R Under development (unstable) (2024-08-23 r87049 ucrt) -- "Unsuffered Consequences" Copyright (C) 2024 The R Foundation for Statistical Computing Platform: x86_64-w64-mingw32/x64 R is free software and comes with ABSOLUTELY NO WARRANTY. You are welcome to redistribute it under certain conditions. Type 'license()' or 'licence()' for distribution details. R is a collaborative project with many contributors. Type 'contributors()' for more information and 'citation()' on how to cite R or R packages in publications. Type 'demo()' for some demos, 'help()' for on-line help, or 'help.start()' for an HTML browser interface to help. Type 'q()' to quit R. > > library(amap) > > set.seed(1234) > > data(USArrests) > > METHODS <- c("euclidean", "maximum", "manhattan", "canberra", + "binary","pearson","correlation","spearman","kendall", + "abspearson","abscorrelation") > METHODSLINKS <- c("ward", "single", "complete", "average", "mcquitty", + "median", "centroid","centroid2") > > > > for (mymethod in METHODS) { + d = Dist(USArrests, method = mymethod) + print(d) + k = Kmeans(USArrests, centers = 4, method = mymethod) + print(k) + for (mylink in METHODSLINKS) + { + cat(mylink) + cat(mymethod) + hc <- hcluster(USArrests,link = mylink, method = mymethod, nbproc=4) + print(hc) + } + } Alabama Alaska Arizona Arkansas California Alaska 37.177009 Arizona 63.008333 46.592489 Arkansas 46.928137 77.197409 108.851918 California 55.524769 45.102217 23.194180 97.582017 Colorado 41.932565 66.475935 90.351148 36.734861 73.197131 Connecticut 128.206942 159.406556 185.159526 85.028289 169.277110 Delaware 16.806249 45.182961 58.616380 53.010376 49.291480 Florida 102.001618 79.974496 41.654532 148.735739 60.980735 Georgia 25.841827 57.030255 86.037957 25.586129 73.997297 Hawaii 191.803050 221.193535 248.268967 147.775979 231.071093 Idaho 116.761980 146.484982 176.817674 70.587038 162.612792 Illinois 28.454877 42.911653 45.697812 67.770274 32.718802 Indiana 123.345207 152.804090 181.897801 78.478086 166.229961 Iowa 180.610105 209.983523 239.991458 134.594948 224.634659 Kansas 121.519875 151.480197 180.028914 76.753436 164.516747 Kentucky 127.284170 156.612037 187.690303 81.092848 173.207910 Louisiana 15.454449 32.348879 48.494639 61.545512 41.635562 Maine 154.145289 183.897526 214.327413 107.850730 199.931113 Maryland 64.993615 44.839492 15.015991 111.642913 36.347352 Massachusetts 91.648513 123.254209 145.875906 54.181178 129.524708 Michigan 28.485435 28.857755 39.872422 71.100281 27.746351 Minnesota 164.650964 194.253571 223.088256 119.324641 207.222537 Mississippi 27.390144 28.635118 52.708728 69.685364 55.683570 Missouri 59.788293 89.306719 116.467377 24.894377 100.988910 Montana 127.392621 156.673578 187.540849 81.163107 172.996069 Nebraska 134.436974 164.114259 193.423602 88.978930 178.100814 Nevada 37.430469 34.886817 44.797433 74.288694 26.746962 New Hampshire 179.736196 209.254415 239.255616 133.678308 224.055395 New Jersey 83.243018 114.735566 135.850396 49.844257 119.041169 New Mexico 51.643489 33.521933 13.896043 97.931200 24.495102 New York 33.710829 43.182983 40.853519 73.762118 26.900929 North Carolina 101.961022 79.376067 57.619615 147.184238 80.332123 North Dakota 192.416138 221.378590 252.808188 145.855545 238.214462 Ohio 117.387606 147.373335 174.338177 74.369752 157.998513 Oklahoma 85.848704 116.429421 143.931407 43.012673 128.779346 Oregon 78.386861 106.930117 135.672879 36.895122 120.039577 Pennsylvania 131.085087 161.600897 188.866222 86.990862 172.999364 Rhode Island 70.338112 103.903802 122.418871 42.185305 107.213106 South Carolina 44.182915 27.556487 36.890920 89.248866 47.061343 South Dakota 151.089113 179.948131 211.751576 104.455206 197.524378 Tennessee 48.347596 77.884530 108.258117 12.614278 94.727662 Texas 41.566092 72.362214 93.275988 32.744618 77.380230 Utah 118.502700 148.276094 174.257338 76.438995 157.492635 Vermont 190.370691 218.290472 251.489264 143.528569 237.435465 Virginia 80.295330 110.646690 139.424711 36.421560 124.820912 Washington 92.820472 122.147002 