01
	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_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_At1g34450	mips_03_03	"cyclin, putative"
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
	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_At2g27960	mips_03_03_01_01	"putative cyclin-dependent kinase regulatory subunit"
			mips_03_03_01_01_03
			mips_03_03_01_01_09
			mips_06_07_03
			mips_14_01_01
			mips_14_01_99
			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_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_At3g49750 -	mips_10	"putative protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_99
	at_At3g04840 -	mips_05_01	"putative 40S ribosomal protein S3A (S phase specific)"
			mips_05_01_01
			mips_14_04_03
			mips_14_04_03_03
			mips_63_03_03
	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_At4g34670 -	mips_05_01	"Putative S-phase-specific ribosomal protein"
			mips_05_01_01
			mips_63_03_03
	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_At5g07880 -	mips_08_07	"SNAP25 - like protein"
			mips_13_03
			mips_13_03_01
	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: 14/19 (73.68%)
	Propertest Frequency class 'mips_62_02_01': 176/3835 (4.59%)

	New (unknown) data (2278 items):
	at_At1g74200 -	no entry	null
	at_At3g28890 -	no entry	null
	at_At5g27060 -	mips_08_13	"resistance protein - like"
	at_At5g36010 -	no entry	null
	at_At3g28010 -	no entry	null
	at_At5g35860 -	no entry	null
	at_At5g49790 -	no entry	null
	at_At5g51350 -	no entry	null
	at_At2g02780 -	no entry	null
	at_At3g12145 -	mips_10_05	"leucine-rich repeat protein FLR1"
	at_At3g58890 -	no entry	null
	at_At4g18760 -	no entry	null
	at_At5g45770 -	mips_08_13	"predicted GPI-anchored protein"


------------------
Rule 4470
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,gammaproteobacteria),db_ref(_2,hamap) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanum),desc(_2,precursor) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),keyword(_2,transferase) = 0
	->  class mips_67_50_05 "antiporters"

	Evaluation on training data (4529 items):
	at_At1g34020	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g61800	mips_01_05	"Similar to glucose-6-phosphate/phosphate-translocator"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_04
			mips_08_02
			mips_10
			mips_40_10
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At4g09810	mips_01_05_01_03_02	"hypothetical protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g12500	mips_01_05_01_03_02	"hypothetical protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At4g31600 -	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At4g32270 -	mips_01_05_01_03_02	"hypothetical protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
	at_At4g39390	mips_01_05_01_03_02	"putative protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At5g42420	mips_01_05_01_03_02	"putative protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At5g55950	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At5g04160	mips_08_02	"phosphate/phosphoenolpyruvate translocator - like protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At5g33320 -	mips_01_05_01_03_02	"phosphate/phosphoenolpyruvate translocator precursor"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	Training Accuracy: 8/11 (72.73%)
	Training Frequency class 'mips_67_50_05': 20/4529 (0.44%)

	Evaluation on validation data (2278 items):
	at_At1g06470	mips_01_05_01_03	"integral membrane protein, putative"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At1g06890	mips_01_05_01	"unknown protein (At1g06890)"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_10_05
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g21870	mips_01_05_01_03_02	"glucose 6 phosphate/phosphate translocator, putative"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g53660	mips_08	"phosphate/phosphoenolpyruvate translocator precursor, putative"
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At1g76340	mips_01	"unknown protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63
			mips_63_13
			mips_63_13_01
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At2g25520	mips_01	"putative phosphate/phosphoenolpyruvate translocator protein"
			mips_04
			mips_04_05_01
			mips_04_05_01_04
			mips_08_02
			mips_40_10
			mips_40_26
			mips_40_26_03
			mips_63_03
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At3g14410 -	mips_01_05_01_03_02	"unknown protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At3g17430	mips_01_05_01	"Unknown protein (At3g17430; MTO12.2)"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At3g11320	mips_08_02	"hypothetical protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_50
			mips_67_50_05
	at_At4g03950	mips_08_02	"putative glucose-6-phosphate/phosphate-translocator"
			mips_40_26
			mips_40_26_03
			mips_67_04_07
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At4g23010 -	mips_01_05_07	"putative protein"
			mips_40_22
			mips_67_07
	at_At5g05820	mips_08_02	"phosphate/phosphoenolpyruvate translocator protein-like"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g19980	mips_08_02	"lipophosphoglycan biosynthetic protein - like"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g46110	mips_01_05_01_03_02	"phosphate/triose-phosphate translocator precursor (gb|AAC83815.1)"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	Validation Accuracy: 12/14 (85.71%)
	Validation Frequency class 'mips_67_50_05': 18/2278 (0.79%)

	Evaluation on propertest data (3835 items):
	at_At1g76670	mips_01_05_01_03_02	"unknown protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g77610	mips_01_05_01_03_02	"unknown protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At2g13650 -	mips_01_05_01_03_02	"putative vanadate resistance protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At3g10290	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At3g59360 -	mips_01_05_07	"transporter-like protein"
			mips_06_07_02
			mips_08_07_05
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
	at_At3g01550 -	mips_01_05_01_03	"putative phosphate/phosphoenolpyruvate translocator"
			mips_01_05_01_03_02
			mips_01_05_07
			mips_08_02
			mips_40_08
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At4g32390	mips_01_05_01_03	"putative protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At5g11230	mips_08_02	"putative protein"
			mips_25_03
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At5g25400	mips_04_05	"putative protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_08
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_03
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g28230	mips_08_02	"putative protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At5g45370 -	mips_01_04	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_25_03
	at_At5g57100 -	mips_01_05	"unknown protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At5g41760 -	mips_01_05_07	"CMP-sialic acid transporter-like protein"
			mips_06_07_02
			mips_08_07
			mips_40_08
			mips_67_07
			mips_67_07_99
	at_At5g54800	mips_01_05_01	"glucose-6-phosphate/phosphate translocator"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	Propertest Accuracy: 8/14 (57.14%)
	Propertest Frequency class 'mips_67_50_05': 26/3835 (0.68%)

	New (unknown) data (2278 items):
	at_At1g14360 -	mips_40_22	"putative UDP-galactose transporter MSS4"
			mips_67_07
	at_At1g57990 -	no entry	null
	at_At1g60050 -	mips_25_03	"hypothetical protein"
	at_At2g33750 -	no entry	null
	at_At1g09860 -	no entry	null
	at_At3g28070 -	mips_25	"unknown protein"
			mips_25_03
			mips_98
			mips_99
	at_At3g59310 -	no entry	null
	at_At4g18210 -	no entry	null
	at_At4g19180 -	no entry	null
	at_At4g32140 -	no entry	null
	at_At1g19770 -	no entry	null
	at_At1g57980 -	no entry	null
	at_At3g46180 -	mips_40_22	"putative protein"
			mips_67_07
	at_At1g48230 -	no entry	null
	at_At1g28220 -	no entry	null
	at_At1g28230 -	no entry	null
	at_At2g24220 -	no entry	null
	at_At3g28050 -	no entry	null
	at_At4g18220 -	no entry	null
	at_At5g12170 -	no entry	null


------------------
Rule 4455
	eval(_1,_2,2.0e-5-4.0e-3),classification(_2,plasmodium),keyword(_2,membrane) = 0
	eval(_1,_2,8.0e-10-2.0e-5),keyword(_2,oxidoreductase),db_ref(_2,pir) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,synechococcus),db_ref(_2,prosite) = 1
	->  class mips_67_50_25 "ABC transporters"

	Evaluation on training data (4529 items):
	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_At1g17840	mips_01_07	"putative ABC transporter (At1g17840)"
			mips_67_10
			mips_67_28
			mips_67_50_25
	at_At1g26130	mips_01_05_07	"P-type transporting ATPase, putative"
			mips_01_06_13
			mips_20_03
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50_22
			mips_67_50_25
	at_At1g27770	mips_13_01	"envelope Ca2+-ATPase"
			mips_13_01_01
			mips_13_01_01_01
			mips_25_05_09
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At1g28010	mips_67_50	"hypothetical protein"
			mips_67_50_25
	at_At1g30400	mips_67_50_25	"AtMRP1"
	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_At1g54280	mips_01_05_07	"hypothetical protein"
			mips_01_06_13
			mips_20_03
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At1g59820	mips_01_05_07	"hypothetical protein"
			mips_01_06_13
			mips_20_03
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50_22
			mips_67_50_25
	at_At1g68710	mips_01_05_07	"ATPase, putative"
			mips_01_06
			mips_01_06_13
			mips_20
			mips_20_03
			mips_40_02
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At1g72700	mips_01_05_07	"putative P-type transporting ATPase"
			mips_01_06_13
			mips_20_03
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	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_At3g22910	mips_47	"calmodulin-stimulated calcium-ATPase, putative"
			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_22
			mips_67_50_25
	at_At1g07670	mips_01	"endoplasmic reticulum-type calcium-transporting ATPase 4 (ECA4)"
			mips_13
			mips_13_05
			mips_13_07
			mips_25
			mips_25_05
			mips_25_05_09
			mips_40_02
			mips_40_07
			mips_63
			mips_63_17
			mips_63_17_01
			mips_63_19
			mips_67
			mips_67_04
			mips_67_50
			mips_67_50_22
			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_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_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_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_At1g10130	mips_13_05	"putative calcium ATPase"
			mips_13_07
			mips_25_05_09
			mips_63_17_01
			mips_67_50_25
	at_At3g13080	mips_67_50_25	"ABC transporter, putative"
	at_At3g13220	mips_01_06_13	"ABC transporter"
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At3g13900	mips_01	"putative ATPase"
			mips_01_05
			mips_01_05_07
			mips_01_06
			mips_01_06_13
			mips_20
			mips_20_03
			mips_40_02
			mips_63
			mips_63_19
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At3g21180	mips_47_03_01	"putative Ca2+-transporting ATPase"
			mips_47_03_01_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50_25
	at_At3g25610	mips_01_05_07	"ATPase II, putative"
			mips_01_06_13
			mips_20_03
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50_22
			mips_67_50_25
	at_At3g28860	mips_14_04	"P-glycoprotein, putative"
			mips_63_19
			mips_67
			mips_67_50_25
	at_At3g33000 -	mips_02	"ATPase a subunit, putative"
			mips_02_11
			mips_02_13
			mips_02_45
			mips_02_45_15
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_40_02
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	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_At3g47790	mips_01_06	"ABC-type transport protein-like protein"
			mips_67_04
			mips_67_13
			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_At3g57330	mips_40_02	"Ca2+-transporting ATPase-like protein"
			mips_47
			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_At3g60160	mips_67_50_25	"multi resistance protein homolog"
	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_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_At4g28620	mips_30_25	"ABC transporter - like protein"
			mips_67_50_25
	at_At4g29900	mips_67_04	"Ca2+-transporting ATPase - like protein"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	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_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_At5g44240	mips_01_05_07	"ATPase, calcium-transporting"
			mips_01_06_13
			mips_20_03
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50
			mips_67_50_22
			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_At5g57110	mips_47_03_01	"Ca2+-transporting ATPase-like protein (emb|CAB79748.1)"
			mips_47_03_01_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	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_At5g61690	mips_67_13	"ABC transport protein - like"
			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_At5g23630	mips_13	"cation-transporting ATPase"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_63_19
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At5g60740	mips_40	"xABC transporter - like protein"
			mips_63_19
			mips_67
			mips_67_10
			mips_67_50_25
	Training Accuracy: 49/50 (98.00%)
	Training Frequency class 'mips_67_50_25': 115/4529 (2.54%)

	Evaluation on validation data (2278 items):
	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_At1g09930 -	mips_14	"unknown protein"
			mips_14_04
			mips_14_04_03
			mips_14_04_03_03
			mips_67
			mips_67_11
			mips_67_99
			mips_98
	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_At2g34660	mips_67_50	"MRP-like ABC transporter"
			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_At2g41560	mips_47_03_01	"putative Ca2+-ATPase"
			mips_47_03_01_01
			mips_67_04_01
			mips_67_04_01_02
			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_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_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_At3g59140	mips_67_50_25	"ABC transporter-like protein"
	at_At3g62700	mips_67_50_25	"ABC transporter-like protein"
	at_At3g13090	mips_67_50_25	"ABC transporter like protein"
	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_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: 14/16 (87.50%)
	Validation Frequency class 'mips_67_50_25': 38/2278 (1.67%)

	Evaluation on propertest data (3835 items):
	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_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_At1g04120	mips_67_50_25	"multi-drug resistance 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_At1g54350	mips_67_50	"hypothetical protein"
			mips_67_50_25
	at_At1g71960	mips_01_07_01	"putative ABC transporter"
			mips_67_10
			mips_67_50
			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_At2g37280	mips_01_06	"putative ABC transporter"
			mips_01_06_13
			mips_11
			mips_11_07
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50_25
	at_At2g47800	mips_67_50	"MRP-like ABC transporter"
			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_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_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_At3g27870	mips_01_05_07	"P-type ATPase, putative"
			mips_01_06_13
			mips_20_03
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50_22
			mips_67_50_25
	at_At3g42640	mips_67_50_22	"plasma membrane H+-ATPase-like protein"
			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_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_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_At3g63380	mips_47	"Ca2+-transporting ATPase -like protein"
			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_22
			mips_67_50_25
	at_At4g11730	mips_13_01	"H+-transporting ATPase - like protein"
			mips_13_01_01
			mips_13_01_01_01
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At4g15230	mips_01_07	"ABC transporter like protein"
			mips_01_07_01
			mips_67_10
			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_At5g04930	mips_01_05_07	"ATPase"
			mips_01_06_13
			mips_20_03
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50_22
			mips_67_50_25
	at_At4g00900	mips_02_45	"Ca2+-transporting ATPase - like protein"
			mips_02_45_99
			mips_06_07_03
			mips_13_01_01_01
			mips_67_50_22
			mips_67_50_25
	at_At4g37640	mips_47_03_01	"plasma membrane-type calcium ATPase (ACA2)"
			mips_47_03_01_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At5g14570 -	mips_01_04_07	"high affinity nitrate transporter - like protein"
			mips_01_05_07
			mips_67_04_07
			mips_67_04_07_07
			mips_67_04_07_99
			mips_67_50_03
	at_At5g53010	mips_40_02	"Ca2+-transporting ATPase-like protein"
			mips_47
			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_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_At5g61700	mips_67_50_25	"ABC family transporter - like protein"
	Propertest Accuracy: 30/31 (96.77%)
	Propertest Frequency class 'mips_67_50_25': 72/3835 (1.88%)

	New (unknown) data (2278 items):
	at_At1g29310 -	mips_08_99	"transport protein sec61 alpha subunit, putative"
			mips_67_99
	at_At1g69870 -	mips_67_11	"unknown protein"
	at_At1g01610 -	no entry	null
	at_At2g34250 -	mips_08_99	"putative protein transport protein SEC61 alpha subunit"
			mips_67_99
	at_At5g06090 -	no entry	null
	at_At1g31820 -	no entry	null
	at_At1g11670 -	no entry	null
	at_At3g11430 -	no entry	null
	at_At1g51420 -	mips_99	"unknown protein"
	at_At1g78720 -	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_99
			mips_20
			mips_40_07
			mips_67_99
	at_At2g38110 -	no entry	null
	at_At3g27020 -	no entry	null


------------------
Rule 3069
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,xanthomonadales) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,betaproteobacteria),db_ref(_2,pir) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 1
	->  class mips_67_50_25 "ABC transporters"

	Evaluation on training data (4529 items):
	at_At1g02530	mips_67_28	"hypothetical protein"
			mips_67_50
			mips_67_50_25
	at_At1g28010	mips_67_50	"hypothetical protein"
			mips_67_50_25
	at_At1g63270	mips_63_19_03	"hypothetical protein"
			mips_67_50
			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_At1g70610	mips_67_50	"transporter associated with antigen processing-like protein (TAP1)"
			mips_67_50_25
	at_At1g71330	mips_67_50	"putative ABC transporter"
			mips_67_50_25
	at_At1g73170	mips_01_01_07	"unknown protein"
			mips_63_19_03
			mips_67_10
			mips_67_50_25
	at_At3g54540	mips_05_07	"ABC transporter - like protein"
			mips_08_16
			mips_08_16_03
			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_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_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_At2g39480	mips_67_28	"putative ABC transporter"
			mips_67_50
			mips_67_50_25
	at_At1g10680	mips_67_28	"putative P-glycoprotein-2 emb|CAA71277"
			mips_67_50
			mips_67_50_25
	at_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_At3g12100	mips_08_16	"hypothetical protein"
			mips_40_09
			mips_40_22
			mips_40_25
			mips_67_04_01
			mips_67_04_01_01
			mips_67_50
			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_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_At3g21250	mips_40	"unknown protein"
			mips_63
			mips_63_19
			mips_67
			mips_67_50_25
	at_At3g28345	mips_67_50	"P-glycoprotein, putative, 3'partial"
			mips_67_50_25
	at_At3g28390	mips_67_28	"P-glycoprotein, putative"
			mips_67_50
			mips_67_50_25
	at_At3g28860	mips_14_04	"P-glycoprotein, putative"
			mips_63_19
			mips_67
			mips_67_50_25
	at_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_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_At3g58810	mips_40_09	"zinc transporter -like protein"
			mips_40_22
			mips_40_25
			mips_67_04_01
			mips_67_04_01_01
			mips_67_50_25
	at_At3g60160	mips_67_50_25	"multi resistance protein homolog"
	at_At3g62150	mips_01_06	"P-glycoprotein-like proetin"
			mips_08
			mips_40_02
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At4g01820	mips_67_28	"P-glycoprotein-like protein pgp3"
			mips_67_50
			mips_67_50_25
	at_At4g25450	mips_67_50	"putative protein"
			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_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_At4g33460	mips_08	"putative protein"
			mips_40_02
			mips_67_04
			mips_67_50
			mips_67_50_25
	at_At5g22370 -	mips_63_19_03	"putative protein"
			mips_63_19_05
	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_At5g58270	mips_30_25	"ABC transporter-like protein"
			mips_67_50_25
	at_At5g61690	mips_67_13	"ABC transport protein - like"
			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_At5g60740	mips_40	"xABC transporter - like protein"
			mips_63_19
			mips_67
			mips_67_10
			mips_67_50_25
	at_At5g60790	mips_08_16	"ABC transporter homolog PnATH - like"
			mips_08_16_03
			mips_67_50
			mips_67_50_25
	Training Accuracy: 40/41 (97.56%)
	Training Frequency class 'mips_67_50_25': 115/4529 (2.54%)

	Evaluation on validation data (2278 items):
	at_At1g02520	mips_67_28	"P-glycoprotein, putative"
			mips_67_50_25
	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_At1g64550	mips_05_07	"ABC transporter protein, putative"
			mips_08_16
			mips_08_16_03
			mips_67_50_25
	at_At1g80090 -	mips_01_05_04	"hypothetical protein"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_03_03_03
			mips_06_07_03
			mips_25_05_25
	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_At2g41700	mips_08	"ATP-binding cassette transporter ABCA1"
			mips_63
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At2g46800	mips_08_04	"putative zinc transporter"
			mips_13_01_01
			mips_13_01_01_01
			mips_40_09
			mips_40_22
			mips_40_25
			mips_67_04_01
			mips_67_04_01_01
			mips_67_50_25
	at_At3g60970	mips_08	"ABC transporter-like protein"
			mips_40_02
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At3g13090	mips_67_50_25	"ABC transporter like protein"
	at_At3g13100	mips_67_50	"ABC transporter, putative"
			mips_67_50_25
	at_At3g28380	mips_67_50	"P-glycoprotein, putative"
			mips_67_50_25
	at_At3g10420 -	mips_14_04	"unknown protein"
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
	at_At3g10670	mips_63_19_03	"ABC transporter like ATPase"
			mips_67_50
			mips_67_50_25
	at_At4g30300	mips_63_19_03	"RNase L inhibitor-like protein"
			mips_67_50
			mips_67_50_25
	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_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
	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
	Validation Accuracy: 15/20 (75.00%)
	Validation Frequency class 'mips_67_50_25': 38/2278 (1.67%)

	Evaluation on propertest data (3835 items):
	at_At1g27940	mips_67_50	"hypothetical protein"
			mips_67_50_25
	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_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_At1g04120	mips_67_50_25	"multi-drug resistance protein"
	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_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_At2g07680	mips_67_28	"putative ABC transporter"
			mips_67_50
			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_At2g36910	mips_01	"putative ABC transporter"
			mips_01_06
			mips_06
			mips_06_13
			mips_14_04
			mips_25_05
			mips_40
			mips_63_19
			mips_67
			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_At2g37250 -	mips_01	"putative 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_03
			mips_03_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_40_16
			mips_63
			mips_63_19
			mips_63_19_03
	at_At2g37280	mips_01_06	"putative ABC transporter"
			mips_01_06_13
			mips_11
			mips_11_07
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50_25
	at_At2g47800	mips_67_50	"MRP-like ABC transporter"
			mips_67_50_25
	at_At2g47830	mips_08_16	"unknown protein"
			mips_13_01
			mips_13_01_01
			mips_40_09
			mips_40_22
			mips_40_25
			mips_40_30
			mips_67_04
			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_At2g47000	mips_67_28	"putative ABC transporter"
			mips_67_50_25
	at_At3g06200 -	mips_13_03	"putative guanylate kinase"
			mips_13_03_01
			mips_13_07
			mips_14_01_03
	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_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_At3g28344	mips_67_50	"P-glycoprotein, 5' partial"
			mips_67_50_25
	at_At3g28360	mips_67_50_25	"P-glycoprotein like protein"
	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_At3g58060 -	mips_03_01_11	"putative protein"
			mips_08_16
			mips_13_01
			mips_13_01_01
			mips_40_30
	at_At3g55320	mips_67_28	"P-glycoprotein - like"
			mips_67_50_25
	at_At4g15220	mips_08	"ABC transporter homolog"
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_02
			mips_63
			mips_63_19
			mips_67
			mips_67_04
			mips_67_50
			mips_67_50_25
	at_At4g15230	mips_01_07	"ABC transporter like protein"
			mips_01_07_01
			mips_67_10
			mips_67_50
			mips_67_50_25
	at_At4g18050	mips_01_06	"multidrug resistance protein/P-glycoprotein - like"
			mips_06_13
			mips_08
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_02
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_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_At4g25960	mips_67_28	"P-glycoprotein-2 (pgp2)"
			mips_67_50
			mips_67_50_25
	at_At4g39850	mips_01	"peroxisomal ABC transporter (PED3)"
			mips_01_06
			mips_08
			mips_40
			mips_40_02
			mips_63
			mips_63_19
			mips_67
			mips_67_50
			mips_67_50_25
	at_At4g01830	mips_67_28	"putative P-glycoprotein-like protein"
			mips_67_50_25
	at_At5g39040	mips_67_50_25	"transporter associated with antigen processing-like protein (TAP2)"
	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_At5g46540	mips_67_28	"multidrug resistance p-glycoprotein"
			mips_67_50_25
	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_At5g64840	mips_08_16	"ABC transporter protein 1-like"
			mips_08_16_03
			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_At5g03910	mips_67_50_25	"ABC transporter -like protein"
	at_At5g14100	mips_67_50_25	"putative protein"
	at_At5g61700	mips_67_50_25	"ABC family transporter - like protein"
	Propertest Accuracy: 35/42 (83.33%)
	Propertest Frequency class 'mips_67_50_25': 72/3835 (1.88%)

	New (unknown) data (2278 items):
	at_At5g60340 -	no entry	null
	at_At4g04300 -	mips_67_07	"hypothetical protein"
	at_At1g26520 -	no entry	null
	at_At1g03900 -	no entry	null
	at_At5g46600 -	no entry	null
	at_At2g27490 -	no entry	null


------------------
Rule 3051
	eval(_1,_2,2.0e-5-4.0e-3),keyword(_2,glycoprotein),desc(_2,hypothetical) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,candida_albicans__yeast_),db_ref(_2,hssp) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,betaproteobacteria),db_ref(_2,pir) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,38820.0-54204.0),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 1
	->  class mips_01_06_13 "lipid and fatty-acid transport"

	Evaluation on training data (4529 items):
	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_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
	Training Accuracy: 6/6 (100.00%)
	Training Frequency class 'mips_01_06_13': 49/4529 (1.08%)

	Evaluation on validation data (2278 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_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: 7/7 (100.00%)
	Validation Frequency class 'mips_01_06_13': 24/2278 (1.05%)

	Evaluation on propertest data (3835 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_At1g55540 -	mips_20_25_16	"unknown protein"
			mips_63_07
	at_At1g14850 -	mips_08_01	"nucleoporin, putative"
			mips_40_10_05
	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
	Propertest Accuracy: 3/5 (60.00%)
	Propertest Frequency class 'mips_01_06_13': 39/3835 (1.02%)

	New (unknown) data (2278 items):
	at_At3g10380 -	no entry	null
	at_At5g62580 -	no entry	null
	at_At2g37930 -	no entry	null
	at_At5g04780 -	no entry	null


------------------
Rule 4443
	eval(_1,_2,2.0e-5-4.0e-3),species(_2,xenopus_laevis__african_clawed_frog_),keyword(_2,phosphorylation) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,hominidae),desc(_2,chain) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,arthropoda),db_ref(_2,tigrfams) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,synechococcus),db_ref(_2,prosite) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,667.0-1005.0),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),classification(_2,rhizobiales) = 1
	->  class mips_01_06_13 "lipid and fatty-acid transport"

	Evaluation on training data (4529 items):
	at_At1g17840 -	mips_01_07	"putative ABC transporter (At1g17840)"
			mips_67_10
			mips_67_28
			mips_67_50_25
	at_At1g26130	mips_01_05_07	"P-type transporting ATPase, putative"
			mips_01_06_13
			mips_20_03
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50_22
			mips_67_50_25
	at_At1g27770 -	mips_13_01	"envelope Ca2+-ATPase"
			mips_13_01_01
			mips_13_01_01_01
			mips_25_05_09
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			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_At1g54280	mips_01_05_07	"hypothetical protein"
			mips_01_06_13
			mips_20_03
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At1g59820	mips_01_05_07	"hypothetical protein"
			mips_01_06_13
			mips_20_03
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50_22
			mips_67_50_25
	at_At1g68710	mips_01_05_07	"ATPase, putative"
			mips_01_06
			mips_01_06_13
			mips_20
			mips_20_03
			mips_40_02
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At1g72700	mips_01_05_07	"putative P-type transporting ATPase"
			mips_01_06_13
			mips_20_03
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50
			mips_67_50_22
			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_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_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_At3g13220	mips_01_06_13	"ABC transporter"
			mips_63_19_03
			mips_67_10
			mips_67_13
			mips_67_50_25
	at_At3g13900	mips_01	"putative ATPase"
			mips_01_05
			mips_01_05_07
			mips_01_06
			mips_01_06_13
			mips_20
			mips_20_03
			mips_40_02
			mips_63
			mips_63_19
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At3g25610	mips_01_05_07	"ATPase II, putative"
			mips_01_06_13
			mips_20_03
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50_22
			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_At4g29900 -	mips_67_04	"Ca2+-transporting ATPase - like protein"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
			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_At5g44240	mips_01_05_07	"ATPase, calcium-transporting"
			mips_01_06_13
			mips_20_03
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50
			mips_67_50_22
			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_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_At5g23630 -	mips_13	"cation-transporting ATPase"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_63_19
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	Training Accuracy: 20/26 (76.92%)
	Training Frequency class 'mips_01_06_13': 49/4529 (1.08%)

	Evaluation on validation data (2278 items):
	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_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_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_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: 4/5 (80.00%)
	Validation Frequency class 'mips_01_06_13': 24/2278 (1.05%)

	Evaluation on propertest data (3835 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_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_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_At2g37280	mips_01_06	"putative ABC transporter"
			mips_01_06_13
			mips_11
			mips_11_07
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			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_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_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_At4g15230 -	mips_01_07	"ABC transporter like protein"
			mips_01_07_01
			mips_67_10
			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_At5g04930	mips_01_05_07	"ATPase"
			mips_01_06_13
			mips_20_03
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_02
			mips_67_07
			mips_67_13
			mips_67_50_22
			mips_67_50_25
	at_At4g00900 -	mips_02_45	"Ca2+-transporting ATPase - like protein"
			mips_02_45_99
			mips_06_07_03
			mips_13_01_01_01
			mips_67_50_22
			mips_67_50_25
	at_At4g37640 -	mips_47_03_01	"plasma membrane-type calcium ATPase (ACA2)"
			mips_47_03_01_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	Propertest Accuracy: 11/17 (64.71%)
	Propertest Frequency class 'mips_01_06_13': 39/3835 (1.02%)

	New (unknown) data (2278 items):
	at_At1g31820 -	no entry	null


------------------
Rule 1287
	eval(_1,_2,0.0-9.0e-25),desc(_2,type) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,d__3d_structure),db_ref(_2,tigrfams) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),db_ref(_2,mim) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),keyword(_2,transferase) = 1
	->  class mips_03_01_05 "DNA recombination and DNA repair"

	Evaluation on training data (4529 items):
	at_At1g20390	mips_03_01_05_03	"hypothetical protein"
			mips_29_01
	at_At2g11940	mips_03_01_05	"putative retroelement gag/pol polyprotein"
			mips_03_01_05_03
			mips_29_01
	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_At2g07410	mips_03_01_03	"putative retroelement pol polyprotein"
			mips_03_01_05
			mips_03_01_05_03
			mips_03_01_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_At2g12930	mips_03_01_03	"pseudogene"
			mips_03_01_05
			mips_03_01_05_03
			mips_29_01
	at_At2g14040	mips_03_01_05_03	"putative retroelement pol polyprotein"
			mips_29_01
	at_At2g14640	mips_03_01_05_03	"putative retroelement pol polyprotein"
			mips_29_01
	at_At2g15100	mips_03_01_03	"putative retroelement pol polyprotein"
			mips_03_01_05
			mips_03_01_05_03
			mips_29_01
	at_At3g13440	mips_01_07	"methyltransferase, putative"
			mips_01_07_01
			mips_01_20_05
			mips_01_20_05_11
			mips_01_20_19
			mips_01_20_19_01
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_09
			mips_03_01_09_01
			mips_06_07_99
			mips_11_05_05
			mips_11_05_05_01
			mips_13_03
			mips_13_03_01
			mips_40_09
	at_At3g29490	mips_03_01_05_03	"hypothetical protein"
	at_At3g31530	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
			mips_29_01
			mips_63
			mips_63_03
	at_At4g07600	mips_03_01	""
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
			mips_29_01
	at_At4g07660	mips_03_01	"putative athila transposon protein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_06_13
			mips_29
	at_At4g07850	mips_03_01_03	"putative polyprotein"
			mips_03_01_05
			mips_03_01_05_03
			mips_29_01
	at_At5g64150	mips_01_07	"unknown protein"
			mips_01_07_01
			mips_01_20_19
			mips_01_20_19_01
			mips_03_01_05
			mips_03_01_05_01
			mips_03_01_09
			mips_03_01_09_01
			mips_06_07_99
			mips_13_03
			mips_13_03_01
			mips_30_04
			mips_40_09
	at_At4g04230	mips_03_01_05_03	"putative transposon protein"
			mips_29_01
	Training Accuracy: 20/20 (100.00%)
	Training Frequency class 'mips_03_01_05': 175/4529 (3.86%)

	Evaluation on validation data (2278 items):
	at_At1g36120	mips_03_01_03	"putative reverse transcriptase gb|AAD22339.1"
			mips_03_01_05
			mips_03_01_05_03
	at_At1g36590	mips_03_01	"hypothetical protein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
	at_At1g63020 -	mips_04_05_01_01	"RNA polymerase IIA largest subunit, putative"
	at_At2g14400	mips_03_01_05_03	"putative retroelement pol polyprotein"
	at_At2g28450	mips_03_01_05_01	"putative RNA methyltransferase"
			mips_04_03
			mips_04_03_03
	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_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_At2g10830	mips_03_01_03	"pseudogene"
			mips_03_01_05
			mips_03_01_05_03
			mips_29_01
	at_At2g12040	mips_03_01_03	"T10J7.2"
			mips_03_01_05
			mips_03_01_05_03
	at_At4g03800	mips_03_01_03	""
			mips_03_01_05
			mips_03_01_05_03
			mips_29_01
	Validation Accuracy: 9/10 (90.00%)
	Validation Frequency class 'mips_03_01_05': 98/2278 (4.30%)

	Evaluation on propertest data (3835 items):
	at_At1g35370	mips_03_01_05_03	"hypothetical protein"
			mips_29_01
	at_At1g36830	mips_03_01_05_03	"hypothetical protein"
			mips_29_01
	at_At1g37060	mips_03_01_05_03	"Athila retroelment ORF 1, putative"
	at_At1g37200	mips_03_01	"hypothetical protein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_06_13
			mips_29
			mips_29_01
	at_At1g20570 -	mips_03_03_01_01	"hypothetical protein"
			mips_03_03_01_01_11
			mips_03_03_05
			mips_03_03_05_01
			mips_03_03_05_99
			mips_30_04
			mips_30_04_05
			mips_30_04_99
			mips_40_04_05
			mips_40_05
			mips_63_07
	at_At2g06190	mips_03_01_05_03	"putative Ty3-gypsy-like retroelement pol polyprotein"
	at_At2g07730	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g13340	mips_03_01	"F14O4.9"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_03_01_05_03_05
			mips_29_01
			mips_63_17_09
	at_At2g15410	mips_03_01_05_03	"putative retroelement pol polyprotein"
	at_At2g39550 -	mips_01_06	"putative geranylgeranyl transferase type I beta subunit"
			mips_01_06_07
			mips_06_07
			mips_06_07_01
			mips_10_01_99
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
	at_At2g14650	mips_03_01_05_03	"putative retroelement pol polyprotein"
	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_At3g57660 -	mips_04_01	"DNA-directed RNA polymerase I 190K chain - like protein"
			mips_04_01_01
			mips_04_05_01_01
			mips_40_10_07
	at_At3g31480	mips_03	"hypothetical protein"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
	at_At3g31970	mips_03_01_05_03	"hypothetical protein"
	at_At4g10580	mips_03_01_05_03	"putative reverse-transcriptase -like protein"
			mips_29_01
	at_At4g21710 -	mips_04_05_01_01	"DNA-directed RNA polymerase (EC 2.7.7.6) II second largest chain"
			mips_40_10_99
			mips_63_03_01
	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_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_At5g45140 -	mips_04_01	"DNA-directed RNA polymerase subunit"
			mips_04_01_01
			mips_04_05_01_01
	at_At5g60040 -	mips_04_01	"DNA-directed RNA polymerase - like protein"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_40_10_99
	Propertest Accuracy: 16/23 (69.57%)
	Propertest Frequency class 'mips_03_01_05': 149/3835 (3.89%)

	New (unknown) data (2278 items):
	at_At1g23990 -	mips_29_02	"reverse transcriptase, putative"
	at_At1g30390 -	no entry	null
	at_At1g31210 -	no entry	null
	at_At1g36620 -	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At1g48710 -	mips_29	"hypothetical protein"
			mips_29_02
	at_At1g70010 -	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At1g71220 -	no entry	null
	at_At2g07420 -	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g13930 -	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g15870 -	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_02
			mips_29_99
	at_At2g16000 -	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g17610 -	mips_29_02	"putative non-LTR retroelement reverse transcriptase"
	at_At2g20460 -	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At3g59720 -	mips_29_01	"copia-type reverse transcriptase-like protein"
	at_At5g18480 -	no entry	null
	at_At5g62480 -	no entry	null
	at_At1g26990 -	mips_29	"polyprotein, putative"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At1g37110 -	mips_29_01	""
			mips_29_99
	at_At1g51750 -	mips_29_99	"hypothetical protein"
	at_At1g58140 -	mips_29_01	"hypothetical protein"
			mips_29_02
	at_At2g07550 -	no entry	null
	at_At1g32230 -	no entry	null
	at_At4g07840 -	mips_29_01	"putative transposon protein"
	at_At2g07010 -	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g19080 -	mips_08_04	"unknown protein"
			mips_30_16
			mips_67_11
	at_At2g04490 -	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At3g29460 -	no entry	null
	at_At3g29782 -	no entry	null
	at_At4g20520 -	no entry	null
	at_At4g21360 -	mips_29_01	"putative transposable element"
			mips_29_02
			mips_29_99


------------------
Rule 2287
	eval(_1,_2,9.0e-25-8.0e-10),mol_wt(_2,1574.0-38820.0),keyword(_2,transferase) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,mitochondrion) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 0
	->  class mips_03_01_05 "DNA recombination and DNA repair"

	Evaluation on training data (4529 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_At1g47850	mips_03_01_05_01	"hypothetical protein"
			mips_29_01
			mips_29_99
	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_At2g04760	mips_03_01_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_02
	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_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_At2g19100	mips_03_01_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_05
			mips_03_01_05_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: 14/15 (93.33%)
	Training Frequency class 'mips_03_01_05': 175/4529 (3.86%)

	Evaluation on validation data (2278 items):
	at_At1g31030	mips_03_01_05_01	"F17F8.5"
			mips_29_01
	at_At1g47910	mips_03_01_05_01	"reverse transcriptase, putative"
			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_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_At3g45550	mips_03_01_05_01	"putative protein"
			mips_29_01
			mips_29_99
	Validation Accuracy: 5/5 (100.00%)
	Validation Frequency class 'mips_03_01_05': 98/2278 (4.30%)

	Evaluation on propertest data (3835 items):
	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_At1g74350 -	mips_01_03_16	"putative type II intron maturase"
			mips_04_05_05_01
	at_At1g78690 -	mips_13_05	"unknown protein"
			mips_25_05_09
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
	at_At1g10160	mips_03_01_05_01	"putative reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g01550	mips_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
	at_At2g05200	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g07730	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At2g11250	mips_03	"pseudogene"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
			mips_63
			mips_63_03
			mips_99
	at_At2g15510	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_02
			mips_29_99
			mips_63
			mips_63_03
			mips_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_At2g17510 -	mips_04_01	"putative mitotic control protein dis3"
			mips_04_01_04
	at_At3g05510 -	mips_01_06_01_01	"unknown protein"
			mips_10_01_09
			mips_10_01_09_09
			mips_13_05
			mips_25_05_09
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_48
			mips_63_09
			mips_63_21
			mips_63_21_99
	at_At3g25480	mips_03_01_03	"unknown protein"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
	at_At3g44650	mips_03_01_05	"putative protein"
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At3g31420	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_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_At4g14470	mips_03_01_03	"reverse transcriptase like protein"
			mips_03_01_05
			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_At5g15700 -	mips_04_05_01_01	"DNA-directed RNA polymerase (mitochondrial)"
			mips_40_26
			mips_40_26_03
	Propertest Accuracy: 18/23 (78.26%)
	Propertest Frequency class 'mips_03_01_05': 149/3835 (3.89%)

	New (unknown) data (2278 items):
	at_At1g23990 -	mips_29_02	"reverse transcriptase, putative"
	at_At2g05550 -	mips_29_02	"putative non-LTR retroelement reverse transcriptase"
			mips_29_99
	at_At2g07650 -	mips_29_01	"putative non-LTR retrolelement reverse transcriptase"
			mips_29_99
	at_At4g08830 -	mips_29	"putative protein"
			mips_29_02
			mips_29_99
	at_At2g28980 -	no entry	null
	at_At4g04000 -	no entry	null
	at_At4g07770 -	no entry	null
	at_At1g24640 -	no entry	null
	at_At1g64410 -	no entry	null
	at_At2g15540 -	mips_29_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_02
			mips_29_99
	at_At3g42100 -	no entry	null
	at_At4g15590 -	no entry	null
	at_At4g20520 -	no entry	null
	at_At5g50960 -	mips_03_99	"nucleotide-binding protein"


------------------
Rule 3734
	eval(_1,_2,4.0e-3-0.1),classification(_2,mammalia),db_ref(_2,interpro) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,hordeum),db_ref(_2,prints) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,trichocomaceae) = 0
	->  class mips_06_07_11 "protein processing (proteolytic)"

	Evaluation on training data (4529 items):
	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_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_At2g24010	mips_06_07_11	"putative serine carboxypeptidase II"
			mips_40_25
			mips_62_02_01_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_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_At3g19400 -	mips_06_13_99	"putative cysteine proteinase RD21A precursor"
			mips_20_25_16
	at_At3g25420 -	mips_40_25	"serine carboxypeptidase, putative"
			mips_62_02_01_01
	at_At3g45010 -	mips_06_13_04	"carboxypeptidase precursor-like protein"
			mips_40_25
	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_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_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_At4g01620	mips_06_07_11	"cathepsin B-like cysteine protease"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_30_25
			mips_40_25
			mips_43
			mips_43_03
			mips_62_01
			mips_62_01_05
	at_At4g11310 -	mips_06_10	"cysteine proteinase-like protein"
			mips_06_13
			mips_06_13_99
	at_At4g11320 -	mips_06_13_99	"cysteine proteinase like protein"
			mips_08_13
			mips_40_25
	at_At4g12910 -	mips_62_02_01_01	"SERINE CARBOXYPEPTIDASE I PRECURSOR-like protein"
	at_At4g15100	mips_06_07_11	"hydroxynitrile lyase like protein"
			mips_40_25
			mips_62_02_01_01
	at_At4g23520 -	mips_06_13_99	"cysteine proteinase - like protein"
	at_At4g30810	mips_06_07_11	"serine carboxypeptidase II like protein"
			mips_40_25
			mips_62_02_01_01
	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_At5g17080	mips_06_07_11	"putative protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	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_At5g23210	mips_06	"serine carboxypeptidase II-like protein"
			mips_06_07_11
			mips_40_25
			mips_62_02_01_01
			mips_67
	Training Accuracy: 16/25 (64.00%)
	Training Frequency class 'mips_06_07_11': 37/4529 (0.82%)

	Evaluation on validation data (2278 items):
	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_At1g43780	mips_06_07_11	"serine carboxypeptidase II, putative"
			mips_40_25
			mips_62_02_01_01
	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_At1g20850 -	mips_02_99	"putative cysteine proteinase"
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At2g22990	mips_06_07_11	"putative serine carboxypeptidase I"
			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_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_At3g48350 -	mips_06_13	"cysteine endopeptidase precursor - like protein"
			mips_06_13_99
			mips_40_25
	at_At3g45310	mips_06_07_11	"cysteine protease-like protein"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At4g16190 -	mips_02_99	"cysteine proteinase like protein"
			mips_06_13_04
			mips_06_13_99
			mips_08_13
			mips_40_25
	at_At5g09640	mips_06_07_11	"carboxypeptidase like protein"
			mips_40_25
			mips_62_02_01_01
	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_At5g22980 -	mips_06_13_04	"serine carboxypeptidase"
			mips_40_25
	at_At5g45890	mips_06_07_11	"senescence-specific cysteine protease"
			mips_06_13_04
			mips_06_13_04_01
			mips_06_13_99
			mips_40_25
	at_At5g50260 -	mips_06	"cysteine endopeptidase"
			mips_06_13
			mips_06_13_99
			mips_40
			mips_40_25
			mips_98
	at_At5g01930 -	mips_01	"(1-4)-beta-mannan endohydrolase-like protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
	Validation Accuracy: 10/19 (52.63%)
	Validation Frequency class 'mips_06_07_11': 26/2278 (1.14%)

	Evaluation on propertest data (3835 items):
	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_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_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_At1g15000 -	mips_06_13_04	"serine carboxypeptidase precursor, putative"
			mips_40_25
			mips_62_02_01_02
	at_At2g05850	mips_06_07_11	"putative serine carboxypeptidase II"
			mips_40_25
			mips_62_02_01_01
	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_At2g21430 -	mips_02_99	"putative cysteine proteinase"
			mips_06_13_04
			mips_06_13_99
			mips_08_13
			mips_40_25
	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_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_At3g51730 -	mips_01_06_13	"unknown protein"
			mips_30_25
			mips_40_25
			mips_40_27
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_63_09
	at_At3g54940 -	mips_02_99	"cysteine proteinase precursor-like protein"
			mips_06_10
			mips_06_13_04
			mips_06_13_99
	at_At3g02110	mips_06	"serine carboxypeptidase II like protein"
			mips_06_01
			mips_06_07_11
			mips_06_13
			mips_40_25
			mips_62_02_01_01
			mips_67
	at_At3g63470	mips_06_07_11	"serin carboxypeptidase - like protein"
			mips_40_25
			mips_62_02_01_01
	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_At4g30610	mips_06_07_11	"SERINE CARBOXYPEPTIDASE II-like protein"
			mips_40_25
	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_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: 13/22 (59.09%)
	Propertest Frequency class 'mips_06_07_11': 40/3835 (1.04%)

	New (unknown) data (2278 items):
	at_At1g73310 -	no entry	null
	at_At3g17180 -	mips_06_13	"putative serine carboxypeptidase II"
	at_At2g22920 -	no entry	null
	at_At2g22970 -	mips_06_13	"putative serine carboxypeptidase II"
	at_At2g22980 -	no entry	null
	at_At2g23010 -	mips_06_13	"putative serine carboxypeptidase I"
	at_At1g11080 -	mips_06	"Serine carboxypeptidase isolog"
			mips_06_13
	at_At3g10450 -	no entry	null
	at_At5g05050 -	no entry	null
	at_At1g28110 -	no entry	null
	at_At1g61130 -	mips_06	""
			mips_06_13
	at_At1g02300 -	no entry	null
	at_At2g12510 -	no entry	null
	at_At2g23000 -	no entry	null
	at_At2g24000 -	no entry	null
	at_At2g33530 -	no entry	null
	at_At3g12240 -	no entry	null
	at_At5g42230 -	no entry	null
	at_At5g42240 -	no entry	null


------------------
Rule 2256
	eval(_1,_2,4.0e-3-0.1),classification(_2,paramyxoviridae) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,felidae) = 0
	eval(_1,_2,9.0e-25-8.0e-10),species(_2,haemophilus_influenzae) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,staphylococcus),desc(_2,precursor) = 0
	eval(_1,_2,9.0e-25-8.0e-10),mol_wt(_2,38820.0-54204.0),species(_2,mycoplasma_genitalium) = 0
	eval(_1,_2,9.0e-25-8.0e-10),mol_wt(_2,1574.0-38820.0),db_ref(_2,smart) = 1
	eval(_1,_2,9.0e-25-8.0e-10),mol_wt(_2,1574.0-38820.0),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,mitochondrion) = 1
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,38820.0-54204.0),keyword(_2,atp_binding) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),species(_2,caenorhabditis_elegans) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,campanulids) = 0
	->  class mips_63_19_03 "ATP binding"

	Evaluation on training data (4529 items):
	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_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_At1g55150	mips_04_05_05_11	"Unknown protein (At1g55150; T7N22.9)"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_19_03
	at_At1g59990	mips_63_19_03	"putative protein"
	at_At1g71280 -	mips_04_01	"putative DEAD/DEAH box helicase"
			mips_04_01_04
			mips_04_05_05_01
	at_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_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_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_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_At2g40700	mips_04_99	"ATP-dependent RNA helicase"
			mips_63_19_03
	at_At1g10930	mips_03_01_05	"DNA helicase isolog"
			mips_03_01_05_01
			mips_14_10
			mips_63_03_03
			mips_63_19_03
	at_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_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_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_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_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_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_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_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_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_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_At5g51280 -	mips_04_05_05_11	"DEAD-box protein abstrakt"
			mips_05_04_01
			mips_14_10
			mips_14_10_02
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
	at_At5g63120	mips_04_05_05_11	"ATP-dependent RNA helicase-like protein"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At5g63630	mips_04_01	"RNA helicase"
			mips_04_01_04
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	Training Accuracy: 22/26 (84.62%)
	Training Frequency class 'mips_63_19_03': 74/4529 (1.63%)

	Evaluation on validation data (2278 items):
	at_At1g63250 -	mips_04_05_05	"putative RNA helicase"
			mips_33
			mips_33_03
			mips_33_03_02
	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_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_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_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_At3g16840 -	mips_04_05_05	"ATP-dependent RNA helicase"
			mips_04_05_05_01
			mips_33_03_02
	at_At3g09720	mips_04_05_05_01	"putative RNA helicase"
			mips_63_03_03
			mips_63_19_03
	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_At4g30350	mips_06_01	"putative protein"
			mips_06_13_99
			mips_06_99
			mips_11_01_05
			mips_63_19_03
	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_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_At5g19210 -	mips_04_05_05_01	"eIF-4AII - like protein"
			mips_25_05_10
	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_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
	Validation Accuracy: 6/15 (40.00%)
	Validation Frequency class 'mips_63_19_03': 35/2278 (1.54%)

