Rule 7455
	gravy > -0.291
	gravy <= 0.219
	fm3_ratio > 0.56
	yi4_ratio <= 0.59
	wp5_ratio <= 0.114
	fc7_ratio > 0.1
	hm7_ratio <= 0.253
	wp7_ratio <= 0.171
	->  class mips_02_30 "photosynthesis"

	Evaluation on training data (5760 items):
	at_At1g09190	mips_02_30	"hypothetical protein"
	at_At1g17630	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g26900	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g28690	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g56570	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g69350	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At1g74600	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At2g36730	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g09040	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g22150	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g25060	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g26540	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g29230	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At3g47840	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
			mips_99
	at_At3g50420	mips_02_30	"putative protein"
			mips_08_99
	at_At4g04370	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At4g25270	mips_02_30	"putative protein"
			mips_06_01
			mips_08_99
	at_At4g38010	mips_02	"putative protein"
			mips_02_30
			mips_06
			mips_06_01
			mips_08
			mips_08_99
			mips_30
			mips_30_26
			mips_30_26_03
			mips_99
	at_At5g39350	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At5g55740	mips_02_30	"selenium-binding protein-like"
			mips_08_99
	at_At5g66500	mips_02_30	"putative protein"
			mips_08_99
	Training Accuracy: 21/21 (100.00%)
	Training Frequency class 'mips_02_30': 38/5760 (0.66%)

	Evaluation on validation data (2885 items):
	at_At1g06140	mips_02_30	"hypothetical protein"
			mips_06
			mips_06_01
			mips_08_99
	at_At1g71460	mips_02_30	"unknown protein"
			mips_08_99
	at_At2g18940 -	mips_04_05_99	"putative salt-inducible protein"
	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_At3g13880	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At3g18970 -	mips_30_26	"hypothetical protein"
			mips_30_26_03
	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_At3g26630	mips_02_30	"unknown protein"
			mips_08_99
	at_At3g53360	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
			mips_99
	at_At4g08210	mips_02_30	"putative protein"
			mips_08_99
	at_At4g21300	mips_02_30	"putative protein"
			mips_08_99
	Validation Accuracy: 13/15 (86.67%)
	Validation Frequency class 'mips_02_30': 31/2885 (1.07%)

	Evaluation on propertest data (4430 items):
	at_At1g33350	mips_02_30	"unknown protein"
			mips_08_99
	at_At1g50270	mips_02_30	"hypothetical protein"
	at_At1g52530 -	mips_03_01_05_01	"F6D8.25"
	at_At2g02750	mips_02	"hypothetical protein"
			mips_02_30
			mips_08_99
	at_At2g22890 -	mips_03_01_05_01	"unknown protein"
			mips_06_07_05
			mips_10_01_05_01
			mips_10_01_05_01_04
	at_At2g33680	mips_02_30	"hypothetical protein"
	at_At2g35520 -	mips_03_03_02	"defender against cell death protein"
			mips_06_07_02
			mips_14_10
			mips_14_10_02
			mips_14_10_02_01
			mips_14_10_02_02
			mips_14_10_02_99
	at_At2g46050	mips_02_30	"hypothetical protein"
			mips_06_01
			mips_08_99
	at_At3g12260 -	mips_02_11_05	"putative protein"
	at_At4g18840 -	mips_06_01	"putative protein"
	at_At4g20770	mips_02_30	"putative protein"
			mips_08_99
	at_At4g31070 -	mips_06_01	"putative protein"
	at_At5g08490	mips_02_30	"selenium-binding protein-like"
			mips_08_99
	at_At5g19020	mips_02_30	"putative protein"
			mips_08_99
	at_At5g37570 -	mips_06_01	"putative protein"
	at_At5g59600	mips_02_30	"putative protein"
			mips_08_99
	Propertest Accuracy: 9/16 (56.25%)
	Propertest Frequency class 'mips_02_30': 36/4430 (0.81%)

	New (unknown) data (2885 items):
	at_At1g02370 -	no entry	null
	at_At1g04840 -	no entry	null
	at_At1g09410 -	no entry	null
	at_At1g10330 -	no entry	null
	at_At1g11290 -	no entry	null
	at_At1g31430 -	no entry	null
	at_At1g45190 -	no entry	null
	at_At1g59720 -	no entry	null
	at_At1g62260 -	no entry	null
	at_At1g71420 -	no entry	null
	at_At1g74630 -	no entry	null
	at_At1g74790 -	no entry	null
	at_At1g77170 -	no entry	null
	at_At2g01510 -	no entry	null
	at_At2g02980 -	no entry	null
	at_At2g13600 -	no entry	null
	at_At2g14730 -	no entry	null
	at_At2g20540 -	mips_99	"unknown protein"
	at_At2g21090 -	no entry	null
	at_At2g22070 -	no entry	null
	at_At2g27610 -	no entry	null
	at_At2g29760 -	no entry	null
	at_At2g41080 -	no entry	null
	at_At2g42920 -	no entry	null
	at_At2g44880 -	no entry	null
	at_At3g08640 -	no entry	null
	at_At3g08820 -	no entry	null
	at_At3g14330 -	no entry	null
	at_At3g16610 -	no entry	null
	at_At3g46790 -	no entry	null
	at_At3g47530 -	no entry	null
	at_At3g49170 -	no entry	null
	at_At3g51320 -	no entry	null
	at_At3g57430 -	no entry	null
	at_At3g61170 -	no entry	null
	at_At3g62890 -	no entry	null
	at_At3g63370 -	no entry	null
	at_At4g00180 -	no entry	null
	at_At4g01030 -	no entry	null
	at_At4g13650 -	no entry	null
	at_At4g14050 -	no entry	null
	at_At4g14820 -	no entry	null
	at_At4g14850 -	no entry	null
	at_At4g15720 -	no entry	null
	at_At4g16840 -	no entry	null
	at_At4g33170 -	no entry	null
	at_At4g35130 -	no entry	null
	at_At5g03800 -	no entry	null
	at_At5g08510 -	no entry	null
	at_At5g13270 -	no entry	null
	at_At5g15340 -	no entry	null
	at_At5g16860 -	no entry	null
	at_At5g27110 -	no entry	null
	at_At5g39680 -	no entry	null
	at_At5g40410 -	no entry	null
	at_At5g48910 -	no entry	null
	at_At5g50990 -	no entry	null
	at_At5g52850 -	no entry	null
	at_At5g56310 -	no entry	null
	at_At5g61800 -	no entry	null
	at_At5g65570 -	no entry	null
	at_At5g66520 -	no entry	null
	at_At1g03510 -	no entry	null
	at_At1g13410 -	no entry	null
	at_At1g53600 -	no entry	null
	at_At1g68930 -	no entry	null
	at_At1g77010 -	no entry	null
	at_At2g10480 -	no entry	null
	at_At2g17210 -	no entry	null
	at_At2g33760 -	no entry	null
	at_At3g15930 -	no entry	null
	at_At3g18840 -	no entry	null
	at_At3g23330 -	no entry	null
	at_At3g47030 -	no entry	null
	at_At3g49710 -	no entry	null
	at_At3g58590 -	no entry	null
	at_At5g37880 -	no entry	null
	at_At5g46460 -	no entry	null
	at_At1g03540 -	no entry	null
	at_At1g05750 -	no entry	null
	at_At1g15510 -	no entry	null
	at_At1g16480 -	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_At1g54880 -	no entry	null
	at_At1g56690 -	no entry	null
	at_At1g74400 -	no entry	null
	at_At2g03880 -	no entry	null
	at_At2g22410 -	no entry	null
	at_At2g28050 -	no entry	null
	at_At2g34020 -	no entry	null
	at_At2g36800 -	no entry	null
	at_At3g11460 -	no entry	null
	at_At3g15130 -	no entry	null
	at_At3g21470 -	no entry	null
	at_At3g22010 -	no entry	null
	at_At3g22690 -	no entry	null
	at_At3g49740 -	no entry	null
	at_At3g56550 -	no entry	null
	at_At4g16540 -	no entry	null
	at_At4g18750 -	no entry	null
	at_At4g30700 -	no entry	null
	at_At4g37380 -	no entry	null
	at_At5g04780 -	no entry	null
	at_At5g08310 -	no entry	null
	at_At5g09950 -	no entry	null
	at_At5g13230 -	no entry	null
	at_At5g44230 -	no entry	null
	at_At5g50390 -	no entry	null
	at_At5g65660 -	no entry	null


------------------
Rule 7456
	gravy > -0.291
	gravy <= 0.219
	fm3_ratio > 0.56
	yi4_ratio <= 0.59
	wp5_ratio <= 0.114
	fc7_ratio > 0.1
	hm7_ratio <= 0.253
	wp7_ratio <= 0.171
	->  class mips_08_99 "other intracellular transport activities"

	Evaluation on training data (5760 items):
	at_At1g09190 -	mips_02_30	"hypothetical protein"
	at_At1g17630	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g26900	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g28690	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g56570	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g69350	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At1g74600	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At2g36730	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g09040	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g22150	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g25060	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g26540	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At3g29230	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At3g47840	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
			mips_99
	at_At3g50420	mips_02_30	"putative protein"
			mips_08_99
	at_At4g04370	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At4g25270	mips_02_30	"putative protein"
			mips_06_01
			mips_08_99
	at_At4g38010	mips_02	"putative protein"
			mips_02_30
			mips_06
			mips_06_01
			mips_08
			mips_08_99
			mips_30
			mips_30_26
			mips_30_26_03
			mips_99
	at_At5g39350	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At5g55740	mips_02_30	"selenium-binding protein-like"
			mips_08_99
	at_At5g66500	mips_02_30	"putative protein"
			mips_08_99
	Training Accuracy: 20/21 (95.24%)
	Training Frequency class 'mips_08_99': 70/5760 (1.22%)

	Evaluation on validation data (2885 items):
	at_At1g06140	mips_02_30	"hypothetical protein"
			mips_06
			mips_06_01
			mips_08_99
	at_At1g71460	mips_02_30	"unknown protein"
			mips_08_99
	at_At2g18940 -	mips_04_05_99	"putative salt-inducible protein"
	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_At3g13880	mips_02	"hypothetical protein"
			mips_02_30
			mips_08
			mips_08_99
	at_At3g18970 -	mips_30_26	"hypothetical protein"
			mips_30_26_03
	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_At3g26630	mips_02_30	"unknown protein"
			mips_08_99
	at_At3g53360	mips_02	"putative protein"
			mips_02_30
			mips_08
			mips_08_99
			mips_99
	at_At4g08210	mips_02_30	"putative protein"
			mips_08_99
	at_At4g21300	mips_02_30	"putative protein"
			mips_08_99
	Validation Accuracy: 13/15 (86.67%)
	Validation Frequency class 'mips_08_99': 28/2885 (0.97%)

	Evaluation on propertest data (4430 items):
	at_At1g33350	mips_02_30	"unknown protein"
			mips_08_99
	at_At1g50270 -	mips_02_30	"hypothetical protein"
	at_At1g52530 -	mips_03_01_05_01	"F6D8.25"
	at_At2g02750	mips_02	"hypothetical protein"
			mips_02_30
			mips_08_99
	at_At2g22890 -	mips_03_01_05_01	"unknown protein"
			mips_06_07_05
			mips_10_01_05_01
			mips_10_01_05_01_04
	at_At2g33680 -	mips_02_30	"hypothetical protein"
	at_At2g35520 -	mips_03_03_02	"defender against cell death protein"
			mips_06_07_02
			mips_14_10
			mips_14_10_02
			mips_14_10_02_01
			mips_14_10_02_02
			mips_14_10_02_99
	at_At2g46050	mips_02_30	"hypothetical protein"
			mips_06_01
			mips_08_99
	at_At3g12260 -	mips_02_11_05	"putative protein"
	at_At4g18840 -	mips_06_01	"putative protein"
	at_At4g20770	mips_02_30	"putative protein"
			mips_08_99
	at_At4g31070 -	mips_06_01	"putative protein"
	at_At5g08490	mips_02_30	"selenium-binding protein-like"
			mips_08_99
	at_At5g19020	mips_02_30	"putative protein"
			mips_08_99
	at_At5g37570 -	mips_06_01	"putative protein"
	at_At5g59600	mips_02_30	"putative protein"
			mips_08_99
	Propertest Accuracy: 7/16 (43.75%)
	Propertest Frequency class 'mips_08_99': 49/4430 (1.11%)

	New (unknown) data (2885 items):
	at_At1g02370 -	no entry	null
	at_At1g04840 -	no entry	null
	at_At1g09410 -	no entry	null
	at_At1g10330 -	no entry	null
	at_At1g11290 -	no entry	null
	at_At1g31430 -	no entry	null
	at_At1g45190 -	no entry	null
	at_At1g59720 -	no entry	null
	at_At1g62260 -	no entry	null
	at_At1g71420 -	no entry	null
	at_At1g74630 -	no entry	null
	at_At1g74790 -	no entry	null
	at_At1g77170 -	no entry	null
	at_At2g01510 -	no entry	null
	at_At2g02980 -	no entry	null
	at_At2g13600 -	no entry	null
	at_At2g14730 -	no entry	null
	at_At2g20540 -	mips_99	"unknown protein"
	at_At2g21090 -	no entry	null
	at_At2g22070 -	no entry	null
	at_At2g27610 -	no entry	null
	at_At2g29760 -	no entry	null
	at_At2g41080 -	no entry	null
	at_At2g42920 -	no entry	null
	at_At2g44880 -	no entry	null
	at_At3g08640 -	no entry	null
	at_At3g08820 -	no entry	null
	at_At3g14330 -	no entry	null
	at_At3g16610 -	no entry	null
	at_At3g46790 -	no entry	null
	at_At3g47530 -	no entry	null
	at_At3g49170 -	no entry	null
	at_At3g51320 -	no entry	null
	at_At3g57430 -	no entry	null
	at_At3g61170 -	no entry	null
	at_At3g62890 -	no entry	null
	at_At3g63370 -	no entry	null
	at_At4g00180 -	no entry	null
	at_At4g01030 -	no entry	null
	at_At4g13650 -	no entry	null
	at_At4g14050 -	no entry	null
	at_At4g14820 -	no entry	null
	at_At4g14850 -	no entry	null
	at_At4g15720 -	no entry	null
	at_At4g16840 -	no entry	null
	at_At4g33170 -	no entry	null
	at_At4g35130 -	no entry	null
	at_At5g03800 -	no entry	null
	at_At5g08510 -	no entry	null
	at_At5g13270 -	no entry	null
	at_At5g15340 -	no entry	null
	at_At5g16860 -	no entry	null
	at_At5g27110 -	no entry	null
	at_At5g39680 -	no entry	null
	at_At5g40410 -	no entry	null
	at_At5g48910 -	no entry	null
	at_At5g50990 -	no entry	null
	at_At5g52850 -	no entry	null
	at_At5g56310 -	no entry	null
	at_At5g61800 -	no entry	null
	at_At5g65570 -	no entry	null
	at_At5g66520 -	no entry	null
	at_At1g03510 -	no entry	null
	at_At1g13410 -	no entry	null
	at_At1g53600 -	no entry	null
	at_At1g68930 -	no entry	null
	at_At1g77010 -	no entry	null
	at_At2g10480 -	no entry	null
	at_At2g17210 -	no entry	null
	at_At2g33760 -	no entry	null
	at_At3g15930 -	no entry	null
	at_At3g18840 -	no entry	null
	at_At3g23330 -	no entry	null
	at_At3g47030 -	no entry	null
	at_At3g49710 -	no entry	null
	at_At3g58590 -	no entry	null
	at_At5g37880 -	no entry	null
	at_At5g46460 -	no entry	null
	at_At1g03540 -	no entry	null
	at_At1g05750 -	no entry	null
	at_At1g15510 -	no entry	null
	at_At1g16480 -	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_At1g54880 -	no entry	null
	at_At1g56690 -	no entry	null
	at_At1g74400 -	no entry	null
	at_At2g03880 -	no entry	null
	at_At2g22410 -	no entry	null
	at_At2g28050 -	no entry	null
	at_At2g34020 -	no entry	null
	at_At2g36800 -	no entry	null
	at_At3g11460 -	no entry	null
	at_At3g15130 -	no entry	null
	at_At3g21470 -	no entry	null
	at_At3g22010 -	no entry	null
	at_At3g22690 -	no entry	null
	at_At3g49740 -	no entry	null
	at_At3g56550 -	no entry	null
	at_At4g16540 -	no entry	null
	at_At4g18750 -	no entry	null
	at_At4g30700 -	no entry	null
	at_At4g37380 -	no entry	null
	at_At5g04780 -	no entry	null
	at_At5g08310 -	no entry	null
	at_At5g09950 -	no entry	null
	at_At5g13230 -	no entry	null
	at_At5g44230 -	no entry	null
	at_At5g50390 -	no entry	null
	at_At5g65660 -	no entry	null


------------------
Rule 2907
	numpos > 31
	gravy <= -0.291
	wh1_ratio <= 0.034
	gw2_ratio <= 0.571
	->  class mips_30_03 "cytoplasm"

	Evaluation on training data (5760 items):
	at_At1g04160	mips_08_07	"myosin heavy chain MYA2"
			mips_08_16
			mips_08_22
			mips_14_04_03
			mips_14_04_03_01
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_30_25
			mips_63_06
	at_At1g08730	mips_20_25	"putative myosin MYA1, class V (Z28389)"
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_45
			mips_45_03
			mips_45_03_12
			mips_63_06
	at_At1g17580	mips_20_25_01	"myosin"
			mips_20_25_01_01
			mips_30_03
	at_At2g20290	mips_03_03_03	"putative myosin heavy chain"
			mips_08_07
			mips_08_16
			mips_08_22
			mips_13_11
			mips_14_04_03
			mips_14_04_03_01
			mips_14_04_03_03
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_30_25
			mips_40_04
			mips_63_06
	at_At2g31900	mips_08	"putative unconventional myosin"
			mips_08_07
			mips_08_16
			mips_08_22
			mips_13
			mips_13_11
			mips_14
			mips_14_01
			mips_14_01_03
			mips_14_04
			mips_20
			mips_14_04_03
			mips_14_04_03_01
			mips_20_25
			mips_20_25_01
			mips_20_25_01_07
			mips_30
			mips_30_03
			mips_30_04
			mips_30_04_03
			mips_30_25
			mips_33
			mips_33_03
			mips_33_03_23
			mips_40
			mips_40_03
			mips_40_04
			mips_43
			mips_43_03
			mips_43_03_23
			mips_63
			mips_63_01
			mips_63_06
			mips_63_07
			mips_63_19
	at_At5g06600 -	mips_06_07_05	"ubiquitin carboxyl-terminal hydrolase"
			mips_20_25
	at_At5g43900	mips_08_16	"myosin heavy chain MYA2 (pir||S51824)"
			mips_08_22
			mips_14_04_03_01
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_30_25
			mips_63_06
	Training Accuracy: 6/7 (85.71%)
	Training Frequency class 'mips_30_03': 28/5760 (0.49%)

	Evaluation on validation data (2885 items):
	at_At1g04600	mips_30_03	"putative myosin heavy chain"
			mips_30_04
			mips_63_06
	at_At1g54560	mips_20_25_01	""
			mips_20_25_01_01
			mips_30_03
			mips_63_06
			mips_63_07
	Validation Accuracy: 2/2 (100.00%)
	Validation Frequency class 'mips_30_03': 18/2885 (0.62%)

	Evaluation on propertest data (4430 items):
	at_At1g58060 -	mips_04_05_05	"hypothetical protein"
			mips_04_05_05_01
			mips_04_05_05_01_10
			mips_04_05_05_11
			mips_06_10
			mips_63_19_03
	at_At2g33240	mips_20_25_01	"putative myosin heavy chain"
			mips_20_25_01_01
			mips_30_03
			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_At4g28710	mips_06_04	"myosin heavy chain - like protein (fragment)"
			mips_13_11
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_40_04
			mips_63_06
	at_At4g33200	mips_06_04	"myosin - like protein"
			mips_13_11
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_40_04
			mips_63_06
	at_At5g20490	mips_13_11	"myosin-like protein"
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_30_03
			mips_40_04
			mips_45
			mips_45_03
			mips_45_03_12
			mips_63_06
			mips_63_07
	Propertest Accuracy: 4/6 (66.67%)
	Propertest Frequency class 'mips_30_03': 27/4430 (0.61%)

	New (unknown) data (2885 items):
	at_At5g24280 -	no entry	null


------------------
Rule 5645
	mh1_ratio <= 0.084
	qw1_ratio <= 0.275
	ww1_ratio <= 0.272
	ci2_ratio > 0.314
	lc3_ratio <= 0.75
	ww3_ratio > 0.155
	ep5_ratio <= 0.813
	ew5_ratio <= 0.366
	in5_ratio <= 0.933
	wy6_ratio <= 0.241
	cw8_ratio <= 0.281
	->  class mips_40_01 "cell wall"

	Evaluation on training data (5760 items):
	at_At1g11590	mips_01_05_99	"similar to pectinesterase emb|CAA47810; similar to ESTs gb|AI999792.1"
			mips_40_01
	at_At1g53830	mips_01_05_99	"putative protein"
			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_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_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_At4g02330	mips_01_05_99	"putative protein"
			mips_40_01
	at_At5g04960	mips_01_05_01_01	"pectinesterase"
			mips_01_05_99
			mips_01_20_01
			mips_40_01
	at_At5g09760	mips_01_05_99	"pectin methylesterase - like protein"
			mips_01_20_01
			mips_40_01
	at_At5g51490	mips_01_05_01	"pectinesterase"
			mips_01_05_01_01
			mips_01_05_99
			mips_30_01
			mips_40_01
	at_At5g55590	mips_01_05_99	"putative protein"
			mips_01_20_01
			mips_40_01
	at_At5g64640	mips_01_05_99	"pectin methylesterase-like protein"
			mips_40_01
	Training Accuracy: 15/15 (100.00%)
	Training Frequency class 'mips_40_01': 123/5760 (2.14%)

	Evaluation on validation data (2885 items):
	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_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_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_At4g25230 -	mips_10_05_02	"unknown protein"
			mips_10_05_02_26
	at_At4g33220	mips_01_05	"pectinesterase like protein"
			mips_01_05_01
			mips_01_05_01_01
			mips_01_05_99
			mips_01_20
			mips_01_20_01
			mips_30
			mips_30_01
			mips_40_01
	at_At4g33230	mips_01_05_99	"pectinesterase - like protein"
			mips_01_20_01
			mips_40_01
	at_At5g04310 -	mips_01_05_01_01_01	"pectate lyase-like protein"
			mips_30_01
	Validation Accuracy: 9/12 (75.00%)
	Validation Frequency class 'mips_40_01': 49/2885 (1.70%)