149.297857 51.204785 133.106574 West Virginia 156.792411 185.640863 218.006078 110.071113 204.253715 Wisconsin 183.775733 213.575397 242.312381 138.344245 226.457502 Wyoming 75.507086 106.740105 135.380390 30.987255 121.720335 Colorado Connecticut Delaware Florida Georgia Alaska Arizona Arkansas California Colorado Connecticut 98.081191 Delaware 41.477825 128.210179 Florida 131.405822 226.303005 99.108325 Georgia 25.093027 104.426529 33.245300 125.766490 Hawaii 159.179176 64.952367 192.366109 289.428575 167.128005 Idaho 90.886413 25.280427 119.421313 217.665179 93.116057 Illinois 47.669068 139.906469 18.151859 86.558708 45.002667 Indiana 93.615063 16.316250 125.310534 222.923866 98.772871 Iowa 152.079749 57.595573 182.709989 281.013523 156.445805 Kansas 92.179716 14.173920 123.165945 221.082722 97.174071 Kentucky 101.024749 26.343880 130.597435 228.332762 103.041448 Louisiana 49.974994 140.398077 16.976749 87.670348 38.690567 Maine 127.900156 37.647443 156.666652 255.152307 130.472564 Maryland 97.300411 191.161947 63.577984 37.783859 89.505363 Massachusetts 59.900000 40.165284 89.958324 187.043738 68.762272 Michigan 51.454835 147.266561 26.531679 80.356269 47.398101 Minnesota 134.764535 39.746698 166.141656 264.225831 140.327830 Mississippi 68.664401 153.263955 36.479172 85.390456 51.355428 Missouri 29.179788 70.695827 61.378905 157.491746 35.571337 Montana 100.751675 24.746313 130.393136 228.327856 103.302081 Nebraska 105.668349 17.865050 136.378334 234.464006 110.195735 Nevada 48.834209 146.551083 35.053245 84.255860 50.567579 New Hampshire 151.589182 57.043843 181.854695 280.247480 155.665603 New Jersey 50.420829 51.196680 80.877995 176.897174 60.778286 New Mexico 81.736222 176.580322 50.089320 51.147238 75.177723 New York 52.278102 145.268166 24.189461 81.542198 50.643657 North Carolina 138.977588 229.504009 102.861557 38.527912 127.335973 North Dakota 165.750928 73.038962 195.272271 293.622751 168.611417 Ohio 85.817539 15.036289 118.179186 215.466610 92.883637 Oklahoma 57.099737 43.036031 87.195929 184.983918 61.759858 Oregon 47.364121 53.242840 80.307223 176.810661 54.050902 Pennsylvania 101.039596 8.027453 132.003674 229.949581 106.822376 Rhode Island 43.879494 64.837104 66.208006 163.312461 50.992647 South Carolina 82.641939 172.206765 48.725148 65.187115 69.194581 South Dakota 125.302115 40.039231 154.422829 252.438844 127.294776 Tennessee 28.005892 82.192761 53.343228 148.592867 23.427548 Texas 14.501034 92.659160 39.665224 134.179917 22.851258 Utah 85.625522 15.755951 118.514556 215.533849 94.292364 Vermont 165.047690 76.617361 194.254601 292.020085 166.724923 Virginia 53.416851 49.307200 82.678716 180.286023 56.028743 Washington 60.642065 38.334058 93.604327 190.555635 68.590962 West Virginia 132.360115 47.895720 160.562418 258.460539 133.229651 Wisconsin 154.115217 58.056696 185.194195 283.423799 159.511880 Wyoming 52.036718 54.060152 77.934909 176.112606 52.119094 Hawaii Idaho Illinois Indiana Iowa Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho 79.751426 Illinois 203.099606 132.811445 Indiana 69.406412 15.407790 137.256111 Iowa 29.407822 64.137119 195.329286 58.584042 Kansas 71.100844 13.964240 135.278823 3.929377 60.177487 Kentucky 70.459705 13.409698 143.599373 14.606163 53.993055 Louisiana 203.970611 130.433278 17.811232 136.255936 193.966621 Maine 50.566788 37.672404 170.033320 36.003472 27.879383 Maryland 254.687573 181.189542 53.593376 187.179192 244.930725 Massachusetts 103.097139 42.539981 100.495224 41.544314 97.277130 Michigan 209.833863 138.390968 15.591664 143.065789 201.381355 Minnesota 31.620405 49.482320 178.213636 41.706834 18.713899 Mississippi 216.832308 140.041637 41.244394 147.822258 203.972670 Missouri 132.931148 62.104428 72.315973 65.613108 124.035680 Montana 69.885120 11.764353 143.447273 13.512957 53.529898 Nebraska 59.930710 19.904271 148.806787 12.596031 46.609548 Nevada 207.733603 138.767431 22.366046 142.221658 200.738860 New Hampshire 31.220666 63.208702 194.607657 58.096988 2.291288 New Jersey 113.187323 