=== Run information === Scheme:weka.clusterers.SimpleKMeans -N 10 -A "weka.core.EuclideanDistance -R first-last" -I 500 -S 10 Relation: merge7(fix_100perEngilsh) Instances: 779 Attributes: 42 PER_4YR_COLLEGE_IN_STATE PER_4YR_COLLEGE_OUT_STATE PER_2YR_COLLEGE_IN_STATE PER_2YR_COLLEGE_OUT_STATE PER_MILITARY PER_EMPLOYMENT PER_ADULT_SERVICES PER_OTHER PER_UNKNOWN PER_RegDipl PER_RegDipAdvDeg PER_DROPOUT PER_TOTALNON ATTENDANCE_RATE PER_SUSPENSIONS PER_FREE_LUNCH PER_REDUCED_LUNCH PER_AM_IND PER_BLACK PER_HISP PER_ASIAN PER_WHITE MATH_PER_0-54 MATH_PER_55-64 MATH_PER_65-84 MATH_PER_85-100 PER_NO_VALID_CERT PER_TEACH_OUT_CERT PER_FEWER_3YRS_EXP PER_MAS_PLUS PER_NOT_HQ PER_NO_APPROP_CERT PER_TURN_FIVE_YRS PER_TURN_ALL GRADE_10_MATH GRADE_10_ENGLISH ENG_PER_0-54 ENG_PER_55-64 ENG_PER_65-84 ENG_PER_85-100 Ignored: ENTITY_CD ENTITY_NAME Test mode:evaluate on training data === Model and evaluation on training set === kMeans ====== Number of iterations: 22 Within cluster sum of squared errors: 373.6465024491163 Missing values globally replaced with mean/mode Cluster centroids: Cluster# Attribute Full Data 0 1 2 3 4 5 6 7 8 9 (779) (165) (46) (87) (86) (49) (54) (67) (32) (122) (71) ==================================================================================================================================================== PER_4YR_COLLEGE_IN_STATE 34.0873 29.6061 41.2391 34.1839 20.7791 39.5918 29.2037 40.0597 17.6563 41.8934 44.1408 PER_4YR_COLLEGE_OUT_STATE 10.9461 6.2545 4.9783 8.3333 5.3721 3.2449 5.7593 10.1791 4.4063 17.5246 37.2958 PER_2YR_COLLEGE_IN_STATE 34.9576 43.3818 29.5 40.908 45.6395 33.7551 40.3333 31.5821 16.375 31.123 13.5775 PER_2YR_COLLEGE_OUT_STATE 0.7843 0.9333 0.7826 0.7241 1.6977 0.3265 0.7963 0.6119 0.4375 0.6066 0.338 PER_MILITARY 2.172 3.1152 1.5652 2.7011 5.0116 0.7143 1.5556 1.5373 0.9375 1.3033 0.4085 PER_EMPLOYMENT 7.4108 11.4303 3.4348 7.2759 15.7209 4.7755 7.0741 5.9403 3.0313 4.2787 1.5634 PER_ADULT_SERVICES 0.267 0.2364 0.087 0.3103 0.2674 0.2857 1.1481 0.1642 0.0625 0.1885 0.0423 PER_OTHER 0.7959 0.8606 0.3696 1.0575 0.9884 0.7347 1.037 0.6866 0 0.7869 0.7042 PER_UNKNOWN 8.5597 2.5697 15.7609 2.8966 2.5465 14.5306 11.5 7.6269 90.3438 0.9836 2.7183 PER_RegDipl 81.9499 87.897 58.8913 91.1839 81.8023 60.2857 59.3333 82.2537 62.2188 92.918 93.8451 PER_RegDipAdvDeg 37.457 41.2848 6.3478 45.1954 29.814 14.6939 8.963 33.3582 13.3438 56.8607 67.2676 PER_DROPOUT 2.7253 1.9212 3.7391 1.8276 2.5465 6.898 7.3333 2.5672 7.0313 0.918 0.1831 PER_TOTALNON 3.4942 2.7636 4.6522 2.5977 3.407 8.4082 8.4444 3.2985 8.4375 1.2787 0.2535 ATTENDANCE_RATE 0.9068 0.9402 0.7822 0.9409 0.9336 0.8027 0.8435 0.923 0.7913 0.9434 0.9296 PER_SUSPENSIONS 7.9628 