	Evaluation on propertest data (4430 items):
	at_At1g07990 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_01
	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_At1g18100 -	mips_63_09	"terminal Flower 1 (TFL1), putative"
			mips_63_13
	at_At1g23200	mips_01_05_99	"putative pectinesterase"
			mips_40_01
	at_At1g35150 -	mips_29_99	"hypothetical protein"
	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_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_At2g36710	mips_01_05_99	"putative pectinesterase"
			mips_01_20_01
			mips_40_01
	at_At2g38270 -	mips_02_13	"unknown protein"
			mips_02_13_03
	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_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_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_At3g43270	mips_01_05_99	"pectinesterase like protein"
			mips_01_20_01
			mips_40_01
	at_At3g49190 -	mips_01_20_37	"putative protein"
			mips_01_20_37_03
	at_At3g57790 -	mips_01_05_01_01_01	"putative protein"
			mips_30_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_At3g61990 -	mips_01_07_01	"unknown protein"
			mips_01_20_17_03
			mips_01_20_50
			mips_13_03
			mips_13_03_01
	at_At4g00190	mips_01_05_99	"putative pectinesterase"
			mips_40_01
	at_At5g04970	mips_01_05_99	"pectinesterase"
			mips_01_20_01
			mips_40_01
	at_At5g08250 -	mips_01_06_01	"cytochrome P450-like protein"
			mips_45_03_15
			mips_47_03_15
			mips_47_03_15_07
	at_At5g10880 -	mips_05_10	"putative protein"
			mips_06_10
			mips_63_03_03
			mips_63_11
	at_At5g20800 -	mips_29	"putative protein"
			mips_29_02
			mips_29_99
	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_At5g51450 -	mips_30_19	"unknown protein"
			mips_40_19
	at_At5g53370	mips_01_05	"pectinesterase"
			mips_01_05_01_01
			mips_01_05_99
			mips_40_01
	Propertest Accuracy: 15/28 (53.57%)
	Propertest Frequency class 'mips_40_01': 85/4430 (1.92%)

	New (unknown) data (2885 items):
	at_At1g09380 -	no entry	null
	at_At1g19460 -	no entry	null
	at_At1g27690 -	no entry	null
	at_At1g31850 -	no entry	null
	at_At1g79970 -	no entry	null
	at_At3g59150 -	no entry	null
	at_At3g59190 -	no entry	null
	at_At4g00750 -	no entry	null
	at_At4g02450 -	no entry	null
	at_At4g24910 -	no entry	null
	at_At5g06610 -	no entry	null
	at_At5g53110 -	no entry	null
	at_At5g62720 -	no entry	null
	at_At1g63200 -	no entry	null
	at_At2g45750 -	no entry	null
	at_At3g26050 -	no entry	null
	at_At3g56600 -	no entry	null
	at_At3g59210 -	no entry	null
	at_At4g10440 -	no entry	null
	at_At4g31060 -	no entry	null
	at_At4g36540 -	no entry	null
	at_At5g56230 -	no entry	null
	at_At1g08940 -	no entry	null
	at_At3g22730 -	no entry	null
	at_At3g25890 -	no entry	null
	at_At3g27270 -	no entry	null
	at_At3g63420 -	no entry	null
	at_At4g17700 -	no entry	null
	at_At5g10580 -	no entry	null
	at_At5g11290 -	no entry	null
	at_At5g14280 -	no entry	null
	at_At5g49340 -	no entry	null
	at_At5g62830 -	no entry	null
	at_At5g64880 -	no entry	null


------------------
Rule 7867
	gravy > 0.219
	cw1_ratio <= 0.038
	eq1_ratio <= 0.251
	pa1_ratio <= 1.027
	gc2_ratio <= 0.483
	cq5_ratio <= 0.142
	hg5_ratio <= 0.486
	nm5_ratio <= 0.233
	kw6_ratio > 0.206
	qr6_ratio <= 0.335
	dc10_ratio <= 0.087
	hp10_ratio <= 0.245
	->  class mips_67_10 "amino-acid transporters"

	Evaluation on training data (5760 items):
	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_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_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_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_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_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_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
	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
	Training Accuracy: 14/14 (100.00%)
	Training Frequency class 'mips_67_10': 52/5760 (0.90%)

	Evaluation on validation data (2885 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_At1g78560 -	mips_13_01	"Unknown protein (T30F21.11)"
			mips_13_01_01
			mips_40_30
			mips_47_03_11
			mips_47_03_11_07
			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
	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_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_At4g25640 -	mips_11	"putative protein"
			mips_11_07
			mips_67
			mips_67_28
	at_At5g05630	mips_01_01_07	"putative protein"
			mips_08_19
			mips_20_03
			mips_67_10
			mips_67_12
	at_At5g49990 -	mips_01_03_19	"permease"
			mips_67_07
			mips_67_07_99
			mips_67_99
	Validation Accuracy: 5/8 (62.50%)
	Validation Frequency class 'mips_67_10': 21/2885 (0.73%)

	Evaluation on propertest data (4430 items):
	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_At1g25500 -	mips_67_07	"hypothetical protein"
			mips_67_07_99
			mips_67_12
	at_At1g44800 -	mips_25_03	"nodulin like protein"
	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_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_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_At3g13620	mips_01_01_07	"putative protein"
			mips_20_03
			mips_67_10
			mips_67_12
	at_At3g42560 -	mips_04_05_99	"putative protein"
	at_At3g49420 -	mips_06_04	"putative protein"
	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_At4g10310 -	mips_08_19	"sodium transporter (HKT1)"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_01_01_99
			mips_40_30
			mips_67_04_01
			mips_67_04_01_02
	at_At5g01430 -	mips_06_04	"putative protein"
	at_At5g02410 -	mips_01_05_04	"putative protein"
	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_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
	Propertest Accuracy: 5/15 (33.33%)
	Propertest Frequency class 'mips_67_10': 35/4430 (0.79%)

	New (unknown) data (2885 items):
	at_At1g14530 -	no entry	null
	at_At1g34490 -	no entry	null
	at_At1g36980 -	no entry	null
	at_At1g43580 -	no entry	null
	at_At1g47530 -	no entry	null
	at_At3g49310 -	no entry	null
	at_At3g51970 -	no entry	null
	at_At4g00350 -	no entry	null
	at_At4g08700 -	no entry	null
	at_At4g10140 -	no entry	null
	at_At4g13590 -	no entry	null
	at_At5g36040 -	no entry	null
	at_At5g40210 -	no entry	null
	at_At5g41160 -	no entry	null
	at_At1g33490 -	no entry	null
	at_At1g44750 -	no entry	null
	at_At1g64650 -	no entry	null
	at_At1g65730 -	no entry	null
	at_At5g19380 -	no entry	null
	at_At5g62490 -	mips_08	"AtHVA22b-like protein"
	at_At1g44960 -	no entry	null
	at_At1g71190 -	no entry	null
	at_At2g13880 -	no entry	null
	at_At4g09920 -	no entry	null
	at_At5g18970 -	no entry	null
	at_At5g22130 -	no entry	null
	at_At5g25640 -	no entry	null


------------------
Rule 7868
	gravy > 0.219
	cw1_ratio <= 0.038
	eq1_ratio <= 0.251
	pa1_ratio <= 1.027
	gc2_ratio <= 0.483
	cq5_ratio <= 0.142
	hg5_ratio <= 0.486
	nm5_ratio <= 0.233
	kw6_ratio > 0.206
	qr6_ratio <= 0.335
	dc10_ratio <= 0.087
	hp10_ratio <= 0.245
	->  class mips_67_12 "amine / polyamine transporters"

	Evaluation on training data (5760 items):
	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_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_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_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_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_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_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
	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
	Training Accuracy: 14/14 (100.00%)
	Training Frequency class 'mips_67_12': 28/5760 (0.49%)

	Evaluation on validation data (2885 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_At1g78560 -	mips_13_01	"Unknown protein (T30F21.11)"
			mips_13_01_01
			mips_40_30
			mips_47_03_11
			mips_47_03_11_07
			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
	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_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_At4g25640 -	mips_11	"putative protein"
			mips_11_07
			mips_67
			mips_67_28
	at_At5g05630	mips_01_01_07	"putative protein"
			mips_08_19
			mips_20_03
			mips_67_10
			mips_67_12
	at_At5g49990 -	mips_01_03_19	"permease"
			mips_67_07
			mips_67_07_99
			mips_67_99
	Validation Accuracy: 5/8 (62.50%)
	Validation Frequency class 'mips_67_12': 13/2885 (0.45%)

	Evaluation on propertest data (4430 items):
	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_At1g25500	mips_67_07	"hypothetical protein"
			mips_67_07_99
			mips_67_12
	at_At1g44800 -	mips_25_03	"nodulin like protein"
	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_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_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_At3g13620	mips_01_01_07	"putative protein"
			mips_20_03
			mips_67_10
			mips_67_12
	at_At3g42560 -	mips_04_05_99	"putative protein"
	at_At3g49420 -	mips_06_04	"putative protein"
	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_At4g10310 -	mips_08_19	"sodium transporter (HKT1)"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_01_01_99
			mips_40_30
			mips_67_04_01
			mips_67_04_01_02
	at_At5g01430 -	mips_06_04	"putative protein"
	at_At5g02410 -	mips_01_05_04	"putative protein"
	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_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
	Propertest Accuracy: 6/15 (40.00%)
	Propertest Frequency class 'mips_67_12': 21/4430 (0.47%)

	New (unknown) data (2885 items):
	at_At1g14530 -	no entry	null
	at_At1g34490 -	no entry	null
	at_At1g36980 -	no entry	null
	at_At1g43580 -	no entry	null
	at_At1g47530 -	no entry	null
	at_At3g49310 -	no entry	null
	at_At3g51970 -	no entry	null
	at_At4g00350 -	no entry	null
	at_At4g08700 -	no entry	null
	at_At4g10140 -	no entry	null
	at_At4g13590 -	no entry	null
	at_At5g36040 -	no entry	null
	at_At5g40210 -	no entry	null
	at_At5g41160 -	no entry	null
	at_At1g33490 -	no entry	null
	at_At1g44750 -	no entry	null
	at_At1g64650 -	no entry	null
	at_At1g65730 -	no entry	null
	at_At5g19380 -	no entry	null
	at_At5g62490 -	mips_08	"AtHVA22b-like protein"
	at_At1g44960 -	no entry	null
	at_At1g71190 -	no entry	null
	at_At2g13880 -	no entry	null
	at_At4g09920 -	no entry	null
	at_At5g18970 -	no entry	null
	at_At5g22130 -	no entry	null
	at_At5g25640 -	no entry	null


------------------
Rule 2768
	numpos <= 6
	mol_wt > 135442
	wp1_ratio <= 0.039
	qc2_ratio <= 0.118
	pg3_ratio <= 0.396
	fw4_ratio <= 0.07
	kl4_ratio <= 1.338
	ng4_ratio <= 1.852
	->  class mips_29_99 "other transposable elements, viral and plasmid proteins"

	Evaluation on training data (5760 items):
	at_At1g36620	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At1g48710 -	mips_29	"hypothetical protein"
			mips_29_02
	at_At1g57640	mips_29_01	""
			mips_29_99
	at_At1g70010	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At2g05390	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_02
			mips_29_99
	at_At2g13930	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g15700	mips_29_01	"copia-like retroelement pol polyprotein"
			mips_29_99
	at_At2g15870	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_02
			mips_29_99
	at_At2g16000	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g20460	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g23330	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g25550	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At3g61330	mips_29_01	"copia-type polyprotein"
			mips_29_02
			mips_29_99
	at_At4g17450	mips_29_01	"retrotransposon like protein"
			mips_29_02
			mips_29_99
	Training Accuracy: 13/14 (92.86%)
	Training Frequency class 'mips_29_99': 81/5760 (1.41%)

	Evaluation on validation data (2885 items):
	at_At1g26990	mips_29	"polyprotein, putative"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At1g37110	mips_29_01	""
			mips_29_99
	at_At1g47360	mips_29_01	"polyprotein, putative"
			mips_29_02
			mips_29_99
	at_At2g15650	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g16640 -	mips_01_05	"putative chloroplast outer membrane protein"
			mips_06_04
			mips_06_13
			mips_08
			mips_08_02
			mips_10_05
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_26
			mips_40_26_03
			mips_63_17
			mips_63_17_01
	at_At2g16670	mips_10	"putative retroelement pol polyprotein"
			mips_10_01
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_99
	at_At3g28770 -	mips_13_05	"hypothetical protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_08
			mips_63_06
	at_At3g29510	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At3g44480 -	mips_11_05_01	"disease resistance protein -like"
			mips_11_05_03
	at_At3g45520	mips_29_01	"copia-like polyprotein"
			mips_29_99
	at_At4g10460 -	mips_29	"putative retrotransposon"
			mips_29_02
	at_At5g13680 -	mips_04_05_01_04_03	"putative protein"
			mips_06_07_03
			mips_10_01_05_01
			mips_10_01_05_01_04
			mips_11_01_99
			mips_13_11_03
			mips_13_11_03_99
			mips_20_25_16
			mips_20_25_16_07
			mips_48
			mips_62_01
			mips_62_01_01
			mips_62_01_07
			mips_62_02_01_01
			mips_62_02_01_01_05
			mips_62_02_99
	at_At5g41790 -	mips_63_06	"myosin heavy chain-like protein"
	at_At5g45260 -	mips_11_01	"disease resistance protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	Validation Accuracy: 7/14 (50.00%)
	Validation Frequency class 'mips_29_99': 43/2885 (1.49%)

	Evaluation on propertest data (4430 items):
	at_At1g20960 -	mips_04_05_05_01	"putative ATP-dependent RNA helicase"
	at_At1g53810	mips_29_01	""
			mips_29_99
	at_At1g76780 -	mips_63_06	"putative heat shock protein"
	at_At2g01550 -	mips_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
	at_At2g05960	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g13940	mips_29	"putative retroelement pol polyprotein"
			mips_29_01
			mips_29_99
	at_At2g14650 -	mips_03_01_05_03	"putative retroelement pol polyprotein"
	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_At3g25450 -	mips_10_01_01	"hypothetical protein"
			mips_29
	at_At3g60170	mips_29_01	"putative protein"
			mips_29_99
	at_At4g14460	mips_29	"retrovirus-related like polyprotein"
			mips_29_01
			mips_29_99
	at_At4g36150 -	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At5g45200 -	mips_11_05_01	"disease resistance protein RPS4"
	at_At5g46470 -	mips_11_01	"disease resistance protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g55840 -	mips_02_30	"putative protein"
			mips_08_99
	Propertest Accuracy: 6/15 (40.00%)
	Propertest Frequency class 'mips_29_99': 65/4430 (1.47%)

	New (unknown) data (2885 items):
	at_At1g27170 -	no entry	null
	at_At1g27180 -	no entry	null
	at_At2g19840 -	no entry	null
	at_At3g51570 -	no entry	null
	at_At4g10690 -	no entry	null
	at_At4g27210 -	no entry	null
	at_At5g17680 -	no entry	null
	at_At5g48770 -	no entry	null
	at_At2g07550 -	no entry	null
	at_At4g08450 -	no entry	null
	at_At4g11170 -	no entry	null
	at_At5g04020 -	no entry	null
	at_At5g35820 -	no entry	null
	at_At5g36930 -	no entry	null
	at_At1g63210 -	no entry	null
	at_At2g06950 -	no entry	null
	at_At2g21460 -	no entry	null
	at_At2g24660 -	no entry	null
	at_At3g14460 -	no entry	null
	at_At3g44670 -	no entry	null
	at_At3g56410 -	no entry	null
	at_At5g08310 -	no entry	null


------------------
Rule 2770
	numpos <= 6
	mol_wt > 135442
	gravy <= -0.291
	qc2_ratio <= 0.118
	pg3_ratio <= 0.396
	fw4_ratio <= 0.07
	kl4_ratio <= 1.338
	->  class mips_29_01 "LTR retroelements (retroviral)"

	Evaluation on training data (5760 items):
	at_At1g20390	mips_03_01_05_03	"hypothetical protein"
			mips_29_01
	at_At1g32590	mips_10_01	"hypothetical protein, 5' partial"
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At1g36620	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At1g48710 -	mips_29	"hypothetical protein"
			mips_29_02
	at_At1g57640	mips_29_01	""
			mips_29_99
	at_At1g70010	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At2g05390	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_02
			mips_29_99
	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_At2g13930	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g14430	mips_03_01_05	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g15700	mips_29_01	"copia-like retroelement pol polyprotein"
			mips_29_99
	at_At2g23330	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g25550	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	at_At3g61330	mips_29_01	"copia-type polyprotein"
			mips_29_02
			mips_29_99
	at_At4g07850	mips_03_01_03	"putative polyprotein"
			mips_03_01_05
			mips_03_01_05_03
			mips_29_01
	at_At4g17450	mips_29_01	"retrotransposon like protein"
			mips_29_02
			mips_29_99
	Training Accuracy: 15/16 (93.75%)
	Training Frequency class 'mips_29_01': 81/5760 (1.41%)

	Evaluation on validation data (2885 items):
	at_At1g26990	mips_29	"polyprotein, putative"
			mips_29_01
			mips_29_02
			mips_29_99
	at_At1g36590 -	mips_03_01	"hypothetical protein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
	at_At1g37110	mips_29_01	""
			mips_29_99
	at_At1g47360	mips_29_01	"polyprotein, putative"
			mips_29_02
			mips_29_99
	at_At2g10830	mips_03_01_03	"pseudogene"
			mips_03_01_05
			mips_03_01_05_03
			mips_29_01
	at_At2g15650	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g16640 -	mips_01_05	"putative chloroplast outer membrane protein"
			mips_06_04
			mips_06_13
			mips_08
			mips_08_02
			mips_10_05
			mips_20
			mips_20_25
			mips_20_25_16
			mips_40_26
			mips_40_26_03
			mips_63_17
			mips_63_17_01
	at_At2g16670	mips_10	"putative retroelement pol polyprotein"
			mips_10_01
			mips_10_01_01
			mips_29
			mips_29_01
			mips_29_99
	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_At3g28770 -	mips_13_05	"hypothetical protein"
			mips_25_05_15
			mips_35
			mips_35_03
			mips_35_03_12
			mips_40_08
			mips_63_06
	at_At3g29510	mips_29_01	"hypothetical protein"
			mips_29_99
	at_At3g45520	mips_29_01	"copia-like polyprotein"
			mips_29_99
	at_At4g10460 -	mips_29	"putative retrotransposon"
			mips_29_02
	at_At4g16870	mips_29_01	"retrotransposon like protein"
			mips_29_99
	at_At5g41790 -	mips_63_06	"myosin heavy chain-like protein"
	Validation Accuracy: 9/15 (60.00%)
	Validation Frequency class 'mips_29_01': 45/2885 (1.56%)

	Evaluation on propertest data (4430 items):
	at_At1g20960 -	mips_04_05_05_01	"putative ATP-dependent RNA helicase"
	at_At1g35370	mips_03_01_05_03	"hypothetical protein"
			mips_29_01
	at_At1g53810	mips_29_01	""
			mips_29_99
	at_At1g76780 -	mips_63_06	"putative heat shock protein"
	at_At2g01550 -	mips_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
	at_At2g05960	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g13940	mips_29	"putative retroelement pol polyprotein"
			mips_29_01
			mips_29_99
	at_At2g15410 -	mips_03_01_05_03	"putative retroelement pol polyprotein"
	at_At2g31520	mips_03_01	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_01
			mips_29
			mips_29_01
			mips_29_02
			mips_29_99
	at_At3g11970	mips_03_01_05	"hypothetical protein"
			mips_03_01_05_03
			mips_29_01
	at_At3g25450 -	mips_10_01_01	"hypothetical protein"
			mips_29
	at_At3g31970 -	mips_03_01_05_03	"hypothetical protein"
	at_At3g52250 -	mips_04_05_01_04_03	"putative protein"
	at_At3g60170	mips_29_01	"putative protein"
			mips_29_99
	at_At4g32620 -	mips_03_01_05	"putative protein"
	at_At5g45200 -	mips_11_05_01	"disease resistance protein RPS4"
	Propertest Accuracy: 7/16 (43.75%)
	Propertest Frequency class 'mips_29_01': 65/4430 (1.47%)

	New (unknown) data (2885 items):
	at_At1g31210 -	no entry	null
	at_At1g60020 -	mips_29	"hypothetical protein"
	at_At1g68720 -	no entry	null
	at_At2g19840 -	no entry	null
	at_At4g10690 -	no entry	null
	at_At4g27210 -	no entry	null
	at_At2g07550 -	no entry	null
	at_At2g28980 -	no entry	null
	at_At4g11170 -	no entry	null
	at_At5g04020 -	no entry	null
	at_At5g35820 -	no entry	null
	at_At5g53440 -	no entry	null
	at_At1g21580 -	no entry	null
	at_At1g63210 -	no entry	null
	at_At2g21460 -	no entry	null
	at_At2g24660 -	no entry	null
	at_At3g56410 -	no entry	null


------------------
Rule 7079
	hydrogen > 6100
	gravy > -0.291
	pc1_ratio <= 0.092
	ym1_ratio <= 0.071
	wr7_ratio > 0.157
	hm10_ratio <= 0.229
	->  class mips_29_01 "LTR retroelements (retroviral)"

	Evaluation on training data (5760 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_At1g47850	mips_03_01_05_01	"hypothetical protein"
			mips_29_01
			mips_29_99
	at_At2g05980 -	mips_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01
			mips_03_01_03
			mips_29
			mips_29_02
			mips_29_99
			mips_63
			mips_63_03
			mips_98
	at_At2g07650	mips_29_01	"putative non-LTR retrolelement reverse transcriptase"
			mips_29_99
	at_At2g07660	mips_03	"putative retroelement pol polyprotein"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
			mips_29_01
			mips_63_03
	at_At2g31080	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_99
	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_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: 9/10 (90.00%)
	Training Frequency class 'mips_29_01': 81/5760 (1.41%)

	Evaluation on validation data (2885 items):
	at_At1g03090 -	mips_01_01_01_15	"putative 3-methylcrotonyl-CoA carboxylase"
			mips_01_01_10_04
			mips_63_21
			mips_63_21_15
	at_At1g47910	mips_03_01_05_01	"reverse transcriptase, putative"
			mips_29_01
			mips_29_99
	at_At2g05610	mips_03_01	"putative retroelement pol polyprotein"
			mips_03_01_03
			mips_03_01_05
			mips_03_01_05_03
			mips_29
			mips_29_01
	at_At2g16680	mips_03_01_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At2g23880 -	mips_03	"putative non-LTR retroelement reverse transcriptase"
			mips_03_01
			mips_03_01_03
			mips_03_01_05
			mips_29_02
	at_At3g48470 -	mips_40_10_03	"putative protein"
	at_At5g45260 -	mips_11_01	"disease resistance protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	Validation Accuracy: 3/7 (42.86%)
	Validation Frequency class 'mips_29_01': 45/2885 (1.56%)

	Evaluation on propertest data (4430 items):
	at_At1g30410 -	mips_08	"hypothetical protein"
			mips_40_02
			mips_67_50
			mips_67_50_25
	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_At1g55850 -	mips_01_05_01_03_02	"putative cellulose synthase catalytic subunit (At1g55850)"
	at_At2g01950 -	mips_08_13	"putative receptor protein kinase"
			mips_14_01_03
	at_At2g05200	mips_03_01_05_01	"putative non-LTR retroelement reverse transcriptase"
			mips_29_01
			mips_29_02
			mips_29_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_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_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_At3g44650	mips_03_01_05	"putative protein"
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g35290 -	mips_10_05_02	"unknown protein"
			mips_10_05_02_30
			mips_13
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04_01_02
	at_At5g08490 -	mips_02_30	"selenium-binding protein-like"
			mips_08_99
	at_At5g10020 -	mips_06_04	"receptor protein kinase -like(fragment)"
			mips_08
			mips_08_13
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_01
	at_At5g19020 -	mips_02_30	"putative protein"
			mips_08_99
	at_At5g40170 -	mips_06_04	"disease resistance - like protein"
			mips_08
			mips_08_13
			mips_11
			mips_11_05
			mips_11_05_01
	Propertest Accuracy: 5/14 (35.71%)
	Propertest Frequency class 'mips_29_01': 65/4430 (1.47%)