52.822344 90.399336 51.931493 108.241813 New Mexico 239.726553 166.969608 39.135789 172.481448 230.493557 New York 208.186095 138.541907 6.236986 142.699755 200.856292 North Carolina 293.600238 217.443717 96.214188 225.019221 281.504316 North Dakota 41.335941 75.999013 208.585834 72.757474 17.548789 Ohio 74.467711 22.692069 129.311136 12.213517 67.439009 Oklahoma 106.074172 34.736724 99.294713 38.136072 96.130380 Oregon 114.490043 43.855444 91.729712 46.842075 105.072784 Pennsylvania 61.237978 23.112334 143.769329 11.662761 52.485903 Rhode Island 128.628224 63.564534 77.048621 66.187083 121.796716 South Carolina 235.800975 159.765860 46.295248 167.030207 223.795174 South Dakota 55.686713 35.219313 167.874953 34.753417 32.385336 Tennessee 144.385941 70.161599 65.675338 75.708718 133.388005 Texas 155.296008 86.410069 48.171984 89.551661 147.871194 Utah 74.139733 27.423530 129.240280 17.135052 68.996812 Vermont 51.919264 75.346931 207.925660 73.722724 26.249000 Virginia 111.850302 38.132139 95.202416 43.067157 100.816913 Washington 99.692979 33.644613 104.698615 33.545193 91.663788 West Virginia 57.271022 42.185543 174.350738 42.885196 31.068473 Wisconsin 20.824265 68.151009 197.332410 61.042608 9.508417 Wyoming 117.377212 41.672533 91.414003 48.562537 105.231412 Kansas Kentucky Louisiana Maine Maryland Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky 15.766420 Louisiana 134.394940 140.937220 Maine 36.989863 28.407921 167.825058 Maryland 185.337881 191.939600 51.479802 218.699886 Massachusetts 39.018585 52.125713 102.551499 74.763226 152.659294 Michigan 141.398798 148.859665 16.652327 175.949680 46.129492 Minnesota 43.237715 40.199005 177.605124 19.919086 228.528707 Mississippi 146.023354 150.351588 24.708298 176.939227 48.451316 Missouri 64.015936 72.298686 71.651657 99.246007 122.059207 Montana 14.406943 3.834058 141.035457 27.733914 191.924595 Nebraska 13.789126 13.349157 147.582858 23.717715 198.508665 Nevada 140.770878 148.923940 28.472443 176.131343 53.217009 New Hampshire 59.594127 53.141321 193.137723 26.530925 244.109668 New Jersey 49.674943 62.293980 93.298231 85.843404 143.042686 New Mexico 170.716051 177.630318 37.762548 204.553123 15.890249 New York 140.757309 149.261515 21.417283 175.732439 49.798896 North Carolina 223.108964 228.131388 90.708158 254.439973 44.640565 North Dakota 74.333909 65.728304 206.240563 38.664454 257.069057 Ohio 10.920165 26.110726 129.569479 46.443514 180.335687 Oklahoma 36.115924 45.202876 98.439220 71.288779 149.281379 Oregon 45.452173 54.009629 90.893674 80.635538 141.153144 Pennsylvania 11.256109 20.555291 143.600487 32.218783 194.556958 Rhode Island 63.425941 74.523084 80.020060 97.872059 129.300657 South Carolina 165.259826 170.224939 35.001286 196.957813 28.977578 South Dakota 36.247483 25.001200 165.023998 8.537564 215.780560 Tennessee 74.222975 80.091260 61.619234 107.596561 112.305031 Texas 87.710547 96.652160 50.181471 123.250355 99.886185 Utah 15.901258 31.477135 130.331616 49.388460 180.716961 Vermont 75.535952 64.832554 204.578200 39.969613 255.122265 Virginia 41.273963 48.485049 93.315915 75.368229 144.257582 Washington 31.941196 43.214581 104.933122 68.338642 155.296008 West Virginia 44.280696 31.906112 170.919572 12.775367 221.627187 Wisconsin 62.509199 58.417977 196.748062 33.678628 247.739157 Wyoming 46.458584 52.696300 88.867992 79.043849 139.782295 Massachusetts Michigan Minnesota Mississippi Missouri Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan 108.488386 Minnesota 79.340091 184.524795 Mississippi 117.976820 35.440090 188.778706 Missouri 35.053816 77.473996 107.091456 86.084958 Montana 51.250073 148.808266 39.384515 150.610425 72.098821 Nebraska 52.326380 154.789535 30.349959 158.469555 77.453083 Nevada 107.554312 13.297368 183.527818 47.627933 76.968045 New Hampshire 96.729158 200.707150 18.828701 202.982167 123.427307 New Jersey 11.456439 98.634578 90.195898 110.016272 28.511752 New Mexico 137.911711 30.421867 213.907760 39.988623 107.097946 New York 105.673696 15.066519 183.630063 43.531598 