	Evaluation on propertest data (3835 items):
	at_At1g35530 -	mips_03_01_09	"ATP-dependent RNA helicase, putative"
			mips_03_01_09_05
			mips_25_05_25
	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_At1g28180 -	mips_04_05_05_01	"hypothetical protein"
			mips_33
			mips_33_03
			mips_33_03_02
	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_At2g42270 -	mips_04_05_05_01	"ATP-dependent RNA helicase like protein"
	at_At3g05740	mips_04_01	"putative DNA helicase"
			mips_04_01_04
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	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_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_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_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_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_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
	Propertest Accuracy: 4/12 (33.33%)
	Propertest Frequency class 'mips_63_19_03': 40/3835 (1.04%)

	New (unknown) data (2278 items):
	at_At3g13490 -	mips_05	"lysyl-tRNA synthetase like protein"
			mips_05_04
			mips_05_10
	at_At4g10320 -	mips_05_10	"isoleucine-tRNA ligase - like protein"


------------------
Rule 3673
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,prosite) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,triticum) = 0
	eval(_1,_2,9.0e-25-8.0e-10),species(_2,haemophilus_influenzae),db_ref(_2,prosite) = 0
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),classification(_2,daucus) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,hordeum),db_ref(_2,prints) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,paccad_clade),db_ref(_2,smart) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,eukaryota) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,campanulids) = 0
	->  class mips_01_20_01 "metabolism of primary metabolic sugars derivatives"

	Evaluation on training data (4529 items):
	at_At1g26560	mips_01_05_01_01_02	"beta-glucosidase like protein"
			mips_01_20_01
			mips_01_20_01_07
	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_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_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_At1g69940 -	mips_01_05_99	"putative pectin methylesterase"
			mips_40_01
	at_At1g75940	mips_01_05_01_01_02	"ATA27"
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05_03
	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_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_At2g20680 -	mips_01_05_01_01_01	"(1-4)-beta-mannan endohydrolase"
			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_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_At2g47280	mips_01_05_01_01	"putative pectinesterase"
			mips_01_05_99
			mips_01_20_01
			mips_40_01
	at_At3g09260	mips_01_05_01_01_02	"thioglucosidase 3D precursor"
			mips_01_20_01
			mips_01_20_01_07
	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_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_At3g21370	mips_01_20_01	"beta-glucosidase, putative"
			mips_01_20_01_07
			mips_11_05_03
	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_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_At3g62740 -	mips_01_05_01_01_01	"beta-glucosidase-like protein"
			mips_01_05_01_01_02
	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_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_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_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_At5g26810	mips_01_05_99	"putative protein"
			mips_01_20_01
			mips_30_01
			mips_40_01
	at_At5g44640	mips_01_05_01_01_02	"beta-glucosidase"
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05_03
	at_At5g55590	mips_01_05_99	"putative protein"
			mips_01_20_01
			mips_40_01
	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_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_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_At5g47500 -	mips_01_05_99	"pectin methylesterase-like"
			mips_30_01
			mips_40_01
	at_At5g54570	mips_01_20_01	"beta-glucosidase"
			mips_01_20_01_07
	Training Accuracy: 37/45 (82.22%)
	Training Frequency class 'mips_01_20_01': 69/4529 (1.52%)

	Evaluation on validation data (2278 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_At1g47600	mips_01_05_01_01_02	"hypothetical protein"
			mips_01_20_01
			mips_01_20_01_07
	at_At1g53070 -	mips_10_01	"protein kinase, putative"
			mips_10_01_01
			mips_10_05
	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_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_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_At4g22100	mips_01_20_01	"glucosidase like protein"
			mips_01_20_01_07
	at_At4g24350 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_03
			mips_01_03_01
			mips_65
	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_At4g38800 -	mips_01_01_01_01	"putative protein"
			mips_01_01_01_01_02
			mips_01_03_01
			mips_65
	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_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
	Validation Accuracy: 9/14 (64.29%)
	Validation Frequency class 'mips_01_20_01': 30/2278 (1.32%)

	Evaluation on propertest data (3835 items):
	at_At1g02850	mips_01_20_01	"Similar to beta-glucosidases (At1g02850)"
			mips_01_20_01_07
	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_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_At1g77410	mips_01_05_01_01_01	""
			mips_01_20_01
			mips_01_20_01_07
			mips_40_01
			mips_40_25
	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_At2g44470 -	mips_01_05_01_01_02	"putative beta-glucosidase"
	at_At2g36700	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_40_01
	at_At3g03640	mips_01_20_01	"beta-glucosidase"
			mips_01_20_01_07
			mips_11_05_03
	at_At3g06510 -	mips_01_05_01_01_01	"beta glucosidase like protein"
			mips_01_05_01_01_02
			mips_40_34
	at_At3g18070	mips_01_05_01_01_02	"beta-glucosidase, putative"
			mips_01_20_01
			mips_01_20_01_07
	at_At3g42160	mips_01_05_99	"putative protein"
			mips_01_20_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_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_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_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_At4g24340 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_03
			mips_01_03_01
			mips_65
	at_At5g07420 -	mips_01_05_99	"pectin methyl-esterase-like protein"
			mips_40_01
	at_At5g17500 -	mips_01_05_01_01_01	"putative protein"
	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_At5g63080 -	mips_63_17	"unknown protein"
			mips_63_17_09
	at_At5g61680 -	mips_01_05_99	"pectin methyl-esterase - like protein"
			mips_40_01
	Propertest Accuracy: 15/26 (57.69%)
	Propertest Frequency class 'mips_01_20_01': 48/3835 (1.25%)

	New (unknown) data (2278 items):
	at_At1g53060 -	no entry	null
	at_At1g72990 -	mips_40_01	"unknown protein (At1g72990)"
			mips_40_25
	at_At3g09190 -	no entry	null
	at_At4g29270 -	mips_65	"acid phosphatase-like protein"
	at_At5g01090 -	no entry	null
	at_At5g24770 -	mips_65	"vegetative storage protein Vsp2"
	at_At1g19720 -	no entry	null
	at_At1g04040 -	mips_65	"unknown protein"
	at_At1g07460 -	no entry	null
	at_At2g38600 -	mips_65	"putative acid phosphatase"
	at_At2g01880 -	mips_40_25	"putative purple acid phosphatase"
	at_At2g03450 -	mips_01_04	"putative purple acid phosphatase"
	at_At3g54080 -	no entry	null
	at_At3g16410 -	no entry	null
	at_At3g26140 -	no entry	null
	at_At3g30540 -	no entry	null
	at_At4g25150 -	mips_65	"acid phosphatase - like protein"
	at_At4g29260 -	mips_65	"acid phosphatase-like protein"
	at_At5g03350 -	no entry	null
	at_At5g44020 -	mips_65	"vegetative storage protein-like"
	at_At5g51260 -	mips_65	"acid phosphatase"
	at_At5g61250 -	no entry	null
	at_At1g53080 -	no entry	null
	at_At1g62110 -	no entry	null
	at_At2g33070 -	no entry	null
	at_At3g16530 -	no entry	null
	at_At4g33840 -	mips_40_01	"putative protein"
	at_At4g36700 -	mips_65	"globulin-like protein"
	at_At5g16580 -	no entry	null
	at_At5g24780 -	mips_65	"vegetative storage protein Vsp1"
			mips_98
	at_At5g63140 -	no entry	null


------------------
Rule 2524
	eval(_1,_2,4.0e-3-0.1),desc(_2,chromosome) = 0
	eval(_1,_2,0.0-9.0e-25),desc(_2,kinase) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptophyta),keyword(_2,d__3d_structure) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,54204.0-74022.0),classification(_2,magnoliophyta) = 1
	->  class mips_01_20_35 "biosynthesis of secondary products derived from L-phenylalanine and L-tyrosine"

	Evaluation on training data (4529 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_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_At3g29190	mips_01_20	"terpene synthase-related protein"
			mips_01_20_13
			mips_01_20_35
			mips_01_20_35_01
			mips_20
			mips_20_20
			mips_20_20_18
	at_At3g32030	mips_01_20_13	"terpene synthase, putative"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g13280	mips_01_20_13	"putative protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g13300	mips_01_20_13	"putative protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_At4g15870	mips_01_20_13	"delta-cadinene synthase like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_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: 14/14 (100.00%)
	Training Frequency class 'mips_01_20_35': 136/4529 (3.00%)

	Evaluation on validation data (2278 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: 10/10 (100.00%)
	Validation Frequency class 'mips_01_20_35': 60/2278 (2.63%)

	Evaluation on propertest data (3835 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_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_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_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: 9/11 (81.82%)
	Propertest Frequency class 'mips_01_20_35': 102/3835 (2.66%)

	New (unknown) data (2278 items):
	at_At1g34060 -	no entry	null


------------------
Rule 3282
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,escherichia),keyword(_2,transferase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptomycineae),db_ref(_2,pir) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,phaseoleae) = 0
	->  class mips_01_20_35 "biosynthesis of secondary products derived from L-phenylalanine and L-tyrosine"

	Evaluation on training data (4529 items):
	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_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_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_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_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_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
	Training Accuracy: 12/12 (100.00%)
	Training Frequency class 'mips_01_20_35': 136/4529 (3.00%)

	Evaluation on validation data (2278 items):
	at_At1g25450	mips_01_06_01_05	"unknown protein"
			mips_01_06_01_07
			mips_01_20_35
			mips_01_20_35_01
	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_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_At2g26640	mips_01_06_01_05	"putative beta-ketoacyl-CoA synthase"
			mips_01_06_01_07
			mips_01_20_35_01
	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
	Validation Accuracy: 5/5 (100.00%)
	Validation Frequency class 'mips_01_20_35': 60/2278 (2.63%)

	Evaluation on propertest data (3835 items):
	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_At1g01120 -	mips_01_06_01_07	"putative fatty acid elongase 3-ketoacyl-CoA synthase 1 (At1g01120)"
			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_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_At4g00040	mips_01_06_01_07	"putative chalcone synthase"
			mips_01_07_01
			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
	Propertest Accuracy: 6/9 (66.67%)
	Propertest Frequency class 'mips_01_20_35': 102/3835 (2.66%)

	New (unknown) data (2278 items):
	at_At3g49200 -	no entry	null
	at_At1g21440 -	mips_02_01	"hypothetical protein"
			mips_02_22
	at_At1g80280 -	mips_11_07	"unknown protein"
			mips_30_01
	at_At3g26840 -	no entry	null
	at_At3g02030 -	no entry	null


------------------
Rule 3314
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,enterobacter) = 0
	eval(_1,_2,9.0e-25-8.0e-10),keyword(_2,transmembrane) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,salmonella),keyword(_2,complete_proteome) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,escherichia),keyword(_2,transferase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptomycineae),db_ref(_2,pir) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,phaseoleae) = 1
	->  class mips_01_20_35 "biosynthesis of secondary products derived from L-phenylalanine and L-tyrosine"

	Evaluation on training data (4529 items):
	at_At1g20490	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	at_At1g20500	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	at_At1g20560	mips_01_06_01_01	"unknown protein (At1g20560)"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g21530	mips_02	"amp-binding protein, putative"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_37
			mips_01_20_37_03
			mips_02_25
			mips_11
			mips_11_05
			mips_11_05_03
	at_At1g21540	mips_01_05_01_01_03	"amp-binding protein, putative"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g51680	mips_01_06_01_01	"4-coumarate--coenzyme A ligase (At4CL1)"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g65880	mips_01_06_01	""
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_02_99
			mips_30_01
	at_At1g66120	mips_01_06_01_01	"hypothetical protein"
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
	at_At1g68270	mips_02	"putative amp-binding protein"
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_25
	at_At1g75960	mips_01_05_01_01_03	"AMP-binding protein, putative"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g76290 -	mips_01_05_01_01_03	"putative AMP-binding protein"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_40_19
	at_At1g77240	mips_01_05_01_01_03	"hypothetical protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g16910	mips_01_06_01	"AMP-binding protein, putative"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_20_03
			mips_40_27
			mips_40_27_99
	at_At3g23790	mips_01_06_01_01	"AMP-binding protein, putative"
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_05
			mips_01_20_05_11
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_01_20_37
			mips_01_20_37_03
			mips_02_25
	at_At4g19010	mips_01_05_01_01_03	"4-coumarate-CoA ligase - like"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	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
	at_At5g16340	mips_01_05_01_01	"AMP-binding protein"
			mips_01_05_01_01_03
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	Training Accuracy: 15/17 (88.24%)
	Training Frequency class 'mips_01_20_35': 136/4529 (3.00%)

	Evaluation on validation data (2278 items):
	at_At1g65060	mips_01_05_01_01_03	"4-coumarate:CoA ligase 3 (4CL3)"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g20480	mips_01_05	"hypothetical protein"
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At5g35930 -	mips_01_20_37	"unknown protein"
			mips_01_20_37_03
			mips_11_05_03
	at_At5g63380	mips_01_05_01_01_03	"4-coumarate-CoA ligase-like protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	Validation Accuracy: 3/4 (75.00%)
	Validation Frequency class 'mips_01_20_35': 60/2278 (2.63%)

	Evaluation on propertest data (3835 items):
	at_At1g20510 -	mips_01_05_01_01_03	"putative 4-coumarate:CoA ligase"
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At1g30520	mips_01_05_01_01_03	"unknown protein (At1g30520)"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_30_01
			mips_40_19
	at_At1g65890	mips_01_06_01_01	"putative protein"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
	at_At1g62940	mips_01_06_01_01	"4-coumarate:coenzyme A ligase, putative"
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_25
			mips_67_13
	at_At1g64400 -	mips_01_06_01	"putative acyl-CoA synthetase"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At2g17650	mips_01_06_01_01	"putative acyl-CoA synthetase"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_20_05
			mips_01_20_05_11
			mips_01_20_35_01
			mips_02_25
	at_At2g47240 -	mips_01_06_01_05	"putative acyl-CoA synthetase"
			mips_01_06_04
			mips_01_06_07
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At3g16170	mips_01_05_01_01	"long-chain acyl-CoA like synthetase"
			mips_01_05_01_01_03
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_36
			mips_01_20_37
			mips_01_20_37_99
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_02_99
			mips_05_99
			mips_40_19
	at_At3g21230	mips_02	"putative 4-coumarate:CoA ligase 2"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g21240	mips_01_05_01_01_03	"putative 4-coumarate:CoA ligase 2"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At3g48990	mips_01_05_01_01	"4-coumarate-CoA ligase -like protein"
			mips_01_05_01_01_03
			mips_01_06
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_35_01_05
			mips_02_16
			mips_02_16_13
			mips_02_25
	at_At4g14070 -	mips_01_06_01	"A6 anther-specific protein (Z97335.16)"
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_01_06_13
			mips_01_06_99
			mips_20_03
			mips_40_19
			mips_40_27
			mips_40_27_99
	at_At5g16370	mips_01_05_01_01_03	"AMP-binding protein"
			mips_01_06_01_01
			mips_01_06_04
			mips_01_06_07
			mips_01_07_01
			mips_01_20_15
			mips_01_20_15_03
			mips_01_20_35
			mips_01_20_35_01
			mips_02_16
			mips_02_16_13
			mips_02_25
			mips_67_13
	at_At5g23050 -	mips_01_05_01_01_03	"acetyl-CoA synthetase-like protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
			mips_01_06_04
			mips_01_06_07
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_99
			mips_30_01
			mips_40_19
	at_At5g36880 -	mips_01_05_01_01_03	"acetyl-CoA synthetase"
			mips_01_06_01
			mips_01_06_01_05
			mips_02_10
			mips_02_16
			mips_02_16_13
			mips_02_99
			mips_40_19
	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
	Propertest Accuracy: 9/16 (56.25%)
	Propertest Frequency class 'mips_01_20_35': 102/3835 (2.66%)

	New (unknown) data (2278 items):
	at_At4g05160 -	no entry	null


------------------
Rule 3985
	eval(_1,_2,4.0e-3-0.1),classification(_2,desulfurococcales) = 0
	eval(_1,_2,8.0e-10-2.0e-5),keyword(_2,nuclear_protein) = 0
	eval(_1,_2,4.0e-3-0.1),keyword(_2,transmembrane),db_ref(_2,prodom) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,actinobacteria),db_ref(_2,pfam) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,type) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 1
	->  class mips_01_20_35 "biosynthesis of secondary products derived from L-phenylalanine and L-tyrosine"

	Evaluation on training data (4529 items):
	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_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_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_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_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_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_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_At2g43420 -	mips_01_05_01_01_01	"putative sterol dehydrogenase"
			mips_01_06_01_07
			mips_01_06_01_07_11
	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_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_At3g51160 -	mips_01_05_01_03_02	"GDP-D-mannose-4,6-dehydratase (MUR1)"
			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_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_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_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_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_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_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_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: 13/26 (50.00%)
	Training Frequency class 'mips_01_20_35': 136/4529 (3.00%)

	Evaluation on validation data (2278 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_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_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_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_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_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_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_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_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_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_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_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_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
	Validation Accuracy: 5/14 (35.71%)
	Validation Frequency class 'mips_01_20_35': 60/2278 (2.63%)

	Evaluation on propertest data (3835 items):
	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_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_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_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_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_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_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_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_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_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_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_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_At4g13660	mips_01_20_35	"isoflavone reductase-like protein"
			mips_01_20_35_01
			mips_11_99
	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_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
	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
	Propertest Accuracy: 12/21 (57.14%)
	Propertest Frequency class 'mips_01_20_35': 102/3835 (2.66%)

	New (unknown) data (2278 items):
	at_At1g19540 -	mips_02_01	"2'-hydroxyisoflavone reductase, putative"
			mips_11_99


------------------
Rule 4482
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanum),desc(_2,precursor) = 1
	->  class mips_63_13_01 "sugar binding"

	Evaluation on training data (4529 items):
	at_At1g34020	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g61800	mips_01_05	"Similar to glucose-6-phosphate/phosphate-translocator"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_04
			mips_08_02
			mips_10
			mips_40_10
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At2g37450 -	mips_01_04	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
	at_At2g43240	mips_01_05_07	"unknown protein"
			mips_06_07_02
			mips_08_07
			mips_08_07_05
			mips_40_08
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
	at_At4g09810	mips_01_05_01_03_02	"hypothetical protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g12500	mips_01_05_01_03_02	"hypothetical protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At4g31600	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At4g32270	mips_01_05_01_03_02	"hypothetical protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
	at_At4g39390	mips_01_05_01_03_02	"putative protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At5g13670 -	mips_01_04	"unknown protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_25_03
	at_At5g42420	mips_01_05_01_03_02	"putative protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At5g55950	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At5g59740 -	mips_01_05_07	"protein serine /threonine kinase - like protein"
			mips_40_08
			mips_40_22
			mips_67_07
	at_At5g65000	mips_01_05_07	"unknown protein"
			mips_06_07_02
			mips_08_07
			mips_08_07_05
			mips_40_08
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
	at_At5g04160 -	mips_08_02	"phosphate/phosphoenolpyruvate translocator - like protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At5g33320	mips_01_05_01_03_02	"phosphate/phosphoenolpyruvate translocator precursor"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	Training Accuracy: 12/16 (75.00%)
	Training Frequency class 'mips_63_13_01': 30/4529 (0.66%)

	Evaluation on validation data (2278 items):
	at_At1g06470	mips_01_05_01_03	"integral membrane protein, putative"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At1g06890	mips_01_05_01	"unknown protein (At1g06890)"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_10_05
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g21070 -	mips_08_02	"unknown protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At1g21870	mips_01_05_01_03_02	"glucose 6 phosphate/phosphate translocator, putative"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g53660 -	mips_08	"phosphate/phosphoenolpyruvate translocator precursor, putative"
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At1g76340	mips_01	"unknown protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63
			mips_63_13
			mips_63_13_01
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At2g25520 -	mips_01	"putative phosphate/phosphoenolpyruvate translocator protein"
			mips_04
			mips_04_05_01
			mips_04_05_01_04
			mips_08_02
			mips_40_10
			mips_40_26
			mips_40_26_03
			mips_63_03
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At3g14410	mips_01_05_01_03_02	"unknown protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At3g17430	mips_01_05_01	"Unknown protein (At3g17430; MTO12.2)"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At3g11320 -	mips_08_02	"hypothetical protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_50
			mips_67_50_05
	at_At4g03950 -	mips_08_02	"putative glucose-6-phosphate/phosphate-translocator"
			mips_40_26
			mips_40_26_03
			mips_67_04_07
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At4g23010 -	mips_01_05_07	"putative protein"
			mips_40_22
			mips_67_07
	at_At4g30420 -	mips_01_05	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_98
	at_At5g05820 -	mips_08_02	"phosphate/phosphoenolpyruvate translocator protein-like"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g19980 -	mips_08_02	"lipophosphoglycan biosynthetic protein - like"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g46110	mips_01_05_01_03_02	"phosphate/triose-phosphate translocator precursor (gb|AAC83815.1)"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	Validation Accuracy: 7/16 (43.75%)
	Validation Frequency class 'mips_63_13_01': 13/2278 (0.57%)

	Evaluation on propertest data (3835 items):
	at_At1g76670	mips_01_05_01_03_02	"unknown protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g77610	mips_01_05_01_03_02	"unknown protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At2g13650	mips_01_05_01_03_02	"putative vanadate resistance protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At3g02690 -	mips_08_02	"unknown protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
	at_At3g07080 -	mips_01_05_07	"putative integral membrane protein"
			mips_67_07
	at_At3g10290	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At3g59360	mips_01_05_07	"transporter-like protein"
			mips_06_07_02
			mips_08_07_05
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
	at_At3g01550	mips_01_05_01_03	"putative phosphate/phosphoenolpyruvate translocator"
			mips_01_05_01_03_02
			mips_01_05_07
			mips_08_02
			mips_40_08
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At4g32390	mips_01_05_01_03	"putative protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At5g11230 -	mips_08_02	"putative protein"
			mips_25_03
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At5g25400 -	mips_04_05	"putative protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_08
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_03
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g28230 -	mips_08_02	"putative protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At5g45370 -	mips_01_04	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_25_03
	at_At5g57100	mips_01_05	"unknown protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At5g41760 -	mips_01_05_07	"CMP-sialic acid transporter-like protein"
			mips_06_07_02
			mips_08_07
			mips_40_08
			mips_67_07
			mips_67_07_99
	at_At5g54800	mips_01_05_01	"glucose-6-phosphate/phosphate translocator"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	Propertest Accuracy: 9/16 (56.25%)
	Propertest Frequency class 'mips_63_13_01': 17/3835 (0.44%)

	New (unknown) data (2278 items):
	at_At1g14360 -	mips_40_22	"putative UDP-galactose transporter MSS4"
			mips_67_07
	at_At1g21890 -	no entry	null
	at_At1g30840 -	no entry	null
	at_At1g57990 -	no entry	null
	at_At1g60050 -	mips_25_03	"hypothetical protein"
	at_At1g75500 -	no entry	null
	at_At1g09380 -	no entry	null
	at_At2g33750 -	no entry	null
	at_At1g09860 -	no entry	null
	at_At3g18200 -	mips_25_03	"integral membrane protein, putative"
	at_At3g28070 -	mips_25	"unknown protein"
			mips_25_03
			mips_98
			mips_99
	at_At3g45870 -	no entry	null
	at_At3g59310 -	no entry	null
	at_At4g01450 -	no entry	null
	at_At4g08700 -	no entry	null
	at_At4g18190 -	no entry	null
	at_At4g18210 -	no entry	null
	at_At4g19180 -	no entry	null
	at_At4g32140 -	no entry	null
	at_At1g19770 -	no entry	null
	at_At1g01070 -	no entry	null
	at_At1g43650 -	no entry	null
	at_At1g44750 -	no entry	null
	at_At1g57980 -	no entry	null
	at_At1g11460 -	mips_25	"hypothetical protein"
			mips_25_03
	at_At3g46180 -	mips_40_22	"putative protein"
			mips_67_07
	at_At1g44800 -	mips_25_03	"nodulin like protein"
	at_At1g48230 -	no entry	null
	at_At1g68170 -	no entry	null
	at_At1g28220 -	no entry	null
	at_At1g28230 -	no entry	null
	at_At2g02810 -	mips_40_22	"unknown protein"
			mips_67
			mips_67_07
	at_At2g24220 -	no entry	null
	at_At2g37460 -	no entry	null
	at_At3g28050 -	no entry	null
	at_At4g18220 -	no entry	null
	at_At4g01440 -	mips_25_03	"predicted protein of unknown function"
	at_At4g08290 -	no entry	null
	at_At5g12170 -	no entry	null
	at_At5g40230 -	no entry	null


------------------
Rule 4483
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanum),desc(_2,precursor) = 1
	->  class mips_67_07_99 "other C-compound transporters"

	Evaluation on training data (4529 items):
	at_At1g34020	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g61800	mips_01_05	"Similar to glucose-6-phosphate/phosphate-translocator"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_04
			mips_08_02
			mips_10
			mips_40_10
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At2g37450 -	mips_01_04	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
	at_At2g43240	mips_01_05_07	"unknown protein"
			mips_06_07_02
			mips_08_07
			mips_08_07_05
			mips_40_08
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
	at_At4g09810	mips_01_05_01_03_02	"hypothetical protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g12500	mips_01_05_01_03_02	"hypothetical protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At4g31600	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At4g32270	mips_01_05_01_03_02	"hypothetical protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
	at_At4g39390	mips_01_05_01_03_02	"putative protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At5g13670 -	mips_01_04	"unknown protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_25_03
	at_At5g42420	mips_01_05_01_03_02	"putative protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At5g55950	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At5g59740 -	mips_01_05_07	"protein serine /threonine kinase - like protein"
			mips_40_08
			mips_40_22
			mips_67_07
	at_At5g65000	mips_01_05_07	"unknown protein"
			mips_06_07_02
			mips_08_07
			mips_08_07_05
			mips_40_08
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
	at_At5g04160 -	mips_08_02	"phosphate/phosphoenolpyruvate translocator - like protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At5g33320	mips_01_05_01_03_02	"phosphate/phosphoenolpyruvate translocator precursor"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	Training Accuracy: 12/16 (75.00%)
	Training Frequency class 'mips_67_07_99': 22/4529 (0.49%)

	Evaluation on validation data (2278 items):
	at_At1g06470	mips_01_05_01_03	"integral membrane protein, putative"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At1g06890	mips_01_05_01	"unknown protein (At1g06890)"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_10_05
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g21070 -	mips_08_02	"unknown protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At1g21870	mips_01_05_01_03_02	"glucose 6 phosphate/phosphate translocator, putative"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g53660 -	mips_08	"phosphate/phosphoenolpyruvate translocator precursor, putative"
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At1g76340	mips_01	"unknown protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63
			mips_63_13
			mips_63_13_01
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At2g25520 -	mips_01	"putative phosphate/phosphoenolpyruvate translocator protein"
			mips_04
			mips_04_05_01
			mips_04_05_01_04
			mips_08_02
			mips_40_10
			mips_40_26
			mips_40_26_03
			mips_63_03
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At3g14410	mips_01_05_01_03_02	"unknown protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At3g17430	mips_01_05_01	"Unknown protein (At3g17430; MTO12.2)"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At3g11320 -	mips_08_02	"hypothetical protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_50
			mips_67_50_05
	at_At4g03950 -	mips_08_02	"putative glucose-6-phosphate/phosphate-translocator"
			mips_40_26
			mips_40_26_03
			mips_67_04_07
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At4g23010 -	mips_01_05_07	"putative protein"
			mips_40_22
			mips_67_07
	at_At4g30420 -	mips_01_05	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_98
	at_At5g05820 -	mips_08_02	"phosphate/phosphoenolpyruvate translocator protein-like"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g19980 -	mips_08_02	"lipophosphoglycan biosynthetic protein - like"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g46110	mips_01_05_01_03_02	"phosphate/triose-phosphate translocator precursor (gb|AAC83815.1)"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	Validation Accuracy: 7/16 (43.75%)
	Validation Frequency class 'mips_67_07_99': 17/2278 (0.75%)

	Evaluation on propertest data (3835 items):
	at_At1g76670	mips_01_05_01_03_02	"unknown protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g77610	mips_01_05_01_03_02	"unknown protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At2g13650	mips_01_05_01_03_02	"putative vanadate resistance protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At3g02690 -	mips_08_02	"unknown protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
	at_At3g07080 -	mips_01_05_07	"putative integral membrane protein"
			mips_67_07
	at_At3g10290	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At3g59360	mips_01_05_07	"transporter-like protein"
			mips_06_07_02
			mips_08_07_05
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
	at_At3g01550	mips_01_05_01_03	"putative phosphate/phosphoenolpyruvate translocator"
			mips_01_05_01_03_02
			mips_01_05_07
			mips_08_02
			mips_40_08
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At4g32390	mips_01_05_01_03	"putative protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At5g11230 -	mips_08_02	"putative protein"
			mips_25_03
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At5g25400 -	mips_04_05	"putative protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_08
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_03
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g28230 -	mips_08_02	"putative protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At5g45370 -	mips_01_04	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_25_03
	at_At5g57100	mips_01_05	"unknown protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At5g41760	mips_01_05_07	"CMP-sialic acid transporter-like protein"
			mips_06_07_02
			mips_08_07
			mips_40_08
			mips_67_07
			mips_67_07_99
	at_At5g54800	mips_01_05_01	"glucose-6-phosphate/phosphate translocator"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	Propertest Accuracy: 10/16 (62.50%)
	Propertest Frequency class 'mips_67_07_99': 21/3835 (0.55%)

	New (unknown) data (2278 items):
	at_At1g14360 -	mips_40_22	"putative UDP-galactose transporter MSS4"
			mips_67_07
	at_At1g21890 -	no entry	null
	at_At1g30840 -	no entry	null
	at_At1g57990 -	no entry	null
	at_At1g60050 -	mips_25_03	"hypothetical protein"
	at_At1g75500 -	no entry	null
	at_At1g09380 -	no entry	null
	at_At2g33750 -	no entry	null
	at_At1g09860 -	no entry	null
	at_At3g18200 -	mips_25_03	"integral membrane protein, putative"
	at_At3g28070 -	mips_25	"unknown protein"
			mips_25_03
			mips_98
			mips_99
	at_At3g45870 -	no entry	null
	at_At3g59310 -	no entry	null
	at_At4g01450 -	no entry	null
	at_At4g08700 -	no entry	null
	at_At4g18190 -	no entry	null
	at_At4g18210 -	no entry	null
	at_At4g19180 -	no entry	null
	at_At4g32140 -	no entry	null
	at_At1g19770 -	no entry	null
	at_At1g01070 -	no entry	null
	at_At1g43650 -	no entry	null
	at_At1g44750 -	no entry	null
	at_At1g57980 -	no entry	null
	at_At1g11460 -	mips_25	"hypothetical protein"
			mips_25_03
	at_At3g46180 -	mips_40_22	"putative protein"
			mips_67_07
	at_At1g44800 -	mips_25_03	"nodulin like protein"
	at_At1g48230 -	no entry	null
	at_At1g68170 -	no entry	null
	at_At1g28220 -	no entry	null
	at_At1g28230 -	no entry	null
	at_At2g02810 -	mips_40_22	"unknown protein"
			mips_67
			mips_67_07
	at_At2g24220 -	no entry	null
	at_At2g37460 -	no entry	null
	at_At3g28050 -	no entry	null
	at_At4g18220 -	no entry	null
	at_At4g01440 -	mips_25_03	"predicted protein of unknown function"
	at_At4g08290 -	no entry	null
	at_At5g12170 -	no entry	null
	at_At5g40230 -	no entry	null


------------------
Rule 2537
	eval(_1,_2,0.0-9.0e-25),desc(_2,kinase) = 1
	eval(_1,_2,2.0e-5-4.0e-3),sq_len(_2,485.0-667.0),classification(_2,streptococcus) = 0
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,349.0-485.0),classification(_2,oryctolagus) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptophyta),keyword(_2,d__3d_structure) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),classification(_2,trypanosoma) = 0
	->  class mips_63_17_01 "calcium binding"

	Evaluation on training data (4529 items):
	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_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_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_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_At4g01420	mips_63_17	"putative calcium-regulated protein phosphatase"
			mips_63_17_01
	at_At1g12310 -	mips_10_01_09	"putative protein"
			mips_10_01_09_03
	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_At5g17470	mips_63_17	"calmodulin-like protein"
			mips_63_17_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_At5g49480	mips_10_01_09	"NaCl-inducible Ca2+-binding protein-like; calmodulin-like"
			mips_10_01_09_03
			mips_63_17
			mips_63_17_01
	at_At5g55990	mips_10_01_09	"calcineurin B-like protein 2 (gb|AAC26009.1)"
			mips_10_01_09_03
			mips_63_17_01
	at_At5g08580	mips_13_01	"Unknown protein (MAH20.14)"
			mips_13_01_01
			mips_13_01_01_01
			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: 21/24 (87.50%)
	Training Frequency class 'mips_63_17_01': 91/4529 (2.01%)

	Evaluation on validation data (2278 items):
	at_At1g64480	mips_10_05	"calcineurin B-like protein"
			mips_11_01
			mips_13_05
			mips_40_02
			mips_40_32
			mips_63_17
			mips_63_17_01
	at_At1g74320 -	mips_01_06_01	"putative choline kinase"
			mips_01_06_01_01
			mips_01_06_13
			mips_01_20_17
			mips_01_20_17_01
			mips_10
	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_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_At3g25600	mips_10_01_09	"calmodulin, putative"
			mips_10_01_09_03
			mips_63_17_01
	at_At4g03290	mips_63_17_01	"putative calmodulin"
	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_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_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_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
	Validation Accuracy: 11/14 (78.57%)
	Validation Frequency class 'mips_63_17_01': 61/2278 (2.68%)

	Evaluation on propertest data (3835 items):
	at_At1g32250	mips_10_01_09	"calmodulin, putative"
			mips_10_01_09_03
			mips_13_05
			mips_40_32
			mips_63_17_01
	at_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_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_At3g03000	mips_63_17_01	"putative calmodulin"
	at_At3g07490	mips_10_05	"putative calmodulin"
			mips_40_02
			mips_63_17
			mips_63_17_01
	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_At3g01830 -	mips_10_01_09	"unknown protein"
			mips_10_01_09_03
	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_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_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
	Propertest Accuracy: 17/20 (85.00%)
	Propertest Frequency class 'mips_63_17_01': 111/3835 (2.89%)

	New (unknown) data (2278 items):
	at_At2g41410 -	no entry	null
	at_At4g14640 -	no entry	null
	at_At4g26560 -	no entry	null
	at_At4g27790 -	no entry	null
	at_At3g50770 -	no entry	null
	at_At4g12860 -	no entry	null
	at_At4g20780 -	no entry	null


------------------
Rule 3709
	eval(_1,_2,9.0e-25-8.0e-10),keyword(_2,transferase),db_ref(_2,hssp) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,667.0-1005.0),classification(_2,eurosids_ii) = 1
	->  class mips_63_17_01 "calcium binding"

	Evaluation on training data (4529 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_At1g09210	mips_04_05_01_04_99	"putative calcium-binding protein, calreticulin"
			mips_06_01
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_07
			mips_63_17
			mips_63_17_01
	at_At1g09760	mips_63_17	"putative U2 small nuclear ribonucleoprotein A' (U2 SNRNP-A')"
			mips_63_17_01
	at_At3g26500	mips_63_17_01	"unknown protein"
	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_At5g61790	mips_25_05_01	"calnexin - like protein"
			mips_63_17_01
	Training Accuracy: 6/6 (100.00%)
	Training Frequency class 'mips_63_17_01': 91/4529 (2.01%)

	Evaluation on validation data (2278 items):
	at_At1g56340	mips_04_05_01_04_99	"putative protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_17_01
	at_At2g19330	mips_13_05	"putative leucine-rich-repeat protein"
			mips_63_17_01
	at_At4g05470 -	mips_06_13	"N7 -like protein"
			mips_11_05
			mips_11_05_01
			mips_25_03
	at_At5g07340	mips_06_01	"calnexin homolog"
			mips_25_05_01
			mips_40_07
			mips_63_17
			mips_63_17_01
	at_At5g07910 -	mips_03_03_01	"putative protein"
	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
	at_At5g61240 -	mips_10_05	"Cf-5 disease resistance protein - like"
			mips_11_05
			mips_11_05_01
	at_At5g65830 -	mips_10_01_01	"unknown protein"
	Validation Accuracy: 4/8 (50.00%)
	Validation Frequency class 'mips_63_17_01': 61/2278 (2.68%)

	Evaluation on propertest data (3835 items):
	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_At3g49750 -	mips_10	"putative protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_99
	at_At4g29240 -	mips_10_01	"extensin-like protein"
			mips_10_01_01
			mips_40_01
	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
	Propertest Accuracy: 1/4 (25.00%)
	Propertest Frequency class 'mips_63_17_01': 111/3835 (2.89%)

	New (unknown) data (2278 items):
	at_At1g49750 -	no entry	null
	at_At1g51370 -	no entry	null
	at_At1g58190 -	no entry	null
	at_At2g06030 -	no entry	null
	at_At2g15320 -	no entry	null
	at_At3g54910 -	no entry	null
	at_At4g05460 -	no entry	null
	at_At5g49750 -	no entry	null
	at_At5g52480 -	mips_13_05	"nodulin-like protein"
			mips_25_03
	at_At1g11130 -	mips_10_05	"leucine-rich repeat transmembrane protein kinase, putative"
			mips_40_01
	at_At3g44180 -	no entry	null
	at_At3g22800 -	mips_40_01	"hypothetical protein"
	at_At4g16880 -	no entry	null
	at_At3g19320 -	mips_08_13	"unknown protein"
	at_At3g24480 -	mips_40_01	"disease resistance protein, putative"
	at_At5g22680 -	no entry	null


------------------
Rule 2087
	eval(_1,_2,0.0-9.0e-25),keyword(_2,mitochondrion),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptophyta),keyword(_2,d__3d_structure) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,hydrolase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,triticeae),db_ref(_2,hssp) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 0
	->  class mips_01_04_01 "phosphate utilization"

	Evaluation on training data (4529 items):
	at_At1g18650	mips_01_04_01	"predicted GPI-anchored protein (by homology)"
	at_At2g04910	mips_01_04_01	"hypothetical protein"
	at_At2g43660	mips_01_04	"putative beta-1,3-glucanase, C terminal fragment, predicted GPI-anchored protein"
			mips_01_04_01
			mips_01_05_01
	at_At3g28250	mips_01_04_01	"hypothetical protein"
			mips_01_05
			mips_98
	at_At4g01480	mips_01_04	"PRLI-interacting factor F"
			mips_01_04_01
			mips_01_04_99
			mips_43
			mips_43_03
			mips_43_03_07
	at_At4g05430	mips_01_04_01	"putative protein"
	at_At4g09090	mips_01_04_01	"beta-1,3-glucanase-like protein"
	at_At5g35740	mips_01_04_01	"unknown protein"
			mips_30_01
	at_At5g53600	mips_01	"unknown 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_At5g61130	mips_01_04_01	"predicted GPI-anchored protein"
	at_At5g63230	mips_01_04	"putative protein"
			mips_01_04_01
			mips_01_05_01
			mips_30_01
	at_At5g63250	mips_01_04_01	"putative protein"
			mips_01_05
			mips_30
	at_At5g08000	mips_01_04	"predicted GPI-anchored protein"
			mips_01_04_01
			mips_30_01
	Training Accuracy: 13/13 (100.00%)
	Training Frequency class 'mips_01_04_01': 34/4529 (0.75%)

	Evaluation on validation data (2278 items):
	at_At1g66870	mips_01_04_01	"hypothetical protein"
	at_At2g18230	mips_01_04_01	"putative inorganic pyrophosphatase"
			mips_01_04_99
			mips_43
			mips_43_03
			mips_43_03_07
	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_At2g42930	mips_01_04	"hypothetical protein"
			mips_01_04_01
	at_At2g45630 -	mips_01_04	"putative glycerate dehydrogenase"
			mips_01_20_05
			mips_03_03_03
			mips_04_05_01_04_03
			mips_06_10
			mips_13_03
			mips_13_03_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_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_47_03_01_01_01_01
			mips_47_03_02
			mips_67_15
	at_At2g46860	mips_01_04_01	"putative inorganic pyrophosphatase"
			mips_01_04_99
			mips_43
			mips_43_03
			mips_43_03_07
	at_At3g58100	mips_01_04	"putative protein"
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_30
			mips_30_01
	at_At4g13600	mips_01_04	"putative protein"
			mips_01_04_01
			mips_30_01
	at_At5g09650	mips_01_04_01	"inorganic pyrophosphatase - like protein"
			mips_01_04_99
			mips_43
			mips_43_03
			mips_43_03_07
	at_At5g53610	mips_01_04	"unknown protein"
			mips_01_04_01
			mips_30_01
	at_At5g61390 -	mips_03_01_03_01	"putative protein"
			mips_03_01_03_05
			mips_03_01_05
			mips_40_37
	Validation Accuracy: 8/11 (72.73%)
	Validation Frequency class 'mips_01_04_01': 22/2278 (0.97%)

	Evaluation on propertest data (3835 items):
	at_At1g01050	mips_01_04_01	"soluble inorganic pyrophosphatase, putative"
			mips_01_04_99
			mips_43
			mips_43_03
			mips_43_03_07
	at_At1g74390 -	mips_03_01	"putative exonuclease"
			mips_03_01_03
			mips_03_01_03_01
			mips_03_01_03_05
			mips_03_01_05
			mips_40_37
	at_At1g78520	mips_01_04	"hypothetical protein"
			mips_01_04_01
			mips_30_01
	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_At2g43670	mips_01	"putative beta-1,3-glucanase, C terminal fragment"
			mips_01_04
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_30
			mips_30_01
			mips_98
	at_At3g53620	mips_01_04_01	"inorganic pyrophosphatase -like protein"
			mips_01_04_99
			mips_43
			mips_43_03
			mips_43_03_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_At5g63240	mips_01_04	"putative protein"
			mips_01_04_01
	Propertest Accuracy: 5/8 (62.50%)
	Propertest Frequency class 'mips_01_04_01': 32/3835 (0.83%)

	New (unknown) data (2278 items):
	at_At3g56540 -	mips_06	"serine carboxypeptidase-like protein"
			mips_06_13
	at_At5g22960 -	no entry	null
	at_At5g50960 -	mips_03_99	"nucleotide-binding protein"


------------------
Rule 3690
	eval(_1,_2,0.0-9.0e-25),classification(_2,triticum) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,hordeum),db_ref(_2,prints) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 1
	->  class mips_01_04_01 "phosphate utilization"

	Evaluation on training data (4529 items):
	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_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_At4g34480	mips_01_04_01	"putative protein (fragment)"
	at_At2g16230	mips_01_04	"putative beta-1,3-glucanase"
			mips_01_04_01
			mips_30_01
	at_At2g26600	mips_01_04_01	"beta-1,3-glucanase like protein"
			mips_11_05
			mips_11_05_03
	at_At3g07320	mips_01_04_01	"putative beta-1,3-glucanase precursor"
	at_At3g13560	mips_01_04_01	"glucan endo-1,3-beta-glucosidase precursor, putative"
	at_At3g15800	mips_01_04_01	"putative beta-1,3-glucanase precursor"
			mips_01_05_01_01
			mips_11_05
			mips_11_05_03
	at_At3g55430	mips_01_04_01	"beta-1,3-glucanase - like protein"
			mips_01_05
			mips_30
			mips_98
	at_At3g55780	mips_01_04	"beta-1,3-glucanase - like protein"
			mips_01_04_01
			mips_01_20_01
			mips_11_05_03
	at_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_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_At5g18220	mips_01_04_01	"beta-1,3-glucanase - like predicted GPI-anchored protein"
	at_At5g20330 -	mips_11_05_03	"beta-1,3-glucanase bg4"
			mips_25_03
			mips_30_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_At5g58090	mips_01_04	"predicted GPI-anchored protein"
			mips_01_04_01
			mips_11_05_03
			mips_30_01
	Training Accuracy: 15/19 (78.95%)
	Training Frequency class 'mips_01_04_01': 34/4529 (0.75%)

	Evaluation on validation data (2278 items):
	at_At1g66250	mips_01_04_01	"beta-1,3-glucanase precursor, putative"
	at_At2g39640	mips_01_04_01	"putative beta-1,3-glucanase, predicted GPI-anchored protein"
	at_At2g01630	mips_01_04_01	"beta-1,3-glucanase like protein"
	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_At4g31140	mips_01_04_01	"1,3-beta-glucanase - like predicted GPI-anchored protein"
			mips_11_05_03
	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_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: 8/9 (88.89%)
	Validation Frequency class 'mips_01_04_01': 22/2278 (0.97%)

	Evaluation on propertest data (3835 items):
	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_At1g05310 -	mips_01_05_99	"putative pectin methylesterase"
			mips_01_20_01
			mips_40_01
	at_At1g64760	mips_01_04_01	"hypothetical protein"
	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_At1g11830	mips_01_04	"putative beta-1,3-glucanase, predicted GPI-anchored protein"
			mips_01_04_01
			mips_30_01
	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_At2g36710 -	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_40_01
	at_At3g04010	mips_01_04_01	"putative beta-1,3-glucanase"
	at_At3g24330	mips_01_04_01	"beta-1,3-glucanase, putative"
	at_At3g46570 -	mips_01_05_01	"glucosidase-like protein"
			mips_01_05_01_01
			mips_11_05
			mips_11_05_03
	at_At3g23770	mips_01	"beta-1,3-glucanase, putative"
			mips_01_04
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_30
			mips_30_01
			mips_98
			mips_99
	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_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_At5g64790	mips_01_04_01	"beta-1,3-glucanase"
	at_At5g20870	mips_01_04_01	"beta-1,3-glucanase - like protein"
			mips_01_05
	at_At5g55180	mips_01_04_01	"beta-1,3-glucanase-like protein"
	Propertest Accuracy: 15/19 (78.95%)
	Propertest Frequency class 'mips_01_04_01': 32/3835 (0.83%)

	New (unknown) data (2278 items):
	at_At5g20340 -	no entry	null
	at_At5g20560 -	no entry	null
	at_At3g22640 -	mips_65	"unknown protein"
	at_At1g77790 -	no entry	null
	at_At3g57270 -	no entry	null
	at_At4g16260 -	no entry	null
	at_At5g44990 -	no entry	null


------------------
Rule 4331
	eval(_1,_2,8.0e-10-2.0e-5),keyword(_2,membrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,spinacia) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,caviidae) = 0
	eval(_1,_2,4.0e-3-0.1),db_ref(_2,hssp),desc(_2,factor) = 0
	eval(_1,_2,4.0e-3-0.1),sq_len(_2,485.0-667.0),db_ref(_2,mgd) = 1
	eval(_1,_2,2.0e-5-4.0e-3),mol_wt(_2,74022.0-112121.0),species(_2,bacillus_subtilis) = 0
	eval(_1,_2,2.0e-5-4.0e-3),mol_wt(_2,74022.0-112121.0),sq_len(_2,1005.0-6487.0) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,8.0e-10-2.0e-5),sq_len(_2,15.0-349.0),classification(_2,rickettsiales) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,chordata),db_ref(_2,pir) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,phosphorylation),db_ref(_2,mgd) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,transport),db_ref(_2,pir) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),desc(_2,subunit) = 0
	->  class mips_01_05_07 "C-compound, carbohydrate transport"