	New (unknown) data (2885 items):
	at_At2g24160 -	no entry	null
	at_At3g44630 -	no entry	null
	at_At4g28600 -	no entry	null
	at_At4g38440 -	no entry	null
	at_At5g40410 -	no entry	null
	at_At4g27010 -	no entry	null
	at_At5g18410 -	no entry	null
	at_At1g21650 -	no entry	null
	at_At1g22770 -	no entry	null
	at_At1g24640 -	no entry	null
	at_At2g17030 -	no entry	null
	at_At4g18750 -	no entry	null
	at_At4g19970 -	no entry	null


------------------
Rule 2634
	mol_wt <= 135442
	vr1_ratio <= 1.215
	cg2_ratio <= 0.577
	nn2_ratio <= 1.124
	py5_ratio > 0.621
	mp7_ratio > 0.749
	el8_ratio <= 1.579
	->  class mips_04_05 "mRNA transcription"

	Evaluation on training data (5760 items):
	at_At1g02060	mips_04_05_99	"unknown protein"
	at_At1g06710 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At1g08610	mips_04_05_99	"hypothetical protein"
	at_At1g11900	mips_04_05_99	"hypothetical protein"
	at_At1g12300	mips_04_05_99	"hypothetical protein"
	at_At1g12620	mips_04_05_99	"putative protein"
	at_At1g13040	mips_04_05_99	"hypothetical protein"
	at_At1g13800	mips_04_05_99	"hypothetical protein"
	at_At1g18900	mips_04_05_99	"hypothetical protein"
	at_At1g22960	mips_04_05_99	"putative salt-inducible protein"
	at_At1g52640	mips_04_05_99	""
	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_At1g62860	mips_04	"hypothetical protein"
			mips_04_05_99
	at_At1g63080	mips_04_05_99	"unknown protein"
	at_At1g63150	mips_04_05_99	"unknown protein"
	at_At1g71060	mips_04_05_99	"hypothetical protein"
	at_At1g74580	mips_04_05_99	"hypothetical protein"
	at_At1g74750	mips_04_05_99	""
	at_At1g74850	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At1g79080	mips_04_05_99	"hypothetical protein"
	at_At1g79540	mips_04_05_99	"hypothetical protein"
	at_At2g01740	mips_04_05_99	"hypothetical protein"
	at_At2g15630	mips_04_05_99	"putative salt-inducible protein"
	at_At2g16880	mips_04_05_99	"putative salt-inducible protein"
	at_At2g26790	mips_04	"putative salt-inducible protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_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_At3g07290	mips_04_05_99	"hypothetical protein"
	at_At3g22470	mips_04_05_99	"hypothetical protein"
	at_At3g46610	mips_04_05_99	"hypothetical protein"
	at_At3g46870	mips_04_05_99	"putative protein"
	at_At3g53700	mips_04_05_99	"putative protein"
	at_At4g19440	mips_04_05_99	"putative protein"
	at_At4g20090	mips_04_05_99	"membrane-associated salt-inducible-like protein"
	at_At4g28010	mips_04_05_99	"putative protein"
	at_At4g38150	mips_04_05_99	"putative protein"
	at_At5g02860	mips_04_05_99	"putative protein"
	at_At5g41170	mips_04_05_99	"salt-inducible protein-like"
	at_At5g65560	mips_04_05_99	"putative protein"
	Training Accuracy: 38/40 (95.00%)
	Training Frequency class 'mips_04_05': 607/5760 (10.54%)

	Evaluation on validation data (2885 items):
	at_At1g12700	mips_04_05_99	"hypothetical protein"
	at_At1g31840	mips_04_05_99	"hypothetical protein"
	at_At1g55600 -	mips_11_05_01	"putative protein"
	at_At1g80150	mips_04_05_99	""
	at_At2g06000	mips_04_05	"hypothetical protein"
			mips_04_05_99
	at_At2g18940	mips_04_05_99	"putative salt-inducible protein"
	at_At3g06920	mips_04_05_99	"hypothetical protein"
	at_At3g18020	mips_04_05_99	"hypothetical protein"
	at_At3g25210	mips_04_05	"hypothetical protein"
			mips_04_05_99
	at_At3g54980	mips_02_30	"putative protein"
			mips_04_05_99
	at_At3g62470	mips_04_05_99	"putative protein"
	at_At3g62540	mips_04_05_99	"putative protein"
	at_At4g11690	mips_04_05_99	"putative protein"
	at_At4g17020	mips_03_01_05	"transcription factor like protein"
			mips_03_01_05_01_01
			mips_04_05_01_01
	at_At5g24830	mips_04_05_99	"putative protein"
	at_At5g38730 -	mips_02_30	"putative protein"
			mips_08_99
	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: 18/20 (90.00%)
	Validation Frequency class 'mips_04_05': 314/2885 (10.88%)

	Evaluation on propertest data (4430 items):
	at_At1g05600	mips_04	"hypothetical protein"
			mips_04_05
			mips_04_05_99
			mips_99
	at_At1g09900	mips_04_05_99	"hypothetical protein"
	at_At1g13630	mips_04	"hypothetical protein"
			mips_04_05_99
	at_At1g14090	mips_04_05_99	"unknown protein"
	at_At1g27970 -	mips_06_04	"unknown protein"
			mips_08_01
			mips_14_01
			mips_14_01_03
			mips_25_05_09
			mips_25_05_10
			mips_40_10_05
	at_At1g30290	mips_04_05_99	"hypothetical protein"
	at_At1g32150	mips_04_05_01_01	"bZip transcription factor AtbZip68"
			mips_11_01_01
			mips_30_10
			mips_43
			mips_43_03
			mips_43_03_13
			mips_47_03_01
	at_At1g50380 -	mips_20_25_16	"oligopeptidase-like protein"
			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
			mips_63_07
	at_At1g62930	mips_04_05_99	"unknown protein"
	at_At1g63130	mips_04_05_99	"unknown protein"
	at_At1g63320	mips_04_05_99	"hypothetical protein"
	at_At1g63400	mips_04_05_99	"PPR-repeat protein"
	at_At1g63630	mips_04_05_99	"hypothetical protein"
	at_At1g77340 -	mips_06_01	""
	at_At1g77360	mips_04_05_99	""
	at_At2g02150	mips_04_05_99	"hypothetical protein"
	at_At2g26400 -	mips_01_01	"unknown protein"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_04
	at_At2g27330	mips_01_03	"unknown protein"
			mips_01_03_16
			mips_01_03_16_01
			mips_01_03_99
			mips_04_05_05
			mips_04_07
			mips_04_09
			mips_05_04
			mips_05_04_01
			mips_05_07
			mips_05_99
			mips_06_10
			mips_08_01
			mips_11_01_05
			mips_11_01_99
			mips_14_01
			mips_14_01_01
	at_At2g35530 -	mips_13_11	"bZIP transcription factor AtbZip16"
			mips_13_11_03
			mips_13_11_03_07
			mips_14_04_03
			mips_14_04_03_01
			mips_14_04_03_03
			mips_29
	at_At2g41720	mips_04_05_99	"putative salt-inducible protein"
	at_At2g47580 -	mips_05_07	"small nuclear ribonucleoprotein U1A"
			mips_05_99
	at_At3g16010	mips_04_05_99	"hypothetical protein"
	at_At3g16890	mips_04_05_99	"hypothetical protein"
	at_At3g42560	mips_04_05_99	"putative protein"
	at_At3g48810	mips_04_05_99	"putative protein"
	at_At5g01110	mips_04	"putative protein"
			mips_04_05_99
			mips_99
	at_At5g12100	mips_04_05_99	"putative protein"
	at_At5g25630	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_At5g43850 -	mips_01_01_01_07	"putative protein"
			mips_01_01_01_07_04
	at_At5g48730	mips_04_05_99	"putative protein"
	at_At5g50280	mips_04_05_99	"putative protein"
	at_At5g61370	mips_04_05_99	"unknown protein"
	at_At5g61990	mips_04_05_99	"unknown protein"
	at_At5g64320	mips_04_05_99	"putative protein"
	Propertest Accuracy: 30/37 (81.08%)
	Propertest Frequency class 'mips_04_05': 453/4430 (10.23%)

	New (unknown) data (2885 items):
	at_At1g02420 -	no entry	null
	at_At1g07740 -	no entry	null
	at_At1g20300 -	no entry	null
	at_At1g52620 -	no entry	null
	at_At1g53330 -	no entry	null
	at_At1g63070 -	no entry	null
	at_At1g63330 -	no entry	null
	at_At1g79160 -	no entry	null
	at_At2g06480 -	no entry	null
	at_At2g07300 -	no entry	null
	at_At2g17140 -	no entry	null
	at_At2g17670 -	no entry	null
	at_At2g23120 -	no entry	null
	at_At2g24870 -	no entry	null
	at_At2g24890 -	no entry	null
	at_At2g35130 -	no entry	null
	at_At2g39530 -	no entry	null
	at_At3g16710 -	no entry	null
	at_At3g23230 -	no entry	null
	at_At3g27680 -	no entry	null
	at_At3g49270 -	no entry	null
	at_At3g59040 -	no entry	null
	at_At3g60050 -	no entry	null
	at_At4g16040 -	no entry	null
	at_At4g31850 -	no entry	null
	at_At4g35960 -	no entry	null
	at_At5g10010 -	no entry	null
	at_At5g15010 -	no entry	null
	at_At5g15320 -	no entry	null
	at_At5g28370 -	no entry	null
	at_At5g46100 -	no entry	null
	at_At5g49280 -	no entry	null
	at_At5g56920 -	no entry	null
	at_At5g62450 -	no entry	null
	at_At1g07590 -	no entry	null
	at_At1g09820 -	no entry	null
	at_At1g32670 -	no entry	null
	at_At1g73710 -	no entry	null
	at_At2g06620 -	no entry	null
	at_At2g15590 -	no entry	null
	at_At2g17240 -	no entry	null
	at_At3g14580 -	no entry	null
	at_At4g17670 -	no entry	null
	at_At4g38310 -	no entry	null
	at_At5g14820 -	no entry	null
	at_At5g16640 -	no entry	null
	at_At5g18390 -	no entry	null
	at_At5g62370 -	no entry	null
	at_At1g03320 -	no entry	null
	at_At1g05340 -	no entry	null
	at_At1g06580 -	no entry	null
	at_At1g09680 -	no entry	null
	at_At1g56260 -	no entry	null
	at_At1g62910 -	no entry	null
	at_At1g64100 -	no entry	null
	at_At1g64580 -	no entry	null
	at_At1g73400 -	no entry	null
	at_At1g74900 -	no entry	null
	at_At1g80550 -	no entry	null
	at_At2g01380 -	no entry	null
	at_At2g36240 -	no entry	null
	at_At2g42670 -	no entry	null
	at_At3g15780 -	no entry	null
	at_At3g61520 -	no entry	null
	at_At4g26800 -	no entry	null
	at_At4g39620 -	no entry	null
	at_At5g02220 -	no entry	null
	at_At5g14770 -	no entry	null
	at_At5g16420 -	no entry	null
	at_At5g54790 -	no entry	null


------------------
Rule 6897
	hydrogen > 6100
	gravy > -0.291
	gravy <= 0.219
	fw2_ratio <= 0.26
	ch3_ratio <= 0.034
	gt3_ratio > 0.445
	hm3_ratio <= 0.043
	pc3_ratio <= 0.167
	aa4_ratio <= 1.154
	nl4_ratio <= 1.084
	cc7_ratio <= 0.092
	wd7_ratio <= 0.229
	hg8_ratio <= 0.329
	ch10_ratio <= 0.099
	->  class mips_67_04 "ion transporters"

	Evaluation on training data (5760 items):
	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_At1g13210	mips_01_05_07	"puative calcium-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_At1g17500	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
			mips_67_50_22
			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_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_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_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_At2g24730	mips_10_05_02	"putative ligand-gated ion channel protein (AtGLR2.2)"
			mips_10_05_02_30
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_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_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_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_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_At4g31710	mips_08	"putative protein (AtGLR2.4)"
			mips_10
			mips_10_05
			mips_10_05_02
			mips_10_05_02_30
			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_40
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_99
	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_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
	Training Accuracy: 23/24 (95.83%)
	Training Frequency class 'mips_67_04': 231/5760 (4.01%)

	Evaluation on validation data (2885 items):
	at_At1g07200 -	mips_06_13_99	"hypothetical protein"
			mips_06_99
			mips_11_01_05
			mips_63_19_03
	at_At1g79620 -	mips_10	"hypothetical protein"
			mips_10_01_01
	at_At2g22960	mips_47	"pseudogene"
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At2g24710	mips_08	"putative ligand-gated ion channel protein (AtGLR2.3)"
			mips_13_03
			mips_13_03_01
			mips_40_02
			mips_67_01
			mips_67_04
	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_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_At4g14950 -	mips_10_05_02	"hypothetical protein"
			mips_30_27
			mips_63_13
			mips_63_13_99
			mips_63_99
	at_At5g11180	mips_13_03	"putative protein (AtGLR2.6)"
			mips_13_03_01
			mips_67_01
			mips_67_04
	Validation Accuracy: 4/9 (44.44%)
	Validation Frequency class 'mips_67_04': 95/2885 (3.29%)

	Evaluation on propertest data (4430 items):
	at_At1g19780 -	mips_10_05_01	"cyclic nucleotide and calmodulin-regulated ion channel, putative"
			mips_10_05_01_10
			mips_13_05
			mips_67_01
			mips_67_01_01
	at_At1g51800 -	mips_10_01	"hypothetical protein"
			mips_10_01_01
			mips_10_05
			mips_40_02
	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_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_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_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_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_At5g40480 -	mips_08_01	"nuclear pore protein -like"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g54090 -	mips_03_01_05	"DNA mismatch repair protein MutS2-like"
			mips_03_01_05_01
			mips_03_03_02
	Propertest Accuracy: 3/9 (33.33%)
	Propertest Frequency class 'mips_67_04': 136/4430 (3.07%)

	New (unknown) data (2885 items):
	at_At1g20150 -	no entry	null
	at_At1g53420 -	no entry	null
	at_At1g63360 -	no entry	null
	at_At2g18910 -	no entry	null
	at_At3g46400 -	no entry	null
	at_At3g51740 -	no entry	null
	at_At4g14610 -	no entry	null
	at_At4g31110 -	no entry	null
	at_At4g39110 -	no entry	null
	at_At5g45530 -	no entry	null
	at_At5g48390 -	no entry	null
	at_At5g49140 -	no entry	null
	at_At5g59680 -	no entry	null
	at_At5g66420 -	no entry	null
	at_At2g14440 -	no entry	null
	at_At2g46910 -	no entry	null
	at_At4g34260 -	no entry	null
	at_At5g06970 -	no entry	null
	at_At1g62090 -	no entry	null
	at_At3g46370 -	no entry	null
	at_At5g39000 -	no entry	null


------------------
Rule 7853
	numaa > 714
	gravy > 0.219
	cw1_ratio <= 0.038
	gl3_ratio > 0.323
	qr6_ratio <= 0.335
	nd8_ratio <= 0.435
	->  class mips_67_04 "ion transporters"

	Evaluation on training data (5760 items):
	at_At1g06970	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At1g08150	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At1g20840 -	mips_01_05_07	"putative sugar transporter protein"
			mips_08_19
			mips_67_07
	at_At1g31120	mips_67_04_01	"putative potassium transporter"
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At1g34130 -	mips_67_07	"putative protein"
	at_At1g67420	mips_05_01	""
			mips_05_01_01
			mips_05_04
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_22
			mips_67_04
	at_At1g79400	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At2g13620	mips_67_04_01	"putative Na/H antiporter"
			mips_67_04_01_02
	at_At2g30070	mips_67_04_01	"high affinity K+ transporter (AtKUP1/AtKT1p)"
			mips_67_04_01_02
			mips_67_50_22
	at_At2g31910	mips_67_04_01	"putative Na+/H+ antiporter"
			mips_67_04_01_02
	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_At3g27170	mips_13_01	"CLC-b chloride channel protein"
			mips_13_01_03
			mips_13_01_03_05
			mips_67_01
			mips_67_01_01
			mips_67_04_07
	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_At4g32510	mips_67_04	"putative protein"
			mips_67_04_07
			mips_67_50
			mips_67_50_05
	at_At4g35300 -	mips_01_05_07	"putative sugar transporter protein"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
	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_At5g33280	mips_08_99	"chloride channel-like protein"
			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_01
			mips_67_01_01
			mips_67_04_07
	at_At5g41610	mips_67_04_01	"Na+/H+ antiporter-like protein"
			mips_67_04_01_02
	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
	Training Accuracy: 19/22 (86.36%)
	Training Frequency class 'mips_67_04': 231/5760 (4.01%)

	Evaluation on validation data (2885 items):
	at_At1g01590 -	mips_01_20_35	"ferric-chelate reductase FRO1"
			mips_01_20_35_02
			mips_11_07_07
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
			mips_67
	at_At1g60160	mips_67	""
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At1g77990	mips_13_01	"putative sulfate transporter (At1g77990)"
			mips_13_01_03
			mips_13_01_03_05
			mips_67_04_07
	at_At2g35060	mips_67_04_01	"putative potassium transporter"
			mips_67_04_01_02
			mips_67_50_22
	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_At3g57170 -	mips_01	"putative protein"
			mips_01_05
			mips_01_05_01
			mips_01_06
			mips_01_06_01
			mips_06
			mips_06_07
			mips_06_07_02
			mips_06_07_02_02
			mips_10
			mips_10_01
			mips_10_01_99
			mips_14
			mips_14_04
			mips_14_04_03
			mips_14_04_03_05
			mips_30
			mips_30_01
			mips_40
			mips_40_07
			mips_62
			mips_62_01
			mips_63
			mips_63_01
			mips_99
	at_At4g38350 -	mips_01_06_13	"putative protein"
			mips_01_06_99
			mips_08_07
			mips_08_07_05
			mips_08_07_99
			mips_08_13
			mips_10_05_02
			mips_10_05_02_99
			mips_40_09
			mips_40_25
			mips_67_13
	at_At5g01680	mips_67_04	"putative transporter protein"
			mips_67_04_01
			mips_67_04_01_02
	at_At5g49740 -	mips_01_20_35	"FRO1-like protein; NADPH oxidase-like"
			mips_01_20_35_02
			mips_11_07_07
			mips_13_11
			mips_20_25_16
			mips_63_99
			mips_67_01
			mips_67_15
	Validation Accuracy: 4/9 (44.44%)
	Validation Frequency class 'mips_67_04': 95/2885 (3.29%)

	Evaluation on propertest data (4430 items):
	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_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_At1g64170	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At2g24170 -	mips_40_22	"putative multispanning membrane protein"
			mips_67_01
	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_At4g02490 -	mips_03_01_03	""
			mips_03_01_05
			mips_03_01_05_01
			mips_29_01
			mips_29_02
			mips_29_99
	at_At4g04850	mips_67_04	"putative potassium transporter"
			mips_67_04_01
			mips_67_04_01_02
	at_At4g23640	mips_67_04_01	"putative potassium transport protein"
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At4g30120	mips_08_19	"cadmium-transporting ATPase-like protein"
			mips_11_05_01
			mips_11_05_01_03
			mips_11_05_01_03_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_17
			mips_63_17_09
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_50
			mips_67_50_22
	at_At5g01690	mips_67_04_01	"putative transporter protein"
			mips_67_04_01_02
	at_At5g10180	mips_35	"sulfate transporter"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04_07
			mips_67_04_07_05
	at_At5g13550	mips_35	"sulfate transporter"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04
			mips_67_04_07
			mips_67_04_07_05
	at_At5g19690 -	mips_01_05	"oligosaccharyl transferase STT3-like protein"
			mips_01_05_01
			mips_05
			mips_06_07
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_02
			mips_40_07
			mips_67
			mips_67_07
	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_At5g49890	mips_08_99	"chloride channel (emb|CAA70310.1)"
			mips_13_01
			mips_13_01_03
			mips_13_01_03_05
			mips_43
			mips_43_03
			mips_45
			mips_45_03
			mips_45_03_17
			mips_45_03_99
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_99
			mips_67_01
			mips_67_01_01
			mips_67_04_07
	Propertest Accuracy: 14/20 (70.00%)
	Propertest Frequency class 'mips_67_04': 136/4430 (3.07%)

	New (unknown) data (2885 items):
	at_At1g78920 -	no entry	null
	at_At4g00350 -	no entry	null
	at_At5g55960 -	no entry	null
	at_At1g15690 -	no entry	null
	at_At1g30360 -	no entry	null
	at_At1g65730 -	no entry	null
	at_At4g18200 -	no entry	null
	at_At1g16780 -	no entry	null
	at_At1g29020 -	no entry	null
	at_At3g27020 -	no entry	null
	at_At4g15470 -	no entry	null
	at_At4g22750 -	no entry	null
	at_At5g41000 -	no entry	null


------------------
Rule 7121
	hydrogen > 6100
	ng4_ratio <= 1.852
	nl4_ratio > 1.084
	wp4_ratio > 0.04
	->  class mips_11_05 "Disease, virulence and defense"

	Evaluation on training data (5760 items):
	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_At2g38150 -	mips_06_07_02	"hypothetical protein"
			mips_06_07_02_01
	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_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_At4g19530	mips_11_05	"TMV resistance protein N - like"
			mips_11_05_01
	at_At5g11250	mips_11	"RPP1 disease resistance protein - like"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g38340	mips_11_05	"disease resistance - like protein"
			mips_11_05_01
			mips_11_05_03
	at_At5g40060	mips_11_05_01	"disease resistance -like protein"
			mips_11_05_03
	at_At5g46260	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
	at_At5g66900	mips_11_01	"disease resistance protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	Training Accuracy: 14/15 (93.33%)
	Training Frequency class 'mips_11_05': 259/5760 (4.50%)

	Evaluation on validation data (2885 items):
	at_At1g65850	mips_11_05_01	""
	at_At4g19520	mips_11_05_01	"resistance protein RPP5 - 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: 4/4 (100.00%)
	Validation Frequency class 'mips_11_05': 123/2885 (4.26%)

	Evaluation on propertest data (4430 items):
	at_At1g31540	mips_11_05_01	"putative protein"
			mips_11_05_03
	at_At1g57650	mips_11	""
			mips_11_01
			mips_11_05
			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_At2g14080	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At2g29040 -	mips_01_20_13	"hypothetical protein"
	at_At3g50950	mips_11_05_01	"putative disease resistance protein"
			mips_11_05_03
	at_At4g16890	mips_11	"disease resistance RPP5 like protein"
			mips_11_01
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At4g16960	mips_11_05	"disease resistance RPP5 like protein"
			mips_11_05_01
			mips_11_05_03
	at_At5g38350	mips_11_05	"disease resistance protein-like"
			mips_11_05_01
	at_At5g45200	mips_11_05_01	"disease resistance protein RPS4"
	Propertest Accuracy: 9/10 (90.00%)
	Propertest Frequency class 'mips_11_05': 199/4430 (4.49%)