77.722712 North Carolina 192.400624 89.032634 266.032949 78.074388 161.457146 North Dakota 112.209447 214.244090 35.698319 214.769947 137.364661 Ohio 31.231715 135.781921 49.481411 142.751287 58.635569 Oklahoma 17.650212 105.405218 79.285686 111.079521 28.390139 Oregon 24.356724 96.697880 88.216778 103.938828 19.698223 Pennsylvania 44.984108 150.488139 34.712534 155.864942 73.295157 Rhode Island 26.343880 86.740590 104.350611 96.502487 27.062335 South Carolina 135.674021 37.630440 208.249010 21.167192 103.666050 South Dakota 74.710173 173.113200 25.349951 173.492882 96.711943 Tennessee 48.854887 69.155260 117.299829 73.283354 15.502580 Texas 53.689198 55.177169 130.573198 68.863053 25.494705 Utah 30.182777 135.974446 50.638424 144.281149 59.377858 Vermont 114.196541 212.796194 41.784447 211.879730 136.672016 Virginia 23.857284 100.709086 84.452827 105.074830 24.279621 Washington 16.067669 110.660833 74.211724 118.601096 33.570821 West Virginia 82.405643 179.464760 29.160933 178.544112 103.624804 Wisconsin 98.033107 203.835080 19.437592 207.706379 126.430692 Wyoming 27.843312 97.161412 89.298936 99.743371 23.507446 Montana Nebraska Nevada New Hampshire New Jersey Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska 11.528226 Nevada 148.820697 154.251937 New Hampshire 52.686051 45.987390 200.210539 New Jersey 61.674306 63.189398 97.344132 107.738480 New Mexico 177.596875 183.974917 37.467986 229.732997 128.179132 New York 149.111032 154.332109 20.645096 200.163833 95.399057 North Carolina 228.247870 235.774999 97.034272 280.505561 183.462939 North Dakota 65.474041 60.579617 214.115973 17.161876 123.275342 Ohio 25.133444 22.934908 134.495985 67.071976 41.518309 Oklahoma 44.747290 49.543314 105.249038 95.448939 22.518437 Oregon 53.512802 58.636166 95.797599 104.522151 24.505102 Pennsylvania 19.296114 11.070682 149.663021 51.998077 55.806989 Rhode Island 73.846936 76.661920 87.285337 121.050114 18.848077 South Carolina 170.390053 177.941030 48.734895 222.863837 127.057821 South Dakota 24.714368 23.641912 173.276657 31.237477 85.521693 Tennessee 80.243941 87.134207 70.326453 132.649802 42.898135 Texas 96.543772 101.373369 54.977268 147.242521 43.794749 Utah 30.001500 26.271087 134.311615 68.744236 40.453059 Vermont 64.834250 62.036280 212.903828 25.688519 125.119143 Virginia 48.308798 54.334888 100.964251 100.081966 26.264425 Washington 42.379712 45.433248 109.417914 91.189363 22.766642 West Virginia 32.101402 31.996875 179.983721 29.631065 93.151167 Wisconsin 57.861213 49.521510 202.872374 10.860018 108.867075 Wyoming 52.481235 59.093654 98.363205 104.361391 29.250641 New Mexico New York North Carolina North Dakota Ohio Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York 35.399011 North Carolina 59.896244 93.132218 North Dakota 242.906155 214.253425 292.388919 Ohio 165.472959 134.586515 219.202144 82.626025 Oklahoma 134.645646 104.835395 187.566442 109.576138 31.819019 Oregon 126.234266 97.132281 180.021804 118.430613 40.659193 Pennsylvania 179.907893 149.159244 232.672151 67.771749 15.755951 Rhode Island 115.067111 82.323326 168.777961 136.006470 56.980874 South Carolina 24.923082 45.747678 58.445872 234.921263 161.436117 South Dakota 201.633951 173.594873 251.190227 41.487950 46.284015 Tennessee 97.776684 71.344586 150.045593 145.643125 70.321121 Texas 84.860179 53.365907 140.746048 161.569954 81.436908 Utah 165.761515 134.404799 220.127872 84.676561 6.637771 Vermont 241.110867 213.666141 289.535231 13.044922 84.634804 Virginia 129.724207 100.841063 182.006621 113.669917 37.972753 Washington 140.351594 110.001909 194.501954 105.869967 25.747427 West Virginia 207.676022 180.137170 256.264570 36.728871 54.460720 Wisconsin 233.176178 202.749451 285.014473 23.737944 68.588993 Wyoming 125.576311 97.230345 176.747532 117.545268 44.044182 Oklahoma Oregon Pennsylvania Rhode Island South Carolina Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon 12.424975 Pennsylvania 45.465371 55.166294 Rhode Island 32.204503 32.684094 70.006928 South Carolina 129.811748 122.055274 