	Evaluation on training data (4529 items):
	at_At1g16390	mips_01_05_07	"putative transport protein"
			mips_11_07_05
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_05
			mips_67_04_01
			mips_67_07
			mips_67_21
	at_At1g18940	mips_01_05_07	"hypothetical protein"
			mips_67_07
			mips_67_99
	at_At1g19450	mips_01_05_07	"integral membrane protein, putative"
			mips_08_19
			mips_67
			mips_67_07
	at_At1g20840	mips_01_05_07	"putative sugar transporter protein"
			mips_08_19
			mips_67_07
	at_At1g20860	mips_01_04_07	"putative inorganic phosphate transporter protein"
			mips_01_05_04
			mips_01_05_07
			mips_08_19
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_67
			mips_67_04_07
			mips_67_07
	at_At1g30560	mips_01_05_07	"unknown protein, 5' partial"
			mips_08_19
			mips_45_03_17
			mips_67_07
			mips_67_07_99
			mips_67_99
	at_At1g50310	mips_01_05_04	"hexose transporter, putative"
			mips_01_05_07
			mips_08_19
			mips_67_07
	at_At1g05030	mips_01	"putative sugar transporter protein"
			mips_01_05
			mips_01_05_04
			mips_01_05_07
			mips_08
			mips_08_19
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_30
			mips_30_01
			mips_40
			mips_40_02
			mips_67
			mips_67_07
	at_At1g73220	mips_01_05_07	"putative transporter"
			mips_08_19
			mips_48
			mips_67_07
			mips_67_21
	at_At1g77210	mips_01	"hypothetical protein"
			mips_01_05
			mips_01_05_04
			mips_01_05_07
			mips_08
			mips_08_19
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_30
			mips_30_01
			mips_40
			mips_40_02
			mips_67
			mips_67_07
	at_At2g13120	mips_01_05_04	"pseudogene; similar to MURA transposase of maize Mutator transposon"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
			mips_67_50_03
	at_At2g22730	mips_01_05_07	"hypothetical protein"
			mips_08_19
			mips_67_07
			mips_67_50
			mips_67_50_03
	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_At2g30300	mips_01_05_07	"hypothetical protein"
			mips_08_16
			mips_63_99
			mips_67_04
			mips_67_07
	at_At2g38060 -	mips_01	"putative Na+-dependent inorganic phosphate cotransporter"
			mips_01_04_07
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_67
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
			mips_67_50_03_03
			mips_98
	at_At2g43330	mips_01_05_07	"membrane transporter like protein"
			mips_08_19
			mips_67_07
	at_At3g47420	mips_01_04	"putative sugar transporter protein"
			mips_01_04_07
			mips_01_05
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_04
			mips_67_04_07
			mips_67_04_07_07
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At4g00370	mips_01	""
			mips_01_04
			mips_01_04_07
			mips_01_05
			mips_01_05_07
			mips_40
			mips_40_02
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
			mips_67_04_07_07
			mips_67_04_07_99
			mips_67_50
			mips_67_50_03
			mips_98
	at_At4g02050	mips_01_05_07	"putative hexose transporter"
			mips_08_19
			mips_67_07
	at_At4g16480	mips_01_05_07	"membrane transporter like protein"
			mips_01_06_13
			mips_02_11
			mips_08_19
			mips_67_07
			mips_67_15
	at_At4g21480	mips_01_05	"glucose transporter"
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_07
	at_At4g25220	mips_01_05_07	"putative protein"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At4g34950	mips_01_05_07	"putative protein"
			mips_01_06
			mips_01_06_13
			mips_08_16
			mips_08_19
			mips_40_02
			mips_40_30
			mips_63_99
			mips_67_07
			mips_67_50_03
			mips_67_50_03_01
	at_At4g35300	mips_01_05_07	"putative sugar transporter protein"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
	at_At5g13750 -	mips_67_50_03	"transporter-like protein"
	at_At5g14120	mips_01_01	"nodulin-like protein"
			mips_01_01_07
			mips_01_05
			mips_01_05_07
			mips_08
			mips_08_16
			mips_63_99
			mips_67
			mips_67_04
			mips_67_04_07
			mips_67_04_07_99
			mips_67_10
	at_At5g20380 -	mips_01_04_07	"putative protein"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	at_At5g27360	mips_01_05_07	"sugar-porter family protein 2 (SFP2)"
			mips_08_19
			mips_67_07
	at_At5g43350	mips_01_05_07	"phosphate transporter (gb|AAB17265.1)"
			mips_08_19
			mips_67_04_07
			mips_67_07
	at_At5g64500	mips_01_04	"unknown protein"
			mips_01_04_07
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_30
			mips_67_04
			mips_67_04_07
			mips_67_04_07_07
			mips_67_07
			mips_67_50
			mips_67_50_03
	at_At1g12940 -	mips_01_04_07	"nitrate transporter, putative"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	at_At5g17010	mips_01_05_07	"sugar transporter - like protein"
			mips_08_19
			mips_67_07
	at_At5g23270	mips_01_05_04	"monosaccharide transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	Training Accuracy: 30/34 (88.24%)
	Training Frequency class 'mips_01_05_07': 70/4529 (1.55%)

	Evaluation on validation data (2278 items):
	at_At1g48370 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	at_At1g54730	mips_01_05_04	"Unknown protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At1g67300	mips_01	"putative transport protein"
			mips_01_05
			mips_01_05_04
			mips_01_05_07
			mips_08
			mips_08_19
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_30
			mips_30_01
			mips_40
			mips_40_02
			mips_67
			mips_67_07
	at_At1g74780	mips_01_05_07	""
			mips_67_04
			mips_67_07
	at_At1g79360	mips_01_05_07	"hypothetical protein"
			mips_11_07
			mips_11_07_05
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_05
			mips_67_04
			mips_67_04_01
			mips_67_07
			mips_67_21
	at_At1g79820	mips_01_05_04	"putative hexose transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At1g08890	mips_01_05_04	"putative sugar transport protein, ERD6"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_30_01
			mips_40_30
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_50_03_01
	at_At1g65550 -	mips_01_03	"hypothetical protein"
			mips_01_03_19
			mips_03
			mips_03_01
			mips_08
			mips_40_02
			mips_67
			mips_67_07
			mips_67_07_99
			mips_67_99
	at_At2g20780	mips_01_05_07	"putative sugar transporter"
			mips_08_19
			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_At2g35740	mips_01_05_07	"putative sugar transporter"
			mips_01_06_13
			mips_08_19
			mips_67_07
	at_At3g51490	mips_01_05_07	"sugar transporter-like protein"
			mips_08_19
			mips_67_07
	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_At3g18830	mips_01_05_07	"sugar transporter like protein"
			mips_08_19
			mips_67_07
	at_At3g19940	mips_01_05_07	"putative monosaccharide transport protein, STP4"
			mips_08_19
			mips_67_07
	at_At3g43790	mips_01	"transporter-like protein"
			mips_01_05
			mips_01_05_04
			mips_01_05_07
			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_04
			mips_67_07
			mips_67_21
	at_At3g46980 -	mips_01_04	"unknown protein"
			mips_01_04_07
			mips_67_04
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50
			mips_67_50_03
	at_At3g45060 -	mips_01_04_07	"high-affinity nitrate transporter - like protein"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	at_At4g04760	mips_01_05_04	"putative sugar transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_30_01
			mips_67_07
	at_At4g05110 -	mips_01_03_19	"putative equilibrative nucleoside transporter ENT6 (ENT6)"
	at_At4g16370 -	mips_14_04_03	"isp4 like protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	at_At4g36790 -	mips_01_04_07	"putative protein"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50
			mips_67_50_03
	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: 17/24 (70.83%)
	Validation Frequency class 'mips_01_05_07': 33/2278 (1.45%)

	Evaluation on propertest data (3835 items):
	at_At1g34580	mips_01	"monosaccharide transporter, putative"
			mips_01_05
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_07
	at_At1g75220	mips_01_05_07	"integral membrane protein, putative"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
	at_At1g78130	mips_01_05_07	"putative transporter"
			mips_08_19
			mips_40_30
			mips_67_07
			mips_67_50_03
			mips_67_50_03_01
	at_At1g11260	mips_01_05_07	"glucose transporter"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
	at_At1g16370	mips_01_05_07	"putative transport protein"
			mips_48
			mips_67_07
			mips_67_21
	at_At2g18480	mips_01_05_04	"putative sugar transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At2g18590	mips_01_05_04	"hypothetical protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_30_01
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_50_03_01
	at_At2g39210	mips_01_05_07	"nodulin-like protein"
			mips_43
			mips_43_03
			mips_43_03_07
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_05
			mips_67_07
			mips_67_07_99
			mips_67_50
			mips_67_50_03
			mips_67_50_03_01
	at_At2g04620 -	mips_13_01	"putative cation transport protein"
			mips_13_01_01
			mips_40_02
			mips_40_09
			mips_40_22
			mips_40_25
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_50
			mips_67_50_25
	at_At3g05400	mips_01_05_04	"sugar transporter like protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_30_01
			mips_67_07
	at_At3g05960	mips_01_05_07	"putative hexose transporter"
			mips_08_19
			mips_67_07
	at_At3g19930	mips_01_05_07	"monosaccharide transport protein, STP4"
			mips_08_19
			mips_67_07
	at_At3g20460	mips_01_05_04	"sugar transporter, putative"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At3g20660	mips_01_05_07	"hypothetical protein"
			mips_08
			mips_40_02
			mips_48
			mips_67_04
			mips_67_07
			mips_67_21
	at_At3g01630	mips_01_05	"hypothetical protein"
			mips_01_05_07
			mips_67
			mips_67_07
	at_At4g12030 -	mips_13_01	"Sodium Bile acid symporter (SBF) like protein"
			mips_13_01_01
			mips_40_30
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
			mips_67_04_07_99
			mips_67_07
			mips_67_07_99
			mips_67_28
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	at_At4g36670	mips_01_05_04	"sugar transporter like protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_30_01
			mips_67_07
	at_At5g10190	mips_01_05_07	"putative protein"
			mips_08_19
			mips_40_30
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_50_03_01
	at_At5g26340	mips_01	"hexose transporter - like protein"
			mips_01_05
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40
			mips_40_02
			mips_67
			mips_67_07
	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_At5g44370	mips_01_04_07	"Na+-dependent inorganic phosphate cotransporter-like protein"
			mips_01_05_07
			mips_67_04_07
			mips_67_04_07_07
			mips_67_04_07_99
			mips_67_50
			mips_67_50_03
	at_At5g60770 -	mips_67_04_07	"high-affinity nitrate transporter ACH1 - like protein"
			mips_67_50
			mips_67_50_03
	at_At5g62730 -	mips_67_04_07	"nitrate transporter NTL1 - like protein"
			mips_67_11
	at_At5g61520	mips_01_05_07	"monosaccharide transporter STP3"
			mips_08_19
			mips_67_07
	Propertest Accuracy: 20/24 (83.33%)
	Propertest Frequency class 'mips_01_05_07': 55/3835 (1.43%)

	New (unknown) data (2278 items):
	at_At1g18880 -	mips_67	"putative protein"
			mips_67_10
			mips_67_11
	at_At1g27040 -	mips_67_10	"putative nitrate transporter (At1g27040)"
			mips_67_11
	at_At1g27080 -	mips_67_11	"nitrite transporter, putative"
	at_At1g33440 -	mips_67_11	"nitrate transporter NTL1, putative"
	at_At1g47530 -	no entry	null
	at_At1g62200 -	mips_67_11	"unknown protein (At1g62200)"
	at_At1g68570 -	mips_67_11	"peptide transporter, putative"
	at_At1g72120 -	no entry	null
	at_At1g80530 -	mips_08_16	"nodulin-like protein"
			mips_63_99
			mips_67_04
	at_At2g26690 -	mips_67	"putative nitrate transporter"
			mips_67_10
			mips_67_11
	at_At3g54450 -	mips_67_11	"oligopeptide transporter -like protein"
	at_At2g38100 -	mips_67_11	"putative peptide/amino acid transporter"
	at_At3g25260 -	mips_67_11	"nitrate transporter, putative"
	at_At3g26590 -	no entry	null
	at_At3g45650 -	mips_67_10	"putative protein"
			mips_67_11
	at_At3g45680 -	mips_67_11	"putative transporter protein"
	at_At3g45700 -	mips_67_11	"putative transporter protein"
	at_At4g19180 -	no entry	null
	at_At5g13400 -	mips_67_11	"peptide transporter - like protein"
	at_At5g14940 -	mips_67_11	"oligopeptide transporter -like protein"
	at_At5g19640 -	mips_67_11	"peptide transport protein-like"
	at_At5g25050 -	no entry	null
	at_At5g26250 -	no entry	null
	at_At5g46050 -	mips_67_11	"peptide transporter"
	at_At5g62680 -	mips_67_10	"peptide transporter"
			mips_67_11
	at_At1g79710 -	no entry	null
	at_At1g22550 -	mips_67_11	"Similar to LeOPT1 [Lycopersicon esculentum"
	at_At2g28120 -	mips_08_16	"nodulin-like protein"
			mips_63_99
	at_At2g40900 -	no entry	null
	at_At3g53960 -	mips_67_11	"transporter like protein"
	at_At3g54140 -	mips_67	"peptide transport - like protein"
			mips_67_11
	at_At3g20870 -	mips_08_13	"unknown protein"
	at_At3g21670 -	mips_67_11	"nitrate transporter"
	at_At3g28060 -	no entry	null
	at_At3g45710 -	mips_67_10	"putative transporter protein"
			mips_67_11
	at_At3g47960 -	mips_67	"putative peptide transporter"
			mips_67_10
			mips_67_11
	at_At1g22540 -	mips_67_11	"Similar to peptide transporter"
	at_At1g25520 -	no entry	null
	at_At1g32450 -	mips_67_10	"peptide transporter PTR2-B, putative"
			mips_67_11
	at_At1g52190 -	mips_67	"peptide transporter like protein"
			mips_67_10
			mips_67_11
	at_At1g66760 -	no entry	null
	at_At1g69850 -	mips_67_11	"nitrate transporter (NTL1)"
	at_At1g71870 -	no entry	null
	at_At1g72130 -	mips_67_11	"peptide transporter PTR2-B, putative"
	at_At1g12110 -	mips_67	"nitrate/chlorate transporter CHL1"
			mips_67_11
	at_At2g02040 -	mips_67_10	"histidine transport protein (PTR2-B)"
			mips_67_11
	at_At2g16660 -	mips_08_16	"nodulin-like protein"
			mips_63_99
	at_At2g16980 -	no entry	null
	at_At2g16990 -	no entry	null
	at_At2g32040 -	no entry	null
	at_At2g37900 -	mips_67_11	"putative peptide/amino acid transporter"
	at_At2g40460 -	mips_67_11	"putative PTR2 family peptide transporter"
	at_At3g05160 -	no entry	null
	at_At3g16180 -	mips_67_11	"putative transport protein"
	at_At3g21690 -	no entry	null
	at_At3g25280 -	mips_67_11	"nitrate transporter, putative"
	at_At3g45660 -	mips_67_11	"putative protein"
	at_At3g45690 -	mips_67_11	"putative transporter protein"
	at_At3g45720 -	mips_67_11	"putative transporter protein"
	at_At4g05130 -	no entry	null
	at_At3g01350 -	no entry	null
	at_At3g01930 -	mips_08_16	"nodulin-like protein"
			mips_63_99
	at_At4g21680 -	mips_67_10	"peptide transporter - like protein"
			mips_67_11
	at_At5g10820 -	no entry	null
	at_At5g46040 -	mips_67_11	"peptide transporter"
	at_At5g49130 -	no entry	null
	at_At5g52050 -	no entry	null
	at_At5g01180 -	mips_67_11	"oligopeptide transporter - like protein"


------------------
Rule 4154
	eval(_1,_2,0.0-9.0e-25),desc(_2,hypothetical) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),desc(_2,putative) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,amphibia),db_ref(_2,prodom) = 1
	->  class mips_01_05_07 "C-compound, carbohydrate transport"

	Evaluation on training data (4529 items):
	at_At1g06690	mips_01_05	"unknown protein"
			mips_01_05_07
			mips_01_06
			mips_02_16
			mips_20_03
			mips_67
			mips_67_07
			mips_67_15
	at_At2g21250	mips_01_05_07	"putative NADPH dependent mannose 6-phosphate reductase"
			mips_01_06_04
			mips_11_07_03
			mips_20_03
			mips_20_25_07
			mips_20_25_07_01
			mips_20_25_07_07
			mips_20_25_07_99
			mips_40_27
			mips_40_27_99
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_15
			mips_47_03_15_09
			mips_47_03_21
			mips_47_03_21_01
			mips_67_07
	at_At2g37760	mips_01_05_07	"putative alcohol dehydrogenase"
			mips_20_25
			mips_20_25_07
			mips_20_25_07_01
			mips_20_25_07_07
			mips_20_25_07_99
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_15
			mips_47_03_15_09
			mips_67_04
			mips_67_07
			mips_67_15
	at_At2g37770	mips_01_05_07	"putative alcohol dehydrogenase"
			mips_01_06
			mips_01_06_04
			mips_11_07
			mips_11_07_03
			mips_20
			mips_20_03
			mips_40_27
			mips_40_27_99
			mips_67_04
			mips_67_07
			mips_67_15
	at_At5g01670	mips_01_05_07	"aldose reductase-like protein"
			mips_01_05_99
			mips_01_06
			mips_20
			mips_20_25
			mips_20_25_07
			mips_20_25_07_01
			mips_20_25_07_07
			mips_20_25_07_99
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_15
			mips_47_03_15_09
			mips_67_04
			mips_67_07
			mips_67_15
	Training Accuracy: 5/5 (100.00%)
	Training Frequency class 'mips_01_05_07': 70/4529 (1.55%)

	Evaluation on validation data (2278 items):
	at_At1g59960	mips_01_05_07	"putative protein"
			mips_20_25
			mips_20_25_07
			mips_20_25_07_01
			mips_20_25_07_07
			mips_20_25_07_99
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_15
			mips_47_03_15_09
			mips_47_03_21
			mips_47_03_21_01
			mips_67_04
			mips_67_07
			mips_67_15
	at_At2g21260	mips_01_05_07	"putative NADPH dependent mannose 6-phosphate reductase"
			mips_01_06_04
			mips_11_07_03
			mips_20_03
			mips_20_25_07
			mips_20_25_07_01
			mips_20_25_07_07
			mips_20_25_07_99
			mips_40_27_99
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_15
			mips_47_03_15_09
			mips_47_03_21
			mips_47_03_21_01
			mips_67_07
			mips_67_15
	at_At3g53880	mips_01_05_07	"reductase-like protein"
			mips_20_03
			mips_67_04
			mips_67_07
			mips_67_15
	at_At5g14600 -	mips_05_07	"putative protein"
			mips_25_05_25
	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_At5g53580	mips_01_05_07	"aldo/keto reductase-like protein"
			mips_01_06_04
			mips_02_01
			mips_02_16
			mips_20_03
			mips_67_07
	Validation Accuracy: 4/6 (66.67%)
	Validation Frequency class 'mips_01_05_07': 33/2278 (1.45%)

	Evaluation on propertest data (3835 items):
	at_At1g59950	mips_01_05_01	"hypothetical protein"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_01_05_07
			mips_01_06
			mips_11_05
			mips_11_05_01
			mips_11_05_01_03
			mips_11_07
			mips_11_07_03
			mips_20
			mips_20_03
			mips_67_04
			mips_67_07
			mips_67_15
	at_At2g34350	mips_01_05_07	"nodulin-like protein"
			mips_08_19
			mips_67_07
	at_At2g37790	mips_01_05_01_01_01	"putative alcohol dehydrogenase"
			mips_01_05_07
			mips_01_06_04
			mips_11_05_01
			mips_11_05_01_03
			mips_11_07
			mips_11_07_03
			mips_20_03
			mips_40_27
			mips_40_27_99
			mips_67_04
			mips_67_15
	at_At3g27380 -	mips_02_10	"succinate dehydrogenase iron-protein subunit, putative"
			mips_02_11_05
			mips_02_13
	at_At3g51480 -	mips_13_03	"putative glutamate receptor (AtGLR3.6)"
			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_67_01
	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_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_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
	at_At5g62420	mips_01_05_07	"aldose reductase-like protein"
			mips_20_25_07
			mips_20_25_07_01
			mips_20_25_07_07
			mips_20_25_07_99
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_15
			mips_47_03_15_09
			mips_47_03_21
			mips_47_03_21_01
			mips_67_07
			mips_67_15
	Propertest Accuracy: 4/9 (44.44%)
	Propertest Frequency class 'mips_01_05_07': 55/3835 (1.43%)

	New (unknown) data (2278 items):


------------------
Rule 4355
	eval(_1,_2,8.0e-10-2.0e-5),keyword(_2,membrane) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,rhodobacterales) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,spinacia) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,methanothermobacter),db_ref(_2,interpro) = 1
	eval(_1,_2,4.0e-3-0.1),sq_len(_2,485.0-667.0),db_ref(_2,hamap) = 1
	eval(_1,_2,4.0e-3-0.1),sq_len(_2,485.0-667.0),db_ref(_2,mgd) = 1
	eval(_1,_2,2.0e-5-4.0e-3),mol_wt(_2,74022.0-112121.0),sq_len(_2,1005.0-6487.0) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,phosphorylation),db_ref(_2,mgd) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),desc(_2,subunit) = 0
	->  class mips_67_04_07 "anion transporters (Cl, SO4, PO4, etc.)"

	Evaluation on training data (4529 items):
	at_At1g18940 -	mips_01_05_07	"hypothetical protein"
			mips_67_07
			mips_67_99
	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_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_At1g30560 -	mips_01_05_07	"unknown protein, 5' partial"
			mips_08_19
			mips_45_03_17
			mips_67_07
			mips_67_07_99
			mips_67_99
	at_At2g13120 -	mips_01_05_04	"pseudogene; similar to MURA transposase of maize Mutator transposon"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
			mips_67_50_03
	at_At2g22730 -	mips_01_05_07	"hypothetical protein"
			mips_08_19
			mips_67_07
			mips_67_50
			mips_67_50_03
	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_At2g26900	mips_13_01	"putative Na+ dependent ileal bile acid transporter"
			mips_13_01_01
			mips_40_30
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
			mips_67_04_07_99
			mips_67_07
			mips_67_07_99
			mips_67_28
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	at_At2g30300 -	mips_01_05_07	"hypothetical protein"
			mips_08_16
			mips_63_99
			mips_67_04
			mips_67_07
	at_At2g38060	mips_01	"putative Na+-dependent inorganic phosphate cotransporter"
			mips_01_04_07
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_67
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
			mips_67_50_03_03
			mips_98
	at_At2g38460 -	mips_67_04	"unknown protein"
			mips_67_04_01
			mips_67_04_01_01
	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_At3g25410	mips_13_01	"unknown protein"
			mips_13_01_01
			mips_40_30
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
			mips_67_04_07_99
			mips_67_07
			mips_67_07_99
			mips_67_28
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	at_At3g47420	mips_01_04	"putative sugar transporter protein"
			mips_01_04_07
			mips_01_05
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_04
			mips_67_04_07
			mips_67_04_07_07
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At3g51900	mips_35_03_05	"sulfate transporter (ATST1)"
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04_07
	at_At4g00370	mips_01	""
			mips_01_04
			mips_01_04_07
			mips_01_05
			mips_01_05_07
			mips_40
			mips_40_02
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
			mips_67_04_07_07
			mips_67_04_07_99
			mips_67_50
			mips_67_50_03
			mips_98
	at_At4g11810 -	mips_01_04_04	"putative protein"
			mips_08_13
			mips_10_05_02
			mips_10_05_02_24
			mips_14_01_03
	at_At4g25220 -	mips_01_05_07	"putative protein"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At4g34950 -	mips_01_05_07	"putative protein"
			mips_01_06
			mips_01_06_13
			mips_08_16
			mips_08_19
			mips_40_02
			mips_40_30
			mips_63_99
			mips_67_07
			mips_67_50_03
			mips_67_50_03_01
	at_At4g35440 -	mips_08_07_22	"CLC-e chloride channel protein"
			mips_13_01
			mips_13_01_03
			mips_13_01_03_05
			mips_20_05
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_67_01
			mips_67_01_01
			mips_67_04
	at_At5g13750 -	mips_67_50_03	"transporter-like protein"
	at_At5g14120	mips_01_01	"nodulin-like protein"
			mips_01_01_07
			mips_01_05
			mips_01_05_07
			mips_08
			mips_08_16
			mips_63_99
			mips_67
			mips_67_04
			mips_67_04_07
			mips_67_04_07_99
			mips_67_10
	at_At5g20380	mips_01_04_07	"putative protein"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	at_At5g43350	mips_01_05_07	"phosphate transporter (gb|AAB17265.1)"
			mips_08_19
			mips_67_04_07
			mips_67_07
	at_At5g45380	mips_08	"urea active transporter-like protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_99
			mips_13_01_03
			mips_13_01_03_99
			mips_40_02
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
			mips_67_07
			mips_67_07_99
			mips_67_21
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
	at_At5g64500	mips_01_04	"unknown protein"
			mips_01_04_07
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_30
			mips_67_04
			mips_67_04_07
			mips_67_04_07_07
			mips_67_07
			mips_67_50
			mips_67_50_03
	at_At1g12940	mips_01_04_07	"nitrate transporter, putative"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	at_At5g03570 -	mips_14	"transporter like protein"
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	Training Accuracy: 16/30 (53.33%)
	Training Frequency class 'mips_67_04_07': 32/4529 (0.71%)

	Evaluation on validation data (2278 items):
	at_At1g48370 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	at_At1g54730 -	mips_01_05_04	"Unknown protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At1g60030 -	mips_01_03_19	"hypothetical protein"
			mips_67_07
			mips_67_07_99
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At1g74780 -	mips_01_05_07	""
			mips_67_04
			mips_67_07
	at_At1g79360 -	mips_01_05_07	"hypothetical protein"
			mips_11_07
			mips_11_07_05
			mips_47
			mips_47_03
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_05
			mips_67_04
			mips_67_04_01
			mips_67_07
			mips_67_21
	at_At1g08890 -	mips_01_05_04	"putative sugar transport protein, ERD6"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_30_01
			mips_40_30
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_50_03_01
	at_At1g65550 -	mips_01_03	"hypothetical protein"
			mips_01_03_19
			mips_03
			mips_03_01
			mips_08
			mips_40_02
			mips_67
			mips_67_07
			mips_67_07_99
			mips_67_99
	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_At3g51490 -	mips_01_05_07	"sugar transporter-like protein"
			mips_08_19
			mips_67_07
	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_At3g19940 -	mips_01_05_07	"putative monosaccharide transport protein, STP4"
			mips_08_19
			mips_67_07
	at_At3g43790 -	mips_01	"transporter-like protein"
			mips_01_05
			mips_01_05_04
			mips_01_05_07
			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_04
			mips_67_07
			mips_67_21
	at_At3g46980	mips_01_04	"unknown protein"
			mips_01_04_07
			mips_67_04
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50
			mips_67_50_03
	at_At3g45060	mips_01_04_07	"high-affinity nitrate transporter - like protein"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	at_At4g05110 -	mips_01_03_19	"putative equilibrative nucleoside transporter ENT6 (ENT6)"
	at_At4g16370 -	mips_14_04_03	"isp4 like protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	at_At4g36790	mips_01_04_07	"putative protein"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50
			mips_67_50_03
	at_At4g38380 -	mips_08	"putative protein"
			mips_08_16
			mips_11
			mips_11_05
			mips_11_05_01
			mips_11_05_01_01
			mips_11_05_01_03
			mips_11_07
			mips_11_07_05
			mips_40_02
			mips_67
			mips_67_28
			mips_67_50
			mips_67_50_05
			mips_67_50_05_03
	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
	at_At5g50520	mips_01_05_07	"nodulin-like protein"
			mips_08_19
			mips_67_04_07
			mips_67_04_07_99
			mips_67_07
	Validation Accuracy: 7/20 (35.00%)
	Validation Frequency class 'mips_67_04_07': 20/2278 (0.88%)

	Evaluation on propertest data (3835 items):
	at_At1g03070 -	mips_10_05	"putative glutamate/aspartate-binding peptide"
			mips_14_10
			mips_14_10_02
			mips_40_02
			mips_40_07
			mips_67_01
	at_At1g34580 -	mips_01	"monosaccharide transporter, putative"
			mips_01_05
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_07
	at_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_At1g78130 -	mips_01_05_07	"putative transporter"
			mips_08_19
			mips_40_30
			mips_67_07
			mips_67_50_03
			mips_67_50_03_01
	at_At1g16370 -	mips_01_05_07	"putative transport protein"
			mips_48
			mips_67_07
			mips_67_21
	at_At1g63010 -	mips_01_05_07	"putative tetracycline resistance efflux protein"
			mips_08_19
			mips_67_07
			mips_67_99
	at_At1g15460	mips_67_04_07	"putative protein"
			mips_67_50
			mips_67_50_05
	at_At2g18480 -	mips_01_05_04	"putative sugar transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At2g18590 -	mips_01_05_04	"hypothetical protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_30_01
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_50_03_01
	at_At2g39290 -	mips_01_06_01_01	"putative CDP-diacylglycerol--glycerol-3-phosphate 3-phosphatidyltransferase"
			mips_40_08
			mips_40_30
	at_At3g03090 -	mips_01_05_07	"hypothetical protein"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
	at_At3g05400 -	mips_01_05_04	"sugar transporter like protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_30_01
			mips_67_07
	at_At3g19930 -	mips_01_05_07	"monosaccharide transport protein, STP4"
			mips_08_19
			mips_67_07
	at_At3g01630 -	mips_01_05	"hypothetical protein"
			mips_01_05_07
			mips_67
			mips_67_07
	at_At3g09990 -	mips_01_03_01	"putative protein"
			mips_01_03_01_03
			mips_01_03_19
			mips_67_17
	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_At4g12030	mips_13_01	"Sodium Bile acid symporter (SBF) like protein"
			mips_13_01_01
			mips_40_30
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
			mips_67_04_07_99
			mips_67_07
			mips_67_07_99
			mips_67_28
			mips_67_50
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	at_At4g17550	mips_01	"putative protein"
			mips_01_05
			mips_01_05_07
			mips_40_02
			mips_40_16
			mips_67
			mips_67_04
			mips_67_04_07
			mips_67_04_07_99
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_99
			mips_98
	at_At4g24120 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	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_At5g10190 -	mips_01_05_07	"putative protein"
			mips_08_19
			mips_40_30
			mips_67_07
			mips_67_50
			mips_67_50_03
			mips_67_50_03_01
	at_At5g40890	mips_08_99	"anion channel protein (gb|AAC05742.1)"
			mips_13
			mips_13_01_03
			mips_13_01_03_05
			mips_43
			mips_43_03
			mips_45_03_17
			mips_45_03_99
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_99
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04_07
	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_At5g44370	mips_01_04_07	"Na+-dependent inorganic phosphate cotransporter-like protein"
			mips_01_05_07
			mips_67_04_07
			mips_67_04_07_07
			mips_67_04_07_99
			mips_67_50
			mips_67_50_03
	at_At5g47130 -	mips_14_10_02	"putative protein"
	at_At5g50630	mips_01_05_07	"nodulin-like protein"
			mips_08_19
			mips_67_04_07
			mips_67_04_07_99
			mips_67_07
	at_At5g60770	mips_67_04_07	"high-affinity nitrate transporter ACH1 - like protein"
			mips_67_50
			mips_67_50_03
	at_At5g60780	mips_67_04_07	"high affinity nitrate transporter protein - like"
			mips_67_50_03
	at_At5g62730	mips_67_04_07	"nitrate transporter NTL1 - like protein"
			mips_67_11
	at_At5g13740 -	mips_01_05_07	"transporter-like protein"
			mips_08_16
			mips_08_16_99
			mips_11_05_01_01
			mips_11_07_05
			mips_40_30
			mips_67
			mips_67_07
			mips_67_12
			mips_67_28
			mips_67_50
			mips_67_50_05
			mips_67_99
	Propertest Accuracy: 13/30 (43.33%)
	Propertest Frequency class 'mips_67_04_07': 27/3835 (0.70%)

	New (unknown) data (2278 items):
	at_At1g15160 -	no entry	null
	at_At1g15170 -	no entry	null
	at_At1g18880 -	mips_67	"putative protein"
			mips_67_10
			mips_67_11
	at_At1g27040 -	mips_67_10	"putative nitrate transporter (At1g27040)"
			mips_67_11
	at_At1g32080 -	mips_30_34	"unknown protein"
			mips_40_30
	at_At1g33090 -	mips_67_28	"hypothetical protein"
	at_At1g33100 -	no entry	null
	at_At1g33440 -	mips_67_11	"nitrate transporter NTL1, putative"
	at_At1g61890 -	no entry	null
	at_At1g62200 -	mips_67_11	"unknown protein (At1g62200)"
	at_At1g64150 -	no entry	null
	at_At1g68570 -	mips_67_11	"peptide transporter, putative"
	at_At1g72120 -	no entry	null
	at_At1g80530 -	mips_08_16	"nodulin-like protein"
			mips_63_99
			mips_67_04
	at_At2g26690 -	mips_67	"putative nitrate transporter"
			mips_67_10
			mips_67_11
	at_At2g02020 -	mips_67_10	"putative peptide/amino acid transporter"
			mips_67_11
	at_At2g17500 -	no entry	null
	at_At2g38100 -	mips_67_11	"putative peptide/amino acid transporter"
	at_At2g38330 -	mips_11	"hypothetical protein"
			mips_11_07
			mips_67
			mips_67_28
	at_At2g38510 -	mips_67_28	"hypothetical protein"
	at_At1g11450 -	mips_25_03	"similar to MtN21 emb|CAA75575; similar to EST gb|H77065"
	at_At3g25260 -	mips_67_11	"nitrate transporter, putative"
	at_At3g25290 -	no entry	null
	at_At3g26590 -	no entry	null
	at_At3g45650 -	mips_67_10	"putative protein"
			mips_67_11
	at_At3g45680 -	mips_67_11	"putative transporter protein"
	at_At4g00350 -	no entry	null
	at_At4g21910 -	no entry	null
	at_At5g13400 -	mips_67_11	"peptide transporter - like protein"
	at_At5g14940 -	mips_67_11	"oligopeptide transporter -like protein"
	at_At5g19640 -	mips_67_11	"peptide transport protein-like"
	at_At5g25050 -	no entry	null
	at_At5g26250 -	no entry	null
	at_At5g38030 -	mips_67	"putative transmembrane protein"
			mips_67_28
	at_At5g46050 -	mips_67_11	"peptide transporter"
	at_At5g62680 -	mips_67_10	"peptide transporter"
			mips_67_11
	at_At5g65380 -	no entry	null
	at_At1g31470 -	mips_08_16	"hypothetical protein"
			mips_63_99
	at_At1g03260 -	mips_40_30	"hypothetical protein"
	at_At1g58340 -	no entry	null
	at_At1g59740 -	mips_67_11	"unknown protein"
	at_At1g72140 -	mips_67_11	"peptide transporter PTR2-B, putative"
	at_At1g79710 -	no entry	null
	at_At1g15180 -	no entry	null
	at_At1g22550 -	mips_67_11	"Similar to LeOPT1 [Lycopersicon esculentum"
	at_At1g22570 -	mips_67_11	"Similar to LeOPT1 [Lycopersicon esculentum"
	at_At2g28120 -	mips_08_16	"nodulin-like protein"
			mips_63_99
	at_At2g34360 -	mips_11_07	"hypothetical protein"
			mips_67_28
	at_At2g04080 -	no entry	null
	at_At3g53960 -	mips_67_11	"transporter like protein"
	at_At3g54140 -	mips_67	"peptide transport - like protein"
			mips_67_11
	at_At3g56160 -	no entry	null
	at_At3g20870 -	mips_08_13	"unknown protein"
	at_At3g21670 -	mips_67_11	"nitrate transporter"
	at_At3g45710 -	mips_67_10	"putative transporter protein"
			mips_67_11
	at_At3g47960 -	mips_67	"putative peptide transporter"
			mips_67_10
			mips_67_11
	at_At4g05120 -	no entry	null
	at_At4g12000 -	no entry	null
	at_At1g22540 -	mips_67_11	"Similar to peptide transporter"
	at_At1g22850 -	no entry	null
	at_At1g25520 -	no entry	null
	at_At1g52190 -	mips_67	"peptide transporter like protein"
			mips_67_10
			mips_67_11
	at_At1g69850 -	mips_67_11	"nitrate transporter (NTL1)"
	at_At1g70330 -	mips_08	"unknown protein (At1g70330)"
			mips_20
	at_At1g72130 -	mips_67_11	"peptide transporter PTR2-B, putative"
	at_At1g78620 -	no entry	null
	at_At1g12110 -	mips_67	"nitrate/chlorate transporter CHL1"
			mips_67_11
	at_At1g15150 -	no entry	null
	at_At1g33080 -	mips_67	"putative protein"
	at_At1g12950 -	no entry	null
	at_At2g02040 -	mips_67_10	"histidine transport protein (PTR2-B)"
			mips_67_11
	at_At2g16660 -	mips_08_16	"nodulin-like protein"
			mips_63_99
	at_At2g16980 -	no entry	null
	at_At2g16990 -	no entry	null
	at_At2g21340 -	no entry	null
	at_At2g32040 -	no entry	null
	at_At2g36630 -	no entry	null
	at_At2g37900 -	mips_67_11	"putative peptide/amino acid transporter"
	at_At2g40460 -	mips_67_11	"putative PTR2 family peptide transporter"
	at_At3g03620 -	no entry	null
	at_At3g05160 -	no entry	null
	at_At3g16180 -	mips_67_11	"putative transport protein"
	at_At3g21690 -	no entry	null
	at_At3g25280 -	mips_67_11	"nitrate transporter, putative"
	at_At3g45660 -	mips_67_11	"putative protein"
	at_At3g45690 -	mips_67_11	"putative transporter protein"
	at_At3g45720 -	mips_67_11	"putative transporter protein"
	at_At4g05140 -	no entry	null
	at_At3g01350 -	no entry	null
	at_At3g01930 -	mips_08_16	"nodulin-like protein"
			mips_63_99
	at_At3g23550 -	no entry	null
	at_At4g19450 -	mips_08	"putative protein"
			mips_08_16
			mips_63_99
	at_At4g21250 -	no entry	null
	at_At4g21260 -	no entry	null
	at_At4g27720 -	no entry	null
	at_At4g02690 -	mips_67_01	"putative glutamate-/aspartate-binding peptide"
	at_At4g23030 -	no entry	null
	at_At5g10420 -	no entry	null
	at_At5g10820 -	no entry	null
	at_At5g19070 -	no entry	null
	at_At5g46700 -	mips_14_20	"senescence-associated protein 5-like protein"
	at_At5g49130 -	no entry	null
	at_At5g50300 -	no entry	null
	at_At5g52450 -	no entry	null
	at_At5g01180 -	mips_67_11	"oligopeptide transporter - like protein"


------------------
Rule 3004
	eval(_1,_2,2.0e-5-4.0e-3),keyword(_2,glycoprotein),desc(_2,hypothetical) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,transport),db_ref(_2,smart) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,pooideae),desc(_2,precursor) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,canis),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,betaproteobacteria),db_ref(_2,pir) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),classification(_2,escherichia) = 0
	->  class mips_13_03_01 "synaptic transmission"

	Evaluation on training data (4529 items):
	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_At1g07000	mips_06_04	"putative protein"
			mips_08
			mips_08_16
			mips_13_03
			mips_13_03_01
			mips_40_04
			mips_40_04_03
	at_At1g02010	mips_04_09	"hypothetical protein"
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_07
			mips_08_07_27
			mips_08_16
			mips_08_16_05
			mips_13_03
			mips_13_03_01
			mips_25_05_25
			mips_40_09
	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_At2g39380 -	mips_08_16	"hypothetical protein"
			mips_40_04_03
	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_At2g47770 -	mips_01_06	"unknown protein"
			mips_01_06_13
			mips_06_04
			mips_10_05
			mips_30_16
			mips_40_16
			mips_67_01
	at_At3g09520	mips_08_16	"hypothetical protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	at_At3g09530	mips_08_16	"hypothetical protein"
			mips_13_03
			mips_13_03_01
			mips_40_04
			mips_40_04_03
	at_At3g14090	mips_04_05_01	"unknown protein"
			mips_04_05_01_04
			mips_06_04
			mips_08_16
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_04
			mips_40_04_03
	at_At3g29400	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_04
			mips_08
			mips_08_16
			mips_10
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_03
			mips_40_04
			mips_40_04_03
	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_At4g31540	mips_08_16	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	at_At5g13990 -	mips_06_04	"leucine zipper protein-like"
			mips_08_16
			mips_13
			mips_40_04
			mips_40_04_03
	at_At5g52350	mips_08_16	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	at_At5g58430	mips_08_16	"leucine zipper-containing protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	at_At5g59730 -	mips_08_16	"unknown protein"
			mips_40_04_03
	Training Accuracy: 15/20 (75.00%)
	Training Frequency class 'mips_13_03_01': 120/4529 (2.65%)

	Evaluation on validation data (2278 items):
	at_At1g52180 -	mips_13_01_01	"putative delta tonoplast integral protein"
			mips_13_01_01_99
			mips_67_01
			mips_67_01_01
			mips_67_01_99
			mips_67_99
	at_At1g54090	mips_08_16	"hypothetical protein"
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_04
			mips_40_04_03
	at_At1g77140	mips_08_07	"unknown protein"
			mips_08_07_07
			mips_08_07_27
			mips_08_16
			mips_08_16_05
			mips_13_03
			mips_13_03_01
			mips_13_03_99
			mips_30_02
			mips_30_03
			mips_30_09
			mips_30_25
			mips_40_08
			mips_40_09
			mips_40_25
	at_At2g28640	mips_04	"unknown protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_04
			mips_08_16
			mips_10
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_03
			mips_40_04
			mips_40_04_03
	at_At4g12120 -	mips_08_07_07	"putative protein"
			mips_08_07_27
			mips_08_16
			mips_08_16_05
			mips_13_03_99
			mips_30_02
			mips_30_03
			mips_30_09
			mips_40_09
	at_At4g24230 -	mips_62_02_01_02	"putative protein"
			mips_63_09
	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_At5g42890 -	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_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_07
			mips_01_06_01_07_11
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_02_25
			mips_20
			mips_40
			mips_40_16
			mips_40_19
			mips_63
			mips_63_13
			mips_63_13_99
			mips_67
			mips_67_13
	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
	at_At5g50380	mips_08_16	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	at_At5g52340	mips_08_16	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	Validation Accuracy: 7/11 (63.64%)
	Validation Frequency class 'mips_13_03_01': 63/2278 (2.77%)

	Evaluation on propertest data (3835 items):
	at_At1g21660	mips_13_03_01	"auxilin-like protein"
			mips_67_01
	at_At1g51640	mips_08_16	"hypothetical protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	at_At1g71410 -	mips_03_03_01_01	"hypothetical protein"
			mips_10_01_05_01
			mips_10_01_05_01_03
			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_At1g12360	mips_04_09	"unknown protein (At1g12360)"
			mips_06_04
			mips_08
			mips_08_07
			mips_08_07_07
			mips_08_07_27
			mips_08_16
			mips_08_16_05
			mips_13
			mips_13_03
			mips_13_03_01
			mips_13_03_99
			mips_25
			mips_25_05
			mips_25_05_25
			mips_30
			mips_30_02
			mips_30_03
			mips_40_03
			mips_40_09
			mips_63_01
	at_At2g17980 -	mips_08_07	"putative SEC1 family transport protein"
			mips_08_07_27
			mips_40_08
			mips_40_09
	at_At2g28650 -	mips_08_16	"hypothetical protein"
			mips_40_04_03
	at_At2g29870 -	mips_25_05_13	"putative aquaporin (plasma membrane intrinsic protein)"
			mips_33_03_13
			mips_35_03_17
			mips_67_01
			mips_67_99
	at_At3g54860 -	mips_08_07_07	"vacuolar protein sorting protein 33 (VPS33)"
			mips_08_07_27
			mips_08_16
			mips_08_16_05
			mips_13_03_99
			mips_30_02
			mips_30_03
			mips_30_09
			mips_40_09
			mips_45_03_17
			mips_62_02_99
	at_At3g55150 -	mips_08_16	"unknown protein"
			mips_40_04_03
	at_At5g61010	mips_08_16	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	at_At5g03540	mips_08_16	"putative protein"
			mips_13_03_01
			mips_40_04_03
	Propertest Accuracy: 5/11 (45.45%)
	Propertest Frequency class 'mips_13_03_01': 84/3835 (2.19%)

	New (unknown) data (2278 items):
	at_At3g50860 -	mips_08_07	"putative clathrin coat assembly protein"
			mips_40_08
			mips_40_09
	at_At3g58620 -	no entry	null
	at_At4g35410 -	mips_40_09	"clathrin assembly protein AP19 homolog"
	at_At1g15370 -	no entry	null
	at_At1g56590 -	mips_40_09	"clathrin coat assembly protein, putative"
			mips_40_25
	at_At3g05420 -	no entry	null
	at_At3g09800 -	mips_40_09	"putative coatomer zeta subunit (zeta-coat protein)"
	at_At4g17840 -	no entry	null
	at_At4g31740 -	mips_08_07	"putative protein"
			mips_40_08
			mips_40_09
	at_At4g08520 -	no entry	null
	at_At5g27630 -	no entry	null


------------------
Rule 3580
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,mus),keyword(_2,multigene_family) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,suina),db_ref(_2,pir) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 1
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),db_ref(_2,prodom) = 0
	->  class mips_63_19_05 "GTP binding"

	Evaluation on training data (4529 items):
	at_At1g22740 -	mips_10_01_05	"RAS-related protein, RAB7"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
	at_At1g03160 -	mips_30_16	"hypothetical protein"
			mips_63_17_01
	at_At1g30580 -	mips_04_03	"putative GTP-binding protein"
			mips_04_03_06
			mips_05_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_At1g35550	mips_05_04_02	"elongation factor, putative"
			mips_63_19_05
	at_At1g43890 -	mips_10_01_05	"GTP-binding protein, putative"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
	at_At1g47590	mips_08_16	"hypothetical protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_63_19_05
	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_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_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_At1g57720 -	mips_05_04_02	"unknown protein"
			mips_05_07
			mips_05_10
			mips_05_99
	at_At1g62750	mips_05_04_02	"elongation factor G, putative"
			mips_63_19_05
	at_At1g70490	mips_08_07	"ADP-ribosylation factor 1 like protein"
			mips_08_07_05
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13_03
			mips_13_03_01
			mips_30_22
			mips_40_08
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At1g75840 -	mips_10_01_05_05	"rac-like GTP binding protein (ARAC5)"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_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_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_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_At4g12790	mips_63_19_03	"unknown protein"
			mips_63_19_05
	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_At1g07920	mips_05_04_02	"elongation factor 1-alpha"
			mips_63_19_05
	at_At2g15310	mips_06	"putative ADP-ribosylation factor"
			mips_06_04
			mips_06_07
			mips_06_07_99
			mips_08
			mips_08_07
			mips_08_07_05
			mips_10
			mips_10_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_03
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63
			mips_63_19
			mips_63_19_05
			mips_67
	at_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_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_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_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_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_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_At2g47170	mips_06_07_99	"ADP-ribosylation factor 1"
			mips_08_07
			mips_08_07_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_30_08
			mips_40_08
			mips_40_09
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At3g09900	mips_08_07	"putative Ras-like GTP-binding protein"
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At3g15060	mips_08_07	"ras-related GTP-binding protein"
			mips_08_16
			mips_10_01_05_05
			mips_63_19_05
	at_At3g51300 -	mips_10_01_05	"rac-like GTP binding protein Arac11"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_11_01
			mips_13_05
			mips_13_07
			mips_13_11
			mips_30_04
	at_At3g53610 -	mips_06_04	"GTPase AtRAB8"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
	at_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_At3g63150 -	mips_08_16	"rac-GTP binding protein like"
			mips_63_17
			mips_63_17_01
	at_At4g02930	mips_05_04_02	"mitochondrial elongation factor Tu"
			mips_63_19_05
	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_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_At4g28950 -	mips_10_01_05_05	"rac GTP binding protein Arac7"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At4g35020 -	mips_10_01_05_05	"Rho1Ps homolog/ Rac-like protein"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At4g35860 -	mips_08_07	"GTP-binding protein GB2"
			mips_08_07_27
			mips_08_16
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_13_03
			mips_13_03_01
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g35950 -	mips_10_01_05_05	"ras-related small GTP-binding protein"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_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_At4g39990	mips_08_07	"GTP-binding protein GB3"
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_63_19_05
	at_At5g10260 -	mips_06_04	"GTP-binding protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g10640	mips_05_04_02	"putative protein"
			mips_63_19_05
	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_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_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_At5g39900	mips_05_04_02	"GTP-binding protein-like"
			mips_10_01_05_05
			mips_63_19_05
	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_At5g52210	mips_08_07	"GTP-binding protein-like"
			mips_08_07_05
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At5g59150 -	mips_10_01_05_05	"GTP-binding protein rab11 - like"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_08
	at_At5g66470	mips_06_07_03	"GTP-binding protein-like"
			mips_62_02_05
			mips_63_19_05
	at_At1g20090 -	mips_10_01_05_05	"RAC-like GTP-binding protein ARAC4"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_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_At5g08650	mips_05_04_02	"GTP-binding protein LepA homolog"
			mips_10_01_05
			mips_10_01_05_05
			mips_63_19_05
	at_At5g17060	mips_06_04	"ADP-ribosylation factor -like protein"
			mips_06_07
			mips_06_07_99
			mips_06_10
			mips_08
			mips_08_07
			mips_08_07_05
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_40_08
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_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_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_At5g60390	mips_05_04_02	"translation elongation factor eEF-1 alpha chain (gene A4)"
			mips_63_19_05
	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_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
	Training Accuracy: 40/70 (57.14%)
	Training Frequency class 'mips_63_19_05': 53/4529 (1.17%)