	New (unknown) data (2885 items):
	at_At1g69550 -	no entry	null
	at_At2g20810 -	no entry	null
	at_At3g51560 -	no entry	null
	at_At3g58980 -	no entry	null
	at_At4g00320 -	no entry	null
	at_At5g17680 -	no entry	null
	at_At5g38850 -	no entry	null
	at_At5g44870 -	no entry	null
	at_At5g46520 -	no entry	null
	at_At5g48770 -	no entry	null
	at_At4g08450 -	no entry	null
	at_At5g18350 -	no entry	null
	at_At5g40910 -	no entry	null
	at_At5g40920 -	no entry	null
	at_At5g46510 -	no entry	null
	at_At5g49760 -	no entry	null
	at_At2g42730 -	no entry	null
	at_At3g25510 -	no entry	null
	at_At4g16860 -	no entry	null
	at_At4g16940 -	no entry	null
	at_At5g40100 -	no entry	null
	at_At5g44510 -	no entry	null
	at_At5g45230 -	no entry	null
	at_At5g46450 -	no entry	null
	at_At5g46490 -	no entry	null
	at_At5g66910 -	no entry	null


------------------
Rule 8203
	cq1_ratio <= 0.461
	hw1_ratio <= 0.042
	rm1_ratio <= 0.506
	wq1_ratio <= 0.084
	ng4_ratio > 1.852
	wy6_ratio <= 0.457
	wf7_ratio <= 0.126
	tw9_ratio <= 0.104
	->  class mips_11_05 "Disease, virulence and defense"

	Evaluation on training data (5760 items):
	at_At1g12460 -	mips_06	"hypothetical protein"
			mips_06_04
			mips_08
			mips_08_13
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_05
	at_At1g17250	mips_08_13	"putative receptor protein kinase"
			mips_11_05_01
	at_At1g17750	mips_08_13	"hypothetical protein"
			mips_11_05_01
	at_At1g33600	mips_08_13	"hypothetical protein"
			mips_11_05_01
	at_At1g33610 -	mips_08_13	"hypothetical protein"
	at_At1g34110	mips_06	"putative protein"
			mips_06_04
			mips_08
			mips_08_13
			mips_10
			mips_10_01
			mips_10_01_01
			mips_11
			mips_11_05
			mips_11_05_01
	at_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_At1g55610	mips_10_05	"receptor kinase, putative"
			mips_11_05
			mips_11_05_01
			mips_14_01
			mips_14_01_03
	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_At2g15080	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At2g32660	mips_10_01	"putative disease resistance protein"
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_01
			mips_14
			mips_14_01
			mips_14_01_03
	at_At2g33030	mips_11_05_01	"putative leucine-rich repeat disease resistance protein"
	at_At3g11010	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At3g24900	mips_06_04	"leucine-rich repeat disease resistance protein, putative"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At3g47090	mips_11_05_01	"receptor kinase-like protein"
	at_At4g08850	mips_06	"receptor protein kinase like protein"
			mips_08_13
			mips_10
			mips_10_01_01
			mips_11_05
			mips_11_05_01
	at_At4g13900	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	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_At4g30320	mips_11_05_05	"PR-1-like protein"
			mips_11_05_05_99
			mips_40_27
	at_At4g36180 -	mips_08_13	"putative receptor protein kinase"
			mips_14_01_03
	at_At5g40370 -	mips_01_03_07	"glutaredoxin -like protein"
			mips_67
	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_At5g49290	mips_08_13	"disease resistance protein-like"
			mips_11_05_01
	Training Accuracy: 21/25 (84.00%)
	Training Frequency class 'mips_11_05': 259/5760 (4.50%)

	Evaluation on validation data (2885 items):
	at_At2g19780 -	mips_10	"putative disease resistance protein"
			mips_10_01_01
	at_At2g25470 -	mips_08_13	"putative disease resistance protein"
	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_At4g25780	mips_11_05_05	"putative pathogenesis-related protein"
			mips_11_05_05_99
			mips_40_27
			mips_62_02_01_02
	at_At5g20480	mips_11_05_01	"receptor protein kinase - like"
	at_At5g61240	mips_10_05	"Cf-5 disease resistance protein - like"
			mips_11_05
			mips_11_05_01
	at_At5g65710 -	mips_08_13	"receptor protein kinase-like protein"
	Validation Accuracy: 4/7 (57.14%)
	Validation Frequency class 'mips_11_05': 123/2885 (4.26%)

	Evaluation on propertest data (4430 items):
	at_At1g33590	mips_06	"unknown protein"
			mips_06_04
			mips_08_13
			mips_10
			mips_10_01
			mips_10_01_01
			mips_11
			mips_11_05
			mips_11_05_01
	at_At1g35710 -	mips_08_13	"protein kinase, putative"
	at_At1g62950 -	mips_10_05	"protein kinase, putative"
	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_At2g01950 -	mips_08_13	"putative receptor protein kinase"
			mips_14_01_03
	at_At2g14610	mips_11_05_05	"pathogenesis-related PR-1-like protein"
			mips_11_05_05_99
	at_At2g32680	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At2g33060	mips_08_13	"putative leucine-rich repeat disease resistance protein"
			mips_11_05_01
	at_At3g56370 -	mips_08_13	"putative protein"
	at_At3g59510	mips_11_05	"putative protein"
			mips_11_05_01
			mips_63_17
			mips_63_17_01
	at_At4g13820 -	mips_08_13	"putative disease resistance protein"
	at_At4g13910	mips_11_05	"putative disease resistance protein"
			mips_11_05_01
	at_At4g20270 -	mips_06_04	"CLV1 receptor kinase like protein"
			mips_08_13
	at_At4g29240 -	mips_10_01	"extensin-like protein"
			mips_10_01_01
			mips_40_01
	at_At4g39400	mips_08_13	"brassinosteroid insensitive 1 gene (BRI1)"
			mips_11_05_01
	at_At5g05770 -	mips_04_05_01_04_01	"unknown protein"
			mips_25_05_10
			mips_25_05_17
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At5g10020	mips_06_04	"receptor protein kinase -like(fragment)"
			mips_08
			mips_08_13
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_01
	at_At5g18100 -	mips_11_01_01	"Cu/Zn superoxide dismutase-like protein"
			mips_11_07_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
	at_At5g25930	mips_08_13	"receptor-like protein kinase - like"
			mips_11_05_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_At5g63930	mips_08_13	"receptor-like protein kinase"
			mips_11_05_01
	Propertest Accuracy: 11/21 (52.38%)
	Propertest Frequency class 'mips_11_05': 199/4430 (4.49%)

	New (unknown) data (2885 items):
	at_At1g13230 -	no entry	null
	at_At1g56320 -	no entry	null
	at_At1g61070 -	no entry	null
	at_At1g75640 -	no entry	null
	at_At2g05520 -	no entry	null
	at_At2g18930 -	no entry	null
	at_At2g22080 -	no entry	null
	at_At2g23920 -	no entry	null
	at_At2g25790 -	no entry	null
	at_At2g26330 -	no entry	null
	at_At2g26380 -	no entry	null
	at_At2g27060 -	no entry	null
	at_At2g42800 -	no entry	null
	at_At2g46390 -	no entry	null
	at_At3g08880 -	no entry	null
	at_At3g17110 -	no entry	null
	at_At3g19290 -	no entry	null
	at_At3g20820 -	no entry	null
	at_At3g22060 -	no entry	null
	at_At3g47570 -	no entry	null
	at_At4g28650 -	no entry	null
	at_At5g14560 -	no entry	null
	at_At5g35480 -	no entry	null
	at_At5g41470 -	no entry	null
	at_At5g62230 -	no entry	null
	at_At1g72180 -	no entry	null
	at_At2g05620 -	no entry	null
	at_At3g13370 -	no entry	null
	at_At3g47110 -	no entry	null
	at_At4g08230 -	no entry	null
	at_At5g04080 -	no entry	null
	at_At5g12940 -	no entry	null
	at_At1g13910 -	no entry	null
	at_At1g31620 -	no entry	null
	at_At1g54480 -	no entry	null
	at_At1g73070 -	no entry	null
	at_At1g75820 -	no entry	null
	at_At1g80080 -	no entry	null
	at_At2g05530 -	no entry	null
	at_At2g05540 -	no entry	null
	at_At2g14580 -	no entry	null
	at_At2g19030 -	no entry	null
	at_At2g19040 -	no entry	null
	at_At2g23780 -	no entry	null
	at_At3g09390 -	no entry	null
	at_At3g12610 -	no entry	null
	at_At3g28040 -	no entry	null
	at_At3g30160 -	no entry	null
	at_At3g42900 -	no entry	null
	at_At3g45160 -	no entry	null
	at_At3g47580 -	no entry	null
	at_At3g57850 -	no entry	null
	at_At4g08330 -	no entry	null
	at_At4g31030 -	no entry	null
	at_At5g01890 -	no entry	null
	at_At5g09330 -	no entry	null


------------------
Rule 7118
	hydrogen > 6100
	nl4_ratio > 1.084
	wp4_ratio <= 0.04
	->  class mips_08_13 "vacuolar transport"

	Evaluation on training data (5760 items):
	at_At1g09970	mips_08_13	"leucine-rich repeat receptor-like kinase At1g09970"
	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_At1g17750	mips_08_13	"hypothetical protein"
			mips_11_05_01
	at_At1g28440	mips_08_13	"hypothetical protein"
	at_At1g34420	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_13
			mips_10_05
			mips_11_05
			mips_11_05_01
	at_At1g53440	mips_08_13	"receptor-like serine/threonine kinase, putative"
	at_At1g55610 -	mips_10_05	"receptor kinase, putative"
			mips_11_05
			mips_11_05_01
			mips_14_01
			mips_14_01_03
	at_At1g71390	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At1g74360	mips_08_13	"putative receptor protein kinase (At1g74360)"
	at_At2g02220	mips_06_04	"putative receptor-like protein kinase"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At2g24130	mips_08_13	"putative receptor-like protein kinase"
	at_At2g32660 -	mips_10_01	"putative disease resistance protein"
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_01
			mips_14
			mips_14_01
			mips_14_01_03
	at_At3g24900	mips_06_04	"leucine-rich repeat disease resistance protein, putative"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At3g25010	mips_08_13	"disease resistance protein, putative"
	at_At3g47090 -	mips_11_05_01	"receptor kinase-like protein"
	at_At4g04220	mips_08_13	"putative disease resistance protein, predicted GPI-anchored protein"
	at_At4g08850	mips_06	"receptor protein kinase like protein"
			mips_08_13
			mips_10
			mips_10_01_01
			mips_11_05
			mips_11_05_01
	at_At4g13810	mips_08_13	"putative disease resistance protein"
	at_At4g13900	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_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_At4g33210	mips_08_13	"putative protein"
	at_At4g36180	mips_08_13	"putative receptor protein kinase"
			mips_14_01_03
	at_At5g07280	mips_08_13	"receptor-like protein kinase-like protein"
	at_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_At5g49290	mips_08_13	"disease resistance protein-like"
			mips_11_05_01
	Training Accuracy: 23/26 (88.46%)
	Training Frequency class 'mips_08_13': 92/5760 (1.60%)

	Evaluation on validation data (2885 items):
	at_At1g74170	mips_08_13	"disease resistance protein, putative"
			mips_11_05_01
	at_At2g25470	mips_08_13	"putative disease resistance protein"
	at_At2g33020	mips_06	"putative leucine-rich repeat disease resistance protein"
			mips_06_04
			mips_08_13
			mips_10
			mips_10_01_01
			mips_11_05
			mips_11_05_01
	at_At2g33050	mips_06_04	"putative leucine-rich repeat disease resistance protein"
			mips_08_13
			mips_10_01
			mips_10_01_01
			mips_11
			mips_11_05
			mips_11_05_01
	at_At2g33080	mips_06	"putative leucine-rich repeat disease resistance protein"
			mips_06_04
			mips_08
			mips_08_13
			mips_11
			mips_11_05
			mips_11_05_01
			mips_99
	at_At2g34930	mips_08_13	"putative disease resistance protein"
	at_At3g23120	mips_08_13	"disease resistance protein, putative"
	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_At4g13920	mips_08_13	"disease resistance Cf-2 like protein"
			mips_11_05_01
	at_At5g01680 -	mips_67_04	"putative transporter protein"
			mips_67_04_01
			mips_67_04_01_02
	at_At5g04720 -	mips_11	"putative protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
			mips_98
	at_At5g20480 -	mips_11_05_01	"receptor protein kinase - like"
	at_At5g53890 -	mips_14_01	"receptor protein kinase-like protein"
			mips_14_01_03
	at_At5g65710	mips_08_13	"receptor protein kinase-like protein"
	Validation Accuracy: 9/16 (56.25%)
	Validation Frequency class 'mips_08_13': 44/2885 (1.53%)

	Evaluation on propertest data (4430 items):
	at_At1g53430	mips_08_13	"receptor-like serine/threonine kinase, putative"
	at_At1g62950 -	mips_10_05	"protein kinase, putative"
	at_At1g71400	mips_06	"putative disease resistance protein"
			mips_06_04
			mips_08_13
			mips_10
			mips_11_05
			mips_11_05_01
	at_At1g74180	mips_08_13	"disease resistance protein, putative"
	at_At1g74190	mips_08_13	"disease resistance protein, putative"
			mips_11_05_01
			mips_13_05
			mips_13_05_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
	at_At2g01950	mips_08_13	"putative receptor protein kinase"
			mips_14_01_03
	at_At2g32680	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At2g33060	mips_08_13	"putative leucine-rich repeat disease resistance protein"
			mips_11_05_01
	at_At2g33170	mips_08_13	"putative receptor-like protein kinase"
			mips_11_05_01
	at_At3g07040 -	mips_11_05_01	"disease resistance gene (RPM1)"
			mips_11_05_03
	at_At3g13380	mips_08_13	"brassinosteroid receptor kinase, putative"
			mips_11_05_01
			mips_14_01
			mips_14_01_03
	at_At3g25020	mips_08_13	"disease resistance protein, putative"
	at_At4g20270	mips_06_04	"CLV1 receptor kinase like protein"
			mips_08_13
	at_At4g36190 -	mips_06_07_11	"putative prolyl carboxypeptidase"
			mips_06_13_04
			mips_06_13_04_01
			mips_40_25
			mips_47_03_05
			mips_47_03_05_01
			mips_47_03_07
			mips_47_03_07_01
			mips_47_03_09
			mips_47_03_09_01
	at_At5g25910	mips_06_04	"disease resistance protein - like"
			mips_08_13
			mips_11_05
			mips_11_05_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_At5g46470 -	mips_11_01	"disease resistance protein-like"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g49770	mips_06_04	"receptor protein kinase-like"
			mips_08_13
			mips_10_01_01
			mips_11_05
			mips_11_05_01
	at_At5g63930	mips_08_13	"receptor-like protein kinase"
			mips_11_05_01
	Propertest Accuracy: 15/19 (78.95%)
	Propertest Frequency class 'mips_08_13': 68/4430 (1.53%)

	New (unknown) data (2885 items):
	at_At1g29720 -	no entry	null
	at_At1g75640 -	no entry	null
	at_At2g25790 -	no entry	null
	at_At2g41820 -	no entry	null
	at_At3g44630 -	no entry	null
	at_At3g47570 -	no entry	null
	at_At4g28650 -	no entry	null
	at_At5g62230 -	no entry	null
	at_At3g47110 -	no entry	null
	at_At4g34220 -	no entry	null
	at_At5g49660 -	no entry	null
	at_At5g51350 -	no entry	null
	at_At1g15890 -	no entry	null
	at_At1g73080 -	no entry	null
	at_At1g75820 -	no entry	null
	at_At3g28040 -	no entry	null
	at_At3g44670 -	no entry	null
	at_At3g47580 -	no entry	null
	at_At4g19050 -	no entry	null
	at_At4g26540 -	no entry	null
	at_At4g28490 -	no entry	null
	at_At5g04780 -	no entry	null
	at_At5g07180 -	no entry	null


------------------
Rule 8205
	cq1_ratio <= 0.461
	rm1_ratio <= 0.506
	ng4_ratio > 1.852
	wy6_ratio <= 0.457
	->  class mips_08_13 "vacuolar transport"

	Evaluation on training data (5760 items):
	at_At1g12460	mips_06	"hypothetical protein"
			mips_06_04
			mips_08
			mips_08_13
			mips_10
			mips_10_01
			mips_10_01_01
			mips_10_05
	at_At1g17230	mips_08_13	"putative leucine-rich receptor protein kinase"
	at_At1g17240	mips_08_13	"putative receptor protein kinase, predicted GPI-anchored protein"
	at_At1g17250	mips_08_13	"putative receptor protein kinase"
			mips_11_05_01
	at_At1g17750	mips_08_13	"hypothetical protein"
			mips_11_05_01
	at_At1g28440	mips_08_13	"hypothetical protein"
	at_At1g33600	mips_08_13	"hypothetical protein"
			mips_11_05_01
	at_At1g33610	mips_08_13	"hypothetical protein"
	at_At1g34110	mips_06	"putative protein"
			mips_06_04
			mips_08
			mips_08_13
			mips_10
			mips_10_01
			mips_10_01_01
			mips_11
			mips_11_05
			mips_11_05_01
	at_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_At1g55610 -	mips_10_05	"receptor kinase, putative"
			mips_11_05
			mips_11_05_01
			mips_14_01
			mips_14_01_03
	at_At1g71390	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At1g74360	mips_08_13	"putative receptor protein kinase (At1g74360)"
	at_At2g02220	mips_06_04	"putative receptor-like protein kinase"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At2g15080	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At2g32660 -	mips_10_01	"putative disease resistance protein"
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_01
			mips_14
			mips_14_01
			mips_14_01_03
	at_At2g33030 -	mips_11_05_01	"putative leucine-rich repeat disease resistance protein"
	at_At3g11010	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At3g23110	mips_08_13	"disease resistance protein, putative"
	at_At3g24900	mips_06_04	"leucine-rich repeat disease resistance protein, putative"
			mips_08_13
			mips_11_05
			mips_11_05_01
	at_At3g25010	mips_08_13	"disease resistance protein, putative"
	at_At3g47090 -	mips_11_05_01	"receptor kinase-like protein"
	at_At3g53240	mips_08_13	"disease resistance - like protein"
	at_At4g04220	mips_08_13	"putative disease resistance protein, predicted GPI-anchored protein"
	at_At4g08850	mips_06	"receptor protein kinase like protein"
			mips_08_13
			mips_10
			mips_10_01_01
			mips_11_05
			mips_11_05_01
	at_At4g13810	mips_08_13	"putative disease resistance protein"
	at_At4g13900	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_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_At4g30320 -	mips_11_05_05	"PR-1-like protein"
			mips_11_05_05_99
			mips_40_27
	at_At4g36180	mips_08_13	"putative receptor protein kinase"
			mips_14_01_03
	at_At5g07280	mips_08_13	"receptor-like protein kinase-like protein"
	at_At5g23400	mips_08_13	"disease resistance protein-like"
	at_At5g27060	mips_08_13	"resistance protein - like"
	at_At5g40370 -	mips_01_03_07	"glutaredoxin -like protein"
			mips_67
	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_At5g48940	mips_08_13	"receptor protein kinase-like protein"
	at_At5g49290	mips_08_13	"disease resistance protein-like"
			mips_11_05_01
	at_At5g56040	mips_08_13	"receptor protein kinase-like protein"
	Training Accuracy: 33/39 (84.62%)
	Training Frequency class 'mips_08_13': 92/5760 (1.60%)

	Evaluation on validation data (2885 items):
	at_At1g11130 -	mips_10_05	"leucine-rich repeat transmembrane protein kinase, putative"
			mips_40_01
	at_At1g74170	mips_08_13	"disease resistance protein, putative"
			mips_11_05_01
	at_At2g19780 -	mips_10	"putative disease resistance protein"
			mips_10_01_01
	at_At2g25470	mips_08_13	"putative disease resistance protein"
	at_At2g33020	mips_06	"putative leucine-rich repeat disease resistance protein"
			mips_06_04
			mips_08_13
			mips_10
			mips_10_01_01
			mips_11_05
			mips_11_05_01
	at_At2g33050	mips_06_04	"putative leucine-rich repeat disease resistance protein"
			mips_08_13
			mips_10_01
			mips_10_01_01
			mips_11
			mips_11_05
			mips_11_05_01
	at_At2g33080	mips_06	"putative leucine-rich repeat disease resistance protein"
			mips_06_04
			mips_08
			mips_08_13
			mips_11
			mips_11_05
			mips_11_05_01
			mips_99
	at_At2g34930	mips_08_13	"putative disease resistance protein"
	at_At3g23010	mips_08_13	"disease resistance protein, putative"
	at_At3g23120	mips_08_13	"disease resistance protein, putative"
	at_At4g25780 -	mips_11_05_05	"putative pathogenesis-related protein"
			mips_11_05_05_99
			mips_40_27
			mips_62_02_01_02
	at_At5g20480 -	mips_11_05_01	"receptor protein kinase - like"
	at_At5g53890 -	mips_14_01	"receptor protein kinase-like protein"
			mips_14_01_03
	at_At5g61240 -	mips_10_05	"Cf-5 disease resistance protein - like"
			mips_11_05
			mips_11_05_01
	at_At5g65700 -	mips_10	"receptor protein kinase-like protein"
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_98
	at_At5g65710	mips_08_13	"receptor protein kinase-like protein"
	Validation Accuracy: 9/16 (56.25%)
	Validation Frequency class 'mips_08_13': 44/2885 (1.53%)

	Evaluation on propertest data (4430 items):
	at_At1g33590	mips_06	"unknown protein"
			mips_06_04
			mips_08_13
			mips_10
			mips_10_01
			mips_10_01_01
			mips_11
			mips_11_05
			mips_11_05_01
	at_At1g35710	mips_08_13	"protein kinase, putative"
	at_At1g62950 -	mips_10_05	"protein kinase, putative"
	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_At1g74180	mips_08_13	"disease resistance protein, putative"
	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_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_At2g01950	mips_08_13	"putative receptor protein kinase"
			mips_14_01_03
	at_At2g14610 -	mips_11_05_05	"pathogenesis-related PR-1-like protein"
			mips_11_05_05_99
	at_At2g15040	mips_08_13	"putative disease resistance protein"
	at_At2g25440 -	mips_10_01	"putative disease resistance protein"
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_01
	at_At2g32680	mips_08_13	"putative disease resistance protein"
			mips_11_05_01
	at_At2g33060	mips_08_13	"putative leucine-rich repeat disease resistance protein"
			mips_11_05_01
	at_At2g33170	mips_08_13	"putative receptor-like protein kinase"
			mips_11_05_01
	at_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_At3g25020	mips_08_13	"disease resistance protein, putative"
	at_At3g56370	mips_08_13	"putative protein"
	at_At3g59510 -	mips_11_05	"putative protein"
			mips_11_05_01
			mips_63_17
			mips_63_17_01
	at_At4g13820	mips_08_13	"putative disease resistance protein"
	at_At4g13910 -	mips_11_05	"putative disease resistance protein"
			mips_11_05_01
	at_At4g20270	mips_06_04	"CLV1 receptor kinase like protein"
			mips_08_13
	at_At4g29240 -	mips_10_01	"extensin-like protein"
			mips_10_01_01
			mips_40_01
	at_At4g30220 -	mips_04_05_05_01	"snRNP Sm protein F - like"
			mips_04_05_05_01_10
			mips_40_10_07
	at_At4g39400	mips_08_13	"brassinosteroid insensitive 1 gene (BRI1)"
			mips_11_05_01
	at_At5g05770 -	mips_04_05_01_04_01	"unknown protein"
			mips_25_05_10
			mips_25_05_17
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_17
	at_At5g10020	mips_06_04	"receptor protein kinase -like(fragment)"
			mips_08
			mips_08_13
			mips_10_01
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_05
			mips_11_05_01
	at_At5g18100 -	mips_11_01_01	"Cu/Zn superoxide dismutase-like protein"
			mips_11_07_07
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35_03_17
	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_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_At5g63930	mips_08_13	"receptor-like protein kinase"
			mips_11_05_01
	Propertest Accuracy: 24/34 (70.59%)
	Propertest Frequency class 'mips_08_13': 68/4430 (1.53%)