175.009628 113.440028 South Dakota 69.380689 78.015768 33.758851 97.613575 193.557356 Tennessee 39.257738 31.299361 84.170125 37.709415 91.775814 Texas 52.071681 44.813837 96.136986 34.063617 84.379441 Utah 33.540572 41.639524 18.264994 56.375527 162.574906 Vermont 109.552727 117.817231 70.671777 137.516726 232.149801 Virginia 7.355270 10.579225 51.180856 32.859854 124.064701 Washington 10.305338 15.569843 40.681445 36.847931 136.758364 West Virginia 76.526466 85.256319 41.781814 104.686628 198.833926 Wisconsin 98.532431 107.631501 53.623689 122.836843 227.323844 Wyoming 13.542526 15.630099 56.300444 31.029824 119.051963 South Dakota Tennessee Texas Utah Vermont Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee 104.341602 Texas 121.204373 24.742878 Utah 49.833423 71.979164 81.596630 Vermont 40.225862 143.862747 161.331150 87.326342 Virginia 72.859454 33.174237 48.525045 40.223501 112.937770 Washington 66.667833 46.153331 57.106742 26.182628 106.387217 West Virginia 8.766984 110.521536 128.032965 58.251266 33.968515 Wisconsin 39.184691 136.548782 149.726751 69.510934 34.370336 Wyoming 76.595300 29.977492 46.182464 46.338429 116.591252 Virginia Washington West Virginia Wisconsin Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont Virginia Washington 16.477257 West Virginia 79.616581 74.434535 Wisconsin 103.686161 93.552766 39.049456 Wyoming 7.930952 23.349518 82.957218 108.354418 K-means clustering with 4 clusters of sizes 10, 20, 6, 14 Cluster means: Murder Assault UrbanPop Rape 1 11.540000 253.1000 70.30000 29.26000 2 4.270000 87.5500 59.75000 14.39000 3 12.266667 305.0000 65.00000 26.90000 4 8.214286 173.2857 70.64286 22.84286 Clustering vector: Alabama Alaska Arizona Arkansas California 1 1 3 4 1 Colorado Connecticut Delaware Florida Georgia 4 2 1 3 4 Hawaii Idaho Illinois Indiana Iowa 2 2 1 2 2 Kansas Kentucky Louisiana Maine Maryland 2 2 1 2 3 Massachusetts Michigan Minnesota Mississippi Missouri 4 1 2 1 4 Montana Nebraska Nevada New Hampshire New Jersey 2 2 1 2 4 New Mexico New York North Carolina North Dakota Ohio 3 1 3 2 2 Oklahoma Oregon Pennsylvania Rhode Island South Carolina 4 4 2 4 3 South Dakota Tennessee Texas Utah Vermont 2 4 4 2 2 Virginia Washington West Virginia Wisconsin Wyoming 4 4 2 2 4 Within cluster sum of squares by cluster: [1] 257.4792 1248.4420 988.9111 318.6684 Available components: [1] "cluster" "centers" "withinss" "size" wardeuclidean Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : ward Distance : euclidean Number of objects: 50 singleeuclidean Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : single Distance : euclidean Number of objects: 50 completeeuclidean Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : complete Distance : euclidean Number of objects: 50 averageeuclidean Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : average Distance : euclidean Number of objects: 50 mcquittyeuclidean Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : mcquitty Distance : euclidean Number of objects: 50 medianeuclidean Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : median Distance : euclidean Number of objects: 50 centroideuclidean Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid Distance : euclidean Number of objects: 50 centroid2euclidean Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid2 Distance : euclidean Number of objects: 50 Alabama Alaska Arizona Arkansas California Colorado Connecticut Alaska 27.0 Arizona 58.0 32.0 Arkansas 46.0 73.0 104.0 California 40.0 43.0 18.0 86.0 Colorado 32.0 59.0 90.0 28.0 72.0 Connecticut 126.0 153.0 184.0 80.0 166.0 94.0 Delaware 14.0 28.7 56.0 48.0 38.0 34.0 128.0 Florida 99.0 72.0 41.0 145.0 59.0 131.0 225.0 Georgia 25.0 52.0 83.0 21.0 65.0 18.0 101.0 Hawaii 190.0 217.0 248.0 144.0 230.0 158.0 64.0 Idaho 116.0 143.0 174.0 70.0 156.0 84.0 23.0 Illinois 25.0 35.0 45.0 59.0 27.0 45.0 139.0 Indiana 123.0 150.0 181.0 77.0 163.0 91.0 12.0 Iowa 180.0 207.0 238.0 134.0 220.0 148.0 54.0 Kansas 121.0 148.0 179.0 75.0 161.0 89.0 11.0 Kentucky 127.0 154.0 185.0 