	Evaluation on validation data (2278 items):
	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_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_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_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_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_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_At1g09640 -	mips_05_04_02	"unknown protein"
			mips_05_07
			mips_05_10
			mips_05_99
	at_At1g17220 -	mips_04_05_01_01	"putative translation initiation factor IF2"
			mips_04_05_01_04_01
			mips_05_04_01
	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_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_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_At3g12380 -	mips_13_05	"actin like protein"
			mips_30_04_03
			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_At4g08190 -	mips_10_01_05_05	"Rab-like protein"
			mips_10_01_05_05_01
	at_At4g15800 -	mips_03_03	"OEP8 like protein"
			mips_06_04
			mips_08
			mips_08_02
			mips_30_26
			mips_30_26_03
			mips_40_04
			mips_40_04_03
			mips_40_26
			mips_40_26_03
			mips_67_99
	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_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_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_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_At5g62880 -	mips_10_01_05_05	"Arac10"
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	Validation Accuracy: 9/24 (37.50%)
	Validation Frequency class 'mips_63_19_05': 18/2278 (0.79%)

	Evaluation on propertest data (3835 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_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_At1g21160 -	mips_04_05_01_01	"transcription factor, putative"
			mips_04_05_01_04_01
			mips_05_04_01
	at_At1g23490	mips_06	"unknown protein (At1g23490)"
			mips_08_07
			mips_08_07_05
			mips_08_16
			mips_10
			mips_10_01_01
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13
			mips_13_03
			mips_13_03_01
			mips_30_22
			mips_40_08
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19
			mips_63_19_05
			mips_67
	at_At1g04170 -	mips_05_01	"putative translation initiation factor eIF-2, gamma subunit"
			mips_05_04_02
			mips_14_01_03
			mips_40_10_03
	at_At1g49300 -	mips_10_01_05	"putative protein"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_11_05
			mips_40_08
	at_At1g07410	mips_06_04	"small G protein, putative"
			mips_08_16
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_11
			mips_11_05
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_07
			mips_63_19
			mips_63_19_05
	at_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_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_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_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_At3g03120	mips_06_07_99	"putative ADP-ribosylation factor"
			mips_08_07
			mips_08_07_05
			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_At3g05310 -	mips_08_16	"unknown protein"
			mips_63_17_01
	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_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_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_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_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_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_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_At3g54840 -	mips_10_01_05_05	"small GTPase Ara6 (ARA6)"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At3g62290	mips_06_07_99	"ADP-ribosylation factor-like protein"
			mips_08_07_05
			mips_08_16
			mips_10_01_05
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_99
			mips_63_19_05
	at_At4g09720 -	mips_10_01_05_05	"AtRab76 (AtRAB76)"
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At4g11160 -	mips_04_05	"putative translation initiation factor IF-2"
			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_05_04_01
			mips_30
			mips_30_01
			mips_40_03
			mips_40_16
			mips_63_19
	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_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_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_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_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_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_At5g45130 -	mips_10_01_05	"ras-related GTP-binding protein RHA1 (sp|P31582)"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
	at_At5g45970 -	mips_10_01_05	"Rac-like gtp binding protein ARAC2 (sp|Q38903)"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13_05
			mips_13_07
	at_At5g59840 -	mips_10_01_05	"GTP-binding protein ara-3"
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_10_05_01
			mips_10_05_01_10
			mips_40_07
	at_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_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
	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_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_At5g41220 -	mips_11_07_07	"glutathione transferase-like"
			mips_11_07_07_03
	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
	Propertest Accuracy: 16/48 (33.33%)
	Propertest Frequency class 'mips_63_19_05': 36/3835 (0.94%)

	New (unknown) data (2278 items):
	at_At1g33880 -	mips_08_02	"AIG1-like protein"
	at_At1g67460 -	no entry	null
	at_At3g12160 -	no entry	null
	at_At4g10620 -	no entry	null
	at_At4g10650 -	mips_14	"putative protein"
			mips_14_04
			mips_25
			mips_25_05
			mips_40_16
			mips_63_19
	at_At5g27540 -	no entry	null
	at_At2g41670 -	no entry	null
	at_At3g47450 -	mips_08_16	"putative protein"
	at_At3g49730 -	no entry	null


------------------
Rule 1694
	eval(_1,_2,4.0e-3-0.1),species(_2,saccharomyces_cerevisiae__baker_s_yeast_),db_ref(_2,pfam) = 1
	eval(_1,_2,4.0e-3-0.1),classification(_2,viridiplantae),db_ref(_2,smart) = 1
	eval(_1,_2,4.0e-3-0.1),sq_len(_2,667.0-1005.0),classification(_2,aquificae) = 0
	eval(_1,_2,8.0e-10-2.0e-5),mol_wt(_2,74022.0-112121.0),keyword(_2,zinc_finger) = 1
	eval(_1,_2,9.0e-25-8.0e-10),db_ref(_2,tigrfams),desc(_2,factor) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,core_eudicots),keyword(_2,mitochondrion) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,mitochondrion),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),species(_2,haemophilus_influenzae) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,medicago) = 0
	->  class mips_01_03_16 "polynucleotide degradation"

	Evaluation on training data (4529 items):
	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_At1g43190	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g50300	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At1g55310	mips_01_03_16	"Serine/arginine-rich protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g66260	mips_01_03_16	"RNA and export factor binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_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_At2g14550	mips_01_03_16	"putative spliceosome associated protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	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_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_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_At2g15500	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_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
			mips_25_05_03
			mips_25_05_04
			mips_25_05_05
			mips_25_05_07
			mips_25_05_09
	at_At2g16260	mips_01_03	"putative glycine-rich RNA-binding protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_05_07
			mips_05_99
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g16940	mips_01_03_16	"splicing factor like protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_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_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_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_At3g61860	mips_01_03	"ARGININE/SERINE-RICH SPLICING FACTOR RSP31"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_01
			mips_05
			mips_13_11
			mips_13_11_11
			mips_20
			mips_20_25
			mips_63_03_03
	at_At4g00830	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_08_01
			mips_11_01_05
	at_At4g03110 -	mips_04_05	"putative ribonucleoprotein"
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
			mips_40_03
			mips_63_03
			mips_63_03_03
	at_At4g18120	mips_01_03	"putative protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_03_03_02
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
	at_At4g25500	mips_01_03_16	"splicing factor At-SRp40"
			mips_01_03_16_01
			mips_04_05_05_01
			mips_20_25_16_09
	at_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_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_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_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_At5g06000 -	mips_05_04_01	"eukaryotic translation initiation factor 3 subunit-like protein"
	at_At5g07290	mips_01_03_16	"Mei2-like protein"
			mips_01_03_16_01
			mips_03_03_02
			mips_20_25_16_09
	at_At5g08700	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16_09
	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
	Training Accuracy: 31/38 (81.58%)
	Training Frequency class 'mips_01_03_16': 81/4529 (1.79%)

	Evaluation on validation data (2278 items):
	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_At1g34140	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	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_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_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_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_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_At2g24350 -	mips_20_25_16	"putative poly(A) binding protein"
	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_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_At3g06970	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	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_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_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_At5g19030 -	mips_04_05_05	"putative protein"
			mips_04_09
	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_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"
	Validation Accuracy: 11/28 (39.29%)
	Validation Frequency class 'mips_01_03_16': 30/2278 (1.32%)

	Evaluation on propertest data (3835 items):
	at_At1g21570	mips_01_03_16	"glycine-rich RNA-binding protein grp1a, putative"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g03460 -	mips_05_07	"putative ribonucleoprotein"
			mips_05_99
			mips_63_03_03
	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_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_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_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_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_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_At2g18510 -	mips_04_05	"putative spliceosome associated protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_05
			mips_14
			mips_20
			mips_14_10
			mips_14_10_02
			mips_20_25
			mips_20_25_16
			mips_40_03
			mips_40_25
			mips_63_03
	at_At2g21660	mips_01_03_16	"glycine-rich RNA binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At2g22090	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_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_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_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_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_At3g26120	mips_01_03_16	"RNA-binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16_09
	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_At3g56860	mips_01_03_16	"unknown protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At3g01150	mips_01_03_16	"putative polypyrimidine tract-binding 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
			mips_11_01_99
	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_At4g09040 -	mips_04_05_05	"putative protein"
			mips_04_09
			mips_05_07
			mips_05_99
			mips_25_05
	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_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_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_At4g16300 -	mips_25_05_10	"FCA alpha and beta protein"
	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_At5g25780 -	mips_14_04_03_05	"PRT1"
			mips_20_25
			mips_20_25_01
			mips_20_25_01_03
	at_At5g58790	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At5g02530 -	mips_04_05_01_01	"putative protein"
			mips_04_05_05
	at_At5g04210 -	mips_04_05_05	"RNA binding protein - like"
			mips_04_05_05_05
	at_At5g04280 -	mips_04_05_05	"RNA-binding protein-like"
			mips_25_05_25
			mips_35
			mips_35_03
			mips_35_03_15
			mips_40_10_99
	Propertest Accuracy: 21/37 (56.76%)
	Propertest Frequency class 'mips_01_03_16': 69/3835 (1.80%)

	New (unknown) data (2278 items):
	at_At1g63110 -	mips_03	"unknown protein"
			mips_03_03
	at_At3g26420 -	no entry	null
	at_At3g52150 -	no entry	null
	at_At5g41690 -	no entry	null
	at_At5g54900 -	no entry	null
	at_At5g04600 -	no entry	null
	at_At5g25060 -	no entry	null
	at_At1g64600 -	no entry	null
	at_At1g17640 -	no entry	null
	at_At3g01210 -	no entry	null
	at_At4g19610 -	no entry	null
	at_At4g24770 -	no entry	null
	at_At4g16280 -	no entry	null
	at_At5g20130 -	no entry	null
	at_At5g53680 -	mips_05_07	"putative protein"
			mips_05_99


------------------
Rule 2512
	eval(_1,_2,0.0-9.0e-25),desc(_2,kinase) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,d__3d_structure),db_ref(_2,sgd) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptophyta),keyword(_2,d__3d_structure) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,proteobacteria),db_ref(_2,prints) = 1
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,54204.0-74022.0),classification(_2,magnoliophyta) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,trichocomaceae) = 0
	->  class mips_01_05_01 "C-compound and carbohydrate utilization"

	Evaluation on training data (4529 items):
	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_At1g03310	mips_01_05_01_01_01	"putative isoamylase"
			mips_02_19
	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_At1g43670	mips_02	"fructose 1,6-bisphosphatase, putative"
			mips_01_05_01
			mips_02_01
			mips_02_30
			mips_40_26
			mips_40_26_03
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_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_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_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_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_At1g69830	mips_01_05_01_01_01	"putative alpha-amylase"
			mips_02_19
	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_At1g76130	mips_01_05_01_01_01	"unknown protein"
			mips_02_05
			mips_02_16
			mips_02_19
			mips_02_22
	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_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_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_At2g22780	mips_01_05_01_03	"putative glyoxysomal malate dehydrogenase precursor"
			mips_02_10
			mips_40_26
			mips_40_26_03
	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_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_At2g29280	mips_01_01_01_11	"pseudogene"
			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_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_At3g12790	mips_01_01_01	"unknown protein"
			mips_01_01_01_11
			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
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_40_16
	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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_At5g48220 -	mips_01_01	"indole-3-glycerol phosphate synthase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_07
			mips_01_07_01
			mips_03_99
	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
	at_At5g64380	mips_02	"fructose-bisphosphatase-like protein"
			mips_01_05_01
			mips_02_01
			mips_02_30
			mips_40_26
			mips_40_26_03
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	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_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_At2g29160	mips_01_01_01_11	"pseudogene"
			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_10
			mips_14_10_02
			mips_40_19
	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
	Training Accuracy: 90/95 (94.74%)
	Training Frequency class 'mips_01_05_01': 466/4529 (10.29%)

	Evaluation on validation data (2278 items):
	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_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_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_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_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_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_At2g23570 -	mips_01_20_99	"putative acetone-cyanohydrin lyase"
	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_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_At2g24190 -	mips_01_20_05	"putative carbonyl reductase"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	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_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_At3g54050 -	mips_02_01	"fructose-bisphosphatase precursor"
			mips_02_30
			mips_40_26
			mips_40_26_03
			mips_47_03_11
			mips_47_03_11_07
	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_At3g07480 -	mips_01_06_01	"Unknown protein (F21O3.19)"
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_07_07
			mips_01_07_99
			mips_02_11_05
			mips_02_99
			mips_63_17_09
			mips_67_15
	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_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_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_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_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_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_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_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_At5g16980 -	mips_63_17_09	"quinone oxidoreductase -like protein"
	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_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_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
	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
	Validation Accuracy: 37/43 (86.05%)
	Validation Frequency class 'mips_01_05_01': 204/2278 (8.96%)

	Evaluation on propertest data (3835 items):
	at_At1g33990 -	mips_01_20_99	"unknown protein"
			mips_02_25
	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_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_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_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_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_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_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_At1g01800 -	mips_01_20_05	"putative short-chain dehydrogenase"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	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_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_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_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_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_At2g36390	mips_01_05_01_03	"starch branching enzyme class II (sbe2-1)"
			mips_01_05_01_03_02
			mips_02_19
	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_At2g39930	mips_01_05_01_01_01	"putative isoamylase"
			mips_02_19
	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_At3g03330	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
			mips_40_16
	at_At3g03980	mips_01_01_01	"putative short-chain type dehydrogenase/reductase"
			mips_01_01_10_05
			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_01_06
			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
			mips_67_15
	at_At3g04000	mips_01_01_01_11	"short-chain type dehydrogenase/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_At3g05260	mips_01_01	"putative glucose and ribitol dehydrogenase homolog"
			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_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
	at_At3g06060	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_20_50
	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_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_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_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_At3g61220 -	mips_01_20_05	"putative protein"
			mips_01_20_05_09
			mips_11_07_07
	at_At4g05450 -	mips_01_06_01_07	"unknown protein"
			mips_01_06_01_07_11
			mips_01_07_01
			mips_01_07_07
			mips_01_07_99
			mips_02_11_05
			mips_02_99
	at_At3g02360 -	mips_02_07	"unknown protein"
			mips_02_07_01
	at_At3g55800 -	mips_02_01	"sedoheptulose-bisphosphatase precursor"
			mips_02_30
			mips_40_26
			mips_40_26_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g09020	mips_01_05_01_01_01	"isoamylase-like protein"
			mips_02_19
	at_At4g13660 -	mips_01_20_35	"isoflavone reductase-like protein"
			mips_01_20_35_01
			mips_11_99
	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_At4g21090 -	mips_01_06_01_07	"mitochondrial ferredoxin (MFDX2)"
			mips_01_06_01_07_11
			mips_01_07_01
			mips_01_07_07
			mips_01_07_99
			mips_02_11_05
			mips_02_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_At4g25000	mips_01_05	"alpha-amylase like protein"
			mips_01_05_01_01
			mips_02_19
	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_At4g35250	mips_01_05_01_01_01	"putative protein"
			mips_02_01
			mips_40_26
			mips_40_26_03
	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_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_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_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_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
	at_At5g04360	mips_01_05_01_01_01	"pullulanase-like protein (starch debranching enzyme)"
			mips_02_19
	at_At5g61830 -	mips_01_20_05	"carbonyl reductase - like protein"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	Propertest Accuracy: 58/68 (85.29%)
	Propertest Frequency class 'mips_01_05_01': 360/3835 (9.39%)

	New (unknown) data (2278 items):
	at_At1g20340 -	no entry	null
	at_At4g14890 -	no entry	null
	at_At5g04070 -	no entry	null
	at_At1g60950 -	mips_67	"ferrodoxin precursor"
			mips_67_15
	at_At1g71500 -	no entry	null
	at_At4g31530 -	no entry	null
	at_At5g39410 -	no entry	null
	at_At5g47970 -	no entry	null
	at_At1g32550 -	no entry	null
	at_At1g49670 -	mips_02_16	"ARP protein (At1g49670; F14J22.10)"
	at_At1g76100 -	no entry	null
	at_At1g10960 -	no entry	null
	at_At1g17890 -	mips_02_01	"GDP-L-fucose synthetase like protein"
	at_At2g27510 -	mips_67_15	"putative ferredoxin"
	at_At3g01980 -	no entry	null
	at_At5g10000 -	mips_67_15	"putative protein"
	at_At5g16710 -	no entry	null
	at_At5g17000 -	no entry	null


------------------
Rule 4484
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,phaseolus),db_ref(_2,pfam) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,mitosporic_trichocomaceae),db_ref(_2,prodom) = 1
	->  class mips_01_05_01 "C-compound and carbohydrate utilization"

	Evaluation on training data (4529 items):
	at_At1g32180	mips_01_05	"cellulose synthase catalytic subunit, putative"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_03
			mips_30
			mips_30_01
	at_At2g32610	mips_01_05_01_01	"putative cellulose synthase"
			mips_01_05_01_03_02
	at_At2g33100	mips_01_05_01	"putative cellulose synthase"
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			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_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_At4g15320	mips_01_05_01_03_02	"cellulose synthase like protein"
	at_At4g23990	mips_01_05_01_03_02	"cellulose synthase catalytic subunit - like protein"
	at_At4g39350	mips_01_05_01_03	"cellulose synthase catalytic subunit (Ath-A)"
			mips_01_05_01_03_02
			mips_30_01
	at_At5g09870	mips_01_05_01_03_02	"cellulose synthase catalytic subunit"
	at_At5g22740	mips_01_05_01_03	"glucosyltransferase-like protein"
			mips_01_05_01_03_02
			mips_30_34
			mips_30_34_03
	at_At5g64740	mips_01_05_01_03_02	"cellulose synthase"
	at_At5g03760	mips_01_05_01_03	"putative protein"
			mips_01_05_01_03_02
			mips_30_34
			mips_30_34_03
	Training Accuracy: 13/13 (100.00%)
	Training Frequency class 'mips_01_05_01': 466/4529 (10.29%)

	Evaluation on validation data (2278 items):
	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_At2g24630	mips_01_05_01_03_02	"putative glucosyltransferase"
			mips_30_34
			mips_30_34_03
	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_At4g24000	mips_01_05_01_01	"putative protein"
			mips_01_05_01_03_02
	Validation Accuracy: 4/4 (100.00%)
	Validation Frequency class 'mips_01_05_01': 204/2278 (8.96%)

	Evaluation on propertest data (3835 items):
	at_At1g55850	mips_01_05_01_03_02	"putative cellulose synthase catalytic subunit (At1g55850)"
	at_At2g21770	mips_01_05_01	"putative cellulose synthase catalytic subunit"
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_30_01
	at_At2g32530	mips_01_05_01_03	"putative cellulose synthase"
			mips_01_05_01_03_02
			mips_30_01
	at_At2g32540	mips_01_05_01	"putative cellulose synthase"
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_30_01
	at_At2g32620	mips_01_05_01_03_02	"putative cellulose synthase"
	at_At2g25540	mips_01	"putative cellulose synthase catalytic subunit"
			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
	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_At4g15290	mips_01_05_01	"cellulose synthase like protein"
			mips_01_05_01_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_30_01
	at_At4g16590	mips_01_05_01_03_02	"cellulose synthase like protein"
			mips_30_27
			mips_30_27_01
	at_At4g18780	mips_01_05_01_03	"cellulose synthase catalytic subunit (IRX1)"
			mips_01_05_01_03_02
	at_At4g24010	mips_01_05_01_03_02	"putative protein"
	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_At4g32410	mips_01_05_01_03_02	"cellulose synthase catalytic subunit (RSW1)"
	at_At5g05170	mips_01_05_01_03_02	"cellulose synthase catalytic subunit (Ath-B)"
	at_At5g44030	mips_01_05_01_03_02	"cellulose synthase catalytic subunit-like protein"
	Propertest Accuracy: 15/15 (100.00%)
	Propertest Frequency class 'mips_01_05_01': 360/3835 (9.39%)

	New (unknown) data (2278 items):


------------------
Rule 2420
	eval(_1,_2,4.0e-3-0.1),sq_len(_2,1005.0-6487.0),classification(_2,escherichia) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,pseudomonas),keyword(_2,signal) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,oxidoreductase),db_ref(_2,hssp) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,eukaryota),desc(_2,homolog) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,homo),keyword(_2,developmental_protein) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 0
	->  class mips_01_05_01 "C-compound and carbohydrate utilization"

	Evaluation on training data (4529 items):
	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_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_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_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_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_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_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_At3g47590	mips_01_05_01_01_01	"putative protein"
			mips_01_06_04
			mips_02_11_05
			mips_11_07_01
	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_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_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_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_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_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_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_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_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_At5g64700	mips_01_04	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_25_03
	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
	Training Accuracy: 29/31 (93.55%)
	Training Frequency class 'mips_01_05_01': 466/4529 (10.29%)

	Evaluation on validation data (2278 items):
	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_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_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_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_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_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_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_At3g54660 -	mips_02_11	"Gluthatione reductase, chloroplast precursor"
			mips_40_26
			mips_40_26_03
			mips_63_17_09
			mips_67_15
	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_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_At4g08390 -	mips_01_01_99	"stromal ascorbate peroxidase"
			mips_11_07_03
			mips_40_26
			mips_40_26_03
	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_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_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_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_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_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_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: 19/22 (86.36%)
	Validation Frequency class 'mips_01_05_01': 204/2278 (8.96%)

	Evaluation on propertest data (3835 items):
	at_At1g33990 -	mips_01_20_99	"unknown protein"
			mips_02_25
	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_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_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_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_At3g03050	mips_01_05_01_03_02	"putative cellulose synthase catalytic subunit"
	at_At3g03230	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_01_06_01
			mips_11_05_03
			mips_11_07
			mips_40_19
	at_At3g03240	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_06_13
			mips_11
			mips_11_07
			mips_40_19
	at_At3g03990	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_03_03_01_02
			mips_06_07_03
			mips_08_01
			mips_10_01_05
			mips_10_01_05_01
			mips_11_01_01
	at_At3g05600	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_01_06_01
			mips_40_19
	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_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_At4g22840 -	mips_13_01	"unknown protein"
			mips_13_01_01
			mips_40_30
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
			mips_67_04_07_99
			mips_67_07
			mips_67_07_99
			mips_67_28
			mips_67_50_03
			mips_67_50_03_03
			mips_67_99
	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_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_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_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_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_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
	Propertest Accuracy: 20/24 (83.33%)
	Propertest Frequency class 'mips_01_05_01': 360/3835 (9.39%)

	New (unknown) data (2278 items):
	at_At1g74640 -	no entry	null
	at_At1g08310 -	no entry	null
	at_At3g26820 -	no entry	null
	at_At3g50790 -	no entry	null
	at_At5g14890 -	no entry	null
	at_At5g41130 -	no entry	null
	at_At1g19670 -	no entry	null
	at_At1g34570 -	no entry	null
	at_At2g03140 -	mips_63_06	"similar to late embryogenesis abundant proteins"
	at_At4g39030 -	mips_67_28	"enhanced disease susceptibility 5 gene (EDS5)"
	at_At1g54570 -	no entry	null
	at_At1g34340 -	no entry	null
	at_At2g39510 -	no entry	null
	at_At3g26840 -	no entry	null
	at_At3g02030 -	no entry	null
	at_At5g43860 -	no entry	null
	at_At5g49950 -	no entry	null
	at_At5g41120 -	no entry	null


------------------
Rule 4478
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,gammaproteobacteria),db_ref(_2,hamap) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanum),desc(_2,precursor) = 1
	->  class mips_01_05_01 "C-compound and carbohydrate utilization"

	Evaluation on training data (4529 items):
	at_At1g34020	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g61800	mips_01_05	"Similar to glucose-6-phosphate/phosphate-translocator"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_04
			mips_08_02
			mips_10
			mips_40_10
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At2g37450	mips_01_04	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
	at_At4g09810	mips_01_05_01_03_02	"hypothetical protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g12500	mips_01_05_01_03_02	"hypothetical protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At4g31600	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At4g32270	mips_01_05_01_03_02	"hypothetical protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
	at_At4g39390	mips_01_05_01_03_02	"putative protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At5g13670	mips_01_04	"unknown protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_25_03
	at_At5g42420	mips_01_05_01_03_02	"putative protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At5g55950	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At5g04160 -	mips_08_02	"phosphate/phosphoenolpyruvate translocator - like protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At5g33320	mips_01_05_01_03_02	"phosphate/phosphoenolpyruvate translocator precursor"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	Training Accuracy: 12/13 (92.31%)
	Training Frequency class 'mips_01_05_01': 466/4529 (10.29%)

	Evaluation on validation data (2278 items):
	at_At1g06470	mips_01_05_01_03	"integral membrane protein, putative"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At1g06890	mips_01_05_01	"unknown protein (At1g06890)"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_10_05
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g21870	mips_01_05_01_03_02	"glucose 6 phosphate/phosphate translocator, putative"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g53660 -	mips_08	"phosphate/phosphoenolpyruvate translocator precursor, putative"
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At1g76340	mips_01	"unknown protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63
			mips_63_13
			mips_63_13_01
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At2g25520 -	mips_01	"putative phosphate/phosphoenolpyruvate translocator protein"
			mips_04
			mips_04_05_01
			mips_04_05_01_04
			mips_08_02
			mips_40_10
			mips_40_26
			mips_40_26_03
			mips_63_03
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At3g14410	mips_01_05_01_03_02	"unknown protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At3g17430	mips_01_05_01	"Unknown protein (At3g17430; MTO12.2)"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At3g11320 -	mips_08_02	"hypothetical protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_50
			mips_67_50_05
	at_At4g03950 -	mips_08_02	"putative glucose-6-phosphate/phosphate-translocator"
			mips_40_26
			mips_40_26_03
			mips_67_04_07
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At4g23010 -	mips_01_05_07	"putative protein"
			mips_40_22
			mips_67_07
	at_At4g30420	mips_01_05	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_98
	at_At5g05820 -	mips_08_02	"phosphate/phosphoenolpyruvate translocator protein-like"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g19980 -	mips_08_02	"lipophosphoglycan biosynthetic protein - like"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g46110	mips_01_05_01_03_02	"phosphate/triose-phosphate translocator precursor (gb|AAC83815.1)"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	Validation Accuracy: 8/15 (53.33%)
	Validation Frequency class 'mips_01_05_01': 204/2278 (8.96%)

	Evaluation on propertest data (3835 items):
	at_At1g76670	mips_01_05_01_03_02	"unknown protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At1g77610	mips_01_05_01_03_02	"unknown protein"
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At2g13650	mips_01_05_01_03_02	"putative vanadate resistance protein"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At3g10290	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At3g59360 -	mips_01_05_07	"transporter-like protein"
			mips_06_07_02
			mips_08_07_05
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
	at_At3g01550	mips_01_05_01_03	"putative phosphate/phosphoenolpyruvate translocator"
			mips_01_05_01_03_02
			mips_01_05_07
			mips_08_02
			mips_40_08
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At4g32390	mips_01_05_01_03	"putative protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	at_At5g11230 -	mips_08_02	"putative protein"
			mips_25_03
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At5g25400 -	mips_04_05	"putative protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_08
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_03
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_50
			mips_67_50_05
	at_At5g28230 -	mips_08_02	"putative protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
			mips_67_50_05
	at_At5g45370	mips_01_04	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_25_03
	at_At5g57100	mips_01_05	"unknown protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At5g41760 -	mips_01_05_07	"CMP-sialic acid transporter-like protein"
			mips_06_07_02
			mips_08_07
			mips_40_08
			mips_67_07
			mips_67_07_99
	at_At5g54800	mips_01_05_01	"glucose-6-phosphate/phosphate translocator"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_08
			mips_08_02
			mips_10_05
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
			mips_67_50
			mips_67_50_05
	Propertest Accuracy: 9/14 (64.29%)
	Propertest Frequency class 'mips_01_05_01': 360/3835 (9.39%)

	New (unknown) data (2278 items):
	at_At1g14360 -	mips_40_22	"putative UDP-galactose transporter MSS4"
			mips_67_07
	at_At1g21890 -	no entry	null
	at_At1g57990 -	no entry	null
	at_At1g60050 -	mips_25_03	"hypothetical protein"
	at_At1g75500 -	no entry	null
	at_At2g33750 -	no entry	null
	at_At1g09860 -	no entry	null
	at_At3g18200 -	mips_25_03	"integral membrane protein, putative"
	at_At3g28070 -	mips_25	"unknown protein"
			mips_25_03
			mips_98
			mips_99
	at_At3g45870 -	no entry	null
	at_At3g59310 -	no entry	null
	at_At4g18210 -	no entry	null
	at_At4g19180 -	no entry	null
	at_At4g32140 -	no entry	null
	at_At1g19770 -	no entry	null
	at_At1g01070 -	no entry	null
	at_At1g43650 -	no entry	null
	at_At1g57980 -	no entry	null
	at_At1g11460 -	mips_25	"hypothetical protein"
			mips_25_03
	at_At3g46180 -	mips_40_22	"putative protein"
			mips_67_07
	at_At1g44800 -	mips_25_03	"nodulin like protein"
	at_At1g48230 -	no entry	null
	at_At1g68170 -	no entry	null
	at_At1g28220 -	no entry	null
	at_At1g28230 -	no entry	null
	at_At2g24220 -	no entry	null
	at_At2g37460 -	no entry	null
	at_At3g28050 -	no entry	null
	at_At4g18220 -	no entry	null
	at_At4g01440 -	mips_25_03	"predicted protein of unknown function"
	at_At4g08290 -	no entry	null
	at_At5g12170 -	no entry	null
	at_At5g40230 -	no entry	null


------------------
Rule 3112
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,hypocreales) = 0
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,sgd) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,heliantheae) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,cyanobacteria),db_ref(_2,pir) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,atp_binding),db_ref(_2,tigr) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,zinc_finger),db_ref(_2,prints) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),keyword(_2,transferase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,enterobacteriaceae),desc(_2,probable) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,1005.0-6487.0),classification(_2,mycobacterium) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,caenorhabditis) = 0
	->  class mips_01_05_01 "C-compound and carbohydrate utilization"

	Evaluation on training data (4529 items):
	at_At1g16580 -	mips_06_07_02	"hypothetical protein"
			mips_30_27
	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_At1g03310	mips_01_05_01_01_01	"putative isoamylase"
			mips_02_19
	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_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_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_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_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_At1g69200	mips_01_03_01	"putative fructokinase"
			mips_01_05
			mips_01_05_01_01
			mips_02_01
	at_At1g69830	mips_01_05_01_01_01	"putative alpha-amylase"
			mips_02_19
	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_At1g76130	mips_01_05_01_01_01	"unknown protein"
			mips_02_05
			mips_02_16
			mips_02_19
			mips_02_22
	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_At1g79550	mips_01_05_01_01_01	"unknown protein"
			mips_02_01
	at_At2g45300	mips_01_01_01_11	"5-enolpyruvylshikimate-3-phosphate (EPSP) synthase"
			mips_01_05_01_03_02
			mips_01_05_01_03_04
			mips_30_34
			mips_30_34_07
	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_At3g09820 -	mips_01_03_01	"putative adenosine kinase"
			mips_01_03_01_03
			mips_02_01
			mips_02_07
			mips_02_07_03
	at_At3g12780	mips_01_05_01_01_01	"phosphoglycerate kinase like protein"
			mips_02_01
	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_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_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_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_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_At3g55590	mips_01_05_01_03_02	"mannose-1-phosphate guanylyltransferase-like protein"
			mips_01_07_01
			mips_02_19
	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_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_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_At4g18300 -	mips_01_07_01	"initiation factor-2Bepsilon-like protein"
	at_At4g26270 -	mips_01_05_04	"putative pyrophosphate-dependent phosphofructo-1-kinase"
			mips_02_01
			mips_02_01_03
	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_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_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_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_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_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_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_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
	at_At5g49190 -	mips_01_05_04	"sucrose synthase"
			mips_01_05_99
			mips_02_19
	at_At5g51830	mips_01_05_01_01_01	"fructokinase 1"
			mips_02_01
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At5g56350	mips_02	"pyruvate kinase"
			mips_01_05_01_01
			mips_02_01
	at_At5g56630 -	mips_01_05_04	"pyrophosphate-dependent phosphofructo-1-kinase-like protein"
			mips_02_01
	at_At5g61580 -	mips_01_05_04	"pyrophosphate-dependent phosphofructo-1-kinase - like protein"
			mips_02_01
			mips_02_01_03
	at_At1g74910	mips_01_05_01_03	"putative GDP-mannose pyrophosphorylase"
			mips_01_05_01_03_02
			mips_01_07_01
	at_At5g03300 -	mips_01_03_01	"adenosine kinase (MOK16.21)"
			mips_01_03_01_03
			mips_02_07
			mips_02_07_03
	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_At5g47810	mips_02	"pyrophosphate-fructose-6-phosphate 1-phosphotransferase-like protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_04
			mips_02_01
			mips_40_03
	Training Accuracy: 40/49 (81.63%)
	Training Frequency class 'mips_01_05_01': 466/4529 (10.29%)

	Evaluation on validation data (2278 items):
	at_At1g19580 -	mips_01_02	"unknown protein"
			mips_01_20_01
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_07
			mips_63_06
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_01_01
	at_At1g60990 -	mips_01_01	"hypothetical protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_04
			mips_01_02
			mips_47
			mips_47_03
			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_At1g63290	mips_01_05_01_01_01	"D-ribulose-5-phosphate like protein"
			mips_02_07
			mips_02_07_01
			mips_02_07_03
	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_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_At1g16570	mips_01_05_01	"Putative glycosyl transferase"
			mips_05
			mips_06_07_02
			mips_30_27
			mips_40_07
	at_At1g20950 -	mips_01_05_04	"putative pyrophosphate-dependent phosphofructokinase alpha subunit"
			mips_02_01
	at_At1g11860 -	mips_01_01_01_11	"aminomethyltransferase-like precursor protein"
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10_05
			mips_01_01_10_05_04
			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_At2g15400 -	mips_04_01	"DNA-directed RNA polymerase II, third largest subunit"
			mips_04_01_01
			mips_04_03
			mips_04_03_01
			mips_40_10_07
			mips_45_03_12
			mips_45_03_12_01
			mips_47_03_03
			mips_47_03_03_01
			mips_47_03_11
			mips_47_03_11_09
			mips_48
	at_At2g39770	mips_01_05_01_03_02	"GDP-mannose pyrophosphorylase"
			mips_02_19
	at_At3g55810	mips_02	"pyruvate kinase - like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_02_01
	at_At3g13110	mips_01_01	"serine acetyltransferase (Sat-1)"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_06
			mips_01_01_01_11
			mips_01_01_01_11_03
			mips_01_02
			mips_01_02_99
			mips_01_05_01_03
			mips_01_20_01
	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_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_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_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_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
	at_At5g52560	mips_01_04	"unknown protein"
			mips_01_05_01_03
			mips_30_01
	Validation Accuracy: 13/19 (68.42%)
	Validation Frequency class 'mips_01_05_01': 204/2278 (8.96%)

	Evaluation on propertest data (3835 items):
	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_At1g47260	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_06
			mips_01_02
			mips_01_05_01_03
			mips_01_05_01_03_04
			mips_01_06_01
			mips_01_06_01_03
			mips_05_04
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_07
			mips_30_01
			mips_30_04
			mips_30_34
			mips_30_34_07
			mips_63_06
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_01_01
	at_At1g48860	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_01_05_01_03_04
			mips_30_34
			mips_30_34_07
	at_At1g50460 -	mips_01_05_04	"hexokinase, putative"
	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_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_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_At1g12000 -	mips_01_05_04	"putative pyrophosphate-fructose-6-phosphate 1-phosphotransferase"
			mips_02_01
	at_At1g66430 -	mips_02_01	"fructokinase, putative"
			mips_02_05
			mips_02_07
			mips_02_07_03
	at_At2g19860 -	mips_01_05_04	"hexokinase (ATHXK2)"
	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_At2g22480	mips_01_05_01_01	"pyrophosphate--fructose-6-phosphate 1-phosphotransferase like protein"
			mips_01_05_04
			mips_02_01
	at_At2g31390 -	mips_02_01	"putative fructokinase"
			mips_02_05
			mips_02_07
			mips_02_07_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_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_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_At3g04050	mips_01_05_01_01	"putative pyruvate kinase"
			mips_02_01
	at_At3g17770	mips_01_05_01	"dihydroxyacetone kinase, putative"
			mips_06_07
			mips_06_07_03
			mips_11_01
	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_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_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_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_At3g01180	mips_01_05_01_03_02	"putative glycogen synthase"
			mips_01_05_99
			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_At3g02270	mips_01_01	"putative translation initiation factor EIF-2B epsilon subunit"
			mips_02
			mips_01_05_01
			mips_01_05_01_03
			mips_01_07
			mips_01_07_01
			mips_05
			mips_05_04
	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_At3g56280 -	mips_04_09	"protein kinase"
			mips_30_04
			mips_40_04_03
	at_At4g09020	mips_01_05_01_01_01	"isoamylase-like protein"
			mips_02_19
	at_At4g25000	mips_01_05	"alpha-amylase like protein"
			mips_01_05_01_01
			mips_02_19
	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_At4g39210	mips_01_05_01_03_02	"glucose-1-phosphate adenylyltransferase (APL3)"
			mips_01_07_01
			mips_02_19
	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_At4g04040 -	mips_01_05_04	"putative phosphofructokinase beta subunit"
			mips_02_01
			mips_02_01_03
	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_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_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_At5g58730	mips_02	"unknown protein"
			mips_01_05_01
			mips_02_01
			mips_02_07
			mips_02_07_03
	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_At5g04360	mips_01_05_01_01_01	"pullulanase-like protein (starch debranching enzyme)"
			mips_02_19
	Propertest Accuracy: 32/41 (78.05%)
	Propertest Frequency class 'mips_01_05_01': 360/3835 (9.39%)

	New (unknown) data (2278 items):
	at_At1g56190 -	no entry	null
	at_At1g76550 -	mips_02_01	"putative pyrophosphate-dependent phosphofructokinase alpha subunit"
	at_At4g10750 -	no entry	null
	at_At4g12130 -	mips_40_16	"putative protein"
	at_At4g16710 -	no entry	null
	at_At4g29220 -	mips_02_01	"pyrophosphate-dependent phosphofructo-1-kinase-like protein"
	at_At5g01220 -	mips_30_34	"unknown protein"
			mips_40_30
	at_At5g17310 -	mips_01	"UDP-glucose pyrophosphorylase"
			mips_01_05
			mips_02_19
			mips_06
			mips_14_04
			mips_25_05
	at_At5g04480 -	no entry	null
	at_At1g32440 -	mips_02_01	"putative pyruvate kinase, plastid isozyme (At1g32440)"
	at_At3g25960 -	mips_02_01	"putative pyruvate kinase"
	at_At4g32840 -	mips_02_01	"putative pyrophosphate--fructose-6-phosphate 1-phosphotransferase"
	at_At4g37840 -	mips_02_01	"hexokinase - like protein"
	at_At5g63680 -	mips_02_01	"pyruvate kinase"
	at_At1g31070 -	no entry	null
	at_At1g53000 -	no entry	null
	at_At2g36580 -	mips_02_01	"pyruvate kinase like protein"
	at_At3g03250 -	mips_01_04	"UDP-glucose pyrophosphorylase like protein"
			mips_02_19
	at_At3g04240 -	no entry	null
	at_At3g07020 -	no entry	null
	at_At4g05210 -	no entry	null
	at_At5g66460 -	no entry	null


------------------
Rule 3766
	eval(_1,_2,9.0e-25-8.0e-10),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,inner_membrane),db_ref(_2,sgd) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,rosidae),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanales),keyword(_2,transmembrane) = 0
	->  class mips_01_05_01 "C-compound and carbohydrate utilization"

	Evaluation on training data (4529 items):
	at_At1g18970	mips_01_05_01_01_03	"germin-like protein (GLP4)"
			mips_02_13
	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_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_At1g30770 -	mips_01_20_17_09	"putative reticuline oxidase-like protein, 5' partial"
	at_At1g72610	mips_01_05_01_01	"germin-like protein"
			mips_01_05_01_01_03
	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_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_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_At1g10460	mips_01_05_01_01_03	"germin-like protein (GLP7)"
			mips_02_13
	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_At3g10080	mips_01_05_01_01_03	"germin-like protein"
			mips_02_13
	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_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_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
	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: 24/30 (80.00%)
	Training Frequency class 'mips_01_05_01': 466/4529 (10.29%)

	Evaluation on validation data (2278 items):
	at_At1g18980	mips_01_05_01_01	"unknown protein"
			mips_01_05_01_01_03
			mips_02_13
	at_At1g01980 -	mips_01_20_17_09	"hypothetical protein"
			mips_01_20_99
			mips_02_16
			mips_20_20
			mips_20_20_18
	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_At3g62020	mips_01_05_01_01_03	"germin-like protein (GLP10)"
			mips_02_13
	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
	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: 7/8 (87.50%)
	Validation Frequency class 'mips_01_05_01': 204/2278 (8.96%)

	Evaluation on propertest data (3835 items):
	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_At1g29410 -	mips_01_01_01_11_13	"phosphoribosylanthranilate isomerase (At1g29410)"
	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_At1g74820	mips_01_05_01_01	"germin-like protein"
			mips_01_05_01_01_03
			mips_02_13
	at_At1g11770 -	mips_01_20_17_09	"putative reticuline oxidase"
			mips_01_20_99
			mips_20_20
			mips_20_20_18
	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_At3g04150	mips_01_05_01_01_03	"germin-like protein"
			mips_02_13
	at_At3g04170	mips_01_05_01_01_03	"germin-like protein"
			mips_02_13
	at_At3g04180	mips_01_05_01_01_03	"germin-like protein"
			mips_02_13
	at_At3g04190	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_At3g04200	mips_01	"germin-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
	at_At3g05930	mips_01_05_01_01_03	"germin-like protein"
			mips_02_13
	at_At3g05950	mips_01_05_01_01_03	"germin-like protein"
			mips_02_13
			mips_30_01
	at_At3g19820	mips_01_05_01_01	"cell elongation protein, Dwarf1"
			mips_01_05_01_01_01
			mips_02_16
			mips_02_16_03
			mips_02_99
			mips_40_19
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_01
	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_At4g20830 -	mips_01_20_17	"reticuline oxidase -like protein"
			mips_01_20_17_09
	at_At4g02980 -	mips_03_99	"auxin-binding protein 1 precursor"
			mips_20_20
			mips_20_20_18
	at_At5g20630	mips_01_05_01_01_03	"germin-like protein (GLP3b)"
			mips_25_03
			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_At5g39160	mips_01_05_01_01_03	"germin-like protein (GLP2a) copy1"
			mips_02_13
			mips_30_01
	at_At5g39180	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_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_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: 23/34 (67.65%)
	Propertest Frequency class 'mips_01_05_01': 360/3835 (9.39%)

	New (unknown) data (2278 items):
	at_At1g07750 -	mips_65	"globulin like protein"
	at_At3g10860 -	no entry	null
	at_At3g52730 -	mips_02_13	"ubiquinol--cytochrome-c reductase-like protein"
	at_At1g12420 -	no entry	null
	at_At5g05370 -	no entry	null
	at_At5g08410 -	no entry	null
	at_At5g23440 -	no entry	null


------------------
Rule 3667
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,prosite) = 1
	eval(_1,_2,9.0e-25-8.0e-10),species(_2,haemophilus_influenzae),db_ref(_2,prosite) = 0
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,485.0-667.0),classification(_2,eurosids_i) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,hordeum),db_ref(_2,prints) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 1
	->  class mips_01_05_01 "C-compound and carbohydrate utilization"

	Evaluation on training data (4529 items):
	at_At1g02460	mips_01_05_01_01_01	"polygalacturonase PG1, putative"
			mips_30_01
	at_At1g23460	mips_01_05_01_01_01	"putative polygalacturonase precursor"
	at_At1g23470 -	mips_01_20_99	"putative polygalacturonase precursor"
	at_At1g26560	mips_01_05_01_01_02	"beta-glucosidase like protein"
			mips_01_20_01
			mips_01_20_01_07
	at_At1g30350	mips_01_05	"hypothetical protein"
			mips_01_05_01_01
	at_At1g33220	mips_01_05	"beta-1,3-glucanase, putative"
			mips_01_05_01_01
			mips_11_05
			mips_11_05_03
			mips_25_03
			mips_30
			mips_98
	at_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_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_At1g04680	mips_01_05	"unknown protein"
			mips_01_05_01_01
			mips_30
	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_At1g05650	mips_01_05_01_01_01	"putative polygalacturonase"
	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_At1g75940	mips_01_05_01_01_02	"ATA27"
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05_03
	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_At2g19150 -	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_40_01
	at_At2g19440	mips_01	"putative beta-1,3-glucanase, predicted GPI-anchored protein"
			mips_01_04
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_30
			mips_30_01
			mips_98
			mips_99
	at_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_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_At3g16850	mips_01_05_01_01_01	"polygalacturonase like protein"
			mips_01_20_99
			mips_30_01
	at_At4g34480 -	mips_01_04_01	"putative protein (fragment)"
	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_At2g16230 -	mips_01_04	"putative beta-1,3-glucanase"
			mips_01_04_01
			mips_30_01
	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_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_At2g36190	mips_01_05_01_01_01	"beta-fructofuranosidase like protein (invertase)"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_40_27
	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_At2g47280	mips_01_05_01_01	"putative pectinesterase"
			mips_01_05_99
			mips_01_20_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_At3g07320 -	mips_01_04_01	"putative beta-1,3-glucanase precursor"
	at_At3g07820	mips_01_05_01_01_01	"polygalacturonase (PGA3)"
	at_At3g07840	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At3g09260	mips_01_05_01_01_02	"thioglucosidase 3D precursor"
			mips_01_20_01
			mips_01_20_01_07
	at_At3g10720 -	mips_01_05_99	"pectinesterase like protein"
			mips_01_20_01
			mips_40_01
	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_At3g13784	mips_01_05_01_01	"beta-fructofuranosidase, putative"
			mips_01_05_01_01_01
			mips_01_05_01_03_02
			mips_40_27
	at_At3g13790	mips_01_05_01_01_01	"putative beta-fructofuranosidase 1"
			mips_01_05_01_03_02
			mips_40_27
	at_At3g14300 -	mips_01_05_99	"putative pectin methylesterase"
			mips_40_01
	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_At3g21370 -	mips_01_20_01	"beta-glucosidase, putative"
			mips_01_20_01_07
			mips_11_05_03
	at_At3g24230	mips_01_05_01_01_01	"pectate lyase, putative"
	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_At1g11590 -	mips_01_05_99	"similar to pectinesterase emb|CAA47810; similar to ESTs gb|AI999792.1"
			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_At1g11920	mips_01_05_01	"pectate lyase-like protein"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	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_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_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_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_At3g62740	mips_01_05_01_01_01	"beta-glucosidase-like protein"
			mips_01_05_01_01_02
	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_At1g12240	mips_01_05_01_01_01	"beta-fructosidase like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_40_27
	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_At4g18180	mips_01_05_01_01_01	"polygalacturonase-like protein"
			mips_30_01
	at_At4g18340 -	mips_01_04_01	"beta-1,3-glucanase-like protein"
	at_At4g23500	mips_01_05_01_01_01	"putative protein"
			mips_01_20_99
	at_At4g26140	mips_01_05_01_01_01	"putative beta-galactosidase"
			mips_01_20_01
			mips_01_20_01_07
			mips_30_01
			mips_40_01
			mips_40_25
	at_At4g27830	mips_01_05_01_01_02	"beta-glucosidase like protein"
			mips_11_05_03
	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_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_At5g18220 -	mips_01_04_01	"beta-1,3-glucanase - like predicted GPI-anchored 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_At5g20330 -	mips_11_05_03	"beta-1,3-glucanase bg4"
			mips_25_03
			mips_30_01
	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_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_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_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_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_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_At5g63180	mips_01_05_01_01_01	"pectate lyase"
	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_At5g64640 -	mips_01_05_99	"pectin methylesterase-like protein"
			mips_40_01
	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_At1g53830 -	mips_01_05_99	"putative protein"
			mips_40_01
	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_At5g47500 -	mips_01_05_99	"pectin methylesterase-like"
			mips_30_01
			mips_40_01
	at_At5g54570 -	mips_01_20_01	"beta-glucosidase"
			mips_01_20_01_07
	Training Accuracy: 81/120 (67.50%)
	Training Frequency class 'mips_01_05_01': 466/4529 (10.29%)