	New (unknown) data (2885 items):
	at_At1g03440 -	no entry	null
	at_At1g08590 -	mips_10	"putative receptor kinase, CLV1"
	at_At1g13230 -	no entry	null
	at_At1g32680 -	no entry	null
	at_At1g56320 -	no entry	null
	at_At1g61070 -	no entry	null
	at_At1g75640 -	no entry	null
	at_At2g05520 -	no entry	null
	at_At2g15320 -	no entry	null
	at_At2g18930 -	no entry	null
	at_At2g22080 -	no entry	null
	at_At2g23920 -	no entry	null
	at_At2g24160 -	no entry	null
	at_At2g25790 -	no entry	null
	at_At2g26330 -	no entry	null
	at_At2g26380 -	no entry	null
	at_At2g27060 -	no entry	null
	at_At2g41820 -	no entry	null
	at_At2g42800 -	no entry	null
	at_At2g46390 -	no entry	null
	at_At3g08880 -	no entry	null
	at_At3g13950 -	no entry	null
	at_At3g17110 -	no entry	null
	at_At3g19290 -	no entry	null
	at_At3g20820 -	no entry	null
	at_At3g22060 -	no entry	null
	at_At3g25000 -	no entry	null
	at_At3g28890 -	no entry	null
	at_At3g47570 -	no entry	null
	at_At4g03010 -	no entry	null
	at_At4g28650 -	no entry	null
	at_At5g14560 -	no entry	null
	at_At5g21090 -	no entry	null
	at_At5g35480 -	no entry	null
	at_At5g41470 -	no entry	null
	at_At5g49750 -	no entry	null
	at_At5g62230 -	no entry	null
	at_At5g66330 -	no entry	null
	at_At1g33670 -	no entry	null
	at_At1g72180 -	no entry	null
	at_At2g05620 -	no entry	null
	at_At3g09860 -	no entry	null
	at_At3g13370 -	no entry	null
	at_At3g47110 -	no entry	null
	at_At4g08230 -	no entry	null
	at_At4g13880 -	no entry	null
	at_At5g04080 -	no entry	null
	at_At5g04790 -	no entry	null
	at_At5g12940 -	no entry	null
	at_At1g13910 -	no entry	null
	at_At1g31620 -	no entry	null
	at_At1g54480 -	no entry	null
	at_At1g68780 -	no entry	null
	at_At1g73070 -	no entry	null
	at_At1g73080 -	no entry	null
	at_At1g75820 -	no entry	null
	at_At1g80080 -	no entry	null
	at_At2g05530 -	no entry	null
	at_At2g05540 -	no entry	null
	at_At2g14580 -	no entry	null
	at_At2g19030 -	no entry	null
	at_At2g19040 -	no entry	null
	at_At2g23780 -	no entry	null
	at_At2g32570 -	no entry	null
	at_At3g09390 -	no entry	null
	at_At3g12610 -	no entry	null
	at_At3g24235 -	no entry	null
	at_At3g28040 -	no entry	null
	at_At3g30160 -	no entry	null
	at_At3g42900 -	no entry	null
	at_At3g45160 -	no entry	null
	at_At3g47580 -	no entry	null
	at_At3g49670 -	no entry	null
	at_At3g57850 -	no entry	null
	at_At4g08330 -	no entry	null
	at_At4g31030 -	no entry	null
	at_At4g33930 -	no entry	null
	at_At4g34300 -	no entry	null
	at_At5g01890 -	no entry	null
	at_At5g07180 -	no entry	null
	at_At5g09330 -	no entry	null
	at_At5g38980 -	no entry	null


------------------
Rule 3895
	gravy <= -0.291
	cd1_ratio <= 0.156
	ht1_ratio <= 0.413
	vr1_ratio > 1.215
	dy4_ratio <= 0.143
	kc5_ratio <= 0.269
	wf5_ratio <= 0.191
	ct7_ratio <= 0.18
	wa10_ratio <= 0.342
	->  class mips_05_01 "ribosome biogenesis"

	Evaluation on training data (5760 items):
	at_At1g09590	mips_05_01	"putative 60S ribosomal protein L21"
			mips_05_01_01
	at_At1g09690	mips_05_01	"putative 60S ribosomal protein L21"
			mips_05_01_01
	at_At1g48830	mips_05	"unknown protein"
			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_03
	at_At1g74270	mips_05_01	"putative ribosomal protein"
			mips_05_01_01
	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_At2g19750	mips_05_01	"40S ribosomal protein S30"
			mips_05_01_01
			mips_05_01_99
			mips_63_03_03
	at_At2g40510	mips_05	"40S ribosomal protein S26"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_40
			mips_40_03
			mips_48
			mips_63
			mips_63_03
			mips_63_03_03
	at_At3g11510	mips_05_01	"putative 40S ribosomal protein s14"
			mips_05_01_01
			mips_63_03_03
	at_At3g27450	mips_05_01	"40S ribosomal subunit protein S21, putative"
			mips_05_01_01
			mips_05_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_At3g55750	mips_05_01	"ribosomal protein L35a-like"
			mips_05_01_01
			mips_05_04
	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_At4g13170 -	mips_30_26	"ribosomal protein L13a like protein"
			mips_30_26_03
			mips_62_02_99
	at_At4g16720	mips_05_01	"ribosomal protein"
			mips_05_01_01
			mips_05_04
			mips_06_10
			mips_63_03_03
	at_At4g26230	mips_05_01_01	"putative ribosomal protein"
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At4g29390	mips_05_01	"RIBOSOMAL PROTEIN S30 homolog"
			mips_05_01_01
			mips_05_01_99
			mips_63_03_03
	at_At5g02610 -	mips_06_10	"ribosomal protein L35 - like"
			mips_40_10_07
			mips_62_01_07
			mips_62_02
			mips_62_02_99
	at_At5g09240 -	mips_40_10_99	"transcriptional co-activator-like protein"
	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_At5g56670	mips_05_01	"40S ribosomal protein S30 homolog (emb|CAB79697.1)"
			mips_05_01_01
			mips_05_01_99
			mips_63_03_03
	at_At5g56710	mips_05_01	"60S ribosomal protein L31"
			mips_05_01_01
			mips_05_04
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At5g59240	mips_05_01	"40S ribosomal protein S8 - like"
			mips_05_01_01
	at_At5g64140	mips_05_01	"40S ribosomal protein S28 (sp|P34789)"
			mips_05_01_01
			mips_30_03
			mips_63_03_03
	at_At5g67510	mips_05_01	"60S ribosomal protein L26"
			mips_05_01_01
			mips_63_03_03
	Training Accuracy: 20/26 (76.92%)
	Training Frequency class 'mips_05_01': 114/5760 (1.98%)

	Evaluation on validation data (2885 items):
	at_At1g17880 -	mips_01_05_04	"putative protein"
			mips_04_05_01_01
			mips_04_05_01_04_01
			mips_25_05_25
	at_At1g23220 -	mips_13	"dynein light subunit lc6, flagellar outer arm"
			mips_13_03
			mips_13_03_01
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_30
			mips_30_04
			mips_40_04
			mips_62
			mips_62_02
			mips_62_02_01
			mips_62_02_01_02
			mips_63_01
			mips_63_06
			mips_63_19
	at_At1g33140	mips_05_01	"ribosomal protein L9, putative"
			mips_05_01_01
	at_At2g12200 -	mips_01_01_01_07	"10-formyltetrahydrofolate synthetase"
			mips_01_01_01_11
			mips_01_01_01_11_15
			mips_01_01_10
			mips_01_01_10_03
			mips_01_01_10_05
			mips_01_01_10_05_08
			mips_01_03_01
			mips_01_07_01
	at_At2g21000 -	mips_29_01	"putative retroelement pol polyprotein"
			mips_29_99
	at_At2g36160	mips_05_01	"40S ribosomal protein S14"
			mips_05_01_01
			mips_63_03_03
	at_At2g39150 -	mips_01_03	"unknown protein"
			mips_01_03_04
			mips_04_03
			mips_04_03_06
	at_At2g40590	mips_05_01_01	"40S ribosomal protein S26"
			mips_48
			mips_63_03_03
	at_At2g47640 -	mips_04_05_05_01	"putative small nuclear ribonucleoprotein D2"
			mips_40_10_07
	at_At3g52580	mips_05_01	"putative ribosomal protein S14"
			mips_05_01_01
			mips_05_04
			mips_63_03_03
	at_At3g56340	mips_05	"40S ribosomal protein S26 homolog"
			mips_05_01
			mips_05_01_01
			mips_05_04
			mips_48
			mips_63_03_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_At4g27690 -	mips_06_04	"putative protein (fragment)"
			mips_08
			mips_08_07
			mips_08_07_22
			mips_08_07_29
			mips_08_07_99
			mips_08_13
			mips_08_99
			mips_30
			mips_30_25
			mips_40_03
			mips_40_08
			mips_40_22
			mips_40_25
			mips_63_07
	at_At5g25170 -	mips_14_10	"putative protein"
	Validation Accuracy: 6/14 (42.86%)
	Validation Frequency class 'mips_05_01': 62/2885 (2.15%)

	Evaluation on propertest data (4430 items):
	at_At1g20580 -	mips_04_05_05	"unknown protein"
			mips_04_05_05_01
			mips_40_10_07
	at_At1g25330 -	mips_14_10	"putative bHLH transcription factor (bHLH075)"
			mips_14_10_02
			mips_40_10_05
	at_At1g51650 -	mips_67_04	"putative protein"
			mips_67_15
	at_At1g57860	mips_05_01	"hypothetical protein"
			mips_05_01_01
			mips_05_04
	at_At1g73230 -	mips_01_05_04	"putative transcription factor BTF3 (RNA polymerase B transcription factor 3)"
			mips_04_05_01_01
			mips_04_05_01_04_01
			mips_25_05_25
	at_At1g77150 -	mips_02_30	"hypothetical protein"
			mips_08_99
	at_At2g19740	mips_05_01	"60S ribosomal protein L31"
			mips_05_01_01
			mips_62_02_01_02
			mips_62_02_01_02_05
	at_At2g34480	mips_05_01	"60S ribosomal protein L18A"
			mips_05_01_01
			mips_30_03
			mips_63_03_03
			mips_63_07
	at_At2g38300 -	mips_10_05	"unknown protein"
			mips_10_05_01
			mips_10_05_01_10
			mips_11_01
			mips_30_04
	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_At3g48130	mips_05_01	"ribosomal protein L13 homolog"
	at_At3g49910	mips_05_01	"60S RIBOSOMAL PROTEIN - like"
			mips_05_01_01
			mips_63_03_03
	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_At4g30800 -	mips_05_04_03	"ribosomal protein S11 - like"
			mips_62_01_07
			mips_62_02_99
	at_At4g32420 -	mips_06_01	"putative protein"
			mips_43
			mips_43_03
			mips_43_03_09
			mips_62_01_01
			mips_63_13
	at_At4g34730 -	mips_04_01	"putative protein"
			mips_04_01_04
			mips_05
			mips_05_04
			mips_05_04_01
			mips_11_01
	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_At5g14680 -	mips_10_05	"putative protein"
			mips_11_01
	at_At5g42850 -	mips_02	"unknown protein"
			mips_02_11
	at_At5g58530 -	mips_01_03_07	"putative protein"
			mips_02_13
			mips_02_13_03
			mips_67_15
	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: 8/21 (38.10%)
	Propertest Frequency class 'mips_05_01': 103/4430 (2.33%)

	New (unknown) data (2885 items):
	at_At1g02450 -	no entry	null
	at_At1g06340 -	no entry	null
	at_At1g07070 -	no entry	null
	at_At1g10140 -	no entry	null
	at_At1g17300 -	no entry	null
	at_At1g33120 -	no entry	null
	at_At1g35400 -	no entry	null
	at_At1g42700 -	no entry	null
	at_At1g55340 -	no entry	null
	at_At1g75180 -	no entry	null
	at_At1g75670 -	no entry	null
	at_At1g80970 -	no entry	null
	at_At2g03310 -	no entry	null
	at_At2g04340 -	no entry	null
	at_At2g13750 -	no entry	null
	at_At2g34260 -	no entry	null
	at_At2g36040 -	no entry	null
	at_At2g37750 -	no entry	null
	at_At2g41180 -	mips_04	"unknown protein"
	at_At2g46000 -	no entry	null
	at_At2g48090 -	no entry	null
	at_At3g11140 -	no entry	null
	at_At3g14060 -	no entry	null
	at_At3g14760 -	no entry	null
	at_At3g21570 -	no entry	null
	at_At3g30840 -	no entry	null
	at_At3g42970 -	no entry	null
	at_At3g47070 -	no entry	null
	at_At3g47240 -	no entry	null
	at_At3g60530 -	no entry	null
	at_At3g61930 -	no entry	null
	at_At4g04330 -	no entry	null
	at_At4g10910 -	no entry	null
	at_At4g12930 -	no entry	null
	at_At4g23910 -	no entry	null
	at_At4g29110 -	no entry	null
	at_At4g32440 -	no entry	null
	at_At4g35060 -	mips_06	"unknown protein"
	at_At4g35400 -	no entry	null
	at_At5g14410 -	no entry	null
	at_At5g14560 -	no entry	null
	at_At5g24490 -	no entry	null
	at_At5g41690 -	no entry	null
	at_At5g46320 -	no entry	null
	at_At5g54850 -	no entry	null
	at_At1g06010 -	no entry	null
	at_At1g07090 -	no entry	null
	at_At1g16790 -	no entry	null
	at_At2g38830 -	no entry	null
	at_At3g13740 -	no entry	null
	at_At3g31400 -	no entry	null
	at_At3g46620 -	no entry	null
	at_At3g48960 -	no entry	null
	at_At3g63020 -	no entry	null
	at_At4g04730 -	no entry	null
	at_At4g08230 -	no entry	null
	at_At4g10920 -	no entry	null
	at_At5g07330 -	no entry	null
	at_At5g09250 -	no entry	null
	at_At5g46770 -	no entry	null
	at_At5g49210 -	no entry	null
	at_At5g57910 -	no entry	null
	at_At5g62070 -	mips_98	"unknown protein"
	at_At5g66110 -	no entry	null
	at_At1g12180 -	no entry	null
	at_At1g41880 -	no entry	null
	at_At1g57660 -	no entry	null
	at_At2g01340 -	no entry	null
	at_At2g19320 -	no entry	null
	at_At3g17300 -	no entry	null
	at_At3g19660 -	no entry	null
	at_At3g30220 -	no entry	null
	at_At3g32170 -	no entry	null
	at_At3g45730 -	no entry	null
	at_At3g53890 -	no entry	null
	at_At3g57860 -	no entry	null
	at_At4g10000 -	no entry	null
	at_At4g20660 -	no entry	null
	at_At4g31010 -	no entry	null
	at_At5g06270 -	no entry	null
	at_At5g35800 -	no entry	null
	at_At5g46620 -	no entry	null
	at_At5g52700 -	no entry	null
	at_At5g56880 -	no entry	null
	at_At5g61710 -	no entry	null
	at_At5g65300 -	no entry	null


------------------
Rule 7919
	gravy > 0.219
	gc2_ratio <= 0.483
	wh4_ratio <= 0.219
	nm5_ratio <= 0.233
	wp5_ratio <= 0.358
	nd8_ratio <= 0.435
	re9_ratio <= 0.481
	hp10_ratio <= 0.245
	iw10_ratio > 0.105
	vh10_ratio <= 0.177
	->  class mips_08_19 "cellular import"

	Evaluation on training data (5760 items):
	at_At1g01580 -	mips_01_20_35	"ferric-chelate reductase FRO2"
			mips_01_20_35_02
			mips_11_07_07
			mips_13_01_01
			mips_13_01_01_01
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
	at_At1g04970 -	mips_01_02	"unknown protein"
			mips_01_06
			mips_11_01
			mips_11_05
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_16
			mips_20_25_16_01
			mips_20_25_16_01_07
			mips_40_02
			mips_40_27
			mips_63_05
			mips_63_09
			mips_67_13
	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_At1g12940 -	mips_01_04_07	"nitrate transporter, putative"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	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_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_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_At1g61630 -	mips_01_03_19	"putative equilibrative nucleoside transporter ENT7 (ENT7)"
	at_At1g67420	mips_05_01	""
			mips_05_01_01
			mips_05_04
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_22
			mips_67_04
	at_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_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_At2g04070 -	mips_11_07	"hypothetical protein"
			mips_67_28
	at_At2g16120	mips_01_05	"putative sugar transporter"
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_07
	at_At2g16130	mips_01_05_07	"putative sugar transporter"
			mips_08_19
			mips_67_07
	at_At2g26690 -	mips_67	"putative nitrate transporter"
			mips_67_10
			mips_67_11
	at_At2g34960 -	mips_01_01_07	"putative amino acid transporter"
			mips_67_10
			mips_67_12
	at_At2g38100 -	mips_67_11	"putative peptide/amino acid transporter"
	at_At2g43330	mips_01_05_07	"membrane transporter like protein"
			mips_08_19
			mips_67_07
	at_At2g47160 -	mips_67_04_07	"putative anion exchange protein"
			mips_67_50_03
			mips_67_50_05
	at_At3g24290	mips_08_19	"ammonium transporter, putative"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
	at_At3g24300	mips_08_19	"ammonium transporter"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
	at_At3g28960 -	mips_01_01_07	"hypothetical protein"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At4g10770 -	mips_14	"putative oligopeptide transporter"
			mips_14_04
			mips_14_04_03
			mips_14_04_03_03
			mips_67
			mips_67_11
			mips_67_99
			mips_98
			mips_99
	at_At4g13510	mips_08_19	"ammonium transport protein (AMT1)"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
	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_At5g06170 -	mips_33	"sucrose transporter protein"
			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_At5g09400 -	mips_67_04_01	"potassium transport protein-like"
			mips_67_04_01_02
			mips_67_50_22
	at_At5g16150	mips_01_05	"sugar transporter like protein"
			mips_01_05_07
			mips_08_19
			mips_40_30
			mips_67
			mips_67_07
			mips_67_50_03
			mips_67_50_03_01
	at_At5g19500 -	mips_67	"putative protein"
			mips_67_99
	at_At5g20650	mips_08_19	"unknown protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_20_03
			mips_48
			mips_63_07
			mips_63_09
			mips_67_04_01
			mips_67_04_01_01
	at_At5g22740 -	mips_01_05_01_03	"glucosyltransferase-like protein"
			mips_01_05_01_03_02
			mips_30_34
			mips_30_34_03
	at_At5g25420 -	mips_01_03_19	"permease 1-like protein"
			mips_67_07
			mips_67_07_99
			mips_67_99
	at_At5g33280 -	mips_08_99	"chloride channel-like protein"
			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_01
			mips_67_01_01
			mips_67_04_07
	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_At5g53510 -	mips_14_04_03	"isp4 protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	at_At5g55290 -	mips_40_25	"unknown protein"
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_15
	at_At5g55930 -	mips_14_04_03	"sexual differentiation process protein ISP4-like"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	at_At5g55950 -	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_99
			mips_67_16
			mips_67_50_05
	at_At5g59250	mips_01_05_04	"D-xylose-H+ symporter - 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_At5g62890 -	mips_01_03_19	"permease 1 - like protein"
			mips_67_07
			mips_67_07_99
			mips_67_50_03
			mips_67_99
	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_At5g64290	mips_01_05_07	"2-oxoglutarate/malate translocator"
			mips_02_30
			mips_08_02
			mips_08_19
			mips_40_26
			mips_40_26_03
			mips_40_30
			mips_67_07
			mips_67_07_03
	at_At5g64410 -	mips_14_04_03	"Isp4-like protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	Training Accuracy: 20/49 (40.82%)
	Training Frequency class 'mips_08_19': 82/5760 (1.42%)

	Evaluation on validation data (2885 items):
	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_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_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_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_At1g74780 -	mips_01_05_07	""
			mips_67_04
			mips_67_07
	at_At2g05760 -	mips_01_03	"putative membrane transporter"
			mips_01_03_19
			mips_67_07
			mips_67_07_99
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_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_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_At2g30240 -	mips_67_04_01	"putative Na/H antiporter"
			mips_67_04_01_02
	at_At2g35740	mips_01_05_07	"putative sugar transporter"
			mips_01_06_13
			mips_08_19
			mips_67_07
	at_At3g18830	mips_01_05_07	"sugar transporter like protein"
			mips_08_19
			mips_67_07
	at_At4g04750	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_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_At4g26590 -	mips_14_04_03	"isp4 like protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	at_At5g05630	mips_01_01_07	"putative protein"
			mips_08_19
			mips_20_03
			mips_67_10
			mips_67_12
	at_At5g07600 -	mips_01_06	"unknown protein"
	at_At5g11570 -	mips_20_03	"putative oligopeptide transporter protein"
			mips_47
			mips_47_03
			mips_47_03_11
			mips_47_03_11_05
			mips_67_11
			mips_67_28
			mips_67_50
			mips_67_50_03
			mips_67_50_03_01
	at_At5g43360	mips_01_04	"inorganic phosphate transporter (dbj|BAA24281.1)"
			mips_01_04_07
			mips_01_05_04
			mips_01_05_07
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_67_04
			mips_67_04_07
			mips_67_07
	at_At5g49990 -	mips_01_03_19	"permease"
			mips_67_07
			mips_67_07_99
			mips_67_99
	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_At5g50520	mips_01_05_07	"nodulin-like protein"
			mips_08_19
			mips_67_04_07
			mips_67_04_07_99
			mips_67_07
	at_At5g53520 -	mips_14_04_03	"isp4 protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	at_At5g59520 -	mips_13_01	"putative zinc transporter ZIP2 - like"
			mips_13_01_01
			mips_13_01_01_01
			mips_63_17_09
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	at_At5g64280	mips_02	"2-oxoglutarate/malate translocator"
			mips_01_05_07
			mips_01_07
			mips_01_07_01
			mips_02_30
			mips_08
			mips_08_02
			mips_08_19
			mips_40_26
			mips_40_26_03
			mips_40_30
			mips_67_07
			mips_67_07_03
			mips_67_10
			mips_67_50
			mips_67_50_25
	Validation Accuracy: 9/24 (37.50%)
	Validation Frequency class 'mips_08_19': 48/2885 (1.66%)