7.6 9.8913 7.7816 9.6395 7.9388 15.0185 8.9254 9.0625 5.541 3.1549 PER_FREE_LUNCH 28.8806 18.7758 69.1957 16.3448 27.2442 70.9796 60.2407 35.791 63.5625 6.6393 6.7465 PER_REDUCED_LUNCH 7.8434 9.4848 9.8261 7.9655 12.7209 8.3878 8.3333 9 7.125 3.3689 2.8592 PER_AM_IND 0.5199 0.6667 0.5652 0.3333 0.9186 0.2041 0.7037 1.0597 0.4688 0.2049 0.0282 PER_BLACK 15.0436 3.0485 47.2609 3.8276 3.7558 22.8367 67.8704 24.0299 34.2813 4.7213 4.493 PER_HISP 14.9243 2.4303 46.087 3.1609 2.814 60.4694 19.7407 26.9851 43.9688 6.7705 7.2958 PER_ASIAN 4.9615 0.9394 3.5435 1.4368 0.7209 10.0204 3.1852 13.6119 10.4063 4.1803 13.2676 PER_WHITE 64.2157 92.703 2.3478 91.2299 91.6047 6.3878 8.4259 32.1194 10.6563 83.8852 74.7887 MATH_PER_0-54 24.932 16.9818 68.8261 15.046 30.814 38.8367 48.5556 24.1343 43.4063 11.6557 7.6338 MATH_PER_55-64 11.7766 12.2485 9.087 12.2759 16.0465 13.8776 14.1852 13.1791 11.375 9.0984 6.8169 MATH_PER_65-84 43.9756 50.2606 19.8913 50.6782 42.0581 37.6735 32 46.8209 36.6563 49.1066 44.338 MATH_PER_85-100 19.3517 20.5515 2.2826 22.0805 11.1628 9.5918 5.3148 15.791 8.8438 30.1557 41.1408 PER_NO_VALID_CERT 1.172 0.3394 7.5435 0.5402 0.7209 3.1224 0.7593 0.7313 3.4688 0.2541 0.2254 PER_TEACH_OUT_CERT 4.3184 1.2364 19.8261 1.9425 2.2442 12 6.8333 4.6567 12.7188 0.7541 1.662 PER_FEWER_3YRS_EXP 9.3261 6.9091 25.7391 8.2759 8.6512 14.7551 8.2222 8.0149 14.6875 6.7787 6.7042 PER_MAS_PLUS 30.6316 16.6061 28.0652 16.2759 14.1628 43.551 39.7593 49.9104 44.4688 35.377 53.9859 PER_NOT_HQ 3.6444 0.8667 18.1304 1.2529 2.186 10.4898 5.8148 3.6567 11.125 0.582 0.9155 PER_NO_APPROP_CERT 4.543 1.7939 19.8913 2.2299 2.8372 11.6122 6.8333 4.4776 12.2813 1.1311 1.7042 PER_TURN_FIVE_YRS 19.2568 7.3228 26.9783 36.6811 23.4332 21.5918 19.2825 17.1791 25.5161 15.6763 19.2394 PER_TURN_ALL 12.7416 7.7212 25.413 15.3793 12.407 16.4694 16.037 11.4627 19.625 9.6454 11.7183 GRADE_10_MATH 22.0186 19.1458 27.1304 20.2882 18.2104 29.5934 24.9455 23.463 26.5324 21.6805 21.8456 GRADE_10_ENGLISH 20.7332 17.7741 25.5043 19.3839 17.1667 26.034 24.5395 23.193 23.2792 20.518 20.8404 ENG_PER_0-54 8.1322 3.7091 21.3478 3.5057 5.5581 21.4694 22.0926 8.2537 24.9063 2.2869 1.1831 ENG_PER_55-64 6.8306 5.0424 16.5435 4.1839 8.5116 12.6531 13.6296 6.403 12.1875 2.8689 1.507 ENG_PER_65-84 48.8509 52.7697 53.8696 49.023 56.0116 54.4051 52.0926 54.8507 48.125 41.2131 29.0986 ENG_PER_85-100 36.1774 38.4242 8.2174 43.3103 30 11.6159 12.1667 30.3881 14.875 53.541 68.2535 Time taken to build model (full training data) : 0.2 seconds === Model and evaluation on training set === Clustered Instances 0 165 ( 21%) 1 46 ( 6%) 2 87 ( 11%) 3 86 ( 11%) 4 49 ( 6%) 5 54 ( 7%) 6 67 ( 9%) 7 32 ( 4%) 8 122 ( 16%) 9 71 ( 9%)