	Evaluation on validation data (2278 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_At1g47600	mips_01_05_01_01_02	"hypothetical protein"
			mips_01_20_01
			mips_01_20_01_07
	at_At1g53070 -	mips_10_01	"protein kinase, putative"
			mips_10_01_01
			mips_10_05
	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_At1g05660	mips_01_05_01	"putative polygalacturonase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At1g78400	mips_01_05_01_01_01	"similar to exopolygalacturonase precursor sp|Q00293|PGLX_ASPTU"
			mips_30_01
	at_At1g80170	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At1g66250 -	mips_01_04_01	"beta-1,3-glucanase precursor, putative"
	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_At2g15460	mips_01_05_01_01_01	"putative polygalacturonase"
			mips_30_01
	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_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_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_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_At2g39640 -	mips_01_04_01	"putative beta-1,3-glucanase, predicted GPI-anchored protein"
	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_At2g01630 -	mips_01_04_01	"beta-1,3-glucanase like protein"
	at_At3g52600	mips_01_05_01_03	"beta-fructofuranosidase"
			mips_01_05_01_03_02
			mips_40_27
	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_At3g62110	mips_01_05_01_01_01	"unknown protein"
			mips_01_20_99
	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_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_At4g22100 -	mips_01_20_01	"glucosidase like protein"
			mips_01_20_01_07
	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_At4g24350 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_03
			mips_01_03_01
			mips_65
	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_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_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_At4g38800 -	mips_01_01_01_01	"putative protein"
			mips_01_01_01_01_02
			mips_01_03_01
			mips_65
	at_At5g04310	mips_01_05_01_01_01	"pectate lyase-like protein"
			mips_30_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_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_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_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_At5g49180 -	mips_01_05_99	"pectin methylesterase"
			mips_40_01
	at_At5g55720	mips_01_05_01_01_01	"pectate lyase"
			mips_30_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: 35/54 (64.81%)
	Validation Frequency class 'mips_01_05_01': 204/2278 (8.96%)

	Evaluation on propertest data (3835 items):
	at_At1g02850 -	mips_01_20_01	"Similar to beta-glucosidases (At1g02850)"
			mips_01_20_01_07
	at_At1g23200 -	mips_01_05_99	"putative pectinesterase"
			mips_40_01
	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_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_At1g55120	mips_01_05_01_03	"beta-fructofuranosidase (AtFruct5)"
			mips_01_05_01_03_02
	at_At1g56710	mips_01_05_01	"polygalacturonase, putative"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At1g62660	mips_01_05_01_01_01	"putative beta-fructosidase (At1g62660)"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_40_27
	at_At1g05310 -	mips_01_05_99	"putative pectin methylesterase"
			mips_01_20_01
			mips_40_01
	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_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_At1g80140	mips_01_05_01_01_01	""
	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_At1g14420	mips_01_05_01_01	"hypothetical protein"
	at_At1g11830 -	mips_01_04	"putative beta-1,3-glucanase, predicted GPI-anchored protein"
			mips_01_04_01
			mips_30_01
	at_At2g05790	mips_01_04	"putative beta-1,3-glucanase"
			mips_01_04_01
			mips_01_05_01
			mips_30_01
	at_At2g26620	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At2g27500 -	mips_01_04	"beta-1,3-glucanase like protein"
			mips_01_04_01
			mips_11_05_03
	at_At2g43880	mips_01_05_01_01_01	"putative polygalacturonase"
	at_At2g44470	mips_01_05_01_01_02	"putative beta-glucosidase"
	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_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_At3g03640 -	mips_01_20_01	"beta-glucosidase"
			mips_01_20_01_07
			mips_11_05_03
	at_At3g04010 -	mips_01_04_01	"putative beta-1,3-glucanase"
	at_At3g05610	mips_01_05_01	"putative pectinesterase"
			mips_01_05_01_01
			mips_01_05_99
			mips_30_01
			mips_40_01
	at_At3g05620 -	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_40_01
	at_At3g06510	mips_01_05_01_01_01	"beta glucosidase like protein"
			mips_01_05_01_01_02
			mips_40_34
	at_At3g07830	mips_01_05_01_01_01	"putative polygalacturonase"
	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_At3g18070	mips_01_05_01_01_02	"beta-glucosidase, putative"
			mips_01_20_01
			mips_01_20_01_07
	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_At3g42160 -	mips_01_05_99	"putative protein"
			mips_01_20_01
			mips_40_01
	at_At3g43270 -	mips_01_05_99	"pectinesterase like protein"
			mips_01_20_01
			mips_40_01
	at_At3g46570	mips_01_05_01	"glucosidase-like protein"
			mips_01_05_01_01
			mips_11_05
			mips_11_05_03
	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_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_At3g60120	mips_01_05_01_01_02	"beta-glucosidase-like protein"
			mips_01_20_01
			mips_01_20_01_07
	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_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_At3g01270	mips_01_05_01	"putative pectate lyase"
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_30_01
	at_At3g17060 -	mips_01_05_99	"pectinesterase, putative"
			mips_40_01
	at_At3g23770	mips_01	"beta-1,3-glucanase, putative"
			mips_01_04
			mips_01_04_01
			mips_01_05
			mips_01_05_01
			mips_30
			mips_30_01
			mips_98
			mips_99
	at_At3g24130 -	mips_01_05_99	"pectinesterase, putative"
			mips_01_20_01
			mips_30_01
			mips_40_01
	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_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_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_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_At4g24340 -	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_03
			mips_01_03_01
			mips_65
	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_At4g32380 -	mips_01_05_99	"putative protein"
	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_At5g07420 -	mips_01_05_99	"pectin methyl-esterase-like protein"
			mips_40_01
	at_At5g11920	mips_01_05_01_01_01	"fructosidase like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_40_27
	at_At5g17200	mips_01_05_01_01	"polygalacturonase-like protein"
	at_At5g17500	mips_01_05_01_01_01	"putative protein"
	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_At5g39910	mips_01_05_01_01_01	"polygalacturonase-like protein"
	at_At5g42260	mips_01_05_01_01_02	"beta-glucosidase"
			mips_01_20_01
			mips_01_20_01_07
			mips_11_05_03
	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_At5g63080 -	mips_63_17	"unknown protein"
			mips_63_17_09
	at_At5g64790 -	mips_01_04_01	"beta-1,3-glucanase"
	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_At5g20870 -	mips_01_04_01	"beta-1,3-glucanase - like protein"
			mips_01_05
	at_At5g55180 -	mips_01_04_01	"beta-1,3-glucanase-like protein"
	at_At5g61680 -	mips_01_05_99	"pectin methyl-esterase - like protein"
			mips_40_01
	Propertest Accuracy: 54/86 (62.79%)
	Propertest Frequency class 'mips_01_05_01': 360/3835 (9.39%)

	New (unknown) data (2278 items):
	at_At1g02790 -	no entry	null
	at_At1g02810 -	no entry	null
	at_At1g53060 -	no entry	null
	at_At1g72990 -	mips_40_01	"unknown protein (At1g72990)"
			mips_40_25
	at_At3g17150 -	no entry	null
	at_At3g09190 -	no entry	null
	at_At3g27400 -	no entry	null
	at_At3g49170 -	no entry	null
	at_At4g16810 -	no entry	null
	at_At4g22080 -	no entry	null
	at_At4g29270 -	mips_65	"acid phosphatase-like protein"
	at_At4g36350 -	mips_01_04	"purple acid phosphatase like protein"
			mips_06_07
			mips_08
	at_At5g01090 -	no entry	null
	at_At5g20340 -	no entry	null
	at_At5g20560 -	no entry	null
	at_At5g24770 -	mips_65	"vegetative storage protein Vsp2"
	at_At5g48140 -	no entry	null
	at_At1g19720 -	no entry	null
	at_At5g67540 -	no entry	null
	at_At1g04040 -	mips_65	"unknown protein"
	at_At1g07460 -	no entry	null
	at_At2g38600 -	mips_65	"putative acid phosphatase"
	at_At2g01880 -	mips_40_25	"putative purple acid phosphatase"
	at_At2g03450 -	mips_01_04	"putative purple acid phosphatase"
	at_At3g52780 -	no entry	null
	at_At3g54080 -	no entry	null
	at_At3g16410 -	no entry	null
	at_At3g20500 -	no entry	null
	at_At3g26140 -	no entry	null
	at_At3g30540 -	no entry	null
	at_At3g22640 -	mips_65	"unknown protein"
	at_At4g25150 -	mips_65	"acid phosphatase - like protein"
	at_At4g29260 -	mips_65	"acid phosphatase-like protein"
	at_At4g35670 -	no entry	null
	at_At5g03350 -	no entry	null
	at_At5g27530 -	no entry	null
	at_At5g44020 -	mips_65	"vegetative storage protein-like"
	at_At5g51260 -	mips_65	"acid phosphatase"
	at_At5g61250 -	no entry	null
	at_At1g47340 -	no entry	null
	at_At1g52940 -	no entry	null
	at_At1g53080 -	no entry	null
	at_At1g56360 -	no entry	null
	at_At1g62110 -	no entry	null
	at_At1g67750 -	no entry	null
	at_At1g77790 -	no entry	null
	at_At1g11360 -	no entry	null
	at_At2g33070 -	no entry	null
	at_At3g57270 -	no entry	null
	at_At3g57510 -	no entry	null
	at_At3g09540 -	no entry	null
	at_At3g16530 -	no entry	null
	at_At4g33840 -	mips_40_01	"putative protein"
	at_At4g36700 -	mips_65	"globulin-like protein"
	at_At4g16260 -	no entry	null
	at_At5g16580 -	no entry	null
	at_At5g24780 -	mips_65	"vegetative storage protein Vsp1"
			mips_98
	at_At5g63140 -	no entry	null


------------------
Rule 2995
	eval(_1,_2,0.0-9.0e-25),classification(_2,carnivora) = 0
	eval(_1,_2,2.0e-5-4.0e-3),keyword(_2,glycoprotein),desc(_2,hypothetical) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,transport),db_ref(_2,smart) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,betaproteobacteria),db_ref(_2,pir) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),classification(_2,escherichia) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,bos) = 0
	->  class mips_40_04_03 "actin cytoskeleton"

	Evaluation on training data (4529 items):
	at_At1g07000	mips_06_04	"putative protein"
			mips_08
			mips_08_16
			mips_13_03
			mips_13_03_01
			mips_40_04
			mips_40_04_03
	at_At2g39380	mips_08_16	"hypothetical protein"
			mips_40_04_03
	at_At3g09520	mips_08_16	"hypothetical protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	at_At3g09530	mips_08_16	"hypothetical protein"
			mips_13_03
			mips_13_03_01
			mips_40_04
			mips_40_04_03
	at_At3g14090	mips_04_05_01	"unknown protein"
			mips_04_05_01_04
			mips_06_04
			mips_08_16
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_04
			mips_40_04_03
	at_At3g29400	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_04
			mips_08
			mips_08_16
			mips_10
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_03
			mips_40_04
			mips_40_04_03
	at_At4g31540	mips_08_16	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	at_At5g13990	mips_06_04	"leucine zipper protein-like"
			mips_08_16
			mips_13
			mips_40_04
			mips_40_04_03
	at_At5g52350	mips_08_16	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	at_At5g58430	mips_08_16	"leucine zipper-containing protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	at_At5g59730	mips_08_16	"unknown protein"
			mips_40_04_03
	Training Accuracy: 11/11 (100.00%)
	Training Frequency class 'mips_40_04_03': 62/4529 (1.37%)

	Evaluation on validation data (2278 items):
	at_At1g54090	mips_08_16	"hypothetical protein"
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_04
			mips_40_04_03
	at_At2g28640	mips_04	"unknown protein"
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_04
			mips_08_16
			mips_10
			mips_13
			mips_13_03
			mips_13_03_01
			mips_40_03
			mips_40_04
			mips_40_04_03
	at_At4g24230 -	mips_62_02_01_02	"putative protein"
			mips_63_09
	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_At5g50380	mips_08_16	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	at_At5g52340	mips_08_16	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	Validation Accuracy: 4/6 (66.67%)
	Validation Frequency class 'mips_40_04_03': 20/2278 (0.88%)

	Evaluation on propertest data (3835 items):
	at_At1g21660 -	mips_13_03_01	"auxilin-like protein"
			mips_67_01
	at_At1g51640	mips_08_16	"hypothetical protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	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_At2g28650	mips_08_16	"hypothetical protein"
			mips_40_04_03
	at_At3g55150	mips_08_16	"unknown protein"
			mips_40_04_03
	at_At5g61010	mips_08_16	"putative protein"
			mips_13_03
			mips_13_03_01
			mips_40_04_03
	at_At5g63080 -	mips_63_17	"unknown protein"
			mips_63_17_09
	at_At5g03540	mips_08_16	"putative protein"
			mips_13_03_01
			mips_40_04_03
	Propertest Accuracy: 5/8 (62.50%)
	Propertest Frequency class 'mips_40_04_03': 50/3835 (1.30%)

	New (unknown) data (2278 items):
	at_At3g58620 -	no entry	null
	at_At3g22640 -	mips_65	"unknown protein"
	at_At4g17840 -	no entry	null
	at_At4g31740 -	mips_08_07	"putative protein"
			mips_40_08
			mips_40_09
	at_At4g36700 -	mips_65	"globulin-like protein"


------------------
Rule 3381
	eval(_1,_2,4.0e-3-0.1),classification(_2,lentivirus) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,protacanthopterygii) = 0
	eval(_1,_2,8.0e-10-2.0e-5),desc(_2,chromosome) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,chironomoidea) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,hystricognathi) = 1
	eval(_1,_2,4.0e-3-0.1),db_ref(_2,transfac),desc(_2,region) = 0
	eval(_1,_2,4.0e-3-0.1),keyword(_2,multigene_family),desc(_2,kinase) = 0
	eval(_1,_2,4.0e-3-0.1),keyword(_2,polymorphism),db_ref(_2,tigrfams) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,aspergillus),db_ref(_2,smart) = 0
	eval(_1,_2,2.0e-5-4.0e-3),classification(_2,hordeum),desc(_2,precursor) = 0
	eval(_1,_2,2.0e-5-4.0e-3),classification(_2,percomorpha),db_ref(_2,smart) = 0
	eval(_1,_2,2.0e-5-4.0e-3),classification(_2,trypanosoma),keyword(_2,repeat) = 0
	eval(_1,_2,2.0e-5-4.0e-3),sq_len(_2,485.0-667.0),classification(_2,synechocystis) = 0
	eval(_1,_2,2.0e-5-4.0e-3),sq_len(_2,15.0-349.0),desc(_2,transcription) = 0
	eval(_1,_2,8.0e-10-2.0e-5),keyword(_2,d__3d_structure),desc(_2,alpha) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,metazoa),db_ref(_2,smart) = 1
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,schizosaccharomyces),desc(_2,subunit) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,pezizomycotina),desc(_2,precursor) = 0
	eval(_1,_2,8.0e-10-2.0e-5),mol_wt(_2,1574.0-38820.0),classification(_2,mammalia) = 1
	eval(_1,_2,9.0e-25-8.0e-10),keyword(_2,nuclear_protein),db_ref(_2,mgd) = 1
	eval(_1,_2,9.0e-25-8.0e-10),species(_2,dictyostelium_discoideum__slime_mold_),desc(_2,chain) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,gastropoda),db_ref(_2,smart) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,cetartiodactyla),desc(_2,precursor) = 1
	eval(_1,_2,9.0e-25-8.0e-10),mol_wt(_2,1574.0-38820.0),classification(_2,arabidopsis) = 0
	eval(_1,_2,9.0e-25-8.0e-10),sq_len(_2,15.0-349.0),classification(_2,schizosaccharomyces) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,alveolata),keyword(_2,glycoprotein) = 0
	->  class mips_40_04_03 "actin cytoskeleton"

	Evaluation on training data (4529 items):
	at_At1g02970	mips_03_03	"hypothetical protein"
			mips_03_03_01
			mips_04_09
			mips_30_04
			mips_40_04
			mips_40_04_03
	at_At1g32320	mips_03	"MAP kinase, putative"
			mips_03_03
			mips_03_03_01
			mips_04_09
			mips_13
			mips_13_11
			mips_25_05
			mips_30
			mips_40_04
			mips_40_04_03
			mips_63_19
	at_At1g54510	mips_01_04	"hypothetical protein"
			mips_04_09
			mips_14_04_03
			mips_14_04_03_01
			mips_25_05_25
			mips_30_04
			mips_30_04_05
			mips_40_04_03
	at_At1g66750	mips_01_04	"hypothetical protein"
			mips_03_01
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_01_01_09
			mips_03_03_04
			mips_03_03_04_07
			mips_04_09
			mips_06_07
			mips_06_07_03
			mips_25_05_25
			mips_30_04
			mips_40_02
			mips_40_04
			mips_40_04_03
	at_At1g73670 -	mips_10_01_05	"putative MAP kinase (At1g73670)"
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_13_05
			mips_14_04_03_01
			mips_30_04_05
	at_At1g78290	mips_03_03_01_02	"protein kinase 1 like protein"
			mips_03_03_01_03
			mips_04_09
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_40_04_03
			mips_62_01_01
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At1g08650	mips_04	"putative calcium-dependent protein kinase (U90439)"
			mips_04_09
			mips_06
			mips_10
			mips_10_01_01
			mips_14_04
			mips_14_04_03_01
			mips_25_05
			mips_30_04_05
			mips_40_04
			mips_40_04_03
			mips_63_19
	at_At2g32850	mips_04_09	"serine/threonine protein kinase like protein"
			mips_06_07_03
			mips_13_07
			mips_25_05_25
			mips_40_04_03
	at_At2g37840	mips_01_04	"putative protein kinase"
			mips_04_09
			mips_06_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_30
			mips_30_04
			mips_30_04_05
			mips_40_02
			mips_40_03
			mips_40_04
			mips_40_04_03
			mips_63_19
	at_At2g38490	mips_01_04	"putative protein kinase"
			mips_03
			mips_03_03
			mips_03_03_01
			mips_04_09
			mips_05
			mips_05_04
			mips_06_07
			mips_10_01
			mips_10_01_01
			mips_25
			mips_25_05
			mips_25_05_25
			mips_30
			mips_30_04
			mips_40_02
			mips_40_04
			mips_40_04_03
	at_At2g40500	mips_04_09	"putative protein kinase"
			mips_14_04_03_01
			mips_30_04_05
			mips_40_04_03
	at_At2g40560	mips_01_04	"putative protein kinase"
			mips_04_09
			mips_14_10
			mips_14_10_02
			mips_25_05_25
			mips_30_04
			mips_40_04_03
	at_At2g41920	mips_04_09	"putative protein kinase"
			mips_14_10
			mips_14_10_02
			mips_25_05_25
			mips_40_04_03
	at_At2g41930	mips_04	"putative protein kinase"
			mips_04_09
			mips_06
			mips_25_05
			mips_30
			mips_40_04
			mips_40_04_03
	at_At2g45490	mips_04_09	"putative protein kinase"
			mips_14_04_03_01
			mips_30_04_05
			mips_40_04
			mips_40_04_03
	at_At1g10940	mips_01_04	"Ser/Thr kinase"
			mips_04_09
			mips_06_07
			mips_13_03
			mips_13_03_01
			mips_14_04_03
			mips_14_04_03_01
			mips_25_05_25
			mips_30_04
			mips_30_04_05
			mips_40_02
			mips_40_04
			mips_40_04_03
	at_At3g12200	mips_04_09	"putative protein"
			mips_14_04_03
			mips_14_04_03_01
			mips_25_05_25
			mips_30_04_05
			mips_40_04_03
	at_At3g20830	mips_04_09	"unknown protein"
			mips_40_04_03
	at_At3g21220	mips_03_03_01_02	"MAP kinase kinase 5"
			mips_03_03_01_03
			mips_04_09
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_40_04_03
			mips_62_01
			mips_62_01_01
			mips_62_02_01_01
			mips_62_02_01_01_05
	at_At3g22750	mips_01_04	"putative protein kinase"
			mips_04_09
			mips_25_05_25
			mips_30_04
			mips_40_04_03
	at_At3g44610	mips_01_04	"protein kinase-like protein"
			mips_04_09
			mips_25_05_25
			mips_30_04
			mips_40_04_03
	at_At3g44850	mips_01	"putative protein"
			mips_01_04
			mips_04
			mips_04_09
			mips_06
			mips_06_07
			mips_10
			mips_10_01
			mips_10_01_01
			mips_25
			mips_25_05
			mips_25_05_25
			mips_30
			mips_30_04
			mips_40
			mips_40_02
			mips_40_04
			mips_40_04_03
			mips_63
			mips_63_19
			mips_99
	at_At3g46140	mips_01_04	"protein kinase - like"
			mips_04_09
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_01_09
			mips_10_01_09_03
			mips_25_05_25
			mips_30_04
			mips_40_04_03
	at_At3g50500	mips_04_09	"protein kinase SPK-2"
			mips_14_04_03
			mips_14_04_03_01
			mips_25_05_25
			mips_30_04_05
			mips_40_04_03
	at_At4g08500	mips_13_11_03	"MEKK1/MAP kinase kinase kinase"
			mips_13_11_03_13
			mips_40_04_03
	at_At4g08800	mips_04_09	"casein kinase I like protein"
			mips_14_10
			mips_14_10_02
			mips_25_05_25
			mips_40_04_03
	at_At4g14580 -	mips_01_04	"CBL-interacting protein kinase 4 (CIPK4)"
			mips_14_04_03
			mips_14_04_03_01
			mips_30_04
			mips_30_04_05
	at_At4g24400	mips_04_09	"serine/threonine kinase-like protein"
			mips_25_05_10
			mips_25_05_17
			mips_25_05_25
			mips_37
			mips_37_03
			mips_37_03_17
			mips_40_04_03
	at_At4g28540	mips_01	"protein kinase ADK1-like protein"
			mips_01_04
			mips_03
			mips_03_03
			mips_03_03_01
			mips_04
			mips_04_09
			mips_06
			mips_06_07
			mips_10
			mips_10_01
			mips_10_01_01
			mips_14
			mips_14_10
			mips_14_10_02
			mips_25
			mips_25_05
			mips_25_05_25
			mips_30
			mips_30_04
			mips_40
			mips_40_02
			mips_40_04
			mips_40_04_03
			mips_63
			mips_63_17
			mips_63_17_01
			mips_63_19
	at_At4g28860	mips_04_09	"protein kinase - like protein"
			mips_14_04_03_01
			mips_30_04_05
			mips_40_04_03
	at_At4g32250	mips_04_09	"putative protein"
			mips_25_05_25
			mips_40_04_03
	at_At5g19010 -	mips_03_03	"MAP kinase -like protein"
			mips_03_03_01
			mips_13_05
			mips_13_11
			mips_14_04_03_01
			mips_14_04_03_03
			mips_30_04_05
	at_At5g35410	mips_04_09	"serine/threonine protein kinase SOS2 (gb|AAF62923.1)"
			mips_14_04_03
			mips_14_04_03_01
			mips_25_05_25
			mips_30_04_05
			mips_40_04_03
	at_At5g45430 -	mips_03_03_01_01_09	"serine/threonine-protein kinase Mak (male germ cell-associated kinase)-like protein"
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_03
			mips_14_04_03
			mips_14_04_03_01
			mips_30_04_05
	at_At5g55560	mips_04_09	"putative protein"
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
			mips_25_05
			mips_30
			mips_30_04
			mips_30_04_05
			mips_40_04
			mips_40_04_03
			mips_63_19
	at_At5g58940 -	mips_10	"receptor-like protein kinase precursor - like"
			mips_10_01
			mips_10_01_01
	at_At5g08160	mips_04_09	"serine/threonine protein kinase"
			mips_14_04_03
			mips_14_04_03_01
			mips_30_04_05
			mips_40_04_03
	at_At5g66880 -	mips_01	"protein kinase, 41K (EC 2.7.1.-) (pir||S71172)"
			mips_03
			mips_03_03
			mips_03_03_01
			mips_03_03_01_02
			mips_03_03_01_03
			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_03
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_01
			mips_30
			mips_30_04
			mips_30_04_05
			mips_40
			mips_40_10
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_62_02_01_02
			mips_62_02_01_02_05
			mips_63_19
			mips_98
	at_At5g67080	mips_03_03	"protein kinase-like protein"
			mips_03_03_01
			mips_04_09
			mips_05
			mips_06_07
			mips_14_10
			mips_14_10_02
			mips_30_04
			mips_40_02
			mips_40_04
			mips_40_04_03
	Training Accuracy: 33/39 (84.62%)
	Training Frequency class 'mips_40_04_03': 62/4529 (1.37%)

	Evaluation on validation data (2278 items):
	at_At1g01450 -	mips_01_04	"hypothetical protein"
			mips_06_07
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_01
			mips_14_10
			mips_14_10_02
	at_At1g03920 -	mips_03_03_01_01	"putative protein kinase"
			mips_03_03_04
			mips_03_03_04_07
	at_At1g68830 -	mips_01_04	"putative protein kinase"
			mips_03
			mips_03_03
			mips_03_03_01
			mips_03_03_01_02
			mips_03_03_01_03
			mips_06_07
			mips_10_01
			mips_10_01_01
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_11
			mips_11_01
			mips_13
			mips_13_11
			mips_40_03
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_63_19
	at_At1g73690 -	mips_03_03_01_01	"cell division protein kinase"
			mips_03_03_01_01_09
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_03
	at_At2g25760	mips_04_09	"putative casein kinase I"
			mips_40_04_03
	at_At2g25880	mips_04_09	"putative protein kinase"
			mips_14_04_03
			mips_14_04_03_01
			mips_25_05_25
			mips_30_04_05
			mips_40_04_03
	at_At2g26980	mips_04_09	"CBL-interacting protein kinase 3 (CIPK3)"
			mips_40_04_03
	at_At2g30980 -	mips_14_01	"putative shaggy-like protein kinase dzeta"
			mips_14_01_03
			mips_25_03
			mips_25_05_07
			mips_30_04
	at_At2g40580 -	mips_01_04	"putative protein kinase"
			mips_03_03_01_02
			mips_03_03_01_03
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_14_10
			mips_14_10_02
			mips_62
			mips_62_01
			mips_62_01_01
			mips_62_02
			mips_62_02_01
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g01450 -	mips_10_01_05_01	"putative MAP kinase"
			mips_10_01_05_01_03
			mips_13_03
			mips_13_03_01
			mips_13_05
	at_At3g24720	mips_01	"protein kinase, putative"
			mips_01_04
			mips_04
			mips_04_09
			mips_06
			mips_06_07
			mips_10
			mips_25
			mips_25_05
			mips_25_05_13
			mips_25_05_25
			mips_30
			mips_30_04
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_40_02
			mips_40_03
			mips_40_04
			mips_40_04_03
			mips_98
	at_At3g08730 -	mips_63_17_01	"putative ribosomal-protein S6 kinase (ATPK6)"
	at_At4g13000 -	mips_01_02	"putative protein"
			mips_01_02_01
			mips_01_02_01_07
			mips_01_04
			mips_06_07
			mips_11_01
			mips_13_11
			mips_14_10
			mips_14_10_02
	at_At4g26070	mips_01_02_01	"MEK1"
			mips_01_02_01_07
			mips_04_09
			mips_40_04_03
	at_At4g28980	mips_01	"Cdk-activating kinase 1At (cak1At)"
			mips_01_04
			mips_03
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_04
			mips_04_09
			mips_06
			mips_06_07
			mips_10
			mips_10_01
			mips_10_01_01
			mips_25
			mips_25_05
			mips_25_05_25
			mips_30
			mips_30_04
			mips_40_02
			mips_40_04
			mips_40_04_03
			mips_63
			mips_63_19
	at_At5g09890 -	mips_01_04	"protein kinase"
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07
			mips_10_05
			mips_14_01
			mips_25_05_09
	at_At5g43320 -	mips_03_01_05_01	"casein kinase I"
			mips_20_11
			mips_62_01
			mips_62_01_01
	at_At5g44100 -	mips_01_04	"casein kinase I"
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_01_09
			mips_10_01_09_03
	at_At5g45810 -	mips_14_10	"CBL-interacting protein kinase 19 (CIPK19)"
			mips_14_10_02
	at_At5g50180 -	mips_01_04	"protein kinase ATN1-like protein"
			mips_06_07
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_01
			mips_10_05
			mips_20
	at_At5g56580 -	mips_01_02	"protein kinase MEK1 homolog"
			mips_01_02_01
			mips_01_02_01_07
			mips_01_04
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_04
			mips_10_05_01
			mips_10_05_01_18
			mips_10_05_01_18_99
			mips_14_01
			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_33
			mips_33_03
			mips_33_03_09
			mips_33_03_09_01
			mips_35
			mips_35_03
			mips_35_03_05
			mips_35_03_05_09
			mips_43
			mips_43_03
			mips_43_03_09
			mips_43_03_09_01
			mips_45
			mips_45_03
			mips_45_03_05
			mips_45_03_05_09
	at_At5g58140 -	mips_14_01_03	"non phototropic hypocotyl 1-like (NPL1)"
			mips_14_10
			mips_14_10_02
	at_At5g66850	mips_01_02	"MAP protein kinase like protein"
			mips_01_02_01
			mips_01_02_01_07
			mips_04_09
			mips_14_04_03
			mips_14_04_03_01
			mips_14_10
			mips_14_10_02
			mips_25_05_25
			mips_30_04_05
			mips_40_04_03
	at_At5g01820 -	mips_25_05_10	"putative protein"
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At5g01920 -	mips_03_03_03	"putative protein"
			mips_06_07_03
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_25_05_10
			mips_25_05_17
	Validation Accuracy: 7/25 (28.00%)
	Validation Frequency class 'mips_40_04_03': 20/2278 (0.88%)

	Evaluation on propertest data (3835 items):
	at_At1g20930 -	mips_01	"putative cell division control protein, cdc2 kinase"
			mips_01_04
			mips_03
			mips_03_01
			mips_03_01_03
			mips_03_03
			mips_03_03_01
			mips_03_03_01_01
			mips_03_03_01_01_09
			mips_03_03_04
			mips_03_03_04_07
			mips_06
			mips_06_07
			mips_06_07_03
			mips_40
			mips_40_03
			mips_40_10
			mips_63
			mips_63_19
	at_At1g48490 -	mips_14_01_03	"transcription factor IRE"
			mips_25_05_10
			mips_25_05_17
			mips_33_03_13
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At1g51660	mips_04	"putative protein"
			mips_04_09
			mips_06
			mips_10
			mips_25_05
			mips_30
			mips_40
			mips_40_04
			mips_40_04_03
			mips_63_19
	at_At1g73500	mips_03_03_01_02	"unknown protein"
			mips_03_03_01_03
			mips_04_09
			mips_10_01_05_01
			mips_10_01_05_01_03
			mips_25_05_25
			mips_40_04_03
			mips_62_01
			mips_62_01_01
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At1g16440 -	mips_14_10	"putative protein kinase"
			mips_14_10_02
	at_At1g50230	mips_04_09	"hypothetical protein"
			mips_14_04_03_01
			mips_30_04_05
			mips_40_04_03
	at_At2g23030	mips_04_09	"putative protein kinase"
			mips_14_04_03_01
			mips_30_04_05
			mips_40_04_03
	at_At2g23070 -	mips_03_03_01_01	"putative casein kinase II catalytic (alpha) subunit"
			mips_03_03_01_01_09
			mips_03_03_01_03
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_03
			mips_13_11
	at_At2g23080	mips_03_03_01_01	"putative casein kinase II catalytic (alpha) subunit"
			mips_03_03_01_01_09
			mips_03_03_04
			mips_03_03_04_07
			mips_04_09
			mips_06_07_03
			mips_25_05_25
			mips_40_04_03
	at_At2g30040 -	mips_14_10	"putative protein kinase"
			mips_14_10_02
	at_At2g34290	mips_04_09	"putative protein kinase"
			mips_25_05_25
			mips_40_04_03
	at_At2g34650 -	mips_01_02	"putative protein kinase"
			mips_01_02_01
			mips_01_02_01_07
			mips_01_04
			mips_14_10
			mips_14_10_02
	at_At2g40090 -	mips_06_07_03	"ABC transporter like protein"
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_62_01
			mips_62_01_01
			mips_63_99
	at_At2g48010 -	mips_33_03_13	"protein kinase like protein"
			mips_35_03_17
	at_At2g38620 -	mips_03_01	"putative cell division control protein kinase"
			mips_03_01_03
			mips_03_03_01
			mips_03_03_01_01_09
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_03
	at_At3g06230	mips_01_04	"putative MAP kinase"
			mips_04_09
			mips_25_05_25
			mips_30_04
			mips_40_04_03
	at_At3g17510 -	mips_14_04_03_01	"CBL-interacting protein kinase 1 (CIPK1)"
			mips_30_04_05
	at_At3g17750 -	mips_03_03_01	"protein kinase, putative"
			mips_03_03_01_01
			mips_03_03_04
			mips_03_03_04_07
			mips_06
			mips_40_10
	at_At3g27560 -	mips_06_07_03	"putative protein kinase, ATN1"
			mips_10_01_05_01
	at_At3g27580 -	mips_14_10	"serine/threonine-protein kinase, PK7"
			mips_14_10_02
			mips_63_17_01
	at_At3g45240	mips_04_09	"putative protein kinase"
			mips_40_04_03
	at_At3g45670 -	mips_01_04	"putative protein kinase"
			mips_03_03_01_01
			mips_03_03_01_01_11
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_01_09
			mips_10_01_09_03
			mips_40_04_05
	at_At3g45790	mips_04_09	"putative protein"
			mips_10_01_05_01
			mips_10_01_05_01_99
			mips_10_01_09
			mips_10_01_09_03
			mips_14_10
			mips_14_10_02
			mips_25_05_25
			mips_40_04_03
	at_At3g50310 -	mips_01_04	"protein kinase -like protein"
			mips_14_10
			mips_14_10_02
	at_At3g63260 -	mips_01_04	"ATMRK1"
			mips_06_07_03
			mips_10_01_05
			mips_10_01_05_01
	at_At4g10730 -	mips_10_01_09	"putative protein kinase"
			mips_10_01_09_07
			mips_14_04_03
			mips_14_04_03_01
			mips_30_04_05
	at_At4g28880 -	mips_01	"protein kinase like protein"
			mips_01_04
			mips_06
			mips_06_07
			mips_10
			mips_25
			mips_25_05
			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_63
			mips_63_19
	at_At4g32660 -	mips_03_03_01_01	"protein kinase (AME3)"
			mips_03_03_01_01_09
			mips_03_03_04
			mips_03_03_04_07
			mips_06_07_03
	at_At4g32830	mips_04_09	"putative serine/threonine protein kinase"
			mips_14_04_03
			mips_14_04_03_01
			mips_30_04_05
			mips_40_04_03
	at_At5g27790 -	mips_01_04	"protein kinase - like protein"
			mips_14_04_03
			mips_14_04_03_01
			mips_14_10
			mips_14_10_02
			mips_30_04
			mips_30_04_05
	at_At5g57630	mips_04_09	"CBL-interacting protein kinase 21 (CIPK21)"
			mips_25_05_10
			mips_25_05_17
			mips_37
			mips_37_03
			mips_37_03_17
			mips_40_04_03
	at_At5g63650	mips_01_04	"serine/threonine-protein kinase"
			mips_01_05_04
			mips_04_09
			mips_14_04_03
			mips_14_04_03_01
			mips_25_05_25
			mips_30_04
			mips_30_04_05
			mips_40_04_03
	at_At5g47750 -	mips_01	"protein kinase (EC 2.7.1.37) 5 (pir||JN0505)"
			mips_01_04
			mips_04
			mips_04_05_01
			mips_04_05_01_04
			mips_06
			mips_06_07
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_01_99
			mips_11
			mips_11_01
			mips_11_07
			mips_11_07_07
			mips_13
			mips_13_11
			mips_40_03
			mips_40_10
			mips_63
			mips_63_19
	Propertest Accuracy: 12/33 (36.36%)
	Propertest Frequency class 'mips_40_04_03': 50/3835 (1.30%)

	New (unknown) data (2278 items):
	at_At1g66920 -	no entry	null
	at_At3g23000 -	no entry	null
	at_At2g32510 -	mips_63_19	"putative protein kinase"
	at_At3g20860 -	no entry	null
	at_At4g18700 -	no entry	null
	at_At4g23140 -	no entry	null
	at_At4g30960 -	no entry	null
	at_At5g11020 -	no entry	null
	at_At5g25110 -	mips_01_04	"serine/threonine protein kinase-like protein"
	at_At5g27510 -	no entry	null
	at_At5g01810 -	no entry	null
	at_At2g11530 -	no entry	null
	at_At2g25090 -	no entry	null
	at_At3g25490 -	no entry	null
	at_At4g26100 -	mips_01_04	"Col-0 casein kinase I like protein"
	at_At5g45820 -	no entry	null
	at_At5g54590 -	no entry	null
	at_At1g01140 -	no entry	null
	at_At1g07150 -	no entry	null
	at_At2g17520 -	no entry	null
	at_At4g11890 -	no entry	null
	at_At4g31390 -	no entry	null
	at_At4g00960 -	no entry	null
	at_At4g04700 -	no entry	null
	at_At4g23300 -	no entry	null
	at_At4g23320 -	no entry	null


------------------
Rule 3664
	eval(_1,_2,4.0e-3-0.1),desc(_2,precursor) = 0
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,prosite) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 1
	->  class mips_11_05_03 "defense related proteins"

	Evaluation on training data (4529 items):
	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_At3g16450	mips_11	"putative lectin"
			mips_11_05
			mips_11_05_03
	at_At3g16440	mips_11_05_03	"putative lectin"
	at_At5g35940	mips_11_05_03	"putative protein"
	Training Accuracy: 7/7 (100.00%)
	Training Frequency class 'mips_11_05_03': 121/4529 (2.67%)

	Evaluation on validation data (2278 items):
	at_At1g51430	mips_11_05_03	"hypothetical protein"
	at_At1g52120	mips_11	""
			mips_11_05
			mips_11_05_03
	at_At1g05760	mips_11	"disease resistance protein RTM1"
			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
	Validation Accuracy: 5/5 (100.00%)
	Validation Frequency class 'mips_11_05_03': 52/2278 (2.28%)

	Evaluation on propertest data (3835 items):
	at_At2g25980	mips_11_05_03	"similar to jasmonate-inducible proteins from Brassica napus"
	at_At2g32770 -	mips_01	"putative purple acid phosphatase precursor"
			mips_06
			mips_06_07
			mips_10
			mips_10_01
			mips_10_01_01
			mips_40
			mips_98
			mips_99
	at_At4g24360 -	mips_01_01_01	"putative protein"
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_03
			mips_01_03_01
			mips_65
	Propertest Accuracy: 1/3 (33.33%)
	Propertest Frequency class 'mips_11_05_03': 93/3835 (2.43%)

	New (unknown) data (2278 items):
	at_At1g13760 -	no entry	null
	at_At1g52050 -	no entry	null
	at_At1g52100 -	no entry	null
	at_At2g39920 -	mips_65	"unknown protein"
	at_At3g16420 -	no entry	null
	at_At3g46120 -	mips_01_04	"purple acid phosphatase precursor -like protein"
	at_At3g59590 -	no entry	null
	at_At5g38540 -	no entry	null
	at_At1g52110 -	no entry	null
	at_At1g58160 -	no entry	null
	at_At1g05770 -	no entry	null
	at_At2g39310 -	no entry	null
	at_At5g35950 -	no entry	null
	at_At1g52060 -	no entry	null
	at_At1g73040 -	no entry	null
	at_At3g16470 -	no entry	null
	at_At5g49860 -	no entry	null
	at_At5g22110 -	no entry	null


------------------
Rule 2833
	eval(_1,_2,4.0e-3-0.1),keyword(_2,mitochondrion) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,streptomyces),keyword(_2,phosphorylation) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,transport) = 0
	->  class mips_11_05_03 "defense related proteins"

	Evaluation on training data (4529 items):
	at_At1g58400 -	mips_11_05_01	"hypothetical protein"
	at_At1g59620	mips_11_05_01	"PRM1 homolog (CW9)"
			mips_11_05_03
	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_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_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_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_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_At1g10920	mips_11	"disease resistance protein RPM1 isolog"
			mips_11_01
			mips_11_05
			mips_11_05_01
			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_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_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_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_At5g11250	mips_11	"RPP1 disease resistance protein - like"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g38340	mips_11_05	"disease resistance - like protein"
			mips_11_05_01
			mips_11_05_03
	at_At5g41750	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
			mips_11_05_03
	at_At5g43730 -	mips_11_05	"disease resistance protein"
			mips_11_05_01
	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_At5g66630	mips_11	"putative protein"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	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: 24/32 (75.00%)
	Training Frequency class 'mips_11_05_03': 121/4529 (2.67%)

	Evaluation on validation data (2278 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_At1g65850 -	mips_11_05_01	""
	at_At3g19020 -	mips_08_13	"hypothetical protein"
			mips_11_05_01
	at_At3g46730 -	mips_11_05_01	"disease resistance protein RPP8-like protein"
	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_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_At5g27740 -	mips_03_03_01	"replication factor C - like"
			mips_03_03_01_03
			mips_05_04_02
			mips_62_02_01_01
	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
	at_At5g46270	mips_11_05_01	"disease resistance protein-like"
			mips_11_05_03
	Validation Accuracy: 9/15 (60.00%)
	Validation Frequency class 'mips_11_05_03': 52/2278 (2.28%)

	Evaluation on propertest data (3835 items):
	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_At1g31540	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At1g52660	mips_11_05_01	"hypothetical protein"
			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_At3g04220	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_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_At5g10100 -	mips_01_05_04	"trehalose-6-phosphate phosphatase -like protein"
			mips_02_19
	at_At5g38350 -	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
	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_At5g51630	mips_11_05	"putative protein"
			mips_11_05_01
			mips_11_05_03
	at_At5g41540	mips_11_05_01	"disease resistance protein-like"
			mips_11_05_03
	Propertest Accuracy: 16/20 (80.00%)
	Propertest Frequency class 'mips_11_05_03': 93/3835 (2.43%)

	New (unknown) data (2278 items):
	at_At1g17610 -	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_At1g05700 -	mips_10_05	"putative light repressible receptor protein kinase"
			mips_40_02
	at_At1g69550 -	no entry	null
	at_At1g72890 -	no entry	null
	at_At1g72900 -	no entry	null
	at_At1g01610 -	no entry	null
	at_At4g27220 -	no entry	null
	at_At1g09970 -	mips_08_13	"leucine-rich repeat receptor-like kinase At1g09970"
	at_At3g44630 -	no entry	null
	at_At3g45390 -	no entry	null
	at_At3g51560 -	no entry	null
	at_At4g10780 -	no entry	null
	at_At1g12210 -	no entry	null
	at_At4g14370 -	mips_03_99	"disease resistance N like protein"
	at_At4g14610 -	no entry	null
	at_At4g33300 -	no entry	null
	at_At4g36140 -	no entry	null
	at_At5g17680 -	no entry	null
	at_At5g25550 -	mips_10_05	"extensin - like protein"
			mips_13_11
			mips_40_01
			mips_40_02
	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_At5g49140 -	no entry	null
	at_At5g55540 -	mips_08_13	"putative protein"
	at_At5g63020 -	no entry	null
	at_At5g63410 -	no entry	null
	at_At5g05400 -	no entry	null
	at_At5g06090 -	no entry	null
	at_At1g59780 -	no entry	null
	at_At1g61190 -	no entry	null
	at_At2g46850 -	no entry	null
	at_At4g01950 -	no entry	null
	at_At3g11430 -	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_At5g40920 -	no entry	null
	at_At5g45490 -	no entry	null
	at_At5g46510 -	no entry	null
	at_At5g51350 -	no entry	null
	at_At5g58120 -	no entry	null
	at_At1g33560 -	no entry	null
	at_At1g53350 -	no entry	null
	at_At1g56510 -	no entry	null
	at_At1g61300 -	no entry	null
	at_At1g63730 -	no entry	null
	at_At1g64070 -	no entry	null
	at_At2g02780 -	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_At4g19050 -	no entry	null
	at_At4g19060 -	no entry	null
	at_At4g19510 -	no entry	null
	at_At4g23230 -	no entry	null
	at_At5g35450 -	no entry	null
	at_At5g40090 -	no entry	null
	at_At5g40100 -	no entry	null
	at_At5g44510 -	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


------------------
Rule 2507
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,phaseoleae) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,d__3d_structure),db_ref(_2,sgd) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptophyta),keyword(_2,d__3d_structure) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,daucus),db_ref(_2,prosite) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,proteobacteria),db_ref(_2,prints) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,54204.0-74022.0),classification(_2,magnoliophyta) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),keyword(_2,transcription_regulation) = 0
	->  class mips_11_05_03 "defense related proteins"

	Evaluation on training data (4529 items):
	at_At1g02360	mips_01_05	"hypothetical protein"
			mips_11
			mips_11_01
			mips_11_05
			mips_11_05_03
			mips_13
			mips_13_11
			mips_30
			mips_30_01
	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_At1g72260	mips_11_05_03	"putative thionin (At1g72260)"
	at_At1g75030	mips_11_05_03	"thaumatin-like protein"
	at_At1g75800	mips_11_05_03	"thaumatin, putative"
	at_At2g17860	mips_11_05_03	"putative thaumatin-like pathogenesis-related protein"
	at_At4g19810	mips_11_05_03	"putative chitinase"
	at_At4g19820 -	mips_40_27	"putative chitinase"
			mips_63_13
			mips_63_13_01
	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_At2g43590	mips_11_01	"putative endochitinase"
			mips_11_05
			mips_11_05_03
			mips_13_11
			mips_30_01
	at_At2g43600	mips_11_05_03	"putative endochitinase"
			mips_30_01
	at_At3g19690	mips_11_05_03	"PR-1 protein, putative"
			mips_11_05_05
			mips_11_05_05_99
			mips_40_27
	at_At3g47540	mips_11_05	"endochitinase-like protein"
			mips_11_05_03
	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
	at_At5g24620 -	mips_10	"thaumatin-like protein"
			mips_10_01_01
			mips_11_05
	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
	Training Accuracy: 14/21 (66.67%)
	Training Frequency class 'mips_11_05_03': 121/4529 (2.67%)