81.0 167.0 95.0 25.0 Louisiana 13.0 22.3 45.0 59.0 27.0 45.0 139.0 Maine 153.0 180.0 211.0 107.0 193.0 121.0 27.0 Maryland 64.0 37.0 13.0 110.0 24.0 96.0 190.0 Massachusetts 87.0 114.0 145.0 41.0 127.0 55.0 39.0 Michigan 19.0 26.0 39.0 65.0 21.0 51.0 145.0 Minnesota 164.0 191.0 222.0 118.0 204.0 132.0 38.0 Mississippi 23.0 27.4 36.0 69.0 47.0 55.0 149.0 Missouri 58.0 85.0 116.0 20.0 98.0 26.0 68.0 Montana 127.0 154.0 185.0 81.0 167.0 95.0 24.0 Nebraska 134.0 161.0 192.0 88.0 174.0 102.0 15.0 Nevada 24.8 33.0 42.0 62.0 24.0 48.0 142.0 New Hampshire 179.0 206.0 237.0 133.0 219.0 147.0 53.0 New Jersey 77.0 104.0 135.0 39.0 117.0 45.0 49.0 New Mexico 49.0 22.0 10.0 95.0 21.0 81.0 175.0 New York 28.0 38.0 40.0 64.0 22.0 50.0 144.0 North Carolina 101.0 74.0 43.0 147.0 61.0 133.0 227.0 North Dakota 191.0 218.0 249.0 145.0 231.0 159.0 65.0 Ohio 116.0 143.0 174.0 70.0 156.0 84.0 10.3 Oklahoma 85.0 112.0 143.0 39.0 125.0 53.0 41.0 Oregon 77.0 104.0 135.0 31.0 117.0 45.0 49.0 Pennsylvania 130.0 157.0 188.0 84.0 170.0 98.0 5.0 Rhode Island 62.0 89.0 120.0 37.0 102.0 30.4 64.0 South Carolina 43.0 22.0 32.0 89.0 43.0 75.0 169.0 South Dakota 150.0 177.0 208.0 104.0 190.0 118.0 32.0 Tennessee 48.0 75.0 106.0 9.0 88.0 19.0 78.0 Texas 35.0 62.0 93.0 30.0 75.0 13.2 91.0 Utah 116.0 143.0 174.0 70.0 156.0 84.0 11.8 Vermont 188.0 215.0 246.0 142.0 228.0 156.0 62.0 Virginia 80.0 107.0 138.0 34.0 120.0 48.0 46.0 Washington 91.0 118.0 149.0 45.0 131.0 59.0 35.0 West Virginia 155.0 182.0 213.0 109.0 195.0 123.0 38.0 Wisconsin 183.0 210.0 241.0 137.0 223.0 151.0 57.0 Wyoming 75.0 102.0 133.0 29.0 115.0 43.0 51.0 Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida 97.0 Georgia 27.0 124.0 Hawaii 192.0 289.0 165.0 Idaho 118.0 215.0 91.0 74.0 Illinois 11.0 86.0 38.0 203.0 129.0 Indiana 125.0 222.0 98.0 67.0 11.0 136.0 Iowa 182.0 279.0 155.0 26.0 64.0 193.0 57.0 Kansas 123.0 220.0 96.0 69.0 12.0 134.0 3.0 59.0 Kentucky 129.0 226.0 102.0 63.0 11.0 140.0 13.0 53.0 Louisiana 11.0 86.0 38.0 203.0 129.0 17.0 136.0 193.0 Maine 155.0 252.0 128.0 37.0 37.0 166.0 30.0 27.0 Maryland 62.0 35.0 89.0 254.0 180.0 51.0 187.0 244.0 Massachusetts 89.0 186.0 62.0 103.0 31.0 100.0 36.0 93.0 Michigan 19.3 80.0 44.0 209.0 135.0 11.1 142.0 199.0 Minnesota 166.0 263.0 139.0 26.0 48.0 177.0 41.0 16.0 Mississippi 28.0 76.0 48.0 213.0 139.0 39.0 146.0 203.0 Missouri 60.0 157.0 33.0 132.0 58.0 71.0 65.0 122.0 Montana 129.0 226.0 102.0 63.0 11.0 140.0 12.0 53.0 Nebraska 136.0 233.0 109.0 56.0 18.0 147.0 11.0 46.0 Nevada 30.2 83.0 41.0 206.0 132.0 22.0 139.0 196.0 New Hampshire 181.0 278.0 154.0 27.0 63.0 192.0 56.0 1.8 New Jersey 79.0 176.0 52.0 113.0 39.0 90.0 46.0 103.0 New Mexico 47.0 50.0 74.0 239.0 165.0 36.0 172.0 229.0 New York 16.0 81.0 43.0 208.0 134.0 5.0 141.0 198.0 North Carolina 99.0 35.0 126.0 291.0 217.0 88.0 224.0 281.0 North Dakota 193.0 290.0 166.0 39.0 75.0 204.0 68.0 13.0 Ohio 118.0 215.0 91.0 74.0 21.0 129.0 10.0 64.0 Oklahoma 87.0 184.0 60.0 105.0 31.0 98.0 38.0 95.0 Oregon 79.0 176.0 52.0 113.0 39.0 90.0 46.0 103.0 Pennsylvania 132.0 229.0 105.0 60.0 18.0 143.0 7.0 50.0 Rhode Island 64.0 161.0 37.0 128.0 54.0 75.0 61.0 118.0 South Carolina 41.0 56.0 68.0 233.0 159.0 35.0 166.0 223.0 South Dakota 152.0 249.0 125.0 40.0 34.0 163.0 27.0 30.0 Tennessee 50.0 147.0 23.0 142.0 68.0 61.0 75.0 132.0 Texas 37.0 134.0 20.0 155.0 81.0 48.0 88.0 145.0 Utah 118.0 215.0 91.0 74.0 26.0 129.0 15.0 64.0 Vermont 190.0 287.0 163.0 51.0 72.0 201.0 65.0 25.0 Virginia 82.0 179.0 55.0 110.0 36.0 93.0 43.0 100.0 Washington 93.0 190.0 66.0 99.0 25.0 104.0 32.0 89.0 West Virginia 157.0 254.0 130.0 44.0 39.0 168.0 32.0 25.0 Wisconsin 185.0 282.0 158.0 17.0 67.0 196.0 60.0 9.0 Wyoming 77.0 174.0 50.0 115.0 41.0 88.0 48.0 105.0 Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky 14.0 Louisiana 134.0 140.0 Maine 32.0 26.0 166.0 Maryland 185.0 191.0 51.0 217.0 Massachusetts 34.0 40.0 100.0 66.0 151.0 Michigan 140.0 146.0 12.9 172.0 45.0 106.0 Minnesota 43.0 37.0 177.0 15.0 228.0 77.0 183.0 Mississippi 144.0 150.0 22.0 176.0 