	Evaluation on propertest data (4430 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_At1g08920	mips_01_05_04	"putative sugar transport protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_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_At1g10540 -	mips_01_03	"putative permease"
			mips_01_03_19
			mips_03_01
			mips_08
			mips_40_02
			mips_67_07
			mips_67_07_99
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At1g16370 -	mips_01_05_07	"putative transport protein"
			mips_48
			mips_67_07
			mips_67_21
	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_At1g44800 -	mips_25_03	"nodulin like protein"
	at_At1g47670 -	mips_01_01_07	"putative protein"
			mips_67_10
			mips_67_12
	at_At1g53210 -	mips_13_05	"putative protein"
			mips_67_04
			mips_67_50
			mips_67_50_05
	at_At1g66030 -	mips_11_07	"hypothetical protein"
			mips_11_07_01
	at_At1g75220	mips_01_05_07	"integral membrane protein, putative"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
	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_At1g79410 -	mips_01_05_07	"hypothetical protein"
			mips_67_04
			mips_67_07
			mips_67_21
	at_At2g02810 -	mips_40_22	"unknown protein"
			mips_67
			mips_67_07
	at_At2g07680 -	mips_67_28	"putative ABC transporter"
			mips_67_50
			mips_67_50_25
	at_At2g16660 -	mips_08_16	"nodulin-like protein"
			mips_63_99
	at_At2g24170 -	mips_40_22	"putative multispanning membrane protein"
			mips_67_01
	at_At2g36590 -	mips_01_01_07	"putative proline transporter"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	at_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_At2g47600 -	mips_13_05	"magnesium/proton exchanger AtMHX"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At4g12650 -	mips_08_07	"putative protein"
			mips_40_22
			mips_67_01
	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_At4g26710 -	mips_40_25	"unknown protein"
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_15
	at_At4g27730 -	mips_14_04_03	"putative protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	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_At4g35180 -	mips_01_01_07	"amino acid permease - like protein"
			mips_67_10
			mips_67_12
	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_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_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_At5g12860	mips_01_05_07	"2-oxoglutarate/malate translocator precursor -like protein"
			mips_02_30
			mips_08_02
			mips_08_19
			mips_40_26
			mips_40_26_03
			mips_40_30
			mips_67_07
			mips_67_07_03
	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_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_At5g26820 -	mips_67_04_01	"unknown protein"
			mips_67_04_01_01
	at_At5g42090 -	mips_10	"unknown protein"
			mips_10_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05
			mips_10_05_02
			mips_10_05_02_24
			mips_40_02
			mips_63
			mips_63_01
			mips_63_09
			mips_63_99
			mips_98
	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_At5g45370 -	mips_01_04	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_25_03
	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
	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_At5g58970 -	mips_02_13	"uncoupling protein AtUCP2"
			mips_02_99
			mips_08_04
	at_At5g59470 -	mips_01_20_01	"putative protein"
			mips_01_20_01_05
	Propertest Accuracy: 7/40 (17.50%)
	Propertest Frequency class 'mips_08_19': 46/4430 (1.04%)

	New (unknown) data (2885 items):
	at_At1g09860 -	no entry	null
	at_At1g11540 -	no entry	null
	at_At1g15170 -	no entry	null
	at_At1g15610 -	no entry	null
	at_At1g18720 -	no entry	null
	at_At1g35180 -	no entry	null
	at_At1g43580 -	no entry	null
	at_At1g47310 -	no entry	null
	at_At1g47530 -	no entry	null
	at_At1g74440 -	no entry	null
	at_At1g78920 -	no entry	null
	at_At2g04100 -	no entry	null
	at_At2g21120 -	no entry	null
	at_At2g34410 -	no entry	null
	at_At3g08040 -	mips_67	"putative integral membrane protein"
	at_At3g11530 -	no entry	null
	at_At3g19490 -	no entry	null
	at_At3g26670 -	no entry	null
	at_At3g51970 -	no entry	null
	at_At3g56110 -	no entry	null
	at_At3g59090 -	no entry	null
	at_At4g18190 -	no entry	null
	at_At4g35870 -	no entry	null
	at_At5g25050 -	no entry	null
	at_At5g26740 -	no entry	null
	at_At5g40240 -	no entry	null
	at_At5g55370 -	no entry	null
	at_At5g55960 -	no entry	null
	at_At5g59770 -	no entry	null
	at_At1g15690 -	no entry	null
	at_At1g23830 -	no entry	null
	at_At1g45010 -	no entry	null
	at_At1g58340 -	no entry	null
	at_At1g61740 -	no entry	null
	at_At1g65730 -	no entry	null
	at_At2g02590 -	no entry	null
	at_At2g04080 -	no entry	null
	at_At2g21180 -	no entry	null
	at_At2g48060 -	no entry	null
	at_At5g04490 -	no entry	null
	at_At5g19870 -	no entry	null
	at_At1g10080 -	no entry	null
	at_At1g16780 -	no entry	null
	at_At1g35170 -	no entry	null
	at_At1g47640 -	no entry	null
	at_At1g48230 -	no entry	null
	at_At1g49260 -	no entry	null
	at_At1g78620 -	no entry	null
	at_At2g04040 -	mips_67	"hypothetical protein"
	at_At2g04050 -	no entry	null
	at_At2g30430 -	no entry	null
	at_At2g47360 -	no entry	null
	at_At3g09570 -	no entry	null
	at_At3g10960 -	mips_99	"unknown protein"
	at_At3g11810 -	no entry	null
	at_At3g21690 -	no entry	null
	at_At4g01150 -	no entry	null
	at_At4g21250 -	no entry	null
	at_At4g21260 -	no entry	null
	at_At5g40230 -	no entry	null


------------------
Rule 7829
	gravy > 0.219
	ck1_ratio <= 0.311
	cw1_ratio <= 0.038
	hc1_ratio <= 0.243
	ks1_ratio <= 0.825
	pa1_ratio <= 1.027
	qw1_ratio <= 0.39
	cw2_ratio <= 0.069
	kd2_ratio <= 0.613
	pc2_ratio <= 0.422
	we2_ratio <= 0.327
	wr2_ratio <= 0.279
	gl3_ratio > 0.323
	ec4_ratio <= 0.201
	qa4_ratio <= 0.597
	wh4_ratio <= 0.219
	hg5_ratio <= 0.486
	wp5_ratio <= 0.358
	kw6_ratio <= 0.206
	qr6_ratio <= 0.335
	wt6_ratio <= 0.378
	cc7_ratio <= 0.415
	nd8_ratio <= 0.435
	re9_ratio <= 0.481
	hp10_ratio <= 0.245
	->  class mips_67_07 "C-compound and carbohydrate transporters"

	Evaluation on training data (5760 items):
	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_At1g05940 -	mips_01_01	"putative protein"
			mips_01_01_07
			mips_48
			mips_67_10
			mips_67_12
	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_At1g12940 -	mips_01_04_07	"nitrate transporter, putative"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	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_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_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_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_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_At1g63690 -	mips_08_13	"unknown protein"
			mips_63_17_01
	at_At1g66570	mips_33	"hypothetical protein"
			mips_33_03
			mips_33_03_99
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_15
			mips_47_03_15_09
			mips_67_07
			mips_67_50
			mips_67_50_03
	at_At1g67420 -	mips_05_01	""
			mips_05_01_01
			mips_05_04
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_22
			mips_67_04
	at_At1g70260 -	mips_01_05_01_03	"hypothetical protein"
			mips_01_05_01_03_02
			mips_25_03
	at_At1g71890	mips_33	"putative sucrose transport protein"
			mips_33_03
			mips_33_03_99
			mips_47_03_15
			mips_47_03_15_09
			mips_67_07
			mips_67_50
			mips_67_50_03
	at_At1g72610 -	mips_01_05_01_01	"germin-like protein"
			mips_01_05_01_01_03
	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_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_At1g80530 -	mips_08_16	"nodulin-like protein"
			mips_63_99
			mips_67_04
	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_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_At2g16120	mips_01_05	"putative sugar transporter"
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_07
	at_At2g16130	mips_01_05_07	"putative sugar transporter"
			mips_08_19
			mips_67_07
	at_At2g22730	mips_01_05_07	"hypothetical protein"
			mips_08_19
			mips_67_07
			mips_67_50
			mips_67_50_03
	at_At2g26690 -	mips_67	"putative nitrate transporter"
			mips_67_10
			mips_67_11
	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_At2g30070 -	mips_67_04_01	"high affinity K+ transporter (AtKUP1/AtKT1p)"
			mips_67_04_01_02
			mips_67_50_22
	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_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_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_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_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_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_At4g02050	mips_01_05_07	"putative hexose transporter"
			mips_08_19
			mips_67_07
	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_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_At4g31600	mips_01_05_01_03	"unknown protein"
			mips_01_05_01_03_02
			mips_08_02
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At4g34950	mips_01_05_07	"putative protein"
			mips_01_06
			mips_01_06_13
			mips_08_16
			mips_08_19
			mips_40_02
			mips_40_30
			mips_63_99
			mips_67_07
			mips_67_50_03
			mips_67_50_03_01
	at_At4g35300	mips_01_05_07	"putative sugar transporter protein"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
	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_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_At5g02170 -	mips_01_01_07	"putative protein"
			mips_48
			mips_67_10
			mips_67_12
	at_At5g06170	mips_33	"sucrose transporter protein"
			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_At5g09400 -	mips_67_04_01	"potassium transport protein-like"
			mips_67_04_01_02
			mips_67_50_22
	at_At5g11800 -	mips_13	"putative potassium transport protein"
			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
	at_At5g13670 -	mips_01_04	"unknown protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_25_03
	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_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_At5g16150	mips_01_05	"sugar transporter like protein"
			mips_01_05_07
			mips_08_19
			mips_40_30
			mips_67
			mips_67_07
			mips_67_50_03
			mips_67_50_03_01
	at_At5g17010	mips_01_05_07	"sugar transporter - like protein"
			mips_08_19
			mips_67_07
	at_At5g17860 -	mips_67_04	"potassium-dependent sodium-calcium exchanger - like protein"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At5g20380 -	mips_01_04_07	"putative protein"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	at_At5g22900 -	mips_67_04_01	"Na+/H+ antiporter-like protein"
			mips_67_04_01_02
	at_At5g23270	mips_01_05_04	"monosaccharide transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At5g27360	mips_01_05_07	"sugar-porter family protein 2 (SFP2)"
			mips_08_19
			mips_67_07
	at_At5g33280 -	mips_08_99	"chloride channel-like protein"
			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_01
			mips_67_01_01
			mips_67_04_07
	at_At5g33320	mips_01_05_01_03_02	"phosphate/phosphoenolpyruvate translocator precursor"
			mips_08_02
			mips_40_26
			mips_40_26_03
			mips_63_13
			mips_63_13_01
			mips_67_07
			mips_67_07_01
			mips_67_07_99
			mips_67_16
	at_At5g38820 -	mips_01_01_07	"transporter -like protein"
			mips_08_99
			mips_67_10
			mips_67_12
			mips_67_50_03
			mips_67_50_03_03
	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_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_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_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_At5g59250	mips_01_05_04	"D-xylose-H+ symporter - 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_At5g62890	mips_01_03_19	"permease 1 - like protein"
			mips_67_07
			mips_67_07_99
			mips_67_50_03
			mips_67_99
	at_At5g64290	mips_01_05_07	"2-oxoglutarate/malate translocator"
			mips_02_30
			mips_08_02
			mips_08_19
			mips_40_26
			mips_40_26_03
			mips_40_30
			mips_67_07
			mips_67_07_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
	Training Accuracy: 44/76 (57.89%)
	Training Frequency class 'mips_67_07': 104/5760 (1.81%)

	Evaluation on validation data (2885 items):
	at_At1g01590 -	mips_01_20_35	"ferric-chelate reductase FRO1"
			mips_01_20_35_02
			mips_11_07_07
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
			mips_67
	at_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_At1g11460 -	mips_25	"hypothetical protein"
			mips_25_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_At1g22670 -	mips_08_13	"putative RING zinc finger protein"
	at_At1g22710	mips_33_03_99	"putative sucrose transport protein, SUC2"
			mips_47_03_15
			mips_47_03_15_09
			mips_67_07
			mips_67_50_03
	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_At1g74780	mips_01_05_07	""
			mips_67_04
			mips_67_07
	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_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_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_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_At2g28120 -	mips_08_16	"nodulin-like protein"
			mips_63_99
	at_At2g32830	mips_01_04_07	"putative phosphate transporter"
			mips_01_05_04
			mips_01_05_07
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_13_11_03
			mips_13_11_03_01
			mips_67_04
			mips_67_04_07
			mips_67_07
	at_At2g35740	mips_01_05_07	"putative sugar transporter"
			mips_01_06_13
			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_At3g11320	mips_08_02	"hypothetical protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_50
			mips_67_50_05
	at_At3g15990 -	mips_35	"putative sulfate transporter"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04_07
			mips_67_04_07_05
	at_At3g26570 -	mips_14_01_03	"phosphate transporter, putative"
			mips_25_05_09
	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_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_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_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_At4g38350 -	mips_01_06_13	"putative protein"
			mips_01_06_99
			mips_08_07
			mips_08_07_05
			mips_08_07_99
			mips_08_13
			mips_10_05_02
			mips_10_05_02_99
			mips_40_09
			mips_40_25
			mips_67_13
	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_At5g27350	mips_01_05_04	"sugar transporter like protein"
			mips_01_05_07
			mips_08_19
			mips_67_07
	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_At5g43340	mips_01_04	"inorganic phosphate transporter (dbj|BAA34390.1)"
			mips_01_04_07
			mips_01_05_07
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_67_04
			mips_67_04_07
			mips_67_07
	at_At5g43360	mips_01_04	"inorganic phosphate transporter (dbj|BAA24281.1)"
			mips_01_04_07
			mips_01_05_04
			mips_01_05_07
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_67_04
			mips_67_04_07
			mips_67_07
	at_At5g50520	mips_01_05_07	"nodulin-like protein"
			mips_08_19
			mips_67_04_07
			mips_67_04_07_99
			mips_67_07
	at_At5g64280	mips_02	"2-oxoglutarate/malate translocator"
			mips_01_05_07
			mips_01_07
			mips_01_07_01
			mips_02_30
			mips_08
			mips_08_02
			mips_08_19
			mips_40_26
			mips_40_26_03
			mips_40_30
			mips_67_07
			mips_67_07_03
			mips_67_10
			mips_67_50
			mips_67_50_25
	Validation Accuracy: 19/32 (59.38%)
	Validation Frequency class 'mips_67_07': 63/2885 (2.18%)

	Evaluation on propertest data (4430 items):
	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_At1g08920	mips_01_05_04	"putative sugar transport protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At1g16370	mips_01_05_07	"putative transport protein"
			mips_48
			mips_67_07
			mips_67_21
	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_At1g53210 -	mips_13_05	"putative protein"
			mips_67_04
			mips_67_50
			mips_67_50_05
	at_At1g64780 -	mips_08_19	"putative protein"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
	at_At1g69850 -	mips_67_11	"nitrate transporter (NTL1)"
	at_At1g71880	mips_33	"sucrose transport protein SUC1"
			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_At1g71960 -	mips_01_07_01	"putative ABC transporter"
			mips_67_10
			mips_67_50
			mips_67_50_25
	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_At1g75220	mips_01_05_07	"integral membrane protein, putative"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
	at_At1g76520 -	mips_30	"unknown protein"
			mips_30_01
	at_At1g80280 -	mips_11_07	"unknown protein"
			mips_30_01
	at_At2g02810	mips_40_22	"unknown protein"
			mips_67
			mips_67_07
	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_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_At2g22230 -	mips_01_06	"beta-hydroxyacyl-ACP dehydratase like protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
	at_At2g30460	mips_01_05_01_03	"putative integral membrane 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_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_At2g47600 -	mips_13_05	"magnesium/proton exchanger AtMHX"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At3g07080	mips_01_05_07	"putative integral membrane protein"
			mips_67_07
	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_At3g14500 -	mips_29	"hypothetical protein"
			mips_29_99
	at_At3g19480 -	mips_01_01	"phosphoglycerate dehydrogenase like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_01
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05
			mips_01_05_01
			mips_02_01
			mips_02_07
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_13
			mips_13_03
			mips_13_03_01
			mips_25
			mips_25_05
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_47_03_02
			mips_67
			mips_67_15
	at_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_At3g25280 -	mips_67_11	"nitrate transporter, putative"
	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_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_At4g12650 -	mips_08_07	"putative protein"
			mips_40_22
			mips_67_01
	at_At4g15920 -	mips_14	"cytochrome c oxidoreductase like protein"
			mips_14_20
			mips_40
			mips_98
			mips_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_At4g23640 -	mips_67_04_01	"putative potassium transport protein"
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At4g24120 -	mips_14_04_03	"unknown protein"
			mips_14_04_03_03
			mips_67_11
			mips_67_99
	at_At4g30120 -	mips_08_19	"cadmium-transporting ATPase-like protein"
			mips_11_05_01
			mips_11_05_01_03
			mips_11_05_01_03_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_63_17
			mips_63_17_09
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_50
			mips_67_50_22
	at_At4g30450 -	mips_40_01	"glycine-rich protein"
	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_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_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_At5g12860	mips_01_05_07	"2-oxoglutarate/malate translocator precursor -like protein"
			mips_02_30
			mips_08_02
			mips_08_19
			mips_40_26
			mips_40_26_03
			mips_40_30
			mips_67_07
			mips_67_07_03
	at_At5g13550 -	mips_35	"sulfate transporter"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04
			mips_67_04_07
			mips_67_04_07_05
	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_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_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_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_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_At5g28470 -	mips_67_11	"peptide transporter - like protein"
	at_At5g43370	mips_01_04_07	"inorganic phosphate transporter (dbj|BAA24282.1)"
			mips_01_05_07
			mips_08_19
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_67_04_07
			mips_67_07
	at_At5g43610	mips_33_03_99	"sucrose transporter protein"
			mips_47_03_15
			mips_47_03_15_09
			mips_67_07
			mips_67_50_03
	at_At5g47470 -	mips_25_03	"nodulin-like protein"
	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_At5g50630	mips_01_05_07	"nodulin-like protein"
			mips_08_19
			mips_67_04_07
			mips_67_04_07_99
			mips_67_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
	at_At5g62730 -	mips_67_04_07	"nitrate transporter NTL1 - like protein"
			mips_67_11
	Propertest Accuracy: 23/58 (39.66%)
	Propertest Frequency class 'mips_67_07': 68/4430 (1.53%)

	New (unknown) data (2885 items):
	at_At1g04660 -	no entry	null
	at_At1g12730 -	no entry	null
	at_At1g14270 -	no entry	null
	at_At1g21890 -	no entry	null
	at_At1g22750 -	no entry	null
	at_At1g50740 -	no entry	null
	at_At1g64150 -	no entry	null
	at_At1g64990 -	no entry	null
	at_At1g65420 -	no entry	null
	at_At1g78920 -	no entry	null
	at_At2g02180 -	no entry	null
	at_At2g04900 -	mips_99	"unknown protein"
	at_At2g15290 -	no entry	null
	at_At2g21120 -	no entry	null
	at_At2g27540 -	no entry	null
	at_At2g33750 -	no entry	null
	at_At2g46390 -	no entry	null
	at_At3g08040 -	mips_67	"putative integral membrane protein"
	at_At3g11530 -	no entry	null
	at_At3g19490 -	no entry	null
	at_At3g23870 -	no entry	null
	at_At3g26590 -	no entry	null
	at_At3g26670 -	no entry	null
	at_At4g16380 -	no entry	null
	at_At4g16980 -	no entry	null
	at_At4g22830 -	no entry	null
	at_At4g29850 -	no entry	null
	at_At4g34840 -	no entry	null
	at_At5g25040 -	no entry	null
	at_At5g26250 -	no entry	null
	at_At5g36280 -	no entry	null
	at_At5g40240 -	no entry	null
	at_At5g52080 -	no entry	null
	at_At5g52420 -	no entry	null
	at_At5g55960 -	no entry	null
	at_At1g15690 -	no entry	null
	at_At1g23110 -	no entry	null
	at_At1g30360 -	no entry	null
	at_At1g57980 -	no entry	null
	at_At1g58340 -	no entry	null
	at_At1g61740 -	no entry	null
	at_At1g61790 -	no entry	null
	at_At1g66780 -	no entry	null
	at_At1g79710 -	no entry	null
	at_At2g19350 -	no entry	null
	at_At2g39680 -	no entry	null
	at_At2g40900 -	no entry	null
	at_At3g22570 -	no entry	null
	at_At3g59520 -	no entry	null
	at_At4g12800 -	no entry	null
	at_At4g18200 -	no entry	null
	at_At4g22480 -	no entry	null
	at_At4g25980 -	no entry	null
	at_At5g08040 -	no entry	null
	at_At5g19870 -	no entry	null
	at_At5g24790 -	no entry	null
	at_At5g53410 -	no entry	null
	at_At1g16780 -	no entry	null
	at_At1g26440 -	no entry	null
	at_At1g26980 -	no entry	null
	at_At1g28220 -	no entry	null
	at_At1g28230 -	no entry	null
	at_At1g29020 -	no entry	null
	at_At1g48230 -	no entry	null
	at_At1g64890 -	no entry	null
	at_At2g21340 -	no entry	null
	at_At2g24220 -	no entry	null
	at_At2g26240 -	no entry	null
	at_At3g10960 -	mips_99	"unknown protein"
	at_At3g27020 -	no entry	null
	at_At3g51140 -	no entry	null
	at_At3g53850 -	no entry	null
	at_At3g57850 -	no entry	null
	at_At3g59030 -	no entry	null
	at_At4g18220 -	no entry	null
	at_At4g22790 -	no entry	null
	at_At4g24980 -	no entry	null
	at_At4g27720 -	no entry	null
	at_At4g29030 -	no entry	null
	at_At4g29140 -	no entry	null
	at_At5g05310 -	no entry	null
	at_At5g07630 -	no entry	null
	at_At5g10580 -	no entry	null
	at_At5g10820 -	no entry	null
	at_At5g19700 -	no entry	null
	at_At5g24000 -	no entry	null
	at_At5g24600 -	no entry	null
	at_At5g30520 -	no entry	null
	at_At5g40230 -	no entry	null
	at_At5g41000 -	no entry	null
	at_At5g47550 -	no entry	null
	at_At5g52540 -	no entry	null


------------------
Rule 6952
	hydrogen > 6100
	gravy > -0.291
	gravy <= 0.219
	pc2_ratio <= 0.249
	gt3_ratio > 0.445
	pc3_ratio <= 0.167
	pl3_ratio <= 0.749
	kl4_ratio <= 1.242
	nl4_ratio <= 1.084
	wd7_ratio <= 0.229
	wr7_ratio <= 0.157
	hg8_ratio <= 0.329
	hr10_ratio <= 0.529
	->  class mips_67_50 "transport mechanism"