	Evaluation on validation data (2278 items):
	at_At1g73620	mips_10_01	"thaumatin like protein"
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_03
	at_At1g75040	mips_10	"thaumatin-like protein"
			mips_10_01
			mips_10_01_01
			mips_11_05
			mips_11_05_03
			mips_98
	at_At3g54420	mips_11_05_03	"class IV chitinase (CHIV)"
			mips_30_01
	at_At3g09590 -	mips_11_05_05	"putative pathogenesis-related protein"
			mips_11_05_05_99
			mips_40_27
			mips_62_02_01_02
	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_At4g25780 -	mips_11_05_05	"putative pathogenesis-related protein"
			mips_11_05_05_99
			mips_40_27
			mips_62_02_01_02
	at_At4g33710	mips_11_05_03	"pathogenesis-related protein 1 precursor, 18.9K"
			mips_11_05_05
			mips_11_05_05_99
	at_At4g38660	mips_10_05	"putative thaumatin-like protein"
			mips_11_05
			mips_11_05_03
	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
	Validation Accuracy: 7/11 (63.64%)
	Validation Frequency class 'mips_11_05_03': 52/2278 (2.28%)

	Evaluation on propertest data (3835 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_At2g24810	mips_11_05_03	"putative thaumatin-like pathogenesis-related protein"
	at_At3g04720	mips_11_05_03	"hevein-like protein precursor"
	at_At3g18030 -	mips_01_03_01	"HAL3A protein"
			mips_01_03_04
			mips_01_03_07
			mips_01_07_01
			mips_11_01_03
	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_At4g19720	mips_01	"putative protein"
			mips_01_05
			mips_11
			mips_11_05
			mips_11_05_03
	at_At4g36010	mips_10_05	"thaumatin-like predicted GPI-anchored protein"
			mips_11_05
			mips_11_05_03
	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
	at_At5g02730	mips_11_05_03	"pathogenesis related protein - like"
			mips_11_05_05
			mips_11_05_05_99
	Propertest Accuracy: 8/12 (66.67%)
	Propertest Frequency class 'mips_11_05_03': 93/3835 (2.43%)

	New (unknown) data (2278 items):
	at_At1g17860 -	no entry	null
	at_At1g73780 -	mips_08	"putative lipid transfer protein"
	at_At1g75050 -	no entry	null
	at_At1g78850 -	no entry	null
	at_At3g16920 -	no entry	null
	at_At2g15010 -	no entry	null
	at_At2g28790 -	no entry	null
	at_At3g10520 -	mips_67_99	"class 2 non-symbiotic hemoglobin"
	at_At3g12000 -	no entry	null
	at_At3g50680 -	no entry	null
	at_At3g51710 -	no entry	null
	at_At4g24180 -	no entry	null
	at_At4g36000 -	no entry	null
	at_At5g18470 -	no entry	null
	at_At1g20030 -	no entry	null
	at_At1g73260 -	no entry	null
	at_At1g77700 -	no entry	null
	at_At1g78860 -	no entry	null
	at_At3g12500 -	no entry	null
	at_At4g11650 -	no entry	null
	at_At4g38670 -	no entry	null
	at_At5g36910 -	no entry	null
	at_At1g56680 -	no entry	null
	at_At1g64140 -	mips_13	"hypothetical protein"
			mips_13_07
			mips_40
			mips_40_27
			mips_63
			mips_63_07
	at_At1g66100 -	no entry	null
	at_At1g05850 -	no entry	null
	at_At1g72290 -	no entry	null
	at_At1g73330 -	no entry	null
	at_At1g78820 -	mips_10_05	"Strong similarity to glycoprotein EP1"
	at_At1g19320 -	no entry	null
	at_At2g14580 -	no entry	null
	at_At2g43620 -	no entry	null
	at_At2g01780 -	no entry	null
	at_At2g43570 -	no entry	null
	at_At3g04320 -	no entry	null
	at_At3g04330 -	no entry	null
	at_At5g40020 -	mips_11_05	"thaumatin-like protein"
	at_At5g02140 -	no entry	null
	at_At5g03700 -	no entry	null


------------------
Rule 4160
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,homolog) = 1
	->  class mips_20_20_18 "plant hormonal regulation"

	Evaluation on training data (4529 items):
	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_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_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_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_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_At1g06620	mips_01_01_99	"oxidoreductase, putative"
			mips_01_20_17_07
			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_At2g34550	mips_01_20_17_07	"putative gibberellin 2-oxidase"
			mips_20_20
			mips_20_20_18
	at_At2g44800	mips_01_01_99	"putative flavonol synthase"
			mips_01_20_17_07
			mips_20_20
			mips_20_20_18
	at_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_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_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_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_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_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
	at_At1g15540 -	mips_01_01_99	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_07
	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
	Training Accuracy: 38/43 (88.37%)
	Training Frequency class 'mips_20_20_18': 112/4529 (2.47%)

	Evaluation on validation data (2278 items):
	at_At1g02400	mips_01_01_99	"hypothetical protein"
			mips_01_20_17_07
			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_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_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_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_At5g03030 -	mips_06_01	"DNAJ protein - like"
			mips_08_99
			mips_11_01_05
			mips_40_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: 10/14 (71.43%)
	Validation Frequency class 'mips_20_20_18': 50/2278 (2.19%)

	Evaluation on propertest data (3835 items):
	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_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_At1g35190	mips_01_20_17	"hyoscyamine 6-dioxygenase hydroxylase, putative"
			mips_01_20_17_07
			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_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_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_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_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_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_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_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_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_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_At3g51240 -	mips_01_20_17	"flavanone 3-hydroxylase (FH3)"
			mips_01_20_17_07
	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_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_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_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_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_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_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_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_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
	Propertest Accuracy: 33/39 (84.62%)
	Propertest Frequency class 'mips_20_20_18': 102/3835 (2.66%)

	New (unknown) data (2278 items):
	at_At1g55010 -	no entry	null
	at_At1g61070 -	no entry	null
	at_At1g79760 -	no entry	null
	at_At2g02100 -	no entry	null
	at_At2g02120 -	no entry	null
	at_At5g44420 -	no entry	null
	at_At5g44430 -	no entry	null
	at_At5g48020 -	no entry	null
	at_At1g60880 -	no entry	null
	at_At2g26010 -	no entry	null
	at_At2g26020 -	no entry	null
	at_At2g02130 -	no entry	null
	at_At2g02140 -	no entry	null
	at_At2g23240 -	no entry	null
	at_At2g38500 -	no entry	null
	at_At5g06310 -	no entry	null
	at_At5g63660 -	no entry	null


------------------
Rule 2527
	eval(_1,_2,0.0-9.0e-25),keyword(_2,alternative_splicing) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,streptophyta),keyword(_2,d__3d_structure) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,54204.0-74022.0),classification(_2,magnoliophyta) = 1
	->  class mips_20_20_18 "plant hormonal regulation"

	Evaluation on training data (4529 items):
	at_At1g48820 -	mips_01_20_13	"hypothetical protein"
			mips_01_20_35_01
	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_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_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_At3g25730	mips_20_20	"AP2 domain transcription factor"
			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_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: 14/16 (87.50%)
	Training Frequency class 'mips_20_20_18': 112/4529 (2.47%)

	Evaluation on validation data (2278 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_At1g32470 -	mips_01_01	"glycine cleavage system H protein precursor, putative"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_04
	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_At2g35120 -	mips_01_01_01_11	"glycine decarboxylase complex H-protein"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_01_10_05_04
	at_At2g35370 -	mips_01_01_01_11	"glycine decarboxylase complex H-protein"
			mips_01_01_10_05
			mips_01_01_10_05_04
	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_At4g15210 -	mips_02	"beta-amylase"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_02_19
			mips_02_99
	at_At4g20210	mips_01_20_13	"cadinene synthase like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_20_20
			mips_20_20_18
	at_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_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: 9/15 (60.00%)
	Validation Frequency class 'mips_20_20_18': 50/2278 (2.19%)

	Evaluation on propertest data (3835 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_At1g50680	mips_20_20	"hypothetical protein"
			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_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_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_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_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_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: 10/13 (76.92%)
	Propertest Frequency class 'mips_20_20_18': 102/3835 (2.66%)

	New (unknown) data (2278 items):
	at_At2g32290 -	mips_02_19	"putative beta-amylase"
			mips_02_99
	at_At3g23920 -	mips_02_19	"beta-amylase, putative"
			mips_02_99
	at_At4g13620 -	no entry	null
	at_At5g55700 -	mips_02_19	"beta-amylase"
			mips_02_99
	at_At4g00490 -	mips_02_19	"putative beta-amylase"
			mips_02_99


------------------
Rule 1529
	eval(_1,_2,0.0-9.0e-25),classification(_2,rosales) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,pisum) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,oxidoreductase),db_ref(_2,hssp) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,multigene_family) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),db_ref(_2,prosite) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,cercopithecinae) = 0
	->  class mips_20_20_18 "plant hormonal regulation"

	Evaluation on training data (4529 items):
	at_At1g15050	mips_20	"IAA34"
			mips_20_20
			mips_20_20_18
			mips_25_03
	at_At1g15580 -	mips_40_26	"IAA5"
			mips_40_26_03
	at_At1g34170	mips_20_20	"putative protein"
			mips_20_20_18
			mips_25_03
	at_At1g04240 -	mips_10_01_01	"putative auxin-induced protein AUX2-11"
			mips_40_26
			mips_40_26_03
	at_At1g04550	mips_10_01_01	"putative auxin-induced protein, IAA12"
			mips_20_20
			mips_20_20_18
	at_At3g16500	mips_20_20	"phytochrome-associated protein 1 (PAP1)"
			mips_20_20_18
			mips_25_03
			mips_40_26
			mips_40_26_03
	at_At3g23050	mips_20_20	"indoleacetic acid (IAA)-inducible gene (IAA7)"
			mips_20_20_18
	at_At2g01200	mips_20_20	"putative auxin-induced protein"
			mips_20_20_18
			mips_40_26
			mips_40_26_03
	at_At2g46530	mips_20_20	"putative ARF1 family auxin responsive transcription factor"
			mips_20_20_18
	at_At3g15540 -	mips_40_26	"early auxin-induced protein, IAA19"
			mips_40_26_03
	at_At3g61830	mips_20_20	"auxin response factor-like protein"
			mips_20_20_18
			mips_25_03
	at_At3g62100	mips_04_05	"auxin-induced protein homolog"
			mips_04_05_01
			mips_04_05_01_04
			mips_10_01
			mips_10_01_01
			mips_20
			mips_20_20
			mips_20_20_18
			mips_25
			mips_25_03
	at_At4g14560	mips_20_20	"auxin-responsive protein IAA1"
			mips_20_20_18
	at_At4g28640	mips_20_20	"early auxin-inducible protein 11 (IAA11)"
			mips_20_20_18
			mips_25_03
	at_At5g25890	mips_20	"IAA28"
			mips_20_20
			mips_20_20_18
			mips_40_26
			mips_40_26_03
	at_At5g43700 -	mips_04_05	"IAA4 (MQD19.3)"
			mips_04_05_01
			mips_04_05_01_04
			mips_10_01
			mips_10_01_01
			mips_40_26
			mips_40_26_03
	at_At5g62010	mips_20_20	"ARF1-binding protein"
			mips_20_20_18
	at_At5g65670 -	mips_40_26	"auxin-induced protein IAA9 (pir||T05902)"
			mips_40_26_03
	Training Accuracy: 13/18 (72.22%)
	Training Frequency class 'mips_20_20_18': 112/4529 (2.47%)

	Evaluation on validation data (2278 items):
	at_At1g34310	mips_20_20	"hypothetical protein"
			mips_20_20_18
			mips_25_03
	at_At1g51950	mips_20_20	"IAA18 early auxin-induced protein"
			mips_20_20_18
			mips_25_03
			mips_40_26
			mips_40_26_03
	at_At3g49850 -	mips_04	"MYB -like protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
	at_At3g63140 -	mips_40_26	"mRNA binding protein precursor - like"
			mips_40_26_03
	at_At3g17600	mips_20_20	"putative auxin-induced protein"
			mips_20_20_18
	at_At4g19460 -	mips_01_05_01_03	"putative protein"
			mips_01_06_01
			mips_02_11
			mips_30_01
			mips_40_07
	Validation Accuracy: 3/6 (50.00%)
	Validation Frequency class 'mips_20_20_18': 50/2278 (2.19%)

	Evaluation on propertest data (3835 items):
	at_At1g35540	mips_04_05	"auxin response factor, putative"
			mips_04_05_01
			mips_04_05_01_04
			mips_10_01
			mips_10_01_01
			mips_20
			mips_20_20
			mips_20_20_18
			mips_25
			mips_25_03
	at_At1g04100	mips_20_20	"putative IAA1 protein"
			mips_20_20_18
	at_At1g52830 -	mips_40_26	"putative IAA6 protein"
			mips_40_26_03
	at_At1g80390	mips_20_20	"unknown protein"
			mips_20_20_18
			mips_40_26
			mips_40_26_03
	at_At2g20450 -	mips_05_01	"60S ribosomal protein L14"
			mips_05_01_01
	at_At2g33310	mips_20_20	"auxin regulated protein (IAA13)"
			mips_20_20_18
	at_At2g22670	mips_20_20	"auxin-regulated protein (IAA8)"
			mips_20_20_18
			mips_25_03
			mips_40_26
			mips_40_26_03
	at_At2g46990	mips_04_05	"IAA20"
			mips_04_05_01
			mips_04_05_01_04
			mips_10_01
			mips_10_01_01
			mips_20
			mips_20_20
			mips_20_20_18
			mips_25
			mips_25_03
	at_At3g23030	mips_20_20	"auxin-inducible gene (IAA2)"
			mips_20_20_18
			mips_40_26
			mips_40_26_03
	at_At4g14550	mips_20_20	"IAA14"
			mips_20_20_18
			mips_25_03
			mips_40_26
			mips_40_26_03
	at_At4g23980	mips_20_20	"auxin response factor 9 (ARF9)"
			mips_20_20_18
	at_At5g60450	mips_20_20	"auxin response factor 4"
			mips_20_20_18
			mips_25_03
	Propertest Accuracy: 10/12 (83.33%)
	Propertest Frequency class 'mips_20_20_18': 102/3835 (2.66%)

	New (unknown) data (2278 items):
	at_At1g04250 -	no entry	null
	at_At1g54260 -	no entry	null
	at_At1g67680 -	no entry	null
	at_At4g24790 -	no entry	null
	at_At4g32280 -	no entry	null
	at_At1g19690 -	no entry	null
	at_At5g08780 -	no entry	null
	at_At1g72740 -	no entry	null
	at_At1g06760 -	no entry	null
	at_At3g04730 -	no entry	null
	at_At3g22840 -	mips_02_30	"early light-induced protein"
	at_At4g27090 -	no entry	null
	at_At4g29080 -	no entry	null
	at_At5g20600 -	no entry	null
	at_At5g57360 -	mips_63_07	"FKF1-like protein 2 (gb|AAF32300.1)"
	at_At5g57420 -	no entry	null


------------------
Rule 1537
	eval(_1,_2,0.0-9.0e-25),classification(_2,pisum) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,multigene_family) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),db_ref(_2,prosite) = 0
	->  class mips_40_26_03 "chloroplast"

	Evaluation on training data (4529 items):
	at_At1g15050 -	mips_20	"IAA34"
			mips_20_20
			mips_20_20_18
			mips_25_03
	at_At1g15580	mips_40_26	"IAA5"
			mips_40_26_03
	at_At1g15820	mips_02_11_05	"putative protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At1g29910	mips_02	"chlorophyll a/b-binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At1g29930	mips_02_11	"putative protein"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At1g34170 -	mips_20_20	"putative protein"
			mips_20_20_18
			mips_25_03
	at_At1g04240	mips_10_01_01	"putative auxin-induced protein AUX2-11"
			mips_40_26
			mips_40_26_03
	at_At1g04550 -	mips_10_01_01	"putative auxin-induced protein, IAA12"
			mips_20_20
			mips_20_20_18
	at_At1g61520	mips_02_11_05	"PSI type III chlorophyll a/b-binding protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At1g68890	mips_01	"putative menaquinone biosynthesis protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_01_15_02
			mips_01_01_01_15_04
			mips_02
			mips_01_05
			mips_01_05_01
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_15
			mips_01_20_15_03
			mips_02_13
			mips_02_16
			mips_02_16_01
			mips_40
			mips_40_03
			mips_40_16
			mips_40_26
			mips_40_26_03
			mips_63
			mips_63_21
			mips_63_21_11
	at_At3g16500	mips_20_20	"phytochrome-associated protein 1 (PAP1)"
			mips_20_20_18
			mips_25_03
			mips_40_26
			mips_40_26_03
	at_At3g23050 -	mips_20_20	"indoleacetic acid (IAA)-inducible gene (IAA7)"
			mips_20_20_18
	at_At2g01200	mips_20_20	"putative auxin-induced protein"
			mips_20_20_18
			mips_40_26
			mips_40_26_03
	at_At2g34420	mips_02	"photosystem II type I chlorophyll a/b binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At2g34430	mips_02_11	"putative photosystem II type I chlorophyll a/b binding protein."
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At2g46530 -	mips_20_20	"putative ARF1 family auxin responsive transcription factor"
			mips_20_20_18
	at_At3g08940	mips_02	"putative chlorophyll a/b-binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At3g15540	mips_40_26	"early auxin-induced protein, IAA19"
			mips_40_26_03
	at_At3g27690	mips_02	"putative chlorophyll A-B binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40
			mips_40_26
			mips_40_26_03
			mips_67
			mips_67_15
	at_At3g61470	mips_02	"Lhca2 protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67
			mips_67_15
	at_At3g61830 -	mips_20_20	"auxin response factor-like protein"
			mips_20_20_18
			mips_25_03
	at_At3g62100 -	mips_04_05	"auxin-induced protein homolog"
			mips_04_05_01
			mips_04_05_01_04
			mips_10_01
			mips_10_01_01
			mips_20
			mips_20_20
			mips_20_20_18
			mips_25
			mips_25_03
	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_At4g10340	mips_02_11_05	"chlorophyll a/b-binding protein - like"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At4g14560 -	mips_20_20	"auxin-responsive protein IAA1"
			mips_20_20_18
	at_At4g28640 -	mips_20_20	"early auxin-inducible protein 11 (IAA11)"
			mips_20_20_18
			mips_25_03
	at_At5g01530	mips_02	"chlorophyll a/b-binding protein CP29"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At5g25890	mips_20	"IAA28"
			mips_20_20
			mips_20_20_18
			mips_40_26
			mips_40_26_03
	at_At5g43700	mips_04_05	"IAA4 (MQD19.3)"
			mips_04_05_01
			mips_04_05_01_04
			mips_10_01
			mips_10_01_01
			mips_40_26
			mips_40_26_03
	at_At5g61860 -	mips_14_01_03	"LFY floral meristem identity control protein, splice form 1"
	at_At5g62010 -	mips_20_20	"ARF1-binding protein"
			mips_20_20_18
	at_At5g65670	mips_40_26	"auxin-induced protein IAA9 (pir||T05902)"
			mips_40_26_03
	at_At5g05270 -	mips_01_20_99	"unknown protein"
	Training Accuracy: 21/33 (63.64%)
	Training Frequency class 'mips_40_26_03': 102/4529 (2.25%)

	Evaluation on validation data (2278 items):
	at_At1g29920	mips_02_11	"chlorophyll a/b-binding protein"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At1g34310 -	mips_20_20	"hypothetical protein"
			mips_20_20_18
			mips_25_03
	at_At1g51950	mips_20_20	"IAA18 early auxin-induced protein"
			mips_20_20_18
			mips_25_03
			mips_40_26
			mips_40_26_03
	at_At3g49850 -	mips_04	"MYB -like protein"
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
	at_At3g17600 -	mips_20_20	"putative auxin-induced protein"
			mips_20_20_18
	at_At3g47470	mips_02_11	"light-harvesting chlorophyll a/b-binding protein (Cab4)"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At4g19460 -	mips_01_05_01_03	"putative protein"
			mips_01_06_01
			mips_02_11
			mips_30_01
			mips_40_07
	at_At5g54270	mips_02_11	"Lhcb3 chlorophyll a/b binding protein (gb|AAD28773.1)"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	Validation Accuracy: 4/8 (50.00%)
	Validation Frequency class 'mips_40_26_03': 64/2278 (2.81%)

	Evaluation on propertest data (3835 items):
	at_At1g35540 -	mips_04_05	"auxin response factor, putative"
			mips_04_05_01
			mips_04_05_01_04
			mips_10_01
			mips_10_01_01
			mips_20
			mips_20_20
			mips_20_20_18
			mips_25
			mips_25_03
	at_At1g04100 -	mips_20_20	"putative IAA1 protein"
			mips_20_20_18
	at_At1g52830	mips_40_26	"putative IAA6 protein"
			mips_40_26_03
	at_At1g53520 -	mips_01_20_99	"chalcone isomerase, putative"
	at_At1g80390	mips_20_20	"unknown protein"
			mips_20_20_18
			mips_40_26
			mips_40_26_03
	at_At1g76570	mips_02_11_05	"putative chlorophyll A-B binding protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At2g05070	mips_02_11_05	"putative chlorophyll a/b binding protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At2g05100	mips_02_11_05	"putative chlorophyll a/b binding protein"
			mips_02_13
			mips_02_13_03
			mips_40
			mips_40_26
			mips_40_26_03
			mips_67
			mips_67_15
	at_At2g20450 -	mips_05_01	"60S ribosomal protein L14"
			mips_05_01_01
	at_At2g33310 -	mips_20_20	"auxin regulated protein (IAA13)"
			mips_20_20_18
	at_At2g40100	mips_02	"putative chlorophyll a/b binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67
			mips_67_15
	at_At2g22670	mips_20_20	"auxin-regulated protein (IAA8)"
			mips_20_20_18
			mips_25_03
			mips_40_26
			mips_40_26_03
	at_At2g46990 -	mips_04_05	"IAA20"
			mips_04_05_01
			mips_04_05_01_04
			mips_10_01
			mips_10_01_01
			mips_20
			mips_20_20
			mips_20_20_18
			mips_25
			mips_25_03
	at_At3g23030	mips_20_20	"auxin-inducible gene (IAA2)"
			mips_20_20_18
			mips_40_26
			mips_40_26_03
	at_At3g55120 -	mips_01_20_99	"chalcone isomerase"
	at_At4g14550	mips_20_20	"IAA14"
			mips_20_20_18
			mips_25_03
			mips_40_26
			mips_40_26_03
	at_At4g23980 -	mips_20_20	"auxin response factor 9 (ARF9)"
			mips_20_20_18
	at_At5g28450	mips_02_11_05	"PS I antenna protein Lhca2 fragment"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At5g60450 -	mips_20_20	"auxin response factor 4"
			mips_20_20_18
			mips_25_03
	at_At5g66220 -	mips_01_20	"chalcone isomerase-like protein"
			mips_01_20_99
	Propertest Accuracy: 10/20 (50.00%)
	Propertest Frequency class 'mips_40_26_03': 94/3835 (2.45%)

	New (unknown) data (2278 items):
	at_At1g04250 -	no entry	null
	at_At1g54260 -	no entry	null
	at_At1g67680 -	no entry	null
	at_At2g18050 -	no entry	null
	at_At3g63170 -	no entry	null
	at_At4g18820 -	mips_40_37	"putative protein"
	at_At4g24790 -	no entry	null
	at_At4g32280 -	no entry	null
	at_At5g02380 -	no entry	null
	at_At5g08780 -	no entry	null
	at_At1g72740 -	no entry	null
	at_At1g06760 -	no entry	null
	at_At3g04730 -	no entry	null
	at_At3g22840 -	mips_02_30	"early light-induced protein"
	at_At3g09390 -	no entry	null
	at_At4g27090 -	no entry	null
	at_At4g29080 -	no entry	null
	at_At5g20600 -	no entry	null
	at_At5g57360 -	mips_63_07	"FKF1-like protein 2 (gb|AAF32300.1)"
	at_At5g57420 -	no entry	null


------------------
Rule 1949
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,rhizobiales) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,corynebacterineae),db_ref(_2,hamap) = 0
	eval(_1,_2,9.0e-25-8.0e-10),species(_2,escherichia_coli),db_ref(_2,hamap) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,hydrolase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,saccharomyces),desc(_2,alpha) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,clostridium),db_ref(_2,prosite) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,aeropyrum),db_ref(_2,pfam) = 1
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,mitochondrion) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),classification(_2,eukaryota) = 1
	->  class mips_05_01_01 "ribosomal proteins"

	Evaluation on training data (4529 items):
	at_At1g22780	mips_05_01	"putative 40S ribosomal protein S18"
			mips_05_01_01
			mips_05_04
			mips_05_04_01
			mips_63_03_03
	at_At1g25350 -	mips_04_03	"Unknown protein (At1g25350)"
			mips_04_03_01
			mips_05_04
			mips_05_10
			mips_06_10
			mips_63_03_03
			mips_63_11
	at_At1g36730	mips_05_01	"putative protein"
			mips_05_01_01
			mips_05_04_01
			mips_06_10
			mips_62
			mips_62_01
			mips_62_01_07
	at_At1g04270	mips_05	"putative 40S ribosomal protein S15"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_06
			mips_06_10
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_99
			mips_40_03
			mips_63
			mips_63_03
			mips_63_03_01
			mips_63_03_03
			mips_63_07
	at_At1g04480	mips_05_01	"putative 60S ribosomal protein L17"
			mips_05_01_01
			mips_05_04
			mips_06_10
	at_At1g05190	mips_05_01	"putative chloroplast 50S ribosomal protein, L6"
			mips_05_01_01
	at_At1g67430	mips_05_01_01	"ribosomal protein L17-like protein"
	at_At1g78630	mips_05_01	"unknown protein"
			mips_05_01_01
			mips_62_01
			mips_62_01_07
			mips_62_02_99
			mips_63_03_03
	at_At2g43030	mips_05_01_01	"50S ribosomal protein L3"
			mips_40_10_07
	at_At2g01250 -	mips_05_07	"60S ribosomal protein L7"
			mips_06
			mips_06_10
			mips_11_01_99
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_05
			mips_13_11_99
			mips_14_20
			mips_20_25_16_99
			mips_30
			mips_30_03
			mips_30_99
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_99
	at_At1g07320	mips_05_01	"unknown protein"
			mips_05_01_01
	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_At2g17360	mips_03	"putative ribosomal protein S4"
			mips_03_03
			mips_03_03_01
			mips_05
			mips_05_01_01
			mips_14
			mips_14_04
			mips_63_01
			mips_63_02
			mips_63_03
			mips_63_03_03
	at_At2g19720	mips_05_01_01	"40S ribosomal protein S15A"
	at_At2g29570 -	mips_03_01_05_01	"putative proliferating cell nuclear antigen, PCNA"
	at_At2g32060	mips_05	"40S ribosomal protein S12"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_03
			mips_40_07
			mips_63
			mips_63_03
			mips_63_03_03
	at_At2g44120	mips_05	"At2g44120/F6E13.25"
			mips_05_01
			mips_05_01_01
			mips_05_07
			mips_06
			mips_06_10
			mips_11
			mips_11_01
			mips_11_01_99
			mips_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_05
			mips_13_11_99
			mips_14
			mips_20
			mips_14_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_99
			mips_30
			mips_30_03
			mips_30_99
			mips_40_03
			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
			mips_63_03
	at_At2g45330 -	mips_04_03	"unknown protein"
			mips_04_03_03
	at_At3g07920	mips_05_01	"putative eukaryotic translation initiation factor 2 beta subunit (EIF-2-BETA)"
			mips_05_01_01
			mips_05_04_01
			mips_05_07
			mips_62_01
			mips_62_01_07
			mips_62_01_99
			mips_62_02_03
			mips_63_03_03
	at_At3g09630	mips_05_01	"putative 60S ribosomal protein L1"
			mips_05_01_01
			mips_05_04
	at_At3g11510	mips_05_01	"putative 40S ribosomal protein s14"
			mips_05_01_01
			mips_63_03_03
	at_At3g11940	mips_05_01_01	"putative 40S ribosomal protein S5"
			mips_06_10
			mips_30_03
			mips_30_99
			mips_37
			mips_37_03
			mips_37_03_11
			mips_37_03_11_05
			mips_62_01_07
	at_At3g13580	mips_05_01	"putative ribosomal protein"
			mips_05_01_01
			mips_05_04
			mips_05_07
			mips_06_10
			mips_11_01_99
			mips_13_11_03
			mips_13_11_03_05
			mips_13_11_99
			mips_14_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_99
			mips_30_03
			mips_30_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_At3g18740	mips_05_01	"60S ribosomal protein, putative"
			mips_05_01_01
	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_At3g28900	mips_05	"60S ribosomal protein L34, putative"
			mips_05_01
			mips_05_01_01
			mips_05_04
	at_At3g47370	mips_05_01	"40S ribosomal protein S20-like protein"
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_30_03
			mips_30_99
			mips_62
			mips_62_01
			mips_62_01_07
			mips_63_03_03
			mips_63_07
	at_At3g48930 -	mips_05_04_03	"cytosolic ribosomal protein S11"
			mips_62_01_07
			mips_62_02_99
	at_At3g55620 -	mips_05_04_01	"eukaryotic translation initiation factor 6 (EIF-6) - like protein"
			mips_40_04_07
	at_At3g57490	mips_05_01	"40S ribosomal protein S2 homolog"
			mips_05_01_01
			mips_48
			mips_63_03_03
	at_At4g02230	mips_05_01	"putative ribosomal protein L19"
			mips_05_01_01
			mips_14_01_03
			mips_63_03_03
	at_At4g13170 -	mips_30_26	"ribosomal protein L13a like protein"
			mips_30_26_03
			mips_62_02_99
	at_At4g14250	mips_05_01	"hypothetical protein"
			mips_05_01_01
			mips_05_04_01
			mips_05_04_02
	at_At4g16720	mips_05_01	"ribosomal protein"
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_63_03_03
	at_At4g36130	mips_05	"putative ribosomal protein L8"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_05_04_01
			mips_05_04_02
			mips_06_10
			mips_14
			mips_14_01
			mips_14_01_01
			mips_40_03
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_63_03
	at_At5g20160 -	mips_04_01	"ribosomal protein L7Ae-like"
			mips_04_01_04
			mips_04_05_05_01
			mips_40_10_07
	at_At5g20920	mips_05_01	"translation initiation factor eIF-2 beta chain - like protein"
			mips_05_01_01
			mips_05_04_01
			mips_05_07
			mips_62_01
			mips_62_01_07
			mips_62_01_99
			mips_62_02_03
			mips_63_03_03
	at_At5g22100 -	mips_04_01	"RNA 3'-terminal phosphate cyclase-like protein"
			mips_04_01_04
			mips_04_03
			mips_04_03_03
			mips_04_05_05
			mips_04_99
			mips_40_10_07
	at_At5g22440	mips_05_01	"60S ribosomal protein L10A"
			mips_05_01_01
			mips_05_04
	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_At5g27820	mips_05_01	"putative protein"
			mips_05_01_01
			mips_63_03_03
	at_At5g27850	mips_05_01	"60S ribosomal protein - like"
			mips_05_01_01
			mips_47_03_11
			mips_47_03_11_05
			mips_47_03_11_07
			mips_62_01
			mips_62_01_07
			mips_62_02_99
			mips_63_03_03
	at_At5g39740 -	mips_40_10_07	"ribosomal protein L5 - like"
	at_At5g46430	mips_05_01	"ribosomal protein L32"
			mips_05_01_01
	at_At5g59240	mips_05_01	"40S ribosomal protein S8 - like"
			mips_05_01_01
	at_At5g01940 -	mips_05_04_01	"translation initiation factor eIF-2 beta chain-like protein"
			mips_62_01_99
			mips_62_02_03
	at_At5g15520	mips_05	"40S RIBOSOMAL PROTEIN S19 - like"
			mips_05_01_01
			mips_06
			mips_06_10
			mips_14
			mips_14_01
			mips_14_01_01
			mips_14_04
			mips_14_04_07
			mips_33_03_07
			mips_33_03_99
			mips_40
			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_At5g15750	mips_04_01	"ribosomal protein-like"
			mips_04_01_04
			mips_05_01
			mips_05_01_01
			mips_25_05_25
	at_At5g67510	mips_05_01	"60S ribosomal protein L26"
			mips_05_01_01
			mips_63_03_03
	Training Accuracy: 36/49 (73.47%)
	Training Frequency class 'mips_05_01_01': 98/4529 (2.16%)

	Evaluation on validation data (2278 items):
	at_At1g26880	mips_05_01	"60s ribosomal protein L34"
			mips_05_01_01
			mips_05_04
	at_At1g52370	mips_05_01	"chloroplast 50S ribosomal protein L22, putative"
			mips_05_01_01
	at_At1g58380	mips_05_01	"unknown protein"
			mips_05_01_01
			mips_48
			mips_63_03_03
	at_At2g09990	mips_05_01	"40S ribosomal protein S16"
			mips_05_01_01
			mips_30_03
			mips_63_03_03
			mips_63_07
	at_At1g33140	mips_05_01	"ribosomal protein L9, putative"
			mips_05_01_01
	at_At2g18020 -	mips_05_04_01	"60S ribosomal protein L2"
			mips_05_04_02
			mips_06_10
			mips_14_01_01
	at_At2g36160	mips_05_01	"40S ribosomal protein S14"
			mips_05_01_01
			mips_63_03_03
	at_At2g39820 -	mips_05_04_01	"putative translation initiation factor"
			mips_40_04_07
	at_At2g42650	mips_05_01	"putative protein"
			mips_05_01_01
	at_At3g52580	mips_05_01	"putative ribosomal protein S14"
			mips_05_01_01
			mips_05_04
			mips_63_03_03
	at_At3g62870 -	mips_04_05_01_04_03	"60S RIBOSOMAL PROTEIN L7A protein"
			mips_10_01_11
			mips_11_01_09
			mips_62_02_99
	at_At3g24830	mips_05_01_01	"60S ribosomal protein, putative"
			mips_30_26
			mips_30_26_03
			mips_62_01_07
			mips_62_02_99
			mips_63_03_03
	at_At3g25520	mips_05_01	"ribosomal protein, putative"
			mips_05_01_01
			mips_40_10_07
			mips_63_03_03
	at_At3g49080	mips_05_01	"30S ribosomal protein S9 -like"
			mips_05_01_01
			mips_30_03
			mips_63_03_03
			mips_63_07
	at_At4g10450	mips_05	"putative ribosomal protein L9, cytosolic"
			mips_05_01
			mips_05_01_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_63_03
	at_At4g17390	mips_05	"60S ribosomal protein L15 homolog"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_40_03
			mips_63_03
			mips_63_03_03
	at_At4g18100	mips_05_01_01	"ribosomal protein L32 -like protein"
	at_At4g29430	mips_05_01	"ribosomal protein S15a homolog"
			mips_05_01_01
			mips_05_04
	at_At5g20290	mips_05_01	"unknown protein"
			mips_05_01_01
	at_At5g23600 -	mips_04_03	"putative protein"
			mips_04_03_03
	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_At5g54600	mips_05	"50S ribosomal protein L24, chloroplast precursor"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_40_16
	at_At5g61170	mips_05	"40S ribsomal protein S19 - like"
			mips_05_01_01
			mips_06_10
			mips_14_01
			mips_14_01_01
			mips_14_04_07
			mips_33_03_07
			mips_33_03_99
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_99
			mips_63_03_03
	Validation Accuracy: 18/23 (78.26%)
	Validation Frequency class 'mips_05_01_01': 51/2278 (2.24%)

	Evaluation on propertest data (3835 items):
	at_At1g34030 -	mips_05_04_01	"ribosomal protein S18 - like"
	at_At1g43170	mips_05	"unknown protein"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_40_03
			mips_40_10_07
			mips_45
			mips_45_03
			mips_45_03_12
			mips_45_03_12_01
			mips_45_03_12_03
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_63_03
			mips_63_03_03
	at_At1g48350	mips_05_01_01	"putative protein"
	at_At1g61580 -	mips_40_10_07	"60s ribosomal protein L3"
			mips_45_03_12
			mips_45_03_12_01
			mips_45_03_12_03
			mips_47_03_03
			mips_47_03_03_01
	at_At1g06380	mips_05_01	"hypothetical protein"
			mips_05_01_01
	at_At1g80750 -	mips_03_99	"ribosomal protein L7, putative"
			mips_05_07
			mips_11_01_99
			mips_13_11_03
			mips_13_11_03_05
			mips_13_11_99
			mips_14_20
			mips_20_25_16_99
			mips_30_03
			mips_30_99
			mips_62_02_01_02
			mips_62_02_01_02_99
			mips_62_02_99
	at_At1g07370 -	mips_03_01_03	"proliferating cellular nuclear antigen"
			mips_03_01_05
			mips_03_01_05_01
			mips_40_10_99
	at_At1g07770	mips_05_01	"Putative 40S ribosomal protein S15A"
			mips_05_01_01
	at_At1g08360	mips_05_01	"putative ribosomal protein L10"
			mips_05_01_01
			mips_05_04
	at_At1g15930	mips_05	"unknown protein"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_40_07
			mips_63_03_03
	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_At2g27530	mips_05_01_01	"60S ribosomal protein L10A"
	at_At2g33370	mips_05_01	"60S ribosomal protein L23"
			mips_05_01_01
	at_At2g33800	mips_05_01	"30S ribosomal protein S5"
			mips_05_01_01
			mips_48
			mips_63_03_03
	at_At2g37270	mips_05_01	"40S ribosomal protein S5"
			mips_05_01_01
			mips_30_03
			mips_30_99
			mips_37
			mips_37_03
			mips_37_03_11
			mips_37_03_11_05
			mips_62_01
			mips_62_01_07
			mips_63_03_03
	at_At2g44050 -	mips_01_07_01	"6,7-dimethyl-8-ribityllumazine synthase precursor"
	at_At2g47570	mips_05_01_01	"60S ribosomal protein L18"
			mips_47_03_11
			mips_47_03_11_05
			mips_47_03_11_07
			mips_62_01_07
			mips_62_02_99
			mips_63_03_03
	at_At2g47610 -	mips_04_05_01_04_03	"60S ribosomal protein L7A"
			mips_10_01_11
			mips_11_01_09
			mips_62_02_01
			mips_62_02_99
	at_At3g03600	mips_05_01	"putative ribosomal protein S2"
			mips_05_01_01
			mips_05_04
			mips_13_07
			mips_14_01
			mips_40_27
	at_At3g04230	mips_05_01	"putative 40S ribosomal protein S16"
			mips_05_01_01
			mips_30_03
			mips_63_03_03
			mips_63_07
	at_At3g05590	mips_05	"putative 60S ribosomal protein L18"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_40_03
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_05
			mips_47_03_11_07
			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_At3g06580 -	mips_01_05_04	"galactose kinase"
			mips_01_20_01
	at_At3g07110	mips_05	"putative 60S ribosomal protein L13A"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_30_26
			mips_30_26_03
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_99
			mips_63_03_03
	at_At3g10950	mips_05_01	"putative 60S ribosomal protein L37a"
			mips_05_01_01
			mips_05_04
	at_At3g13120	mips_05_01	"30S ribosomal protein S10, putative"
			mips_05_01_01
			mips_30_03
			mips_30_99
			mips_62_01
			mips_62_01_07
			mips_63_03_03
			mips_63_07
	at_At3g17465 -	mips_40_10_07	"putative 50S ribosomal protein L3, 5' partial"
	at_At3g18030 -	mips_01_03_01	"HAL3A protein"
			mips_01_03_04
			mips_01_03_07
			mips_01_07_01
			mips_11_01_03
	at_At3g20230	mips_05_01	"hypothetical protein"
			mips_05_01_01
			mips_63_03_03
	at_At3g22450	mips_05_01	"hypothetical protein, 3' partial"
			mips_05_01_01
			mips_63_03_03
	at_At3g45020	mips_05	"putative protein"
			mips_05_01
			mips_05_01_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_16
			mips_63_03
			mips_63_03_03
	at_At3g45030	mips_05_01	"40S ribsomomal protein"
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_30_03
			mips_30_99
			mips_62
			mips_62_01
			mips_62_01_07
			mips_63_03_03
			mips_63_07
	at_At3g46040	mips_05_01	"cytoplasmic ribosomal protein S15a -like"
			mips_05_01_01
	at_At3g49910	mips_05_01	"60S RIBOSOMAL PROTEIN - like"
			mips_05_01_01
			mips_63_03_03
	at_At3g51190	mips_05_01_01	"ribosomal protein L8 homolog"
			mips_05_04_01
			mips_05_04_02
			mips_06_10
			mips_14_01
			mips_14_01_01
	at_At3g60770	mips_05	"ribosomal protein S13"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_63
			mips_63_03
			mips_63_03_03
	at_At3g02080	mips_05_01	"putative 40S ribosomal protein S19"
			mips_05_01_01
			mips_14_01_01
			mips_14_04_07
			mips_33
			mips_33_03
			mips_33_03_07
			mips_33_03_99
			mips_62_01
			mips_62_01_07
			mips_62_02_99
			mips_63_03_03
	at_At3g04840	mips_05_01	"putative 40S ribosomal protein S3A (S phase specific)"
			mips_05_01_01
			mips_14_04_03
			mips_14_04_03_03
			mips_63_03_03
	at_At3g63490	mips_05	"chloroplast ribosomal L1 - like protein"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_40_26
			mips_40_26_03
	at_At4g09800	mips_05_01	"S18.A ribosomal protein"
			mips_05_01_01
			mips_05_04_01
			mips_63_03_03
	at_At4g12600 -	mips_04_05_05_01	"Ribosomal protein L7Ae -like"
			mips_40_10_07
	at_At4g22380 -	mips_04_05_05_01	"Ribosomal protein L7Ae - like (fragment)"
			mips_40_10_07
	at_At4g25630 -	mips_04_01	"fibrillarin - like protein"
			mips_04_01_04
			mips_04_05_05
			mips_04_05_05_01
			mips_40_10_07
	at_At4g30800 -	mips_05_04_03	"ribosomal protein S11 - like"
			mips_62_01_07
			mips_62_02_99
	at_At4g34670	mips_05_01	"Putative S-phase-specific ribosomal protein"
			mips_05_01_01
			mips_63_03_03
	at_At5g07090	mips_05_01	"ribosomal protein S4"
			mips_05_01_01
			mips_63_02
			mips_63_03_03
	at_At5g08180	mips_04_01	"nhp2-like protein"
			mips_04_01_04
			mips_04_05_01_04_03
			mips_05_01
			mips_05_01_01
			mips_11_01_09
			mips_62_01
			mips_62_01_07
			mips_62_02_99
			mips_63_03_03
	at_At5g09490	mips_05_01	"ribosomal protein S15-like"
			mips_05_01_01
			mips_30_99
			mips_63_03_01
			mips_63_03_03
			mips_63_07
	at_At5g09510	mips_05_01	"ribosomal protein S15-like"
			mips_05_01_01
			mips_30_99
			mips_63_03_01
			mips_63_03_03
			mips_63_07
	at_At5g15200	mips_05_01	"40S ribosomal protein - like"
			mips_05_01_01
			mips_63_03_03
			mips_63_07
	at_At5g45775	mips_05_01_01	"ribosomal protein L11-like"
	at_At5g58420	mips_05_01_01	"ribosomal protein S4 - like"
			mips_63_02
	at_At5g59850	mips_05_01	"cytoplasmic ribosomal protein S15a - like"
			mips_05_01_01
	at_At5g63070	mips_05_01	"40S ribosomal protein S15-like protein"
			mips_05_01_01
			mips_30_99
	at_At5g02870	mips_05_01_01	"60S ribosomal protein - like"
	at_At5g02960	mips_05_01	"unknown protein"
			mips_05_01_01
	at_At5g05920 -	mips_01_01	"deoxyhypusine synthase"
			mips_01_01_01
			mips_01_01_01_07
			mips_05
			mips_05_04
			mips_06_07
	at_At5g13510	mips_01_03_16	"ribosomal protein L10-like"
			mips_04_05_05
			mips_05_01
			mips_05_01_01
			mips_63_03_03
	at_At5g48760	mips_05_01	"60S ribosomal protein L13a"
			mips_05_01_01
			mips_30_26
			mips_30_26_03
			mips_62_01
			mips_62_01_07
			mips_62_02_99
			mips_63_03_03
	at_At5g62300	mips_05	"ribosomal protein S20 - like"
			mips_05_01
			mips_05_01_01
			mips_06
			mips_06_10
			mips_30
			mips_30_03
			mips_30_99
			mips_40
			mips_40_03
			mips_62
			mips_62_01
			mips_62_01_07
			mips_63
			mips_63_03
			mips_63_03_03
			mips_63_07
			mips_98
	Propertest Accuracy: 45/59 (76.27%)
	Propertest Frequency class 'mips_05_01_01': 103/3835 (2.69%)

	New (unknown) data (2278 items):
	at_At1g33120 -	no entry	null
	at_At1g36240 -	no entry	null
	at_At1g43860 -	no entry	null
	at_At1g69620 -	no entry	null
	at_At1g72880 -	no entry	null
	at_At1g74970 -	mips_06_10	"putative ribosomal protein S9"
			mips_30_03
	at_At2g20060 -	no entry	null
	at_At2g39590 -	no entry	null
	at_At4g01310 -	no entry	null
	at_At5g39850 -	no entry	null
	at_At5g43640 -	mips_30_99	"40S ribosomal protein S15"
	at_At5g16870 -	no entry	null
	at_At5g66950 -	no entry	null
	at_At1g02780 -	no entry	null
	at_At2g18400 -	no entry	null
	at_At3g16780 -	mips_06_10	"putative ribosomal protein"
	at_At3g29010 -	no entry	null
	at_At4g14930 -	no entry	null
	at_At4g28360 -	no entry	null
	at_At5g51740 -	no entry	null
	at_At1g27400 -	no entry	null
	at_At2g25280 -	no entry	null
	at_At2g41840 -	mips_48	"40S ribosomal protein S2"
	at_At2g42740 -	no entry	null
	at_At3g03010 -	no entry	null
	at_At3g04400 -	mips_06_10	"60S ribosomal protein L17"
	at_At3g04770 -	mips_13_07	"40S ribosomal protein"
	at_At3g58700 -	no entry	null
	at_At3g09680 -	no entry	null
	at_At4g18730 -	no entry	null
	at_At4g00100 -	no entry	null
	at_At5g09500 -	mips_06_10	"ribosomal protein S15-like"
			mips_30_99
	at_At5g18380 -	mips_30_03	"40S RIBOSOMAL PROTEIN S16"
	at_At5g46160 -	no entry	null


------------------
Rule 1939
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,rhizobiales) = 0
	eval(_1,_2,4.0e-3-0.1),mol_wt(_2,38820.0-54204.0),classification(_2,staphylococcus) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,trypanosoma),db_ref(_2,prints) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,mitochondrion),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,hydrolase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,saccharomyces),desc(_2,alpha) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,bacteria),desc(_2,probable) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,aeropyrum),db_ref(_2,pfam) = 1
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),classification(_2,eukaryota) = 1
	->  class mips_63_03_03 "RNA binding"