41.0 110.0 30.0 Missouri 63.0 69.0 71.0 95.0 122.0 29.0 77.0 Montana 13.0 3.7 140.0 26.0 191.0 40.0 146.0 Nebraska 13.0 10.0 147.0 19.0 198.0 47.0 153.0 Nevada 137.0 143.0 23.8 169.0 48.0 103.0 10.9 New Hampshire 58.0 52.0 192.0 26.0 243.0 92.0 198.0 New Jersey 44.0 50.0 90.0 76.0 141.0 10.0 96.0 New Mexico 170.0 176.0 36.0 202.0 15.0 136.0 30.0 New York 139.0 145.0 20.0 171.0 46.0 105.0 12.0 North Carolina 222.0 228.0 88.0 254.0 37.0 188.0 82.0 North Dakota 70.0 64.0 204.0 38.0 255.0 104.0 210.0 Ohio 9.0 23.0 129.0 37.0 180.0 29.0 135.0 Oklahoma 36.0 42.0 98.0 68.0 149.0 17.0 104.0 Oregon 44.0 50.0 90.0 76.0 141.0 18.0 96.0 Pennsylvania 9.0 20.0 143.0 23.0 194.0 43.0 149.0 Rhode Island 59.0 65.0 75.0 91.0 126.0 25.0 81.0 South Carolina 164.0 170.0 30.0 196.0 21.0 130.0 26.0 South Dakota 29.0 23.0 163.0 6.0 214.0 63.0 169.0 Tennessee 73.0 79.0 61.0 105.0 112.0 39.0 67.0 Texas 86.0 92.0 48.0 118.0 99.0 52.0 54.0 Utah 14.0 28.0 129.0 37.0 180.0 29.0 135.0 Vermont 67.0 61.0 201.0 35.0 252.0 101.0 207.0 Virginia 41.0 47.0 93.0 73.0 144.0 22.0 99.0 Washington 30.0 36.0 104.0 62.0 155.0 12.0 110.0 West Virginia 34.0 28.0 168.0 12.0 219.0 68.0 174.0 Wisconsin 62.0 56.0 196.0 30.0 247.0 96.0 202.0 Wyoming 46.0 52.0 88.0 78.0 139.0 25.0 94.0 Minnesota Mississippi Missouri Montana Nebraska Nevada Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi 187.0 Missouri 106.0 81.0 Montana 37.0 150.0 69.0 Nebraska 30.0 157.0 76.0 9.0 Nevada 180.0 37.0 74.0 143.0 150.0 New Hampshire 15.0 202.0 121.0 52.0 45.0 195.0 New Jersey 87.0 100.0 19.0 50.0 57.0 93.0 New Mexico 213.0 26.0 107.0 176.0 183.0 33.0 New York 182.0 42.0 76.0 145.0 152.0 19.9 North Carolina 265.0 78.0 159.0 228.0 235.0 85.0 North Dakota 27.0 214.0 133.0 64.0 57.0 207.0 Ohio 48.0 139.0 58.0 22.0 18.0 132.0 Oklahoma 79.0 108.0 27.0 42.0 49.0 101.0 Oregon 87.0 100.0 19.0 50.0 57.0 93.0 Pennsylvania 34.0 153.0 72.0 19.0 10.0 146.0 Rhode Island 102.0 85.0 19.9 65.0 72.0 78.0 South Carolina 207.0 20.0 101.0 170.0 177.0 33.0 South Dakota 21.0 173.0 92.0 23.0 17.0 166.0 Tennessee 116.0 71.0 11.0 79.0 86.0 64.0 Texas 129.0 58.0 23.0 92.0 99.0 51.0 Utah 48.0 139.0 58.0 27.0 18.0 132.0 Vermont 34.0 211.0 130.0 61.0 54.0 204.0 Virginia 84.0 103.0 22.0 47.0 54.0 96.0 Washington 73.0 114.0 33.0 36.0 43.0 107.0 West Virginia 27.0 178.0 97.0 28.0 23.0 171.0 Wisconsin 19.0 206.0 125.0 56.0 49.0 199.0 Wyoming 89.0 98.0 17.0 52.0 59.0 91.0 New Hampshire New Jersey New Mexico New York North Carolina Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey 102.0 New Mexico 228.0 126.0 New York 197.0 95.0 31.0 North Carolina 280.0 178.0 52.0 83.0 North Dakota 12.0 114.0 240.0 209.0 292.0 Ohio 63.0 39.0 165.0 134.0 217.0 Oklahoma 94.0 21.0 134.0 103.0 186.0 Oregon 102.0 22.0 126.0 95.0 178.0 Pennsylvania 49.0 53.0 179.0 148.0 231.0 Rhode Island 117.0 15.0 111.0 80.0 163.0 South Carolina 222.0 120.0 22.0 38.0 58.0 South Dakota 29.0 73.0 199.0 168.0 251.0 Tennessee 131.0 30.0 97.0 66.0 149.0 Texas 144.0 42.0 84.0 53.0 136.0 Utah 63.0 39.0 165.0 134.0 217.0 Vermont 24.0 111.0 237.0 206.0 289.0 Virginia 99.0 26.0 129.0 98.0 181.0 Washington 88.0 16.0 140.0 109.0 192.0 West Virginia 24.0 78.0 204.0 173.0 256.0 Wisconsin 10.0 106.0 232.0 201.0 284.0 Wyoming 104.0 29.0 124.0 93.0 176.0 North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio 75.0 Oklahoma 106.0 31.0 Oregon 114.0 39.0 9.3 Pennsylvania 61.0 14.0 45.0 53.0 Rhode Island 129.0 54.0 23.0 21.0 68.0 South Carolina 234.0 159.0 128.0 120.0 173.0 105.0 South Dakota 41.0 34.0 65.0 73.0 27.0 88.0 Tennessee 143.0 68.0 37.0 29.0 82.0 28.0 Texas 156.0 81.0 50.0 42.0 95.0 27.0 Utah 75.0 5.0 31.0 39.0 14.0 54.0 Vermont 12.0 72.0 103.0 111.0 58.0 126.0 Virginia 111.0 36.0 5.0 8.6 50.0 24.0 Washington 100.0 25.0 6.2 14.0 39.0 29.0 West Virginia 36.0 39.0 70.0 78.0 33.0 93.0 Wisconsin 22.0 67.0 98.0 106.0 53.0 121.0 Wyoming 116.0 41.0 10.0 13.7 55.0 27.0 South Carolina South Dakota Tennessee Texas Utah Vermont Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota 193.0 Tennessee 91.0 102.0 Texas 