	Evaluation on training data (5760 items):
	at_At1g02530	mips_67_28	"hypothetical protein"
			mips_67_50
			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_At1g07810	mips_13_05	"ER-type Ca2+-pump protein"
			mips_13_07
			mips_25_05_09
			mips_40_07
			mips_63_17
			mips_63_17_01
			mips_67_04
			mips_67_50
			mips_67_50_22
			mips_67_50_25
	at_At1g13210	mips_01_05_07	"puative calcium-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_At1g15520	mips_01_06_13	"hypothetical protein"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At1g17500	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
			mips_67_50_22
			mips_67_50_25
	at_At1g18270 -	mips_01_01_01_15	"unknown protein (At1g18270)"
			mips_01_01_10
			mips_01_01_10_04
			mips_01_01_10_04_02
			mips_01_01_10_04_03
			mips_01_01_10_04_04
			mips_02_01
			mips_02_07
	at_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_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_At1g29900 -	mips_01_02_99	"carbamoyl phosphate synthetase large chain (carB)"
			mips_01_03_04
			mips_01_03_04_03
			mips_11_07_03
			mips_20_05
	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_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_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_At1g56070 -	mips_05_04_02	"elongation factor, putative"
			mips_25_05_09
			mips_63_19_05
	at_At1g58220 -	mips_20_25_01	"MYB-family transcription factor-like protein"
			mips_20_25_01_03
			mips_20_25_01_07
			mips_47_03_02
	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_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_At1g63440	mips_63_19	"ATP dependent copper transporter, putative"
			mips_67
			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_At2g01820 -	mips_14_01_03	"putative receptor-like protein kinase"
	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_At2g24730 -	mips_10_05_02	"putative ligand-gated ion channel protein (AtGLR2.2)"
			mips_10_05_02_30
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_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_At2g27150 -	mips_01_03	"aldehyde oxidase (AO-3)"
			mips_01_03_01
			mips_01_03_01_01
			mips_01_03_01_01_03
			mips_01_20_17
			mips_01_20_17_09
			mips_02_11
			mips_11_07
			mips_11_07_07
			mips_40_19
			mips_67_15
	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_At3g07520 -	mips_10_05_02	"unknown protein (AtGLR1.4)"
			mips_10_05_02_30
			mips_33_03_13
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_67_01
			mips_67_01_01
			mips_67_04_01
			mips_67_04_01_02
	at_At3g11964 -	mips_04_01	"rRNA biogenesis protein, putative, 3' partial"
			mips_04_01_04
	at_At3g13080	mips_67_50_25	"ABC transporter, putative"
	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_At3g14840 -	mips_11_05_01	"receptor-like serine/threonine kinase, putative"
	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_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_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_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_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_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_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_At4g16760 -	mips_01_06_04	"acyl-CoA oxidase like protein"
			mips_40_19
	at_At4g21320 -	mips_06	"putative protein"
			mips_06_13
	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_At4g28470 -	mips_04_03	"putative protein"
			mips_04_03_03
			mips_06_07_11
			mips_06_13_01
			mips_06_13_01_01
	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_At4g30110	mips_40_08	"cadmium-transporting ATPase-like protein"
			mips_63_19
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			mips_67_50
			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_At4g31710 -	mips_08	"putative protein (AtGLR2.4)"
			mips_10
			mips_10_05
			mips_10_05_02
			mips_10_05_02_30
			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_40
			mips_40_02
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_67
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_99
	at_At5g03280 -	mips_03_01_05	"EIN2"
			mips_03_01_05_01
			mips_20_25
			mips_20_25_16
			mips_25_03
			mips_67_04
	at_At5g11210 -	mips_10_05_02	"putative protein (AtGLR2.5)"
			mips_10_05_02_30
			mips_13_03
			mips_13_03_01
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_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_At5g21930	mips_40_02	"metal-transporting ATPase - like protein"
			mips_63_19
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
			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_At5g26860 -	mips_04_05_05_01	"LON protease homolog (LON_ARA)"
			mips_06_13_99
	at_At5g37500 -	mips_06_10	"guard cell outward rectifying K+ channel"
			mips_10_01_09
			mips_10_01_09_07
			mips_10_05_01
			mips_10_05_01_10
			mips_10_05_02
			mips_10_05_02_30
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_05
			mips_47
			mips_47_03
			mips_47_03_03
			mips_47_03_03_01
			mips_67_01
			mips_67_01_01
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
	at_At5g37830 -	mips_01_01	"5-oxoprolinase -like protein"
			mips_01_01_01
			mips_01_01_01_01
	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_At5g48120 -	mips_03_01_05_01	"unknown protein"
	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_At5g58450 -	mips_25_05_25	"putative protein"
	at_At5g61690	mips_67_13	"ABC transport protein - like"
			mips_67_50_25
	at_At5g61730	mips_67_50	"ABC transport protein - like"
			mips_67_50_25
	Training Accuracy: 44/70 (62.86%)
	Training Frequency class 'mips_67_50': 210/5760 (3.65%)

	Evaluation on validation data (2885 items):
	at_At1g02520	mips_67_28	"P-glycoprotein, putative"
			mips_67_50_25
	at_At1g02640 -	mips_01_05_01_03	"beta-xylosidase, putative"
			mips_01_05_01_03_02
			mips_30_01
			mips_40_01
	at_At1g07200 -	mips_06_13_99	"hypothetical protein"
			mips_06_99
			mips_11_01_05
			mips_63_19_03
	at_At1g17220 -	mips_04_05_01_01	"putative translation initiation factor IF2"
			mips_04_05_01_04_01
			mips_05_04_01
	at_At1g30600 -	mips_06_13	"putative serine proteinase"
	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_At1g69290 -	mips_04_05_99	"putative protein"
	at_At1g72860 -	mips_11_01	"hypothetical protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At1g77600 -	mips_04_05_01_04_03	"hypothetical protein"
			mips_14_01_01
			mips_14_01_05
			mips_47_03_15
			mips_47_03_15_09
			mips_63_19_03
	at_At1g79620 -	mips_10	"hypothetical protein"
			mips_10_01_01
	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_At2g07050 -	mips_01_06	"cycloartenol 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_06_07
			mips_13_11
			mips_20
			mips_20_25
			mips_20_25_01
			mips_20_25_01_01
			mips_40_07
	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_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_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_At2g24710 -	mips_08	"putative ligand-gated ion channel protein (AtGLR2.3)"
			mips_13_03
			mips_13_03_01
			mips_40_02
			mips_67_01
			mips_67_04
	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_At2g34660	mips_67_50	"MRP-like ABC transporter"
			mips_67_50_25
	at_At2g39350	mips_01_07_01	"putative ABC transporter"
			mips_67_10
			mips_67_50_25
	at_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_At3g13100	mips_67_50	"ABC transporter, putative"
			mips_67_50_25
	at_At3g19700 -	mips_10_05	"receptor-like protein kinase, putative"
	at_At3g28380	mips_67_50	"P-glycoprotein, putative"
			mips_67_50_25
	at_At3g43600 -	mips_01	"putative aldehyde oxidase (AO3)"
			mips_01_03
			mips_02
			mips_01_03_01
			mips_01_03_01_01
			mips_01_03_01_01_03
			mips_01_05
			mips_01_20
			mips_01_20_17
			mips_01_20_17_09
			mips_02_11
			mips_11
			mips_11_01
			mips_11_07
			mips_11_07_07
			mips_13
			mips_13_11
			mips_40_19
			mips_67
			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_At4g05420 -	mips_03_01_05	"UV-damaged DNA binding factor - like protein"
			mips_03_01_05_01
			mips_04_05_05
			mips_04_05_05_01
			mips_40_10_99
			mips_63_17
			mips_63_17_01
	at_At4g14950 -	mips_10_05_02	"hypothetical protein"
			mips_30_27
			mips_63_13
			mips_63_13_99
			mips_63_99
	at_At5g11180 -	mips_13_03	"putative protein (AtGLR2.6)"
			mips_13_03_01
			mips_67_01
			mips_67_04
	at_At5g17920 -	mips_01_01	"5-methyltetrahydropteroyltriglutamate--homocysteine S-methyltransferase"
			mips_01_01_01
			mips_01_01_01_07
			mips_01_01_01_07_04
			mips_01_05_01_01_05
	Validation Accuracy: 11/29 (37.93%)
	Validation Frequency class 'mips_67_50': 97/2885 (3.36%)

	Evaluation on propertest data (4430 items):
	at_At1g15210	mips_01_06_13	"putative ABC transporter"
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_67
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_25
	at_At1g19780 -	mips_10_05_01	"cyclic nucleotide and calmodulin-regulated ion channel, putative"
			mips_10_05_01_10
			mips_13_05
			mips_67_01
			mips_67_01_01
	at_At1g27940	mips_67_50	"hypothetical protein"
			mips_67_50_25
	at_At1g34300 -	mips_10_01	"putative protein"
			mips_10_01_01
			mips_10_05
			mips_11
			mips_11_07
			mips_11_07_03
			mips_67
			mips_67_15
	at_At1g51800 -	mips_10_01	"hypothetical protein"
			mips_10_01_01
			mips_10_05
			mips_40_02
	at_At1g55740 -	mips_01_05_01_03	"seed imbibition protein, putative"
	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_At1g66980 -	mips_01_06_04	"putative kinase"
			mips_11_07_99
	at_At1g79490 -	mips_04_05_99	"hypothetical protein"
	at_At1g79690 -	mips_01_06_01_07	"unknown protein (At1g79690)"
			mips_01_06_01_07_11
			mips_01_06_01_07_13
			mips_40_19
	at_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_At2g46560 -	mips_02_11_05	"hypothetical protein"
	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_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_At3g28360	mips_67_50_25	"P-glycoprotein like protein"
	at_At3g42640	mips_67_50_22	"plasma membrane H+-ATPase-like protein"
			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_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_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_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_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_At4g01860 -	mips_14_10	"hypothetical protein"
			mips_14_10_02
			mips_14_10_02_02
			mips_14_10_02_02_01
			mips_14_10_02_02_02
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
	at_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_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_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_At4g21640 -	mips_06_13	"subtilisin-like protease"
	at_At4g25350 -	mips_01_04	"putative protein"
			mips_01_04_07
			mips_10_05_02
			mips_10_05_02_24
			mips_13_01
			mips_13_01_03
			mips_13_01_03_03
			mips_13_11_03
			mips_13_11_03_07
			mips_14_01
			mips_14_01_03
			mips_14_04_03
			mips_14_04_03_03
			mips_67_04
			mips_67_04_07
	at_At4g30020 -	mips_06_13	""
	at_At4g34450 -	mips_40_09	"Nonclathrin coat protein gamma - like protein"
	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_At5g03620 -	mips_06_13	"cucumisin precursor -like protein"
	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_At5g06460 -	mips_06_13_01	"ubiquitin activating enzyme 2 (gb|AAB37569.1)"
	at_At5g16750 -	mips_14_10	"WD40-repeat protein"
			mips_14_10_02
			mips_14_10_02_02
			mips_14_10_02_02_01
			mips_14_10_02_02_02
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
	at_At5g20960 -	mips_01_03	"aldehyde oxidase AAO1"
			mips_01_03_01
			mips_01_03_01_01
			mips_01_03_01_01_03
			mips_01_20_17
			mips_01_20_17_09
			mips_02_11
			mips_11_07
			mips_11_07_07
			mips_40_19
			mips_67_15
	at_At5g40480 -	mips_08_01	"nuclear pore protein -like"
			mips_30_10
			mips_30_10_05
			mips_40_10_05
	at_At5g44790	mips_67_50	"COPPER-TRANSPORTING ATPASE RAN1 (RESPONSIVE-TO-ANTAGONIST 1)"
			mips_67_50_25
	at_At5g46540	mips_67_28	"multidrug resistance p-glycoprotein"
			mips_67_50_25
	at_At5g47260 -	mips_11_01	"NBS/LRR disease resistance protein"
			mips_11_05
			mips_11_05_01
			mips_11_05_03
	at_At5g54090 -	mips_03_01_05	"DNA mismatch repair protein MutS2-like"
			mips_03_01_05_01
			mips_03_03_02
	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
	Propertest Accuracy: 19/42 (45.24%)
	Propertest Frequency class 'mips_67_50': 138/4430 (3.12%)

	New (unknown) data (2885 items):
	at_At1g02810 -	no entry	null
	at_At1g07650 -	no entry	null
	at_At1g21240 -	no entry	null
	at_At1g32950 -	no entry	null
	at_At1g50500 -	no entry	null
	at_At1g51890 -	no entry	null
	at_At1g61390 -	no entry	null
	at_At1g69520 -	no entry	null
	at_At1g71420 -	no entry	null
	at_At2g18910 -	no entry	null
	at_At3g46290 -	no entry	null
	at_At3g46400 -	no entry	null
	at_At4g00450 -	no entry	null
	at_At4g31110 -	no entry	null
	at_At4g32920 -	no entry	null
	at_At4g33520 -	no entry	null
	at_At4g39110 -	no entry	null
	at_At5g41550 -	no entry	null
	at_At5g45530 -	no entry	null
	at_At5g48390 -	no entry	null
	at_At5g59680 -	no entry	null
	at_At5g66420 -	no entry	null
	at_At2g14440 -	no entry	null
	at_At3g09780 -	no entry	null
	at_At5g06970 -	no entry	null
	at_At5g28250 -	no entry	null
	at_At5g44530 -	no entry	null
	at_At5g59810 -	no entry	null
	at_At1g32940 -	no entry	null
	at_At2g14940 -	no entry	null
	at_At2g19170 -	no entry	null
	at_At3g09660 -	no entry	null
	at_At3g12590 -	no entry	null
	at_At3g30420 -	no entry	null
	at_At3g46370 -	no entry	null
	at_At4g01400 -	no entry	null
	at_At4g04140 -	no entry	null
	at_At4g20430 -	no entry	null
	at_At4g21630 -	no entry	null
	at_At4g24800 -	no entry	null
	at_At5g39000 -	no entry	null
	at_At5g39030 -	no entry	null


------------------
Rule 7932
	gravy > 0.219
	ck1_ratio <= 0.311
	cp1_ratio <= 0.085
	pa1_ratio <= 1.027
	gc2_ratio <= 0.483
	pc2_ratio <= 0.422
	cm3_ratio <= 0.135
	qa4_ratio <= 0.597
	wh4_ratio <= 0.219
	hg5_ratio <= 0.486
	nm5_ratio <= 0.233
	wp5_ratio <= 0.358
	cc7_ratio <= 0.415
	nd8_ratio <= 0.435
	re9_ratio <= 0.481
	->  class mips_67_50 "transport mechanism"

	Evaluation on training data (5760 items):
	at_At1g01580 -	mips_01_20_35	"ferric-chelate reductase FRO2"
			mips_01_20_35_02
			mips_11_07_07
			mips_13_01_01
			mips_13_01_01_01
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
	at_At1g03270 -	mips_11_05_05	"unknown protein"
			mips_11_07_05
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_30
			mips_67_04_01
			mips_67_04_01_01
	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_At1g05210 -	mips_14	"unknown protein"
			mips_14_01
	at_At1g05220 -	mips_14_01	"hypothetical protein"
	at_At1g08150 -	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	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_At1g10130	mips_13_05	"putative calcium ATPase"
			mips_13_07
			mips_25_05_09
			mips_63_17_01
			mips_67_50_25
	at_At1g11450 -	mips_25_03	"similar to MtN21 emb|CAA75575; similar to EST gb|H77065"
	at_At1g12390 -	mips_08	"hypothetical protein"
			mips_08_07
			mips_20
			mips_14_04_03
			mips_14_04_03_01
			mips_14_04_03_05
			mips_20_25
			mips_20_25_16
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_09
			mips_33_03_09_01
			mips_40_02
			mips_40_08
	at_At1g12940	mips_01_04_07	"nitrate transporter, putative"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	at_At1g15960 -	mips_08_19	""
			mips_08_99
			mips_11_05_01
			mips_11_05_03
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_20_25
			mips_20_25_16
			mips_67_04
	at_At1g16180 -	mips_47_03_15	""
			mips_47_03_15_05
	at_At1g18880 -	mips_67	"putative protein"
			mips_67_10
			mips_67_11
	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_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_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_At1g27080 -	mips_67_11	"nitrite transporter, putative"
	at_At1g29310 -	mips_08_99	"transport protein sec61 alpha subunit, putative"
			mips_67_99
	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_At1g31120	mips_67_04_01	"putative potassium transporter"
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At1g47590 -	mips_08_16	"hypothetical protein"
			mips_10_01_05
			mips_10_01_05_05
			mips_63_19_05
	at_At1g49370 -	mips_01_01_07	"hypothetical protein"
			mips_67_10
			mips_67_12
	at_At1g57550 -	mips_05_01	"low temperature and salt responsive protein LTI6A, putative"
			mips_05_01_01
			mips_05_04
	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_At1g61630 -	mips_01_03_19	"putative equilibrative nucleoside transporter ENT7 (ENT7)"
	at_At1g63690 -	mips_08_13	"unknown protein"
			mips_63_17_01
	at_At1g66770 -	mips_14_20	"hypothetical protein"
	at_At1g67420 -	mips_05_01	""
			mips_05_01_01
			mips_05_04
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_40_22
			mips_67_04
	at_At1g70260 -	mips_01_05_01_03	"hypothetical protein"
			mips_01_05_01_03_02
			mips_25_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_At1g71890	mips_33	"putative sucrose transport protein"
			mips_33_03
			mips_33_03_99
			mips_47_03_15
			mips_47_03_15_09
			mips_67_07
			mips_67_50
			mips_67_50_03
	at_At1g72610 -	mips_01_05_01_01	"germin-like protein"
			mips_01_05_01_01_03
	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_At1g79610	mips_67_01	"Na+/H+ exchanger 6 (NHX6)"
			mips_67_50_05
	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_At1g80530 -	mips_08_16	"nodulin-like protein"
			mips_63_99
			mips_67_04
	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_At2g04070 -	mips_11_07	"hypothetical protein"
			mips_67_28
	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_At2g16120 -	mips_01_05	"putative sugar transporter"
			mips_01_05_07
			mips_08
			mips_08_19
			mips_40_02
			mips_67
			mips_67_07
	at_At2g16130 -	mips_01_05_07	"putative sugar transporter"
			mips_08_19
			mips_67_07
	at_At2g22530 -	mips_01_04_01	"unknown protein"
			mips_01_20_01
			mips_01_20_01_07
			mips_06_13
			mips_13_11
			mips_13_11_03
			mips_13_11_03_01
			mips_14_04_03_05
			mips_20_03
			mips_40_01
	at_At2g22730	mips_01_05_07	"hypothetical protein"
			mips_08_19
			mips_67_07
			mips_67_50
			mips_67_50_03
	at_At2g26690 -	mips_67	"putative nitrate transporter"
			mips_67_10
			mips_67_11
	at_At2g28180 -	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At2g30070	mips_67_04_01	"high affinity K+ transporter (AtKUP1/AtKT1p)"
			mips_67_04_01_02
			mips_67_50_22
	at_At2g34250 -	mips_08_99	"putative protein transport protein SEC61 alpha subunit"
			mips_67_99
	at_At2g34960 -	mips_01_01_07	"putative amino acid transporter"
			mips_67_10
			mips_67_12
	at_At2g37450 -	mips_01_04	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
	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_At2g38100 -	mips_67_11	"putative peptide/amino acid transporter"
	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_At2g38460 -	mips_67_04	"unknown protein"
			mips_67_04_01
			mips_67_04_01_01
	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_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_At2g47160	mips_67_04_07	"putative anion exchange protein"
			mips_67_50_03
			mips_67_50_05
	at_At3g10600 -	mips_01_01_07	"putative amino acid transporter"
			mips_48
			mips_67_10
			mips_67_12
	at_At3g12180 -	mips_08	"hypothetical protein"
			mips_14
			mips_14_04
			mips_20
			mips_14_04_03
			mips_14_04_03_01
			mips_14_04_03_05
			mips_20_25
			mips_20_25_16
			mips_25
			mips_25_05
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_09
			mips_33_03_09_01
			mips_40_02
	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_At3g18200 -	mips_25_03	"integral membrane protein, putative"
	at_At3g18700	mips_01_05_07	"hypothetical protein"
			mips_01_06_13
			mips_20_03
			mips_45
			mips_45_03
			mips_45_03_09
			mips_47
			mips_47_03
			mips_47_03_11
			mips_67_04
			mips_67_07
			mips_67_13
			mips_67_50
			mips_67_50_25
	at_At3g24290 -	mips_08_19	"ammonium transporter, putative"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
	at_At3g28960	mips_01_01_07	"hypothetical protein"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At3g30340 -	mips_01_04	"hypothetical protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_25_03
	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_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_At3g45700 -	mips_67_11	"putative transporter protein"
	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_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_At3g54450 -	mips_67_11	"oligopeptide transporter -like protein"
	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_At3g56740 -	mips_06_13	"unknown protein"
	at_At4g01820	mips_67_28	"P-glycoprotein-like protein pgp3"
			mips_67_50
			mips_67_50_25
	at_At4g13510 -	mips_08_19	"ammonium transport protein (AMT1)"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
	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_At4g24570 -	mips_08_04	"putative mitochondrial uncoupling protein"
			mips_67_04
	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_At4g25450	mips_67_50	"putative protein"
			mips_67_50_25
	at_At4g28700 -	mips_08_19	"ammonium transporter - like protein"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
	at_At4g32510	mips_67_04	"putative protein"
			mips_67_04_07
			mips_67_50
			mips_67_50_05
	at_At4g34720	mips_06_10	"vacuolar H+-transporting ATPase 16K chain"
			mips_08_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_40_25
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	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_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_At4g38920	mips_06_10	"H+-transporting ATPase 16K chain P2, vacuolar"
			mips_08_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_40_25
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	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_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_At5g01990 -	mips_30_01	"putative protein"
	at_At5g02170 -	mips_01_01_07	"putative protein"
			mips_48
			mips_67_10
			mips_67_12
	at_At5g03570 -	mips_14	"transporter like protein"
			mips_14_04
			mips_25
			mips_25_05
			mips_40_03
			mips_67
			mips_67_04
			mips_67_04_01
			mips_67_04_01_01
	at_At5g13170 -	mips_14_20	"senescence-associated protein (SAG29)"
	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_At5g16150	mips_01_05	"sugar transporter like protein"
			mips_01_05_07
			mips_08_19
			mips_40_30
			mips_67
			mips_67_07
			mips_67_50_03
			mips_67_50_03_01
	at_At5g16530 -	mips_20_20	"putative protein"
			mips_20_20_18
			mips_67_99
	at_At5g17010 -	mips_01_05_07	"sugar transporter - like protein"
			mips_08_19
			mips_67_07
	at_At5g17850	mips_67_04	"potassium-dependent sodium-calcium exchanger - like protein"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At5g19500 -	mips_67	"putative protein"
			mips_67_99
	at_At5g20380	mips_01_04_07	"putative protein"
			mips_67_04_07
			mips_67_04_07_07
			mips_67_50_03
	at_At5g22910 -	mips_67_04	"Na+/H+ antiporter-like protein"
			mips_67_04_01
			mips_67_04_01_02
	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_At5g27360 -	mips_01_05_07	"sugar-porter family protein 2 (SFP2)"
			mips_08_19
			mips_67_07
	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_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
	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_At5g43350 -	mips_01_05_07	"phosphate transporter (gb|AAB17265.1)"
			mips_08_19
			mips_67_04_07
			mips_67_07
	at_At5g46050 -	mips_67_11	"peptide transporter"
	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_At5g54290 -	mips_01_07_01	"cytochrome c biogenesis protein precursor (gb|AAF35369.1)"
			mips_14_04_01
			mips_14_04_01_01
			mips_14_04_01_01_01
			mips_40_30
	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_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_At5g59250 -	mips_01_05_04	"D-xylose-H+ symporter - 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_At5g62890	mips_01_03_19	"permease 1 - like protein"
			mips_67_07
			mips_67_07_99
			mips_67_50_03
			mips_67_99
	at_At5g64290 -	mips_01_05_07	"2-oxoglutarate/malate translocator"
			mips_02_30
			mips_08_02
			mips_08_19
			mips_40_26
			mips_40_26_03
			mips_40_30
			mips_67_07
			mips_67_07_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_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
	Training Accuracy: 43/120 (35.83%)
	Training Frequency class 'mips_67_50': 210/5760 (3.65%)