	Evaluation on training data (4529 items):
	at_At1g22780	mips_05_01	"putative 40S ribosomal protein S18"
			mips_05_01_01
			mips_05_04
			mips_05_04_01
			mips_63_03_03
	at_At1g25350	mips_04_03	"Unknown protein (At1g25350)"
			mips_04_03_01
			mips_05_04
			mips_05_10
			mips_06_10
			mips_63_03_03
			mips_63_11
	at_At1g36730 -	mips_05_01	"putative protein"
			mips_05_01_01
			mips_05_04_01
			mips_06_10
			mips_62
			mips_62_01
			mips_62_01_07
	at_At1g04270	mips_05	"putative 40S ribosomal protein S15"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_06
			mips_06_10
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_99
			mips_40_03
			mips_63
			mips_63_03
			mips_63_03_01
			mips_63_03_03
			mips_63_07
	at_At1g04480 -	mips_05_01	"putative 60S ribosomal protein L17"
			mips_05_01_01
			mips_05_04
			mips_06_10
	at_At1g05190 -	mips_05_01	"putative chloroplast 50S ribosomal protein, L6"
			mips_05_01_01
	at_At1g67430 -	mips_05_01_01	"ribosomal protein L17-like protein"
	at_At1g78630	mips_05_01	"unknown protein"
			mips_05_01_01
			mips_62_01
			mips_62_01_07
			mips_62_02_99
			mips_63_03_03
	at_At1g07320 -	mips_05_01	"unknown protein"
			mips_05_01_01
	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_At2g17360	mips_03	"putative ribosomal protein S4"
			mips_03_03
			mips_03_03_01
			mips_05
			mips_05_01_01
			mips_14
			mips_14_04
			mips_63_01
			mips_63_02
			mips_63_03
			mips_63_03_03
	at_At2g19720 -	mips_05_01_01	"40S ribosomal protein S15A"
	at_At2g32060	mips_05	"40S ribosomal protein S12"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40
			mips_40_03
			mips_40_07
			mips_63
			mips_63_03
			mips_63_03_03
	at_At3g07920	mips_05_01	"putative eukaryotic translation initiation factor 2 beta subunit (EIF-2-BETA)"
			mips_05_01_01
			mips_05_04_01
			mips_05_07
			mips_62_01
			mips_62_01_07
			mips_62_01_99
			mips_62_02_03
			mips_63_03_03
	at_At3g09630 -	mips_05_01	"putative 60S ribosomal protein L1"
			mips_05_01_01
			mips_05_04
	at_At3g11510	mips_05_01	"putative 40S ribosomal protein s14"
			mips_05_01_01
			mips_63_03_03
	at_At3g11940 -	mips_05_01_01	"putative 40S ribosomal protein S5"
			mips_06_10
			mips_30_03
			mips_30_99
			mips_37
			mips_37_03
			mips_37_03_11
			mips_37_03_11_05
			mips_62_01_07
	at_At3g28900 -	mips_05	"60S ribosomal protein L34, putative"
			mips_05_01
			mips_05_01_01
			mips_05_04
	at_At3g47370	mips_05_01	"40S ribosomal protein S20-like protein"
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_30_03
			mips_30_99
			mips_62
			mips_62_01
			mips_62_01_07
			mips_63_03_03
			mips_63_07
	at_At3g48930 -	mips_05_04_03	"cytosolic ribosomal protein S11"
			mips_62_01_07
			mips_62_02_99
	at_At3g55620 -	mips_05_04_01	"eukaryotic translation initiation factor 6 (EIF-6) - like protein"
			mips_40_04_07
	at_At3g57490	mips_05_01	"40S ribosomal protein S2 homolog"
			mips_05_01_01
			mips_48
			mips_63_03_03
	at_At4g02230	mips_05_01	"putative ribosomal protein L19"
			mips_05_01_01
			mips_14_01_03
			mips_63_03_03
	at_At4g13170 -	mips_30_26	"ribosomal protein L13a like protein"
			mips_30_26_03
			mips_62_02_99
	at_At4g14250 -	mips_05_01	"hypothetical protein"
			mips_05_01_01
			mips_05_04_01
			mips_05_04_02
	at_At4g16720	mips_05_01	"ribosomal protein"
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_63_03_03
	at_At4g36130 -	mips_05	"putative ribosomal protein L8"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_05_04_01
			mips_05_04_02
			mips_06_10
			mips_14
			mips_14_01
			mips_14_01_01
			mips_40_03
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_63_03
	at_At5g20920	mips_05_01	"translation initiation factor eIF-2 beta chain - like protein"
			mips_05_01_01
			mips_05_04_01
			mips_05_07
			mips_62_01
			mips_62_01_07
			mips_62_01_99
			mips_62_02_03
			mips_63_03_03
	at_At5g22440 -	mips_05_01	"60S ribosomal protein L10A"
			mips_05_01_01
			mips_05_04
	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_At5g27820	mips_05_01	"putative protein"
			mips_05_01_01
			mips_63_03_03
	at_At5g27850	mips_05_01	"60S ribosomal protein - like"
			mips_05_01_01
			mips_47_03_11
			mips_47_03_11_05
			mips_47_03_11_07
			mips_62_01
			mips_62_01_07
			mips_62_02_99
			mips_63_03_03
	at_At5g39740 -	mips_40_10_07	"ribosomal protein L5 - like"
	at_At5g46430 -	mips_05_01	"ribosomal protein L32"
			mips_05_01_01
	at_At5g59240 -	mips_05_01	"40S ribosomal protein S8 - like"
			mips_05_01_01
	at_At5g15520	mips_05	"40S RIBOSOMAL PROTEIN S19 - like"
			mips_05_01_01
			mips_06
			mips_06_10
			mips_14
			mips_14_01
			mips_14_01_01
			mips_14_04
			mips_14_04_07
			mips_33_03_07
			mips_33_03_99
			mips_40
			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_At5g67510	mips_05_01	"60S ribosomal protein L26"
			mips_05_01_01
			mips_63_03_03
	Training Accuracy: 19/37 (51.35%)
	Training Frequency class 'mips_63_03_03': 100/4529 (2.21%)

	Evaluation on validation data (2278 items):
	at_At1g26880 -	mips_05_01	"60s ribosomal protein L34"
			mips_05_01_01
			mips_05_04
	at_At1g52370 -	mips_05_01	"chloroplast 50S ribosomal protein L22, putative"
			mips_05_01_01
	at_At2g09990	mips_05_01	"40S ribosomal protein S16"
			mips_05_01_01
			mips_30_03
			mips_63_03_03
			mips_63_07
	at_At1g33140 -	mips_05_01	"ribosomal protein L9, putative"
			mips_05_01_01
	at_At2g18020 -	mips_05_04_01	"60S ribosomal protein L2"
			mips_05_04_02
			mips_06_10
			mips_14_01_01
	at_At2g36160	mips_05_01	"40S ribosomal protein S14"
			mips_05_01_01
			mips_63_03_03
	at_At2g39820 -	mips_05_04_01	"putative translation initiation factor"
			mips_40_04_07
	at_At3g52580	mips_05_01	"putative ribosomal protein S14"
			mips_05_01_01
			mips_05_04
			mips_63_03_03
	at_At3g24830	mips_05_01_01	"60S ribosomal protein, putative"
			mips_30_26
			mips_30_26_03
			mips_62_01_07
			mips_62_02_99
			mips_63_03_03
	at_At3g25520	mips_05_01	"ribosomal protein, putative"
			mips_05_01_01
			mips_40_10_07
			mips_63_03_03
	at_At3g49080	mips_05_01	"30S ribosomal protein S9 -like"
			mips_05_01_01
			mips_30_03
			mips_63_03_03
			mips_63_07
	at_At4g10450 -	mips_05	"putative ribosomal protein L9, cytosolic"
			mips_05_01
			mips_05_01_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_63_03
	at_At4g17390	mips_05	"60S ribosomal protein L15 homolog"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_40_03
			mips_63_03
			mips_63_03_03
	at_At4g18100 -	mips_05_01_01	"ribosomal protein L32 -like protein"
	at_At4g29430 -	mips_05_01	"ribosomal protein S15a homolog"
			mips_05_01_01
			mips_05_04
	at_At5g20290 -	mips_05_01	"unknown protein"
			mips_05_01_01
	at_At5g27470 -	mips_04_03	"seryl-tRNA synthetase"
			mips_04_03_03
			mips_05_10
	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_At5g54600 -	mips_05	"50S ribosomal protein L24, chloroplast precursor"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_40_16
	at_At5g61170	mips_05	"40S ribsomal protein S19 - like"
			mips_05_01_01
			mips_06_10
			mips_14_01
			mips_14_01_01
			mips_14_04_07
			mips_33_03_07
			mips_33_03_99
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_99
			mips_63_03_03
	Validation Accuracy: 9/20 (45.00%)
	Validation Frequency class 'mips_63_03_03': 55/2278 (2.41%)

	Evaluation on propertest data (3835 items):
	at_At1g34030 -	mips_05_04_01	"ribosomal protein S18 - like"
	at_At1g48350 -	mips_05_01_01	"putative protein"
	at_At1g06380 -	mips_05_01	"hypothetical protein"
			mips_05_01_01
	at_At1g07370 -	mips_03_01_03	"proliferating cellular nuclear antigen"
			mips_03_01_05
			mips_03_01_05_01
			mips_40_10_99
	at_At1g07770 -	mips_05_01	"Putative 40S ribosomal protein S15A"
			mips_05_01_01
	at_At1g08360 -	mips_05_01	"putative ribosomal protein L10"
			mips_05_01_01
			mips_05_04
	at_At1g15930	mips_05	"unknown protein"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_40_07
			mips_63_03_03
	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_At2g27530 -	mips_05_01_01	"60S ribosomal protein L10A"
	at_At2g33370 -	mips_05_01	"60S ribosomal protein L23"
			mips_05_01_01
	at_At2g33800	mips_05_01	"30S ribosomal protein S5"
			mips_05_01_01
			mips_48
			mips_63_03_03
	at_At2g37270	mips_05_01	"40S ribosomal protein S5"
			mips_05_01_01
			mips_30_03
			mips_30_99
			mips_37
			mips_37_03
			mips_37_03_11
			mips_37_03_11_05
			mips_62_01
			mips_62_01_07
			mips_63_03_03
	at_At2g44050 -	mips_01_07_01	"6,7-dimethyl-8-ribityllumazine synthase precursor"
	at_At2g47570	mips_05_01_01	"60S ribosomal protein L18"
			mips_47_03_11
			mips_47_03_11_05
			mips_47_03_11_07
			mips_62_01_07
			mips_62_02_99
			mips_63_03_03
	at_At3g03600 -	mips_05_01	"putative ribosomal protein S2"
			mips_05_01_01
			mips_05_04
			mips_13_07
			mips_14_01
			mips_40_27
	at_At3g04230	mips_05_01	"putative 40S ribosomal protein S16"
			mips_05_01_01
			mips_30_03
			mips_63_03_03
			mips_63_07
	at_At3g04600	mips_05_10	"putative tryptophanyl-tRNA synthetase"
			mips_63_03_03
			mips_63_11
	at_At3g05590	mips_05	"putative 60S ribosomal protein L18"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_40_03
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_05
			mips_47_03_11_07
			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_At3g06580 -	mips_01_05_04	"galactose kinase"
			mips_01_20_01
	at_At3g07110	mips_05	"putative 60S ribosomal protein L13A"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_30_26
			mips_30_26_03
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_62_02_99
			mips_63_03_03
	at_At3g10950 -	mips_05_01	"putative 60S ribosomal protein L37a"
			mips_05_01_01
			mips_05_04
	at_At3g13120	mips_05_01	"30S ribosomal protein S10, putative"
			mips_05_01_01
			mips_30_03
			mips_30_99
			mips_62_01
			mips_62_01_07
			mips_63_03_03
			mips_63_07
	at_At3g20230	mips_05_01	"hypothetical protein"
			mips_05_01_01
			mips_63_03_03
	at_At3g45020	mips_05	"putative protein"
			mips_05_01
			mips_05_01_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_16
			mips_63_03
			mips_63_03_03
	at_At3g45030	mips_05_01	"40S ribsomomal protein"
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_30_03
			mips_30_99
			mips_62
			mips_62_01
			mips_62_01_07
			mips_63_03_03
			mips_63_07
	at_At3g46040 -	mips_05_01	"cytoplasmic ribosomal protein S15a -like"
			mips_05_01_01
	at_At3g49910	mips_05_01	"60S RIBOSOMAL PROTEIN - like"
			mips_05_01_01
			mips_63_03_03
	at_At3g51190 -	mips_05_01_01	"ribosomal protein L8 homolog"
			mips_05_04_01
			mips_05_04_02
			mips_06_10
			mips_14_01
			mips_14_01_01
	at_At3g60770	mips_05	"ribosomal protein S13"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_63
			mips_63_03
			mips_63_03_03
	at_At3g02080	mips_05_01	"putative 40S ribosomal protein S19"
			mips_05_01_01
			mips_14_01_01
			mips_14_04_07
			mips_33
			mips_33_03
			mips_33_03_07
			mips_33_03_99
			mips_62_01
			mips_62_01_07
			mips_62_02_99
			mips_63_03_03
	at_At3g04840	mips_05_01	"putative 40S ribosomal protein S3A (S phase specific)"
			mips_05_01_01
			mips_14_04_03
			mips_14_04_03_03
			mips_63_03_03
	at_At4g09800	mips_05_01	"S18.A ribosomal protein"
			mips_05_01_01
			mips_05_04_01
			mips_63_03_03
	at_At4g25630 -	mips_04_01	"fibrillarin - like protein"
			mips_04_01_04
			mips_04_05_05
			mips_04_05_05_01
			mips_40_10_07
	at_At4g30800 -	mips_05_04_03	"ribosomal protein S11 - like"
			mips_62_01_07
			mips_62_02_99
	at_At4g34670	mips_05_01	"Putative S-phase-specific ribosomal protein"
			mips_05_01_01
			mips_63_03_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_At5g07090	mips_05_01	"ribosomal protein S4"
			mips_05_01_01
			mips_63_02
			mips_63_03_03
	at_At5g09490	mips_05_01	"ribosomal protein S15-like"
			mips_05_01_01
			mips_30_99
			mips_63_03_01
			mips_63_03_03
			mips_63_07
	at_At5g09510	mips_05_01	"ribosomal protein S15-like"
			mips_05_01_01
			mips_30_99
			mips_63_03_01
			mips_63_03_03
			mips_63_07
	at_At5g15200	mips_05_01	"40S ribosomal protein - like"
			mips_05_01_01
			mips_63_03_03
			mips_63_07
	at_At5g45775 -	mips_05_01_01	"ribosomal protein L11-like"
	at_At5g52470 -	mips_04_01	"fibrillarin homolog (Fbr1)"
			mips_04_01_04
			mips_04_05_05_01
			mips_40_10_07
	at_At5g58420 -	mips_05_01_01	"ribosomal protein S4 - like"
			mips_63_02
	at_At5g59850 -	mips_05_01	"cytoplasmic ribosomal protein S15a - like"
			mips_05_01_01
	at_At5g63070 -	mips_05_01	"40S ribosomal protein S15-like protein"
			mips_05_01_01
			mips_30_99
	at_At5g05920 -	mips_01_01	"deoxyhypusine synthase"
			mips_01_01_01
			mips_01_01_01_07
			mips_05
			mips_05_04
			mips_06_07
	at_At5g13510	mips_01_03_16	"ribosomal protein L10-like"
			mips_04_05_05
			mips_05_01
			mips_05_01_01
			mips_63_03_03
	at_At5g48760	mips_05_01	"60S ribosomal protein L13a"
			mips_05_01_01
			mips_30_26
			mips_30_26_03
			mips_62_01
			mips_62_01_07
			mips_62_02_99
			mips_63_03_03
	at_At5g62300	mips_05	"ribosomal protein S20 - like"
			mips_05_01
			mips_05_01_01
			mips_06
			mips_06_10
			mips_30
			mips_30_03
			mips_30_99
			mips_40
			mips_40_03
			mips_62
			mips_62_01
			mips_62_01_07
			mips_63
			mips_63_03
			mips_63_03_03
			mips_63_07
			mips_98
	Propertest Accuracy: 25/49 (51.02%)
	Propertest Frequency class 'mips_63_03_03': 100/3835 (2.61%)

	New (unknown) data (2278 items):
	at_At1g33120 -	no entry	null
	at_At1g43860 -	no entry	null
	at_At1g69620 -	no entry	null
	at_At1g72880 -	no entry	null
	at_At1g74970 -	mips_06_10	"putative ribosomal protein S9"
			mips_30_03
	at_At2g20060 -	no entry	null
	at_At2g39590 -	no entry	null
	at_At4g01310 -	no entry	null
	at_At5g39850 -	no entry	null
	at_At5g43640 -	mips_30_99	"40S ribosomal protein S15"
	at_At5g16870 -	no entry	null
	at_At1g02780 -	no entry	null
	at_At2g18400 -	no entry	null
	at_At3g16780 -	mips_06_10	"putative ribosomal protein"
	at_At4g14930 -	no entry	null
	at_At4g28360 -	no entry	null
	at_At1g27400 -	no entry	null
	at_At2g25280 -	no entry	null
	at_At2g41840 -	mips_48	"40S ribosomal protein S2"
	at_At2g42740 -	no entry	null
	at_At3g03010 -	no entry	null
	at_At3g04400 -	mips_06_10	"60S ribosomal protein L17"
	at_At3g58700 -	no entry	null
	at_At4g18730 -	no entry	null
	at_At4g00100 -	no entry	null
	at_At5g09500 -	mips_06_10	"ribosomal protein S15-like"
			mips_30_99
	at_At5g18380 -	mips_30_03	"40S RIBOSOMAL PROTEIN S16"
	at_At5g46160 -	no entry	null


------------------
Rule 2798
	eval(_1,_2,0.0-9.0e-25),classification(_2,entamoebidae) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,caprinae),keyword(_2,transmembrane) = 0
	eval(_1,_2,2.0e-5-4.0e-3),classification(_2,bacteria),desc(_2,type) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,kinetoplastida),keyword(_2,mitochondrion) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,streptomyces),keyword(_2,phosphorylation) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 1
	eval(_1,_2,0.0-9.0e-25),species(_2,haemophilus_influenzae),keyword(_2,hypothetical_protein) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,eurosids_i),keyword(_2,glycoprotein) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),desc(_2,precursor) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,bacillus),db_ref(_2,prodom) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,euryarchaeota),db_ref(_2,pir) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 0
	->  class mips_02_11_05 "accessory proteins of electron transport and membrane-associated energy conservation"

	Evaluation on training data (4529 items):
	at_At1g15820	mips_02_11_05	"putative protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At1g19810	mips_02_11_05	"AAA ATPase, putative"
			mips_04_09
			mips_08_07
			mips_25_05_25
			mips_30_07
			mips_30_08
	at_At1g29910	mips_02	"chlorophyll a/b-binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At1g29930	mips_02_11	"putative protein"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At1g61520	mips_02_11_05	"PSI type III chlorophyll a/b-binding protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At1g06430 -	mips_02_16	"cell division protease FtsH, putative"
			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
			mips_63_17_09
			mips_63_19_03
	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_At3g47060 -	mips_02_13	"FtsH metalloprotease - like protein"
			mips_03_99
			mips_06_13_99
	at_At2g18330	mips_02_11_05	"AAA-type like ATPase"
	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_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_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_At2g34420	mips_02	"photosystem II type I chlorophyll a/b binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At2g34430	mips_02_11	"putative photosystem II type I chlorophyll a/b binding protein."
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_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_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_At3g08940	mips_02	"putative chlorophyll a/b-binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_At3g19740 -	mips_03_03_05	"ATPase, putative"
			mips_03_03_05_01
			mips_06_13_01
			mips_06_13_01_01
	at_At3g27690	mips_02	"putative chlorophyll A-B binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40
			mips_40_26
			mips_40_26_03
			mips_67
			mips_67_15
	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_At3g28580	mips_02_11_05	"putative protein"
			mips_04_09
			mips_30_07
			mips_30_08
	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_At3g61470	mips_02	"Lhca2 protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67
			mips_67_15
	at_At4g02470	mips_02_11	""
			mips_02_11_05
			mips_04_09
			mips_25_05_25
			mips_30_04
			mips_30_07
			mips_30_08
	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_At4g10340	mips_02_11_05	"chlorophyll a/b-binding protein - like"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	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_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_At5g01530	mips_02	"chlorophyll a/b-binding protein CP29"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_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_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_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_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_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_At5g53350 -	mips_11_01_05	"ATP-dependent Clp protease regulatory subunit CLPX"
	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_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_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_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
	Training Accuracy: 29/44 (65.91%)
	Training Frequency class 'mips_02_11_05': 75/4529 (1.66%)

	Evaluation on validation data (2278 items):
	at_At1g29920	mips_02_11	"chlorophyll a/b-binding protein"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_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_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_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_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_At2g18190	mips_02_11_05	"putative AAA-type ATPase"
			mips_08_07
			mips_10
	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_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_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_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_At3g47470	mips_02_11	"light-harvesting chlorophyll a/b-binding protein (Cab4)"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	at_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_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_At4g30490 -	mips_63_19	"putative protein"
			mips_67
			mips_67_50
			mips_67_50_22
	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_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_At5g54270	mips_02_11	"Lhcb3 chlorophyll a/b binding protein (gb|AAD28773.1)"
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67_15
	Validation Accuracy: 11/21 (52.38%)
	Validation Frequency class 'mips_02_11_05': 26/2278 (1.14%)

	Evaluation on propertest data (3835 items):
	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_At1g53750 -	mips_03_01_05_01	"26S proteasome ATPase subunit"
			mips_06_13_01
			mips_06_13_01_01
	at_At1g62130 -	mips_03_03_05	"hypothetical protein"
			mips_03_03_05_01
			mips_06_13_01
			mips_06_13_01_01
	at_At1g76570	mips_02_11_05	"putative chlorophyll A-B binding protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At2g05070	mips_02_11_05	"putative chlorophyll a/b binding protein"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	at_At2g05100	mips_02_11_05	"putative chlorophyll a/b binding protein"
			mips_02_13
			mips_02_13_03
			mips_40
			mips_40_26
			mips_40_26_03
			mips_67
			mips_67_15
	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_At2g26140 -	mips_02_13	"FtsH like protease"
			mips_06_13_99
	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_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_At2g40100	mips_02	"putative chlorophyll a/b binding protein"
			mips_02_11
			mips_02_11_05
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
			mips_67
			mips_67_15
	at_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_At3g03940 -	mips_01_05_04	"putative casein kinase"
			mips_14_10
			mips_14_10_02
	at_At3g04340	mips_02_11_05	"unknown protein"
			mips_03
			mips_03_03
			mips_03_03_01
			mips_04_09
			mips_10_01
			mips_10_01_01
			mips_25_05
			mips_30
			mips_30_07
			mips_30_08
			mips_63_19
	at_At3g05530 -	mips_04_05_01_04_01	"26S proteasome AAA-ATPase subunit RPT5a"
			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_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_At3g24530	mips_02_11_05	"unknown protein"
			mips_06_13_01
			mips_08_07
	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_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_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_At3g01610	mips_02_11	"putative cell division control protein"
			mips_02_11_05
			mips_06_13_01
			mips_06_13_01_01
			mips_08_07
			mips_40_07
			mips_40_08
	at_At3g02450	mips_02_11	"cell division protein FtsH-like protein"
			mips_02_11_05
			mips_04_09
			mips_30_04
			mips_30_07
			mips_30_08
	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_At4g29040 -	mips_06_13_01	"26S proteasome AAA-ATPase subunit RPT2a"
			mips_06_13_01_01
	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_At5g28450	mips_02_11_05	"PS I antenna protein Lhca2 fragment"
			mips_02_13
			mips_02_13_03
			mips_40_26
			mips_40_26_03
	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_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_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_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_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_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_At5g64580 -	mips_02_13	"unknown protein"
			mips_06_01
			mips_06_10
			mips_06_13_99
			mips_33_03_13
			mips_40_26
			mips_40_26_03
	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
	Propertest Accuracy: 21/36 (58.33%)
	Propertest Frequency class 'mips_02_11_05': 61/3835 (1.59%)

	New (unknown) data (2278 items):
	at_At1g04730 -	no entry	null
	at_At1g67820 -	no entry	null
	at_At2g42210 -	mips_30_16	"unknown protein"
	at_At3g56690 -	mips_04_09	"calmodulin-binding protein"
			mips_30_07
			mips_30_08
	at_At3g62880 -	no entry	null
	at_At4g16160 -	mips_08_02	"pore protein homolog"
			mips_67_10
	at_At5g27290 -	no entry	null
	at_At5g55510 -	mips_30_16	"putative protein"
	at_At1g64110 -	mips_04_09	"unknown protein"
			mips_30_04
			mips_30_07
			mips_30_08
	at_At1g72750 -	mips_30_16	"inner mitochondrial membrane protein"
	at_At1g73110 -	no entry	null
	at_At3g26900 -	no entry	null
	at_At5g11690 -	mips_30_16	"membrane translocase - like protein"
	at_At5g63000 -	no entry	null
	at_At1g56180 -	no entry	null
	at_At2g28900 -	mips_30_16	"putative membrane channel protein"
	at_At2g35500 -	no entry	null
	at_At3g04800 -	mips_30_16	"putative inner mitochondrial membrane protein"
	at_At3g10110 -	mips_08_04	"hypothetical protein"
			mips_30_16
	at_At4g25830 -	no entry	null
	at_At4g26670 -	mips_30_16	"unknown protein"
	at_At5g24650 -	no entry	null


------------------
Rule 2259
	eval(_1,_2,4.0e-3-0.1),classification(_2,paramyxoviridae) = 0
	eval(_1,_2,8.0e-10-2.0e-5),species(_2,haemophilus_influenzae),keyword(_2,hydrolase) = 0
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,staphylococcus),desc(_2,precursor) = 0
	eval(_1,_2,9.0e-25-8.0e-10),mol_wt(_2,1574.0-38820.0),db_ref(_2,smart) = 1
	eval(_1,_2,0.0-9.0e-25),db_ref(_2,interpro),desc(_2,probable) = 1
	eval(_1,_2,0.0-9.0e-25),keyword(_2,mitochondrion),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,74022.0-112121.0),keyword(_2,mitochondrion) = 1
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,38820.0-54204.0),keyword(_2,atp_binding) = 1
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,15.0-349.0),classification(_2,campanulids) = 0
	->  class mips_04_05_05 "mRNA processing (splicing, 5'-, 3'-end processing)"

	Evaluation on training data (4529 items):
	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_At1g27900	mips_04_05_05	"ATP-dependent RNA helicase (At1g27900)"
			mips_04_05_05_01
	at_At1g48650	mips_04_05_05	"hypothetical protein"
			mips_40_10_03
			mips_40_10_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_At1g55150	mips_04_05_05_11	"Unknown protein (At1g55150; T7N22.9)"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_19_03
	at_At1g59990 -	mips_63_19_03	"putative protein"
	at_At1g71280	mips_04_01	"putative DEAD/DEAH box helicase"
			mips_04_01_04
			mips_04_05_05_01
	at_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_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_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_At2g40700 -	mips_04_99	"ATP-dependent RNA helicase"
			mips_63_19_03
	at_At2g45810	mips_04_05_05_01	"putative ATP-dependent RNA helicase"
			mips_04_99
	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_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_At3g09100	mips_04_05_05_03	"putative mRNA capping enzyme, RNA guanylyltransferase"
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
	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_At3g22310	mips_04_05_05_11	"putative RNA helicase"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At3g22330	mips_04_05_05_11	"DEAD-Box RNA helicase like protein"
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	at_At3g53110	mips_04_05_05	"RNA helicase -like protein"
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_09
			mips_47_03_09_01
			mips_47_03_11
			mips_47_03_11_07
			mips_47_03_21
			mips_47_03_21_03
			mips_47_03_21_03_02
			mips_63_19_03
	at_At3g62310	mips_04_05_05	"ATP-dependent RNA helicase-like protein"
			mips_04_05_05_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_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_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_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_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_At5g51280	mips_04_05_05_11	"DEAD-box protein abstrakt"
			mips_05_04_01
			mips_14_10
			mips_14_10_02
			mips_45
			mips_45_03
			mips_45_03_12
			mips_47_03_05
			mips_47_03_05_01
	at_At5g63120	mips_04_05_05_11	"ATP-dependent RNA helicase-like protein"
			mips_05_04_01
			mips_33
			mips_33_03
			mips_33_03_02
			mips_63_03_03
			mips_63_19_03
	at_At5g63630	mips_04_01	"RNA helicase"
			mips_04_01_04
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	at_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_At4g04350	mips_04_05_05_01	"putative leucyl tRNA synthetase"
			mips_05_10
	Training Accuracy: 28/31 (90.32%)
	Training Frequency class 'mips_04_05_05': 159/4529 (3.51%)

	Evaluation on validation data (2278 items):
	at_At1g63250	mips_04_05_05	"putative RNA helicase"
			mips_33
			mips_33_03
			mips_33_03_02
	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_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_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_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_At3g16840	mips_04_05_05	"ATP-dependent RNA helicase"
			mips_04_05_05_01
			mips_33_03_02
	at_At3g09720	mips_04_05_05_01	"putative RNA helicase"
			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_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_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_At5g19210	mips_04_05_05_01	"eIF-4AII - like protein"
			mips_25_05_10
	at_At5g41150 -	mips_03_01_05	"repair endonuclease (UVH1)"
			mips_03_01_05_01
			mips_03_01_05_01_01
			mips_03_01_05_03
			mips_03_03_02
	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_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_At5g61390 -	mips_03_01_03_01	"putative protein"
			mips_03_01_03_05
			mips_03_01_05
			mips_40_37
	Validation Accuracy: 13/16 (81.25%)
	Validation Frequency class 'mips_04_05_05': 87/2278 (3.82%)

	Evaluation on propertest data (3835 items):
	at_At1g35530 -	mips_03_01_09	"ATP-dependent RNA helicase, putative"
			mips_03_01_09_05
			mips_25_05_25
	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_At1g74390 -	mips_03_01	"putative exonuclease"
			mips_03_01_03
			mips_03_01_03_01
			mips_03_01_03_05
			mips_03_01_05
			mips_40_37
	at_At1g28180	mips_04_05_05_01	"hypothetical protein"
			mips_33
			mips_33_03
			mips_33_03_02
	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_At2g42270	mips_04_05_05_01	"ATP-dependent RNA helicase like protein"
	at_At3g05740	mips_04_01	"putative DNA helicase"
			mips_04_01_04
			mips_04_05_05_11
			mips_05_04_01
			mips_33_03_02
			mips_63_19_03
	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_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_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_At3g62120 -	mips_05	"multifunctional aminoacyl-tRNA ligase-like protein"
			mips_05_10
			mips_06_10
			mips_63_03_03
			mips_63_11
	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_At4g00660	mips_04_01	"RNA helicase like protein"
			mips_04_01_04
			mips_04_05_05_01
			mips_04_99
	at_At5g27680 -	mips_03_01_99	"unknown protein"
			mips_40_10
			mips_40_10_03
	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_At5g52520 -	mips_05_10	"prolyl tRNA synthetase"
			mips_63_03_03
			mips_63_11
	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_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
	Propertest Accuracy: 11/18 (61.11%)
	Propertest Frequency class 'mips_04_05_05': 129/3835 (3.36%)

	New (unknown) data (2278 items):
	at_At4g10320 -	mips_05_10	"isoleucine-tRNA ligase - like protein"
	at_At5g37110 -	no entry	null
	at_At1g29880 -	mips_05_07	"glycyl-tRNA synthetase"
			mips_05_10
	at_At2g43110 -	no entry	null
	at_At3g59410 -	no entry	null
	at_At1g26370 -	no entry	null
	at_At1g09620 -	mips_05_04	"putative leucyl-tRNA synthetase (At1g0962)"
			mips_05_10
	at_At3g43920 -	mips_04_99	"putative protein"
	at_At5g16710 -	no entry	null
	at_At5g50960 -	mips_03_99	"nucleotide-binding protein"


------------------
Rule 1339
	eval(_1,_2,9.0e-25-8.0e-10),db_ref(_2,tigrfams),desc(_2,in) = 0
	eval(_1,_2,9.0e-25-8.0e-10),species(_2,arabidopsis_thaliana__mouse_ear_cress_),desc(_2,probable) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,core_eudicots),keyword(_2,mitochondrion) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,enterobacteriaceae),keyword(_2,d__3d_structure) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,hydrolase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanaceae),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,artemia),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,485.0-667.0),keyword(_2,transport) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),species(_2,haemophilus_influenzae) = 0
	->  class mips_04_05_05 "mRNA processing (splicing, 5'-, 3'-end processing)"

	Evaluation on training data (4529 items):
	at_At1g21190	mips_04_05_05_01	"putative protein"
			mips_40_10_07
	at_At1g02980 -	mips_03_01_01	""
			mips_03_01_99
			mips_03_03_01_01
			mips_13_11
			mips_13_11_03
			mips_14_10
			mips_14_10_02
			mips_25_01
			mips_25_01_01
			mips_30_10
			mips_40_10
			mips_40_10_03
	at_At1g26450 -	mips_01_04_01	"predicted GPI-anchored protein"
	at_At1g27650	mips_04_05_05_01	"U2 snRNP auxiliary factor, putative"
			mips_04_05_05_01_10
	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_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_At3g07250	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_06
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
			mips_14_01_01
			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_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_At3g17670 -	mips_11_01_05	"hypothetical protein"
			mips_11_05_05
			mips_11_05_05_05
			mips_63_06
	at_At3g19350 -	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_13_11
			mips_20_25_16
			mips_20_25_16_09
	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_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_At4g10110	mips_04_05_05	"putative protein"
			mips_04_05_05_01
			mips_40_10_99
			mips_63_03_03
	at_At4g39470 -	mips_06_07_02	"unknown protein"
			mips_06_07_02_01
			mips_08_04
	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_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
	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_At5g66510 -	mips_01_02	"ferripyochelin-binding protein-like"
			mips_01_05_01_03
			mips_01_07
			mips_01_07_01
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_30_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_04_01_01_01
	Training Accuracy: 16/22 (72.73%)
	Training Frequency class 'mips_04_05_05': 159/4529 (3.51%)

	Evaluation on validation data (2278 items):
	at_At1g29990 -	mips_14_01_03	"hydrophilic protein, putative"
	at_At1g69670 -	mips_03_01_01	"putative cullin"
			mips_03_01_99
			mips_03_03_01_01
			mips_03_03_01_02
			mips_06_07_05
			mips_13_11_03
			mips_14_10
			mips_14_10_02
			mips_25_01
			mips_25_01_01
			mips_30_10
			mips_40_10_03
	at_At1g53740 -	mips_01	"hypothetical protein"
			mips_01_04
			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_05
			mips_10_05_01
			mips_10_05_01_12
			mips_10_05_01_12_01
			mips_40
			mips_40_02
			mips_63
			mips_63_19
			mips_98
			mips_99
	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_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_At3g23830 -	mips_14_10	"glycine-rich RNA binding protein, putative"
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	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_At4g39270 -	mips_11_05_01	"receptor protein kinase - like protein"
	Validation Accuracy: 4/9 (44.44%)
	Validation Frequency class 'mips_04_05_05': 87/2278 (3.82%)

	Evaluation on propertest data (3835 items):
	at_At1g27920 -	mips_03_03_03	"hypothetical protein"
			mips_13_07
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_27
			mips_63_07
	at_At1g76860	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
			mips_40_10_07
	at_At1g20580	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
			mips_40_10_07
	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_At2g24590	mips_04_05_05	"putative RSZp22 splicing factor"
			mips_05_07
	at_At2g35050 -	mips_06_07_03	"putative protein kinase"
			mips_10_01_05_01
	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_At2g43930 -	mips_01_04	"putative protein kinase"
			mips_04_09
			mips_25_05_25
			mips_30_04
			mips_40_04_03
	at_At3g03940 -	mips_01_05_04	"putative casein kinase"
			mips_14_10
			mips_14_10_02
	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_At3g58560 -	mips_01_01_04	"unknown protein"
			mips_01_05
			mips_01_05_04
			mips_02_16
			mips_04_05_99
	at_At4g29680 -	mips_01_04_01	"nucleotide pyrophosphatase - like protein"
			mips_13_11_03
			mips_13_11_03_01
			mips_20_03
	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_At5g13130 -	mips_25_05_25	"putative protein"
	at_At5g25800 -	mips_01_03	"exonuclease - like protein"
			mips_01_03_16
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_62
			mips_62_02
			mips_62_02_01
			mips_63_03
			mips_63_03_01
			mips_63_03_03
	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
	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_At5g46250	mips_04_03	"unknown protein"
			mips_04_05_05
			mips_04_05_05_99
			mips_04_99
			mips_63_03_03
	at_At5g58150 -	mips_10	"receptor-like protein kinase"
			mips_10_01
			mips_10_01_01
	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
	Propertest Accuracy: 10/22 (45.45%)
	Propertest Frequency class 'mips_04_05_05': 129/3835 (3.36%)

	New (unknown) data (2278 items):
	at_At1g14390 -	no entry	null
	at_At1g61070 -	no entry	null
	at_At1g05700 -	mips_10_05	"putative light repressible receptor protein kinase"
			mips_40_02
	at_At2g02100 -	no entry	null
	at_At2g02120 -	no entry	null
	at_At1g08120 -	no entry	null
	at_At2g16620 -	no entry	null
	at_At2g17160 -	no entry	null
	at_At2g17170 -	no entry	null
	at_At2g25790 -	no entry	null
	at_At1g09970 -	mips_08_13	"leucine-rich repeat receptor-like kinase At1g09970"
	at_At2g37510 -	mips_40_25	"putative RNA-binding protein"
	at_At2g45340 -	no entry	null
	at_At3g18810 -	no entry	null
	at_At3g45390 -	no entry	null
	at_At3g62510 -	no entry	null
	at_At4g15510 -	mips_02_30	"unknown protein"
	at_At4g38890 -	no entry	null
	at_At5g45840 -	mips_08_13	"receptor protein kinase-like protein"
	at_At5g51530 -	no entry	null
	at_At5g61900 -	mips_13_07	"copine - like protein"
			mips_63_09
	at_At5g07150 -	no entry	null
	at_At5g15610 -	no entry	null
	at_At1g19610 -	no entry	null
	at_At1g23540 -	no entry	null
	at_At1g55250 -	mips_63_06	"unknown protein"
	at_At1g71270 -	no entry	null
	at_At2g43850 -	no entry	null
	at_At2g46850 -	no entry	null
	at_At3g06800 -	mips_67_15	"hypothetical protein"
	at_At4g31060 -	no entry	null
	at_At4g32710 -	no entry	null
	at_At5g06210 -	mips_40_25	"unknown protein"
	at_At1g65010 -	mips_40_04	"hypothetical protein"
			mips_63_06
	at_At1g09460 -	no entry	null
	at_At2g02130 -	no entry	null
	at_At2g02140 -	no entry	null
	at_At2g34020 -	no entry	null
	at_At3g23650 -	no entry	null
	at_At4g23230 -	no entry	null
	at_At5g15020 -	no entry	null
	at_At5g63660 -	no entry	null


------------------
Rule 1675
	eval(_1,_2,8.0e-10-2.0e-5),classification(_2,murinae),db_ref(_2,pir) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,core_eudicots),keyword(_2,mitochondrion) = 1
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,rickettsia),db_ref(_2,tigrfams) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,mitochondrion),db_ref(_2,genew) = 0
	eval(_1,_2,0.0-9.0e-25),species(_2,arabidopsis_thaliana__mouse_ear_cress_),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,core_eudicots),db_ref(_2,pir) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,cetartiodactyla),keyword(_2,transferase) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,aeropyrum),db_ref(_2,pfam) = 0
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,transport) = 0
	->  class mips_04_05_05 "mRNA processing (splicing, 5'-, 3'-end processing)"

	Evaluation on training data (4529 items):
	at_At1g13690	mips_04_05_05_01	"AtE1 (atE1)"
	at_At1g18630 -	mips_04_09	"unknown protein"
			mips_14_10
			mips_14_10_02
			mips_20_25_16
			mips_40_25
	at_At1g20330 -	mips_01_07_01	"unknown protein"
			mips_06_07_99
			mips_40_99
	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_At1g43190 -	mips_01_03_16	"hypothetical protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At1g48600	mips_01_06	"phosphoethanolamine N-methyltransferase, putative"
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_01_20
			mips_01_20_05
			mips_01_20_05_11
			mips_04_05
			mips_04_05_05
			mips_04_05_05_03
			mips_11
			mips_11_05
			mips_11_05_05
			mips_11_05_05_01
			mips_40_99
			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_At1g55310 -	mips_01_03_16	"Serine/arginine-rich protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g60900	mips_04_05_05	"putative U2 snRNP auxiliary factor"
			mips_04_05_05_01
			mips_25_05_10
			mips_25_05_13
	at_At1g66260 -	mips_01_03_16	"RNA and export factor binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At2g14550 -	mips_01_03_16	"putative spliceosome associated protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	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_At3g54230	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
	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_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_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_At2g15500	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_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
			mips_25_05_03
			mips_25_05_04
			mips_25_05_05
			mips_25_05_07
			mips_25_05_09
	at_At2g16260 -	mips_01_03	"putative glycine-rich RNA-binding protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_05
			mips_05_04
			mips_05_07
			mips_05_99
			mips_11_01
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_09
	at_At2g16940 -	mips_01_03_16	"splicing factor like protein"
			mips_01_03_16_01
			mips_20_25_16
			mips_20_25_16_09
	at_At2g22100 -	mips_14_10	"putative RNA-binding protein"
			mips_14_10_02
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_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_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_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_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_At3g61860	mips_01_03	"ARGININE/SERINE-RICH SPLICING FACTOR RSP31"
			mips_01_03_16
			mips_01_03_16_01
			mips_04_05_05
			mips_04_05_05_01
			mips_05
			mips_13_11
			mips_13_11_11
			mips_20
			mips_20_25
			mips_63_03_03
	at_At4g00830 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_01_03_99
			mips_04_07
			mips_04_09
			mips_05_04_01
			mips_08_01
			mips_11_01_05
	at_At4g03110	mips_04_05	"putative ribonucleoprotein"
			mips_04_05_05
			mips_05
			mips_05_07
			mips_05_99
			mips_40_03
			mips_63_03
			mips_63_03_03
	at_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_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_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_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_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_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_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
	at_At5g06000 -	mips_05_04_01	"eukaryotic translation initiation factor 3 subunit-like protein"
	at_At5g07290 -	mips_01_03_16	"Mei2-like protein"
			mips_01_03_16_01
			mips_03_03_02
			mips_20_25_16_09
	at_At5g08700 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16_09
	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
	Training Accuracy: 28/57 (49.12%)
	Training Frequency class 'mips_04_05_05': 159/4529 (3.51%)

	Evaluation on validation data (2278 items):
	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_At1g36310 -	mips_01_07_01	"unknown protein"
	at_At1g02840 -	mips_01_03_16	"ribonucleoprotein SF-2 like protein"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At1g64970 -	mips_01_06	"unknown protein"
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_01_20_05
			mips_01_20_05_11
			mips_40_16
			mips_40_99
	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_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_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_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_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_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_At2g45630 -	mips_01_04	"putative glycerate dehydrogenase"
			mips_01_20_05
			mips_03_03_03
			mips_04_05_01_04_03
			mips_06_10
			mips_13_03
			mips_13_03_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_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_47_03_01_01_01_01
			mips_47_03_02
			mips_67_15
	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_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_At3g06970 -	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_20_25_16_09
	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_At3g49430	mips_04_05_05	"PRE-MRNA SPLICING FACTOR SF2-like 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_At4g33120 -	mips_01_07_01	"putative protein"
	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_At5g19030	mips_04_05_05	"putative protein"
			mips_04_09
	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_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_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: 16/36 (44.44%)
	Validation Frequency class 'mips_04_05_05': 87/2278 (3.82%)

	Evaluation on propertest data (3835 items):
	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_At1g03460 -	mips_05_07	"putative ribonucleoprotein"
			mips_05_99
			mips_63_03_03
	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_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_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_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_At1g66730 -	mips_03	"hypothetical protein"
			mips_03_01
			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
			mips_11_01
			mips_11_01_09
			mips_14
			mips_14_01
			mips_14_01_01
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_99
			mips_30
			mips_30_10
			mips_30_10_03
			mips_62
			mips_62_01
			mips_62_01_07
			mips_62_02
			mips_62_02_01
			mips_63_03
			mips_63_19
	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_At1g23360 -	mips_01_07_01	"spore germination protein c2"
			mips_01_20_05
			mips_01_20_05_11
			mips_11_05_05
			mips_11_05_05_01
			mips_40_26
			mips_40_26_03
	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_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_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_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_At2g37220 -	mips_01_03_16	"putative RNA-binding protein"
			mips_01_03_16_01
			mips_05_07
			mips_05_99
			mips_20_25_16
			mips_20_25_16_09
	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_At3g07810 -	mips_01_03_99	"putative RNA-binding protein"
			mips_03_03_02
			mips_04_99
	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_At3g18000	mips_01_06_01	"methyltransferase, putative"
			mips_01_07
			mips_01_07_01
			mips_04_05_05
			mips_40_99
	at_At3g26120 -	mips_01_03_16	"RNA-binding protein, putative"
			mips_01_03_16_01
			mips_20_25_16_09
	at_At3g48560 -	mips_01_01_01_15	"acetolactate synthase"
			mips_01_01_01_15_02
			mips_01_01_01_15_04
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_02_10
			mips_02_16
			mips_02_16_01
			mips_02_16_05
			mips_40_26
			mips_40_26_03
			mips_63_17_07
			mips_63_21
			mips_63_21_05
			mips_63_21_11
	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_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_At3g01660 -	mips_01_06_01	"hypothetical protein"
			mips_01_07
			mips_01_20_05
			mips_01_20_05_11
			mips_11_05_05
			mips_11_05_05_01
			mips_40_99
	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_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_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_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_At5g04810 -	mips_04_05_99	"membrane-associated salt-inducible protein-like"
	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_At4g16300 -	mips_25_05_10	"FCA alpha and beta protein"
	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_At5g40490 -	mips_04	"ribonucleoprotein -like"
			mips_25_05
			mips_25_05_13
			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_40
			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
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	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_At5g57300 -	mips_01_07	"ubiquinone/menaquinone biosynthesis methyltransferase-like"
			mips_01_07_01
	at_At5g58790 -	mips_01_03_16	"putative protein"
			mips_01_03_16_01
			mips_20_25_16_09
	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
	Propertest Accuracy: 20/55 (36.36%)
	Propertest Frequency class 'mips_04_05_05': 129/3835 (3.36%)

	New (unknown) data (2278 items):
	at_At1g22800 -	no entry	null
	at_At1g63110 -	mips_03	"unknown protein"
			mips_03_03
	at_At1g76090 -	mips_40_99	"putative protein"
	at_At1g06720 -	mips_08_07	"unknown protein"
			mips_63_07
	at_At1g77260 -	no entry	null
	at_At1g78240 -	no entry	null
	at_At2g27140 -	mips_06_01	"unknown protein"
			mips_13_05
			mips_13_11
	at_At2g43200 -	no entry	null
	at_At3g10200 -	no entry	null
	at_At3g19330 -	mips_05	"hypothetical protein"
			mips_05_07
			mips_05_99
			mips_63
			mips_63_03
	at_At3g26420 -	no entry	null
	at_At3g46020 -	no entry	null
	at_At3g52150 -	no entry	null
	at_At5g24840 -	no entry	null
	at_At5g41690 -	no entry	null
	at_At5g54900 -	no entry	null
	at_At5g06050 -	no entry	null
	at_At5g04060 -	no entry	null
	at_At5g04600 -	no entry	null
	at_At1g05970 -	no entry	null
	at_At2g45750 -	no entry	null
	at_At3g55340 -	no entry	null
	at_At4g12640 -	no entry	null
	at_At5g14430 -	no entry	null
	at_At1g24480 -	no entry	null
	at_At1g34050 -	mips_63_07	"putative protein"
	at_At1g13860 -	no entry	null
	at_At1g17640 -	no entry	null
	at_At1g72480 -	no entry	null
	at_At3g05390 -	no entry	null
	at_At3g01210 -	no entry	null
	at_At3g05100 -	no entry	null
	at_At4g08730 -	no entry	null
	at_At4g14000 -	no entry	null
	at_At4g14360 -	no entry	null
	at_At4g19610 -	no entry	null
	at_At4g24770 -	no entry	null
	at_At4g16280 -	no entry	null
	at_At5g12190 -	no entry	null
	at_At5g20130 -	no entry	null
	at_At5g28330 -	mips_04_07	"putative protein"
			mips_04_09
	at_At5g41950 -	no entry	null
	at_At5g44450 -	no entry	null
	at_At5g53680 -	mips_05_07	"putative protein"
			mips_05_99
	at_At5g20970 -	mips_05	"small heat shock protein -like"
			mips_06
			mips_06_01
			mips_11
			mips_11_01
			mips_13
			mips_13_05
			mips_13_11
			mips_40_03
			mips_40_10
			mips_63
			mips_63_01
			mips_63_07


------------------
Rule 4207
	eval(_1,_2,4.0e-3-0.1),mol_wt(_2,1574.0-38820.0) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,bacteria),keyword(_2,transferase) = 0
	eval(_1,_2,4.0e-3-0.1),classification(_2,gammaproteobacteria),keyword(_2,hypothetical_protein) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,membrane),desc(_2,type) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,magnoliophyta),keyword(_2,oxidoreductase) = 1
	->  class mips_11_07_01 "detoxification involving cytochrome P450"

	Evaluation on training data (4529 items):
	at_At1g13070	mips_01_20	"putative cytochrome P450 monooxygenase"
			mips_02_11
			mips_11_07
			mips_11_07_01
	at_At1g13100	mips_11_07_01	"putative cytochrome P450 monooxygenase"
	at_At1g13140	mips_02_11	"putative cytochrome P450 monooxygenase"
			mips_11_07
			mips_11_07_01
	at_At1g19630 -	mips_01_20_17_07	"cytochrome P450, putative"
			mips_01_20_35
			mips_01_20_35_01
	at_At1g33720	mips_01_20_17	"cytochrome P450, putative"
			mips_01_20_17_07
			mips_11_07
			mips_11_07_01
	at_At1g33730	mips_01_06_04	"cytochrome P450, putative"
			mips_02_11
			mips_11_07
			mips_11_07_01
			mips_40_07
	at_At1g47630 -	mips_01_06_01	"hypothetical protein"
			mips_01_06_04
			mips_02_11
			mips_40_07
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
	at_At1g55940	mips_01_01_10	"cytochrome P450, putative"
			mips_01_02
			mips_01_02_99
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_20_99
			mips_11_07_01
			mips_11_10
			mips_11_10_09
			mips_11_10_99
			mips_13_11_03
			mips_13_11_03_05
			mips_47_03_11
			mips_47_03_11_07
	at_At1g64930 -	mips_01_20_17_07	"hypothetical protein"
	at_At1g69500 -	mips_02	"hypothetical protein"
			mips_01_06
			mips_01_06_01
			mips_02_11
			mips_40_07
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
	at_At1g74540	mips_11_07_01	"cytochrome P450 like protein"
	at_At1g74550	mips_11_07	"putative cytochrome P450"
			mips_11_07_01
	at_At1g75130 -	mips_45	"cytochrome P450, putative"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At1g78490	mips_02	"putative protein"
			mips_01_06
			mips_01_06_04
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_11_07_01
			mips_11_10
			mips_11_10_09
			mips_11_10_99
			mips_13_11
			mips_13_11_03
			mips_13_11_03_05
	at_At1g01600	mips_02	"hypothetical protein"
			mips_01_06
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_01
	at_At3g61040	mips_01_20	"cytochrome P450 monooxygenase-like protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
			mips_11_07_01
	at_At4g12310 -	mips_01_20_17_07	"flavonoid 3',5'-hydroxylase -like protein"
	at_At4g12320	mips_01_20_17_07	"cytochrome P450 homolog"
			mips_11_07_01
	at_At2g02580	mips_11_07	"putative cytochrome P450"
			mips_11_07_01
	at_At2g12190 -	mips_01_20_17	"pseudogene"
			mips_01_20_17_07
	at_At2g26170	mips_01_06_04	"Cytochrome P450 like protein"
			mips_11_07_01
	at_At2g27010	mips_02	"putative cytochrome P450"
			mips_01_07
			mips_01_20
			mips_01_20_99
			mips_02_11
			mips_11_05
			mips_11_05_03
			mips_11_07
			mips_11_07_01
			mips_11_10
			mips_11_10_09
			mips_11_10_99
			mips_13_11
			mips_13_11_03
			mips_13_11_03_05
			mips_40_02
	at_At2g30770	mips_11_07_01	"putative cytochrome P450"
	at_At2g42250	mips_01_20	"putative cytochrome P450"
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
			mips_11_07_01
	at_At2g45550	mips_01_20_17_07	"putative cytochrome P450"
			mips_11_07_01
	at_At2g45560	mips_01_20_17	"cytochrome P450 like protein"
			mips_01_20_17_07
			mips_11_07_01
	at_At2g45580	mips_01_20_17_07	"putative cytochrome P450"
			mips_11_07_01
	at_At2g46660	mips_01_20_17_07	"putative cytochrome P450"
			mips_11_07_01
	at_At3g14620 -	mips_45	"putative cytochrome P450"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At3g14640 -	mips_45	"putative cytochrome P450"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At3g14680 -	mips_02	"putative cytochrome P450"
			mips_01_06
			mips_01_06_01
			mips_02_11
			mips_40_07
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
	at_At3g26150	mips_11_07_01	"cytochrome P450, putative"
	at_At3g26160	mips_11_07_01	"cytochrome P450, putative"
	at_At3g26170	mips_11_07_01	"cytochrome P450, putative"
	at_At3g26180	mips_11_07_01	"cytochrome P450 like protein"
	at_At3g26200	mips_11_07_01	"cytochrome P450 like protein"
	at_At3g26210	mips_11_07	"cytochrome P450, putative"
			mips_11_07_01
	at_At3g26300	mips_11_07_01	"cytochrome P450, putative"
	at_At3g26330	mips_11_07_01	"cytochrome P450, putative"
	at_At3g26830	mips_11_07	"putative cytochrome P450"
			mips_11_07_01
	at_At3g28740 -	mips_01_20	"cytochrome P450, putative"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_99
	at_At1g11600 -	mips_01_20_17	"cytochrome P450 like protein"
			mips_01_20_17_07
	at_At1g11680 -	mips_45	"obtusifoliol 14-alpha demethylase like protein"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At3g44250	mips_01	"cytochrome P450-like protein"
			mips_01_20
			mips_11
			mips_11_07
			mips_11_07_01
			mips_98
	at_At3g52970	mips_02	"cytochrome P450 - like protein"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_02_11
			mips_11_07
			mips_11_07_01
	at_At3g53280	mips_11_07	"cytochrome P450 monooxygenase (CYP71B5)"
			mips_11_07_01
	at_At4g15440	mips_01_06_04	"hydroperoxide lyase (HPL1)"
			mips_11_07_01
	at_At4g19230	mips_01_06_01	"putative cytochrome P450 protein"
			mips_11_07_01
			mips_11_10
			mips_11_10_09
			mips_11_10_99
			mips_13_11_03
			mips_13_11_03_05
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At4g20240	mips_11_07_01	"putative protein"
	at_At4g22710	mips_01_20_17	"cytochrome P450 - like protein"
			mips_01_20_17_07
			mips_11_07_01
	at_At4g31500	mips_11_07_01	"cytochrome P450 monooxygenase (CYP83B1)"
	at_At4g37310 -	mips_01_20_35	"cytochrome P450-like protein"
			mips_01_20_35_01
			mips_01_20_99
			mips_02_11
	at_At4g37410 -	mips_01_20_35	"cytochrome P450 monooxygenase like protein"
			mips_01_20_35_01
			mips_01_20_99
	at_At4g37430 -	mips_01_20_17_07	"cytochrome P450 monooxygenase (CYP91A2)"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_99
	at_At4g39500	mips_02	"cytochrome P450 -like protein"
			mips_01_06
			mips_02_11
			mips_11_07
			mips_11_07_01
	at_At4g39510 -	mips_01_20_17	"cytochrome P450 -like protein"
			mips_01_20_17_07
	at_At5g10610	mips_01_20_17_07	"cytochrome P450 - like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_11_07_01
	at_At5g14400	mips_01_06_04	"putative protein"
			mips_11_07_01
	at_At5g24910	mips_01_06_04	"cytochrome P450-like protein"
			mips_11_07_01
	at_At5g25120	mips_11_07_01	"cytochrome P450-like protein"
	at_At5g25180	mips_11_07_01	"cytochrome P450 71B1 - like protein"
	at_At5g33441	mips_11_07_01	"cytochrome P450-like protein"
	at_At5g36220 -	mips_01_20_35	"cytochrome P450 monooxygenase (CYP91A1)"
			mips_01_20_35_01
			mips_01_20_99
	at_At5g44620 -	mips_01_20_17_07	"flavonoid 3',5'-hydroxylase-like; cytochrome P450"
	at_At5g45340	mips_01_06_01_07	"cytochrome P450"
			mips_01_06_01_07_11
			mips_11_07_01
			mips_11_10
			mips_11_10_09
			mips_11_10_99
			mips_13_11_03
			mips_13_11_03_05
	at_At5g47990 -	mips_01_20_17_07	"cytochrome P450"
	at_At5g05260 -	mips_01	"cytochrome P450 CYP79A2 (CYP79A2)"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_98
	at_At5g06900	mips_01_20_17_07	"cytochrome P450"
			mips_11_07_01
	at_At5g02900	mips_11_07_01	"cytochrome P450 - like protein"
	Training Accuracy: 48/69 (69.57%)
	Training Frequency class 'mips_11_07_01': 58/4529 (1.28%)

	Evaluation on validation data (2278 items):
	at_At1g01280	mips_01	"cytochrome P450, putative"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_02_11
			mips_11
			mips_11_07_01
			mips_98
	at_At1g50560	mips_02_11	"cytochrome P450, putative"
			mips_11_07
			mips_11_07_01
	at_At1g64940	mips_01_20	"hypothetical protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
			mips_11_07_01
	at_At1g64950 -	mips_01	"unknown protein"
			mips_02
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_02_11
			mips_40
			mips_63
			mips_98
			mips_99
	at_At1g65340 -	mips_45_03_15	""
			mips_47_03_15
			mips_47_03_15_07
	at_At1g13080	mips_11_07	"putative cytochrome P450 monooxygenase (At1g13080)"
			mips_11_07_01
	at_At1g16400	mips_01_20_17	"cytochrome P450-like protein (At1g16400)"
			mips_01_20_17_07
			mips_11_07
			mips_11_07_01
	at_At1g16410	mips_01_20_17	"putative cytochrome P450 protein"
			mips_01_20_17_07
			mips_11_07_01
	at_At2g14100 -	mips_01_20_17	"putative cytochrome P450"
			mips_01_20_17_07
			mips_02_11
	at_At2g22330	mips_01_20_17	"putative cytochrome P450"
			mips_01_20_17_07
			mips_02_11
			mips_11_07
			mips_11_07_01
	at_At2g23220 -	mips_01_20_35	"putative cytochrome P450"
			mips_01_20_35_01
			mips_01_20_99
	at_At2g32440 -	mips_45	"putative cytochrome P450"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At2g44890 -	mips_45	"putative cytochrome P450"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At2g24180	mips_11_07_01	"putative cytochrome P450"
	at_At3g53290	mips_01_20	"CYTOCHROME P450 - like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_11
			mips_11_07
			mips_11_07_01
	at_At3g61880	mips_02	"cytochrome p450 (CYP78A9)"
			mips_01_06
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_01
	at_At3g14630 -	mips_45	"putative cytochrome P450"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At3g26270	mips_02_11	"cytochrome P450, putative"
			mips_11_07
			mips_11_07_01
	at_At3g48270	mips_11_07	"cytochrome P450 - like protein"
			mips_11_07_01
	at_At3g48320	mips_11_07	"cytochrome P450 - like protein"
			mips_11_07_01
	at_At3g48520 -	mips_01_06	"cytochrome P450-like protein"
			mips_01_06_99
	at_At3g44970	mips_01_01_01	"cytochrome P450 - like protein"
			mips_01_01_10
			mips_01_02
			mips_01_02_99
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_07
			mips_01_20_99
			mips_02_11
			mips_11_05_03
			mips_11_07
			mips_11_07_01
			mips_11_10
			mips_11_10_09
			mips_11_10_99
			mips_13_11_03
			mips_13_11_03_05
			mips_40_07
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_07
	at_At4g22690	mips_01_20_17	"cytochrome P450 like protein"
			mips_01_20_17_07
			mips_11_07
			mips_11_07_01
	at_At4g37320 -	mips_01_20	"cytochrome P450-like protein"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_99
	at_At4g37400 -	mips_01_20_35	"cytochrome P450 monooxygenase -like protein"
			mips_01_20_35_01
			mips_01_20_99
	at_At4g39480	mips_11_07_01	"cytochrome P450 - like protein"
	at_At4g39490	mips_11_07_01	"cytochrome P450 - like protein"
	at_At5g10600	mips_01_20_35	"cytochrome P450 - like protein"
			mips_01_20_35_01
			mips_11_07_01
	at_At5g25900	mips_01_20_13	"cytochrome P450 GA3"
			mips_11_07_01
			mips_20_20
			mips_20_20_18
	at_At5g51900 -	mips_01_06_01	"putative protein"
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At5g57220 -	mips_01_20_17	"cytochrome P450"
			mips_01_20_17_07
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_99
	Validation Accuracy: 19/31 (61.29%)
	Validation Frequency class 'mips_11_07_01': 22/2278 (0.97%)

	Evaluation on propertest data (3835 items):
	at_At1g05160 -	mips_02	"putative cytochrome P450"
			mips_01_06
			mips_01_06_01
			mips_02_11
			mips_40_07
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
	at_At1g63710 -	mips_45	"cytochrome P450 like protein"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At1g65670 -	mips_01_06_01	"cytochrome P450, putative"
			mips_02_11
			mips_40_07
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
	at_At1g79370 -	mips_01_20_17	"hypothetical protein"
			mips_01_20_17_07
	at_At1g11610	mips_11_07	"putative cytochrome P450"
			mips_11_07_01
	at_At1g12740 -	mips_45_03_15	"hypothetical protein"
			mips_47_03_15
			mips_47_03_15_07
	at_At1g13110	mips_01_20	"putative cytochrome P450 monooxygenase"
			mips_11_07
			mips_11_07_01
	at_At1g13090	mips_11_07_01	"cytochrome P450 monooxygenase like protein"
	at_At2g17330 -	mips_45	"putative obtusifoliol 14-alpha demethylase"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At2g29090	mips_01_01_01	"putative cytochrome P450"
			mips_01_02
			mips_01_02_99
			mips_01_06_01
			mips_01_06_01_07
			mips_01_06_01_07_11
			mips_01_06_04
			mips_01_07
			mips_01_20_99
			mips_11_05_03
			mips_11_07_01
			mips_11_10
			mips_11_10_09
			mips_11_10_99
			mips_13_11_03
			mips_13_11_03_05
	at_At2g30490	mips_01_06_04	"cinnamate-4-hydroxylase"
			mips_01_07
			mips_01_20_99
			mips_11_05_03
			mips_11_07_01
			mips_11_10
			mips_11_10_09
			mips_11_10_99
			mips_13_11_03
			mips_13_11_03_05
	at_At2g34500 -	mips_45	"putative cytochrome P450"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At2g45510 -	mips_45	"putative cytochrome P450"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At2g45570	mips_01_20_17_07	"cytochrome P450 (CYP76C2)"
			mips_11_07_01
	at_At2g45970	mips_11_07_01	"putative cytochrome P450"
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At2g40890	mips_01_20	"cytochrome P450 like protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_11
			mips_11_07
			mips_11_07_01
	at_At3g03470 -	mips_01_20_17_07	"putative cytochrome P450"
			mips_01_20_35_01
	at_At3g10560	mips_01	"putative cytochrome P450"
			mips_02
			mips_01_06
			mips_01_20
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_01
			mips_63
			mips_98
	at_At3g10570	mips_01_20_17	"putative cytochrome P450"
			mips_01_20_17_07
			mips_11_07_01
	at_At3g14650 -	mips_45	"putative cytochrome P450"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At3g14660 -	mips_01_06_01	"putative cytochrome P450"
			mips_02_11
			mips_40_07
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
	at_At3g14690 -	mips_01_06_01	"putative cytochrome P450"
			mips_02_11
			mips_40_07
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
	at_At3g20130	mips_11_07_01	"cytochrome P450, putative"
	at_At3g20140 -	mips_01_20_17	"cytochrome P450, putative"
			mips_01_20_17_07
			mips_02_11
	at_At3g25180	mips_01_20_17_07	"cytochrome P450 monooxygenase, putative"
			mips_11_07_01
	at_At3g26190	mips_11_07_01	"cytochrome P450, putative"
	at_At3g26220	mips_02	"cytochrome P450 monooxygenase (CYP71B3)"
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_01
	at_At3g26230	mips_11_07_01	"cytochrome P450, putative"
	at_At3g26280	mips_01	"cytochrome P450 monooxygenase (CYP71B4)"
			mips_02
			mips_01_20
			mips_02_11
			mips_11
			mips_11_07
			mips_11_07_01
			mips_63
			mips_98
	at_At3g26310	mips_11_07_01	"cytochrome P450, putative"
	at_At3g26320	mips_11_07_01	"cytochrome P450, putative"
	at_At3g30290 -	mips_02	"cytochrome P450, putative"
			mips_01_06
			mips_01_06_01
			mips_02_11
			mips_40_07
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
	at_At3g48290	mips_11_07	"cytochrome P450 - like protein"
			mips_11_07_01
	at_At3g48310	mips_11_07_01	"cytochrome P450 - like protein"
	at_At3g50660 -	mips_01_06_01_07	"steroid 22-alpha-hydroxylase (DWF4)"
			mips_01_06_01_07_11
			mips_20_20
			mips_20_20_18
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At3g53300	mips_02_11	"CYTOCHROME P450-like protein"
			mips_11_07
			mips_11_07_01
	at_At3g01900 -	mips_01_06_99	"putative cytochrome P450"
	at_At4g12300	mips_01_20_17_07	"flavonoid 3',5'-hydroxylase -like protein"
			mips_11_07_01
	at_At4g12330	mips_01_20	"flavonoid 3',5'-hydroxylase like protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_11_07
			mips_11_07_01
	at_At4g13770	mips_11_07_01	"cytochrome P450 monooxygenase (CYP83A1)"
	at_At4g15110	mips_11_07_01	"cytochrome P450 (Z97337.39)"
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At4g15310 -	mips_45	"cytochrome P450 like protein"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At4g15350	mips_11_07	"cytochrome P450 like protein"
			mips_11_07_01
	at_At4g15360 -	mips_01_20_17	"cytochrome P450 like protein"
			mips_01_20_17_07
	at_At4g27710 -	mips_01_06_01	"cytochrome P450 - like protein"
			mips_02_11
			mips_40_07
			mips_45
			mips_45_03
			mips_45_03_15
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_07
	at_At4g36220 -	mips_01_20_35_01	"ferulate-5-hydroxylase (FAH1)"
	at_At4g36380 -	mips_02	"cytochrome P450 (ROTUNDIFOLIA3)"
			mips_01_06
			mips_01_20
			mips_01_20_35
			mips_01_20_35_01
			mips_02_11
	at_At4g37360 -	mips_01_20_99	"cytochrome p450 - like protein"
	at_At4g39950 -	mips_01_20_17_07	"cytochrome P450 like protein"
			mips_01_20_35
			mips_01_20_35_01
	at_At5g04630	mips_01_20	"cytochrome P450 - like protein"
			mips_01_20_17
			mips_01_20_17_07
			mips_11
			mips_11_07
			mips_11_07_01
	at_At5g04660	mips_01_20_17_07	"cytochrom P450 - like protein"
			mips_11_07_01
	at_At5g06905	mips_01_20_17	"cytochrome P450-like protein"
			mips_01_20_17_07
			mips_11_07_01
	at_At5g07990	mips_01	"flavonoid 3'-hydroxylase - like protein"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_11
			mips_11_07
			mips_11_07_01
			mips_98
			mips_99
	at_At5g08250 -	mips_01_06_01	"cytochrome P450-like protein"
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At5g35920	mips_11_07	"cytochrome P450-like"
			mips_11_07_01
	at_At5g36110 -	mips_45	"cytochrome P450-like"
			mips_45_03
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At5g42580 -	mips_01_20_17_07	"cytochrome P450"
	at_At5g42590	mips_11_07_01	"cytochrome P450"
	at_At5g42650 -	mips_01_20_17_07	"allene oxide synthase (emb|CAA73184.1)"
	at_At5g57260	mips_11_07_01	"cytochrome P450"
	at_At5g58860	mips_02	"cytochrome P450 CYP86A1"
			mips_01_06
			mips_02_11
			mips_11_07
			mips_11_07_01
	at_At5g61320	mips_01	"cytochrome P450 - like protein"
			mips_01_20
			mips_01_20_17
			mips_01_20_17_07
			mips_11
			mips_11_07
			mips_11_07_01
			mips_98
	at_At5g63450 -	mips_01_06_99	"cytochrome P450-like protein"
	at_At5g67310 -	mips_01_20_17_07	"cytochrome P450"
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_99
	at_At5g04330 -	mips_01_20_35	"ferulate-5-hydroxylase (CYP84)"
			mips_01_20_35_01
	Propertest Accuracy: 35/65 (53.85%)
	Propertest Frequency class 'mips_11_07_01': 45/3835 (1.17%)

	New (unknown) data (2278 items):
	at_At1g13150 -	mips_02_11	"putative cytochrome P450 monooxygenase"
	at_At1g47620 -	mips_02_11	"hypothetical protein"
	at_At1g57750 -	mips_02_11	"putative protein"
	at_At1g67110 -	no entry	null
	at_At1g74110 -	no entry	null
	at_At2g05180 -	mips_01	"putative cytochrome P450"
			mips_02
			mips_01_20
			mips_02_11
			mips_40
			mips_63
			mips_98
			mips_99
	at_At2g27000 -	mips_02_11	"putative cytochrome P450"
	at_At2g27690 -	mips_02_11	"putative cytochrome P450"
	at_At2g28860 -	no entry	null
	at_At2g30750 -	no entry	null
	at_At3g19270 -	no entry	null
	at_At3g20080 -	no entry	null
	at_At3g20090 -	no entry	null
	at_At3g20950 -	no entry	null
	at_At4g13290 -	no entry	null
	at_At4g15300 -	no entry	null
	at_At5g38450 -	mips_01_06	"cytochrome P450-like protein"
	at_At5g05690 -	no entry	null
	at_At1g28430 -	no entry	null
	at_At1g31800 -	no entry	null
	at_At3g20120 -	mips_01_20	"cytochrome P450, putative"
	at_At3g20940 -	mips_02_11	"cytochrome P450, putative"
	at_At3g20960 -	no entry	null
	at_At3g30180 -	no entry	null
	at_At3g48300 -	mips_98	"cytochrome p450 like protein"
			mips_99
	at_At4g13310 -	no entry	null
	at_At4g15380 -	mips_01	"cytochrome P450 like protein"
			mips_02
			mips_01_06
			mips_02_11
			mips_40
			mips_63
			mips_98
			mips_99
	at_At4g00360 -	mips_02_11	"probable cytochrome P450"
	at_At5g24900 -	mips_02	"cytochrome P450-like protein"
			mips_02_11
			mips_98
	at_At5g24950 -	no entry	null
	at_At5g36130 -	no entry	null
	at_At1g50520 -	mips_02_11	"cytochrome P450, putative"
	at_At1g64900 -	mips_02_11	"putative protein"
	at_At1g73340 -	no entry	null
	at_At1g17060 -	no entry	null
	at_At2g21910 -	no entry	null
	at_At2g23180 -	no entry	null
	at_At2g28850 -	no entry	null
	at_At2g42850 -	mips_01_06	"putative cytochrome P450"
	at_At2g26710 -	mips_02_11	"putative cytochrome P450"
	at_At2g46950 -	no entry	null
	at_At2g46960 -	mips_01	"putative cytochrome P450"
			mips_02
			mips_01_06
			mips_02_11
			mips_63
			mips_98
	at_At3g14610 -	mips_02_11	"putative cytochrome P450"
	at_At3g48280 -	mips_01_20	"Cytochrome P450 - like protein"
	at_At4g32170 -	no entry	null
	at_At5g23190 -	no entry	null
	at_At5g24960 -	no entry	null
	at_At5g25130 -	no entry	null
	at_At5g25140 -	no entry	null
	at_At5g36140 -	no entry	null
	at_At5g38970 -	no entry	null
	at_At5g52320 -	no entry	null


------------------
Rule 2586
	eval(_1,_2,4.0e-3-0.1),classification(_2,streptomyces),keyword(_2,complete_proteome) = 0
	eval(_1,_2,4.0e-3-0.1),mol_wt(_2,1574.0-38820.0),classification(_2,pseudomonadales) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,treponema),keyword(_2,complete_proteome) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,bacillus),db_ref(_2,hamap) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,corynebacterium),db_ref(_2,embl) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,methanocaldococcus),db_ref(_2,tigrfams) = 1
	eval(_1,_2,0.0-9.0e-25),mol_wt(_2,1574.0-38820.0),keyword(_2,alternative_splicing) = 0
	->  class mips_01_01_01 "amino acid biosynthesis"

	Evaluation on training data (4529 items):
	at_At1g48850	mips_01_01_01_11	"unknown protein"
	at_At1g58080	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_01_04
	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_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_At1g72810	mips_01_01_01_07	"hypothetical protein"
			mips_01_01_01_07_03
			mips_01_01_01_11
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	at_At1g74040	mips_01_01_01	"putative 2-isopropylmalate synthase"
			mips_01_01_01_15
			mips_01_01_01_15_03
			mips_01_05
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_06
			mips_01_06_01
			mips_01_07
			mips_40_16
			mips_63_19
			mips_63_21
			mips_63_21_15
	at_At1g75330	mips_01_01	"ornithine carbamoyltransferase precursor"
			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_03
			mips_01_02
			mips_01_03_04
			mips_01_03_04_03
			mips_40_03
			mips_40_16
			mips_63_19
	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_At2g23960	mips_01_01_01_11	"unknown protein"
			mips_01_01_01_11_13
			mips_01_02
			mips_01_03_01
			mips_01_03_04
			mips_01_03_04_03
	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_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_At2g26800	mips_01_01_01_15	"hydroxymethylglutaryl-CoA lyase like protein"
			mips_01_01_01_15_03
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_03
			mips_02_01
	at_At2g28880	mips_01_01	"putative para-aminobenzoate synthase and glutamine amidotransferase, a bifunctional enzyme"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_06_04
			mips_01_07
			mips_01_07_01
			mips_01_20_33
			mips_14_10
			mips_14_10_02
	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_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_At2g45440	mips_01	"putative dihydrodipicolinate synthase"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
			mips_02
			mips_01_05
			mips_01_05_01
			mips_02_05
	at_At2g47510	mips_01_01_01_07	"putative fumarase"
			mips_01_01_01_07_01
			mips_01_01_01_15
			mips_01_01_10_03
			mips_01_01_10_03_01
			mips_01_02_01
			mips_01_02_04
			mips_01_03_01
			mips_01_03_01_03
			mips_02_10
	at_At3g10050	mips_01_01_01_11	"threonine dehydratase/deaminase (OMR1)"
			mips_01_01_01_11_01
			mips_01_01_01_15
			mips_01_01_01_15_02
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_20_25_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	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_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_At3g59760	mips_01_01_01_11	"cysteine synthase"
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	at_At3g59890	mips_01_01_01_07	"putative protein"
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
	at_At3g61440	mips_01_01	"cysteine synthase (AtcysC1)"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_40_16
	at_At4g04610	mips_01_01_01_11	"5'-adenylylsulfate reductase"
			mips_01_01_01_11_03
			mips_01_02_01
	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_At4g11640	mips_01_01_01_11	"putative protein"
			mips_01_01_01_11_01
			mips_01_01_01_15
			mips_01_01_01_15_02
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_07
			mips_01_20_19
			mips_01_20_21
			mips_20_25_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
	at_At4g14880	mips_01_01_01_11	"cytosolic O-acetylserine(thiol)lyase (EC 4.2.99.8)"
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	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_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_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_At4g30530	mips_01_01_01	"unknown protein"
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_03
			mips_01_03_01
			mips_01_03_01_03
	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_At5g10920	mips_01_01	"argininosuccinate lyase (AtArgH)"
			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_03
			mips_01_02
			mips_01_03_01
			mips_01_03_01_03
			mips_01_05_01_01_01
	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_At5g17990	mips_01_01	"anthranilate phosphoribosyltransferase, chloroplast precursor (sp|Q02166)"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_13
	at_At5g28030	mips_01_01_01_11	"cysteine synthase - like"
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	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_At5g38200	mips_01_01_01_01	"unknown protein"
			mips_01_01_01_01_02
			mips_01_01_01_11_13
			mips_01_01_10_01
			mips_01_03_01
			mips_01_03_01_03
			mips_01_07
	at_At5g57890	mips_01_01	"anthranilate synthase beta chain"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_03
			mips_01_02
			mips_01_03_04
			mips_01_03_04_03
			mips_01_07
			mips_01_07_01
	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
	at_At5g54810	mips_01_01_01_07	"tryptophan synthase beta chain 1 precursor (sp|P14671)"
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02_01
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	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
	Training Accuracy: 42/42 (100.00%)
	Training Frequency class 'mips_01_01_01': 213/4529 (4.70%)

	Evaluation on validation data (2278 items):
	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_At1g55880	mips_01_01_01_07	"hypothetical protein"
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	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_At1g79470 -	mips_01_03_01	"unknown protein"
			mips_01_03_01_03
	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_At2g43750	mips_01_01_01_11	"cysteine synthase (cpACS1)"
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20_17
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	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_At3g60880	mips_01_01_01_07	"dihydrodipicolinate synthase precursor"
			mips_01_01_01_07_06
			mips_01_01_01_07_06_01
			mips_02_05
	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_At4g18440	mips_01	"adenylosuccinate lyase like protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_03
			mips_01_03
			mips_01_03_01
			mips_01_03_01_01
			mips_01_03_01_03
			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_10
			mips_40
			mips_40_03
	at_At5g28020	mips_01_01	"cysteine synthase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_03
			mips_01_01_10
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	at_At5g38530	mips_01_01_01	"tryptophan synthase beta chain"
			mips_01_01_01_07
			mips_01_01_01_07_03
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_20_17
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	at_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
	at_At5g60540 -	mips_01_03_04	"imidazoleglycerol-phosphate synthase subunit H - like"
			mips_01_03_04_03
			mips_01_07_01
	Validation Accuracy: 12/14 (85.71%)
	Validation Frequency class 'mips_01_01_01': 131/2278 (5.75%)

	Evaluation on propertest data (3835 items):
	at_At1g66860	mips_01_01_01_01	"unknown protein"
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
	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_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_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_At1g25220	mips_01_01	"putative protein"
			mips_01_01_01
			mips_01_01_01_01
			mips_01_01_01_01_01
			mips_01_01_01_03
			mips_01_01_01_03_01
			mips_01_03
			mips_01_02
			mips_01_02_99
			mips_01_03_04
			mips_01_03_04_03
			mips_11
			mips_11_07
			mips_11_07_03
			mips_20
			mips_20_05
			mips_40_03
			mips_40_16
			mips_63_19
	at_At2g23970 -	mips_01_02	"unknown protein"
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
	at_At3g03630	mips_01_01	"O-acetylserine (thiol) lyase"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20
			mips_01_20_17
			mips_01_20_19
			mips_01_20_21
			mips_40_16
			mips_63_21
			mips_63_21_17
	at_At3g04520	mips_01	"L-allo-threonine aldolase like protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_01_11_07
			mips_01_01_10
			mips_01_06
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_25_05_25
			mips_30
			mips_30_02
			mips_40_03
			mips_40_07
			mips_40_16
			mips_63
			mips_63_21
			mips_63_21_17
	at_At3g20330	mips_01_01_01	"aspartate carbamoyltransferase precursor (aspartate transcarbamylase)"
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_01_01_02_03
			mips_01_03_04
			mips_01_03_04_03
	at_At3g22460	mips_01_01_01	"unknown protein"
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_20_17
			mips_01_20_19
			mips_01_20_21
			mips_40_16
			mips_63_21
			mips_63_21_17
	at_At3g27740 -	mips_01_03_04	"carbamoyl phosphate synthetase small subunit (carA)"
			mips_01_03_04_03
			mips_20_05
	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_At3g04940	mips_01_01_01_07	"cysteine synthase (AtcysD1)"
			mips_01_01_01_11
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
	at_At4g27070	mips_01_01_01_07	"tryptophan synthase beta-subunit (TSB2)"
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_02
			mips_01_02_01
			mips_01_20_19
			mips_01_20_21
			mips_63_21
			mips_63_21_17
	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_At4g29840	mips_01_01_01	"threonine synthase"
			mips_01_01_01_07
			mips_01_01_01_07_03
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_01_10_03
			mips_01_01_10_05
	at_At4g33150	mips_01_01	"lysine-ketoglutarate reductase/saccharopine dehydrogenase (LKR/SDH)"
			mips_01_01_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_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_At4g30540	mips_01	"putative protein"
			mips_01_01
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_03
			mips_01_02
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
			mips_01_07
			mips_01_07_01
			mips_40_03
			mips_40_10
			mips_40_16
			mips_63
			mips_63_19
	at_At4g30550 -	mips_01_02	"unknown protein"
			mips_01_03_01
			mips_01_03_01_03
			mips_01_03_04
			mips_01_03_04_03
	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_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_At5g23010	mips_01_01	"2-isopropylmalate synthase-like; homocitrate synthase-like"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_01_01_15_03
			mips_01_05_01_03
			mips_01_05_01_03_01
			mips_01_06_01
			mips_02_01
	at_At5g50950	mips_01_01_01_07	"fumarate hydratase"
			mips_01_01_01_07_01
			mips_01_01_01_15
			mips_01_01_10_03
			mips_01_01_10_03_01
			mips_01_02_01
			mips_01_02_04
			mips_02_10
	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_At5g57600 -	mips_01_07_01	"putative protein"
	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_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
	Propertest Accuracy: 25/30 (83.33%)
	Propertest Frequency class 'mips_01_01_01': 196/3835 (5.11%)

	New (unknown) data (2278 items):
	at_At1g23320 -	no entry	null
	at_At1g48420 -	no entry	null
	at_At1g69410 -	no entry	null
	at_At1g70570 -	no entry	null
	at_At1g76170 -	no entry	null
	at_At4g24670 -	no entry	null
	at_At1g25170 -	no entry	null


------------------
Rule 3910
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,spirurida) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,sorghum) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,metatheria) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,entamoebidae) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,actinobacteria) = 1
	eval(_1,_2,4.0e-3-0.1),mol_wt(_2,38820.0-54204.0),classification(_2,aquifex) = 0
	eval(_1,_2,4.0e-3-0.1),sq_len(_2,485.0-667.0),classification(_2,dictyostelium) = 0
	eval(_1,_2,9.0e-25-8.0e-10),species(_2,escherichia_coli),db_ref(_2,smart) = 0
	eval(_1,_2,9.0e-25-8.0e-10),classification(_2,stramenopiles),db_ref(_2,pfam) = 0
	eval(_1,_2,9.0e-25-8.0e-10),mol_wt(_2,1574.0-38820.0),keyword(_2,atp_binding) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,inner_membrane),db_ref(_2,sgd) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,homolog) = 0
	eval(_1,_2,0.0-9.0e-25),keyword(_2,multigene_family),desc(_2,type) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,rosidae),keyword(_2,oxidoreductase) = 1
	eval(_1,_2,0.0-9.0e-25),classification(_2,solanales),keyword(_2,transmembrane) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,rodentia),keyword(_2,polymorphism) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,amphibia),db_ref(_2,prodom) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,actinopterygii),db_ref(_2,prodom) = 0
	eval(_1,_2,0.0-9.0e-25),classification(_2,gammaproteobacteria),keyword(_2,signal) = 0
	eval(_1,_2,0.0-9.0e-25),sq_len(_2,349.0-485.0),desc(_2,cytochrome) = 0
	->  class mips_01_01_01 "amino acid biosynthesis"

	Evaluation on training data (4529 items):
	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_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_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_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_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_At1g32480 -	mips_01_05_01_01_01	"NAD+ dependent isocitrate dehydrogenase subunit 2, putative"
			mips_02_01
			mips_02_10
			mips_14_01_03
	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_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_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_At1g54340 -	mips_01_06_04	"NADP specific isocitrate dehydrogenase"
			mips_02_10
			mips_02_99
			mips_40_19
	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_At1g55510 -	mips_01_01	"branched-chain alpha-keto acid decarboxylase E1 beta subunit"
			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
			mips_01_05_01
			mips_01_05_01_01
			mips_01_06
			mips_02_01
			mips_02_10
			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_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_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_At1g65930 -	mips_01_06_04	"unknown protein"
			mips_02_10
			mips_02_99
			mips_40_19
	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_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_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_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_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_At1g80560	mips_01_01_01_15	"3-isopropylmalate dehydrogenase like protein"
			mips_01_05_01_01_01
			mips_02_01
			mips_02_10
	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_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_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_At2g04400	mips_01_01_01_11	"indole-3-glycerol phosphate synthase like protein"
			mips_01_01_01_11_13
			mips_01_07_01
			mips_02_01
	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_At2g13560 -	mips_01_05_01_03_03	"malate oxidoreductase (malic enzyme)"
			mips_02_08
			mips_02_10
	at_At2g17130 -	mips_01_05_01_01_01	"putative NAD+ dependent isocitrate dehydrogenase subunit 2, IDH2"
			mips_02_01
			mips_02_10
			mips_04_99
	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_At2g29280	mips_01_01_01_11	"pseudogene"
			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_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_At2g44160	mips_01_01_01_07	"methylenetetrahydrofolate reductase (MTHFR2)"
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_05_01_01_05
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	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_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_At3g12790	mips_01_01_01	"unknown protein"
			mips_01_01_01_11
			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
			mips_01_05_01_03_09
			mips_01_07
			mips_01_20
			mips_01_20_17
			mips_01_20_50
			mips_40_16
	at_At3g13450 -	mips_01_01_10	"branched chain alpha-keto acid dehydrogenase E1 beta subunit"
			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_08
			mips_02_10
	at_At3g13682 -	mips_01_20_17_03	"hypothetical protein"
			mips_01_20_50
	at_At3g14415 -	mips_01_06_04	"glycolate oxidase like protein, 3'-partial"
			mips_02_13
			mips_40_19
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
	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_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_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_At3g27060 -	mips_01_03_07	"ribonucleotide reductase small subunit, putative"
			mips_03_01_05_01
			mips_29_06
	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_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_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_At3g48790 -	mips_01_07_01	"serine palmitoyltransferase-like protein"
			mips_30_02
	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_At3g52880 -	mips_01_07_01	"monodehydroascorbate reductase (NADH) - like protein"
			mips_02_08
	at_At3g53140 -	mips_01_20_05	"caffeic acid O-methyltransferase - like protein"
			mips_01_20_05_11
			mips_01_20_17
			mips_01_20_17_03
			mips_01_20_35
			mips_01_20_35_01
			mips_01_20_50
			mips_05_04
			mips_11_05_05
			mips_11_05_05_01
	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_At3g59970	mips_01_01_01_07	"methylenetetrahydrofolate reductase MTHFR1"
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_05_01_01_05
			mips_63_21
			mips_63_21_05
			mips_63_21_07
	at_At4g01690 -	mips_01_07_01	"protoporphyrinogen oxidase"
			mips_40_26
			mips_40_26_03
			mips_63_21
			mips_63_21_07
	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_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_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_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_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_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_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_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_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_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_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_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_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_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_At5g11670 -	mips_01_05_01_03_03	"NADP dependent malic enzyme - like protein"
			mips_02_08
			mips_02_10
			mips_02_30
	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
	at_At5g14200	mips_01_01	"3-isopropylmalate dehydrogenase"
			mips_01_01_01
			mips_01_01_01_15
			mips_01_05_01_01_01
			mips_02_01
			mips_02_10
			mips_67_15
	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_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_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_At5g48220	mips_01_01	"indole-3-glycerol phosphate synthase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_13
			mips_01_07
			mips_01_07_01
			mips_03_99
	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_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_At5g63910 -	mips_01_20	"unknown protein"
			mips_01_20_17
			mips_01_20_50
			mips_06_13
			mips_40_25
	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
	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
	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_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_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_At5g03290 -	mips_02	"W25EPL23M/W25EPL23M"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_01_01_01
			mips_02_01
			mips_02_10
			mips_14
			mips_14_01
			mips_14_01_03
			mips_14_04
			mips_25
			mips_25_05
			mips_40_16
			mips_63_19
	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_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
	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_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_At2g29160	mips_01_01_01_11	"pseudogene"
			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_10
			mips_14_10_02
			mips_40_19
	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
	Training Accuracy: 80/113 (70.80%)
	Training Frequency class 'mips_01_01_01': 213/4529 (4.70%)

	Evaluation on validation data (2278 items):
	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_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_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_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_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_At1g64970 -	mips_01_06	"unknown protein"
			mips_01_06_01
			mips_01_07
			mips_01_07_01
			mips_01_20_05
			mips_01_20_05_11
			mips_40_16
			mips_40_99
	at_At2g06050 -	mips_02_11	"12-oxophytodienoate-10,11-reductase"
			mips_02_99
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_67_15
	at_At1g17740	mips_01_01_01_11	"unknown protein"
			mips_01_01_01_11_01
			mips_01_01_10
			mips_01_01_10_05
			mips_02_01
			mips_02_07
			mips_13_03
			mips_13_03_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_47_03_02
	at_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_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_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_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_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_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_At2g38230 -	mips_01_07_01	"similar to SOR1 from the fungus Cercospora nicotianae"
			mips_03_99
	at_At2g45630 -	mips_01_04	"putative glycerate dehydrogenase"
			mips_01_20_05
			mips_03_03_03
			mips_04_05_01_04_03
			mips_06_10
			mips_13_03
			mips_13_03_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_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_47_03_01_01_01_01
			mips_47_03_02
			mips_67_15
	at_At2g24190 -	mips_01_20_05	"putative carbonyl reductase"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	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_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_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_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_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_At3g17810 -	mips_01_03_04	"dihydroorotate dehydrogenase like protein"
			mips_01_03_04_01
			mips_01_03_04_03
	at_At3g23580 -	mips_01_03	"ribonucleoside-diphosphate reductase small chain"
			mips_01_03_07
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29_06
	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_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_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_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_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_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_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_At4g00570 -	mips_01_05_01_03_03	"putative malate oxidoreductase"
			mips_02_08
			mips_02_10
	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_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_At5g16980 -	mips_63_17_09	"quinone oxidoreductase -like protein"
	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_At5g23300 -	mips_01_03_04	"dihydroorotate dehydrogenase precursor (dihydroorotate oxidase) (sp|P32746)"
			mips_01_03_04_01
			mips_01_03_04_03
	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_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_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
	at_At5g61410 -	mips_01_05_01_01_01	"ribulose-5-phosphate-3-epimerase"
			mips_02_07
			mips_02_07_01
			mips_02_07_03
	at_At5g62790 -	mips_01_06_01_07	"1-deoxy-D-xylulose 5-phosphate reductoisomerase (DXR)"
	Validation Accuracy: 35/52 (67.31%)
	Validation Frequency class 'mips_01_01_01': 131/2278 (5.75%)

	Evaluation on propertest data (3835 items):
	at_At1g26640	mips_01_01_01_01	"unknown protein"
			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
			mips_01_01_10_01
	at_At1g30120 -	mips_01_01_10_04	"unknown protein"
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_02_01
			mips_02_08
			mips_02_10
	at_At1g31180	mips_01_01_01_15	"3-isopropylmalate dehydrogenase like protein"
			mips_01_05_01_01_01
			mips_02_01
			mips_02_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_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_At1g65840 -	mips_01_20_17_03	"polyamine oxidase, putative"
			mips_01_20_50
			mips_10
			mips_13_03
			mips_13_03_01
	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_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_At1g07780	mips_01_01_01_11_13	"phosphoribosylanthranilate isomerase"
	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_At1g01800 -	mips_01_20_05	"putative short-chain dehydrogenase"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	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_At1g17990 -	mips_02_11	"hypothetical protein"
			mips_02_99
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_67_15
	at_At1g18020 -	mips_02_11	"hypothetical protein"
			mips_02_99
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_67_15
	at_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_At1g09400 -	mips_02	"putative 12-oxophytodienoate reductase OPR1"
			mips_02_11
			mips_02_99
			mips_14
			mips_14_04
			mips_25
			mips_40_03
			mips_63
			mips_63_21
			mips_63_21_05
			mips_63_21_07
			mips_67
			mips_67_15
	at_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_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_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_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_At2g34590 -	mips_01_01_10	"putative pyruvate dehydrogenase E1 beta subunit"
			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_08
			mips_02_10
	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_At2g22650	mips_01_01_01	"putative D-amino acid dehydrogenase"
			mips_01_01_01_07
			mips_01_01_01_11
			mips_01_01_01_11_01
			mips_01_01_01_11_07
			mips_01_01_10_03
			mips_40_19
			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
			mips_67_15
	at_At3g03330	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
			mips_40_16
	at_At3g03910	mips_01_01_01	"putative glutamate dehydrogenase"
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_01_10_01
			mips_01_01_10_01_04
			mips_01_02_01
			mips_45_03_17
			mips_67_15
	at_At3g03980	mips_01_01_01	"putative short-chain type dehydrogenase/reductase"
			mips_01_01_10_05
			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_01_06
			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
			mips_67_15
	at_At3g04000	mips_01_01_01_11	"short-chain type dehydrogenase/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_At3g04120 -	mips_02_01	"glyceraldehyde-3-phosphate dehydrogenase C subunit (GapC)"
			mips_02_01_01
			mips_63_13
			mips_63_13_01
			mips_63_21
			mips_63_21_07
	at_At3g05260	mips_01_01	"putative glucose and ribitol dehydrogenase homolog"
			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_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
	at_At3g06060	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_20_50
	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_At3g14420 -	mips_01_06_04	"glycolate oxidase like protein"
			mips_02_13
			mips_40_19
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_11
			mips_47_03_11_07
	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_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_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_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_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_At3g59050 -	mips_01_20_17_03	"unknown protein"
			mips_01_20_50
	at_At3g61220 -	mips_01_20_05	"putative protein"
			mips_01_20_05_09
			mips_11_07_07
	at_At3g02360 -	mips_02_07	"unknown protein"
			mips_02_07_01
	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_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_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_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_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_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_At4g35650 -	mips_01_05_01_01	"NAD+ dependent isocitrate dehydrogenase -like protein"
			mips_01_05_01_01_01
			mips_02_01
			mips_02_10
			mips_04_99
	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_At4g02580 -	mips_01_06_01_07	"predicted NADH dehydrogenase 24 kD subunit"
			mips_01_06_01_07_15
			mips_01_06_10
			mips_02_11_05
			mips_02_11_07
			mips_02_13
			mips_02_13_03
			mips_25_05_13
			mips_33_03_13
			mips_35_03_17
	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_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_At5g14590 -	mips_01_06_04	"isocitrate dehydrogenase - like protein"
			mips_02_10
			mips_02_99
			mips_40_19
	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_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_At5g23670 -	mips_01_20_19	"serine palmitoyltransferase"
			mips_01_20_19_01
			mips_30_02
	at_At5g25880 -	mips_01_05_01_03_03	"malate dehydrogenase - like protein"
			mips_02_08
			mips_02_10
			mips_02_30
	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_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_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_At5g50850 -	mips_01_01_10	"pyruvate dehydrogenase E1 component beta subunit, mitochondrial precursor (PDHE1-B) (sp|Q38799)"
			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_08
			mips_02_10
	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_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
	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_At5g63890	mips_01_01_01_11	"histidinol dehydrogenase"
			mips_01_01_01_11_15
	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
	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
	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_At5g05590	mips_01_01	"phosphoribosylanthranilate isomerase"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_13
	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
	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_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_At5g61830 -	mips_01_20_05	"carbonyl reductase - like protein"
			mips_01_20_05_09
			mips_11_07
			mips_11_07_07
	Propertest Accuracy: 50/84 (59.52%)
	Propertest Frequency class 'mips_01_01_01': 196/3835 (5.11%)

	New (unknown) data (2278 items):
	at_At3g10230 -	no entry	null
	at_At3g16050 -	mips_01_07	"putative ethylene-inducible protein"
			mips_03_99
	at_At3g63510 -	no entry	null
	at_At4g35260 -	mips_02_01	"NAD+ dependent isocitrate dehydrogenase subunit 1"
			mips_02_10
			mips_04_99
	at_At5g11330 -	mips_01_07	"putative protein"
	at_At5g04070 -	no entry	null
	at_At5g08300 -	mips_02_10	"succinyl-CoA-ligase alpha subunit"
	at_At5g23250 -	mips_02_10	"succinyl-CoA synthetase, alpha subunit"
	at_At5g67220 -	no entry	null
	at_At3g23500 -	no entry	null
	at_At4g24670 -	no entry	null
	at_At5g51920 -	no entry	null
	at_At1g70560 -	no entry	null
	at_At3g01980 -	no entry	null
	at_At3g02020 -	no entry	null
	at_At3g09940 -	mips_01_07	"putative monodehydroascorbate reductase (NADH)"
			mips_02_08
			mips_67
			mips_67_15
	at_At4g29720 -	mips_02_11	"unknown protein"
	at_At5g28310 -	no entry	null


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