	Evaluation on validation data (2885 items):
	at_At1g01590 -	mips_01_20_35	"ferric-chelate reductase FRO1"
			mips_01_20_35_02
			mips_11_07_07
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
			mips_67
	at_At1g03260 -	mips_40_30	"hypothetical protein"
	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_At1g11460 -	mips_25	"hypothetical protein"
			mips_25_03
	at_At1g12340 -	mips_08_07	"hypothetical protein"
			mips_14_04_03
			mips_14_04_03_01
			mips_14_04_03_05
			mips_20_25_16
			mips_25_05_25
			mips_33
			mips_33_03
			mips_33_03_09
			mips_33_03_09_01
			mips_40_08
	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_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_At1g31470 -	mips_08_16	"hypothetical protein"
			mips_63_99
	at_At1g43310 -	mips_08_02	"hypothetical protein"
			mips_40_26
			mips_40_26_03
			mips_67_07
			mips_67_07_01
	at_At1g49960	mips_01_03	"permease, putative"
			mips_01_03_19
			mips_03_01
			mips_08
			mips_40_02
			mips_67_07
			mips_67_07_99
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_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_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_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_At1g67640	mips_01_01_07	"putative amino acid permease"
			mips_67_10
			mips_67_12
			mips_67_50
			mips_67_50_03
	at_At1g76430 -	mips_01_05_04	"putative phosphate transporter"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_At1g77990 -	mips_13_01	"putative sulfate transporter (At1g77990)"
			mips_13_01_03
			mips_13_01_03_05
			mips_67_04_07
	at_At2g05760	mips_01_03	"putative membrane transporter"
			mips_01_03_19
			mips_67_07
			mips_67_07_99
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_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_At2g20780 -	mips_01_05_07	"putative sugar transporter"
			mips_08_19
			mips_67_07
	at_At2g23310 -	mips_06_04	"unknown protein"
			mips_30_07
			mips_40_07
			mips_40_08
	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_At2g26510	mips_01_03_19	"putative membrane transporter"
			mips_67_07
			mips_67_07_99
			mips_67_50_03
			mips_67_99
	at_At2g28120 -	mips_08_16	"nodulin-like protein"
			mips_63_99
	at_At2g28170 -	mips_67_04_01	"hypothetical protein"
			mips_67_04_01_02
	at_At2g32830 -	mips_01_04_07	"putative phosphate transporter"
			mips_01_05_04
			mips_01_05_07
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_13_11_03
			mips_13_11_03_01
			mips_67_04
			mips_67_04_07
			mips_67_07
	at_At2g35060	mips_67_04_01	"putative potassium transporter"
			mips_67_04_01_02
			mips_67_50_22
	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_At2g40540	mips_67_04_01	"putative potassium transporter AtKT2p (AtKT2)"
			mips_67_04_01_02
			mips_67_50_22
	at_At2g43070 -	mips_06_13_99	"unknown protein"
			mips_63_17
			mips_63_17_01
	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_At3g18220 -	mips_01_04	"diacylglycerol pyrophosphate phosphatase, putative"
			mips_01_06
			mips_01_06_10
			mips_03
			mips_03_03
			mips_03_03_03
			mips_13
			mips_13_05
			mips_13_05_01
			mips_14
			mips_14_01
			mips_25
			mips_25_05
			mips_25_05_25
			mips_40_02
	at_At3g18830 -	mips_01_05_07	"sugar transporter like protein"
			mips_08_19
			mips_67_07
	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_At3g30740 -	mips_05_01	"40S RIBOSOMAL PROTEIN S25, putative"
			mips_05_01_01
			mips_05_04
	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_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_At3g48570 -	mips_08_99	"protein translocation complex sec61 gamma chain-like protein"
			mips_40_07
			mips_67_99
	at_At3g51590 -	mips_01_06_13	"lipid transfer protein-like protein"
			mips_08_16
			mips_30_02
			mips_67_13
	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_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_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_At4g04750 -	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_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_At4g15690 -	mips_01_03	"glutaredoxin"
			mips_01_03_07
			mips_02_11
			mips_11_07
			mips_67_15
	at_At4g25640 -	mips_11	"putative protein"
			mips_11_07
			mips_67
			mips_67_28
	at_At4g28940 -	mips_01_01_01	"putative protein"
			mips_01_01_01_01
			mips_01_01_01_01_02
			mips_01_03_01
			mips_65
	at_At4g30420 -	mips_01_05	"nodulin-like protein"
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_98
	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_At5g19130 -	mips_01_06_07	"GPAA1 - like protein"
			mips_08_19
	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_At5g43340 -	mips_01_04	"inorganic phosphate transporter (dbj|BAA34390.1)"
			mips_01_04_07
			mips_01_05_07
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_67_04
			mips_67_04_07
			mips_67_07
	at_At5g43360 -	mips_01_04	"inorganic phosphate transporter (dbj|BAA24281.1)"
			mips_01_04_07
			mips_01_05_04
			mips_01_05_07
			mips_08_19
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_13_01_03
			mips_13_01_03_03
			mips_67_04
			mips_67_04_07
			mips_67_07
	at_At5g49740 -	mips_01_20_35	"FRO1-like protein; NADPH oxidase-like"
			mips_01_20_35_02
			mips_11_07_07
			mips_13_11
			mips_20_25_16
			mips_63_99
			mips_67_01
			mips_67_15
	at_At5g49990 -	mips_01_03_19	"permease"
			mips_67_07
			mips_67_07_99
			mips_67_99
	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_At5g50790 -	mips_14_20	"MtN3-like protein"
	at_At5g62870 -	mips_08_07	"ARC10"
			mips_08_07_03
			mips_08_07_99
			mips_10_01_05_05
			mips_10_01_05_05_01
			mips_13_03
			mips_13_03_01
			mips_13_07
			mips_63_19_05
	at_At5g64280	mips_02	"2-oxoglutarate/malate translocator"
			mips_01_05_07
			mips_01_07
			mips_01_07_01
			mips_02_30
			mips_08
			mips_08_02
			mips_08_19
			mips_40_26
			mips_40_26_03
			mips_40_30
			mips_67_07
			mips_67_07_03
			mips_67_10
			mips_67_50
			mips_67_50_25
	Validation Accuracy: 14/59 (23.73%)
	Validation Frequency class 'mips_67_50': 97/2885 (3.36%)

	Evaluation on propertest data (4430 items):
	at_At1g04120	mips_67_50_25	"multi-drug resistance protein"
	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_At1g08920 -	mips_01_05_04	"putative sugar transport protein"
			mips_01_05_07
			mips_08_19
			mips_13_11_03
			mips_13_11_03_01
			mips_67_07
	at_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_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_At1g10540	mips_01_03	"putative permease"
			mips_01_03_19
			mips_03_01
			mips_08
			mips_40_02
			mips_67_07
			mips_67_07_99
			mips_67_50
			mips_67_50_03
			mips_67_99
	at_At1g11260 -	mips_01_05_07	"glucose transporter"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
	at_At1g14660	mips_67_01	"Na+/H+ antiporter, putative"
			mips_67_50_05
	at_At1g19910	mips_06_10	"vacuolar H+-pumping ATPase 16 kDa proteolipid (ava-p2)"
			mips_08_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_40_25
			mips_67_04
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At1g25500 -	mips_67_07	"hypothetical protein"
			mips_67_07_99
			mips_67_12
	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_At1g29330 -	mips_06_04	"ER lumen protein retaining receptor"
			mips_08
			mips_08_07
			mips_08_07_05
			mips_08_07_07
			mips_08_07_25
			mips_08_07_27
			mips_08_07_29
			mips_10_05
			mips_40_07
			mips_40_08
	at_At1g44800 -	mips_25_03	"nodulin like protein"
	at_At1g51260 -	mips_01_06_01	"putative acyl-CoA : 1-acylglycerol-3-phosphate acyltransferase"
			mips_01_06_01_01
	at_At1g55720	mips_08_13	"H+/Ca2+ antiporter, putative"
			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_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_At1g64780 -	mips_08_19	"putative protein"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_04_07
	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_At1g71880	mips_33	"sucrose transport protein SUC1"
			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_At1g72130 -	mips_67_11	"peptide transporter PTR2-B, putative"
	at_At1g75220 -	mips_01_05_07	"integral membrane protein, putative"
			mips_08
			mips_08_19
			mips_40_02
			mips_67_07
	at_At1g75630	mips_06	"vacuolar ATP synthase, putative"
			mips_06_10
			mips_08
			mips_08_13
			mips_13
			mips_13_01
			mips_13_01_01
			mips_13_01_01_03
			mips_40
			mips_40_25
			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_22
	at_At1g76520 -	mips_30	"unknown protein"
			mips_30_01
	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_At1g78720 -	mips_06_04	"hypothetical protein"
			mips_08
			mips_08_99
			mips_20
			mips_40_07
			mips_67_99
	at_At2g04860 -	mips_02_30	"hypothetical protein"
	at_At2g07680	mips_67_28	"putative ABC transporter"
			mips_67_50
			mips_67_50_25
	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_At2g16510	mips_08_13	"putative vacuolar proton-ATPase 16 kDa proteolipid"
			mips_13_01_01_03
			mips_40_25
			mips_67_04_01_02
			mips_67_50_22
	at_At2g16660 -	mips_08_16	"nodulin-like protein"
			mips_63_99
	at_At2g22230 -	mips_01_06	"beta-hydroxyacyl-ACP dehydratase like protein"
			mips_01_06_01
			mips_01_06_01_01
			mips_01_06_01_05
	at_At2g30460	mips_01_05_01_03	"putative integral membrane 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_At2g34190 -	mips_01_03	"putative membrane transporter"
			mips_01_03_19
			mips_03_01
			mips_67_07
			mips_67_07_99
			mips_67_99
	at_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_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_At2g39010 -	mips_25_05_13	"putative aquaporin (water channel protein)"
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_67_99
	at_At2g39060 -	mips_14_20	"similar to MtN3 protein"
	at_At2g47600	mips_13_05	"magnesium/proton exchanger AtMHX"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_05
	at_At3g09340	mips_01_01_07	"hypothetical protein"
			mips_67_10
			mips_67_12
			mips_67_50_03
	at_At3g14500 -	mips_29	"hypothetical protein"
			mips_29_99
	at_At3g19480 -	mips_01_01	"phosphoglycerate dehydrogenase like protein"
			mips_01_01_01
			mips_01_01_01_11
			mips_01_01_01_11_01
			mips_01_01_10
			mips_01_01_10_05
			mips_02
			mips_01_05
			mips_01_05_01
			mips_02_01
			mips_02_07
			mips_04_05
			mips_04_05_01
			mips_04_05_01_04
			mips_04_05_01_04_03
			mips_13
			mips_13_03
			mips_13_03_01
			mips_25
			mips_25_05
			mips_25_05_13
			mips_33
			mips_33_03
			mips_33_03_13
			mips_35
			mips_35_03
			mips_35_03_17
			mips_37
			mips_37_03
			mips_37_03_01
			mips_37_03_01_01
			mips_37_03_01_01_01
			mips_45
			mips_45_03
			mips_45_03_17
			mips_47
			mips_47_03
			mips_47_03_01
			mips_47_03_01_01
			mips_47_03_01_01_01
			mips_47_03_01_01_01_01
			mips_47_03_02
			mips_67
			mips_67_15
	at_At3g19930 -	mips_01_05_07	"monosaccharide transport protein, STP4"
			mips_08_19
			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_At3g25160 -	mips_08_07_05	"ER lumen protein retaining receptor, putative"
			mips_08_07_07
			mips_08_07_25
	at_At3g25280 -	mips_67_11	"nitrate transporter, putative"
	at_At3g28130 -	mips_01_04	"unknown protein"
			mips_01_05
			mips_01_05_01
			mips_01_05_01_03
			mips_01_05_01_03_02
			mips_25
			mips_25_03
	at_At3g42560 -	mips_04_05_99	"putative protein"
	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_At3g45660 -	mips_67_11	"putative protein"
	at_At3g52760 -	mips_67_15	"putative protein"
	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_At4g01830	mips_67_28	"putative P-glycoprotein-like protein"
			mips_67_50_25
	at_At4g03490 -	mips_63_07	"hypothetical protein"
	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_At4g10310 -	mips_08_19	"sodium transporter (HKT1)"
			mips_13_01
			mips_13_01_01
			mips_13_01_01_01
			mips_13_01_01_99
			mips_40_30
			mips_67_04_01
			mips_67_04_01_02
	at_At4g10850 -	mips_14_20	"putative protein"
	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_At4g15920 -	mips_14	"cytochrome c oxidoreductase like protein"
			mips_14_20
			mips_40
			mips_98
			mips_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_At4g21120 -	mips_01_01_07	"amino acid transport protein AAT1"
			mips_67_10
			mips_67_12
	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_At4g23640	mips_67_04_01	"putative potassium transport protein"
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	at_At4g24920 -	mips_08_99	"PROTEIN TRANSPORT PROTEIN SEC61 GAMMA SUBUNIT -like"
			mips_40_07
			mips_67_99
	at_At4g30450 -	mips_40_01	"glycine-rich protein"
	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_At4g32670 -	mips_04_99	"putative protein"
	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_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_At5g02410 -	mips_01_05_04	"putative protein"
	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_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_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_At5g12130 -	mips_11_05_01_03	"unknown protein"
	at_At5g12860 -	mips_01_05_07	"2-oxoglutarate/malate translocator precursor -like protein"
			mips_02_30
			mips_08_02
			mips_08_19
			mips_40_26
			mips_40_26_03
			mips_40_30
			mips_67_07
			mips_67_07_03
	at_At5g13550 -	mips_35	"sulfate transporter"
			mips_35_03
			mips_35_03_05
			mips_35_03_05_05
			mips_35_03_05_07
			mips_67_04
			mips_67_04_07
			mips_67_04_07_05
	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_At5g14880	mips_67_04	"HAK8"
			mips_67_04_01
			mips_67_04_01_02
			mips_67_50
			mips_67_50_22
	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_At5g19690 -	mips_01_05	"oligosaccharyl transferase STT3-like protein"
			mips_01_05_01
			mips_05
			mips_06_07
			mips_14
			mips_14_04
			mips_25
			mips_25_05
			mips_40_02
			mips_40_07
			mips_67
			mips_67_07
	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_At5g23990 -	mips_11_07_07	"FRO2 homolog"
			mips_14_01_03
			mips_37
			mips_37_03
			mips_37_03_13
			mips_63_17_01
			mips_67_01
	at_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_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_At5g28470 -	mips_67_11	"peptide transporter - like protein"
	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_At5g42090 -	mips_10	"unknown protein"
			mips_10_01
			mips_10_01_05
			mips_10_01_05_05
			mips_10_05
			mips_10_05_02
			mips_10_05_02_24
			mips_40_02
			mips_63
			mips_63_01
			mips_63_09
			mips_63_99
			mips_98
	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_At5g47470 -	mips_25_03	"nodulin-like protein"
	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_At5g50460 -	mips_06_04	"protein translocation complex Sec61 gamma chain (pir||T05513)"
			mips_08
			mips_08_99
			mips_40_07
			mips_67
			mips_67_99
	at_At5g53190 -	mips_14	"MtN3 protein-like"
			mips_14_20
	at_At5g58970 -	mips_02_13	"uncoupling protein AtUCP2"
			mips_02_99
			mips_08_04
	at_At5g59470 -	mips_01_20_01	"putative protein"
			mips_01_20_01_05
	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_At5g61520 -	mips_01_05_07	"monosaccharide transporter STP3"
			mips_08_19
			mips_67_07
	Propertest Accuracy: 36/97 (37.11%)
	Propertest Frequency class 'mips_67_50': 138/4430 (3.12%)

	New (unknown) data (2885 items):
	at_At1g04660 -	no entry	null
	at_At1g09860 -	no entry	null
	at_At1g12730 -	no entry	null
	at_At1g15190 -	no entry	null
	at_At1g18320 -	no entry	null
	at_At1g19500 -	no entry	null
	at_At1g19770 -	no entry	null
	at_At1g20340 -	no entry	null
	at_At1g21890 -	no entry	null
	at_At1g24520 -	no entry	null
	at_At1g34500 -	no entry	null
	at_At1g43580 -	no entry	null
	at_At1g47310 -	no entry	null
	at_At1g47530 -	no entry	null
	at_At1g48460 -	no entry	null
	at_At1g50740 -	no entry	null
	at_At1g53610 -	no entry	null
	at_At1g55230 -	no entry	null
	at_At1g57990 -	no entry	null
	at_At1g64150 -	no entry	null
	at_At1g68650 -	no entry	null
	at_At1g71090 -	no entry	null
	at_At1g73240 -	no entry	null
	at_At1g75500 -	no entry	null
	at_At1g77910 -	no entry	null
	at_At1g78920 -	no entry	null
	at_At2g04090 -	no entry	null
	at_At2g04100 -	no entry	null
	at_At2g06520 -	no entry	null
	at_At2g15290 -	no entry	null
	at_At2g17500 -	no entry	null
	at_At2g24780 -	no entry	null
	at_At2g27540 -	no entry	null
	at_At2g39530 -	no entry	null
	at_At2g40710 -	no entry	null
	at_At2g46390 -	no entry	null
	at_At3g07510 -	no entry	null
	at_At3g07910 -	no entry	null
	at_At3g08040 -	mips_67	"putative integral membrane protein"
	at_At3g19490 -	no entry	null
	at_At3g26590 -	no entry	null
	at_At3g26670 -	no entry	null
	at_At3g28090 -	no entry	null
	at_At3g49310 -	no entry	null
	at_At3g51970 -	no entry	null
	at_At3g52650 -	no entry	null
	at_At3g56110 -	no entry	null
	at_At3g58540 -	no entry	null
	at_At3g59090 -	no entry	null
	at_At3g59310 -	no entry	null
	at_At3g60590 -	no entry	null
	at_At4g08700 -	no entry	null
	at_At4g15170 -	no entry	null
	at_At4g16380 -	no entry	null
	at_At4g16980 -	no entry	null
	at_At4g18190 -	no entry	null
	at_At4g22120 -	no entry	null
	at_At4g22830 -	no entry	null
	at_At4g29850 -	no entry	null
	at_At4g35870 -	no entry	null
	at_At4g37030 -	no entry	null
	at_At5g05300 -	no entry	null
	at_At5g06090 -	no entry	null
	at_At5g11640 -	no entry	null
	at_At5g11960 -	no entry	null
	at_At5g13720 -	no entry	null
	at_At5g26250 -	no entry	null
	at_At5g35890 -	no entry	null
	at_At5g36280 -	no entry	null
	at_At5g40240 -	no entry	null
	at_At5g41160 -	no entry	null
	at_At5g42110 -	no entry	null
	at_At5g52080 -	no entry	null
	at_At5g52420 -	no entry	null
	at_At5g55960 -	no entry	null
	at_At5g58560 -	no entry	null
	at_At5g59770 -	no entry	null
	at_At1g01070 -	no entry	null
	at_At1g15690 -	no entry	null
	at_At1g19800 -	no entry	null
	at_At1g27990 -	no entry	null
	at_At1g34470 -	no entry	null
	at_At1g57980 -	no entry	null
	at_At2g02590 -	no entry	null
	at_At2g15340 -	no entry	null
	at_At2g19350 -	no entry	null
	at_At2g21080 -	no entry	null
	at_At2g39680 -	no entry	null
	at_At2g44110 -	no entry	null
	at_At2g48060 -	no entry	null
	at_At3g06890 -	no entry	null
	at_At3g09450 -	no entry	null
	at_At3g10930 -	no entry	null
	at_At3g59340 -	no entry	null
	at_At3g59520 -	no entry	null
	at_At4g12800 -	no entry	null
	at_At4g12990 -	no entry	null
	at_At4g17420 -	no entry	null
	at_At4g18200 -	no entry	null
	at_At4g23930 -	no entry	null
	at_At4g29870 -	no entry	null
	at_At5g02630 -	no entry	null
	at_At5g04490 -	no entry	null
	at_At5g08040 -	no entry	null
	at_At5g13890 -	no entry	null
	at_At5g19870 -	no entry	null
	at_At5g24790 -	no entry	null
	at_At5g42530 -	no entry	null
	at_At5g43570 -	no entry	null
	at_At5g50660 -	no entry	null
	at_At5g53410 -	no entry	null
	at_At5g55320 -	no entry	null
	at_At5g55340 -	no entry	null
	at_At1g10660 -	no entry	null
	at_At1g11850 -	no entry	null
	at_At1g12950 -	no entry	null
	at_At1g15640 -	no entry	null
	at_At1g16780 -	no entry	null
	at_At1g25270 -	no entry	null
	at_At1g25520 -	no entry	null
	at_At1g26980 -	no entry	null
	at_At1g28220 -	no entry	null
	at_At1g28230 -	no entry	null
	at_At1g29020 -	no entry	null
	at_At1g33080 -	mips_67	"putative protein"
	at_At1g36890 -	no entry	null
	at_At1g47640 -	no entry	null
	at_At1g48230 -	no entry	null
	at_At1g49470 -	no entry	null
	at_At1g49500 -	no entry	null
	at_At1g54470 -	no entry	null
	at_At1g56270 -	no entry	null
	at_At1g57760 -	no entry	null
	at_At1g76100 -	no entry	null
	at_At1g77350 -	no entry	null
	at_At1g78620 -	no entry	null
	at_At2g03120 -	no entry	null
	at_At2g07000 -	no entry	null
	at_At2g12230 -	no entry	null
	at_At2g13880 -	no entry	null
	at_At2g16990 -	no entry	null
	at_At2g19340 -	no entry	null
	at_At2g21340 -	no entry	null
	at_At2g25680 -	no entry	null
	at_At2g26240 -	no entry	null
	at_At2g30430 -	no entry	null
	at_At2g35750 -	no entry	null
	at_At2g37460 -	no entry	null
	at_At2g38930 -	no entry	null
	at_At2g47360 -	no entry	null
	at_At3g09460 -	no entry	null
	at_At3g09570 -	no entry	null
	at_At3g11810 -	no entry	null
	at_At3g25950 -	no entry	null
	at_At3g44760 -	no entry	null
	at_At3g51140 -	no entry	null
	at_At4g01150 -	no entry	null
	at_At4g05030 -	no entry	null
	at_At4g14730 -	no entry	null
	at_At4g22750 -	no entry	null
	at_At4g27720 -	no entry	null
	at_At4g28210 -	no entry	null
	at_At4g29030 -	no entry	null
	at_At4g30050 -	mips_99	"hypothetical protein"
	at_At4g31030 -	no entry	null
	at_At4g33960 -	no entry	null
	at_At5g01640 -	no entry	null
	at_At5g05310 -	no entry	null
	at_At5g23830 -	no entry	null
	at_At5g24600 -	no entry	null
	at_At5g40230 -	no entry	null
	at_At5g47550 -	no entry	null
	at_At5g50300 -	no entry	null
	at_At5g50540 -	no entry	null
	at_At5g50560 -	no entry	null
	at_At5g52540 -	no entry	null
	at_At5g55330 -	no entry	null
	at_At5g61340 -	no entry	null


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