78.0 115.0 21.0 Utah 159.0 35.0 68.0 81.0 Vermont 231.0 38.0 140.0 153.0 72.0 Virginia 123.0 70.0 32.0 45.0 36.0 108.0 Washington 134.0 59.0 43.0 56.0 25.0 97.0 West Virginia 198.0 6.0 107.0 120.0 41.0 33.0 Wisconsin 226.0 33.0 135.0 148.0 67.0 34.0 Wyoming 118.0 75.0 27.0 40.0 41.0 113.0 Virginia Washington West Virginia Wisconsin Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont Virginia Washington 11.0 West Virginia 75.0 64.0 Wisconsin 103.0 92.0 28.0 Wyoming 5.1 16.0 80.0 108.0 K-means clustering with 4 clusters of sizes 20, 14, 4, 12 Cluster means: Murder Assault UrbanPop Rape 1 4.270000 87.5500 59.75000 14.39000 2 8.214286 173.2857 70.64286 22.84286 3 11.950000 316.5000 68.00000 26.70000 4 11.766667 257.9167 68.41667 28.93333 Clustering vector: Alabama Alaska Arizona Arkansas California 4 4 3 2 4 Colorado Connecticut Delaware Florida Georgia 2 1 4 3 2 Hawaii Idaho Illinois Indiana Iowa 1 1 4 1 1 Kansas Kentucky Louisiana Maine Maryland 1 1 4 1 3 Massachusetts Michigan Minnesota Mississippi Missouri 2 4 1 4 2 Montana Nebraska Nevada New Hampshire New Jersey 1 1 4 1 2 New Mexico New York North Carolina North Dakota Ohio 4 4 3 1 1 Oklahoma Oregon Pennsylvania Rhode Island South Carolina 2 2 1 2 4 South Dakota Tennessee Texas Utah Vermont 1 2 2 1 1 Virginia Washington West Virginia Wisconsin Wyoming 2 2 1 1 2 Within cluster sum of squares by cluster: [1] 1193.7025 150.9388 529.0000 444.5069 Available components: [1] "cluster" "centers" "withinss" "size" wardmaximum Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : ward Distance : maximum Number of objects: 50 singlemaximum Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : single Distance : maximum Number of objects: 50 completemaximum Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : complete Distance : maximum Number of objects: 50 averagemaximum Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : average Distance : maximum Number of objects: 50 mcquittymaximum Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : mcquitty Distance : maximum Number of objects: 50 medianmaximum Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : median Distance : maximum Number of objects: 50 centroidmaximum Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid Distance : maximum Number of objects: 50 centroid2maximum Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid2 Distance : maximum Number of objects: 50 Alabama Alaska Arizona Arkansas California Colorado Connecticut Alaska 63.5 Arizona 94.9 78.4 Arkansas 60.1 101.2 146.2 California 96.6 60.9 39.5 148.3 Colorado 74.8 96.9 99.9 62.1 88.0 Connecticut 165.0 222.1 211.7 120.9 215.2 127.2 Delaware 28.7 81.8 81.4 76.6 84.9 64.9 140.3 Florida 133.9 122.0 49.2 194.0 85.1 147.3 260.9 Georgia 35.8 90.1 117.5 45.9 119.2 47.4 146.8 Hawaii 223.9 281.0 264.6 181.2 262.1 184.1 81.1 Idaho 137.6 186.7 222.3 85.5 225.8 137.8 36.8 Illinois 43.6 69.9 57.3 98.1 53.0 67.2 165.0 Indiana 136.2 193.3 206.9 95.1 210.4 122.4 28.8 Iowa 201.9 257.0 286.6 155.8 290.1 202.1 75.3 Kansas 139.4 196.5 208.1 95.3 211.6 123.6 25.6 Kentucky 141.4 186.5 229.3 87.1 231.0 145.2 37.6 Louisiana 24.2 59.7 75.1 84.3 76.8 81.0 173.2 Maine 184.5 227.6 269.2 126.4 272.7 184.7 57.5 Maryland 81.5 74.0 25.4 137.8 63.1 121.3 224.7 Massachusetts 127.7 184.8 168.4 83.6 161.9 87.9 53.3 Michigan 50.0 45.5 53.1 107.9 46.6 62.8 180.8 Minnesota 188.8 245.9 257.5 144.7 261.0 173.0 53.4 Mississippi 44.0 41.5 92.9 84.7 94.6 118.8 200.8 Missouri 81.2 124.3 129.7 40.9 131.4 45.6 97.8 Montana 144.0 191.1 228.7 89.9 232.2 144.2 33.0 Nebraska 151.6 208.7 228.3 107.5 231.8 143.8 29.4 Nevada 64.8 47.7 62.1 122.9 42.6 62.6 189.8 New Hampshire 203.8 256.9 288.5 155.7 292.0 204.0 76.8 New Jersey 116.2 173.3 156.9 72.1 142.4 76.4 72.8 New Mexico 73.7 57.8 23.4 130.2 40.9 99.1 211.1 New York 53.0 66.5 53.9 108.9 43.6 73.8 175.8 North Carolina 119.3 108.4 97.8 159.6 135.5 193.7 273.7 North Dakota 231.3 268.4 316.0 171.2 319.5 231.5 104.3 Ohio 139.1 195.8 189.4 98.4 192.9 104.9 26.3 Oklahoma 102.8 159.9 167.5 59.7 171.0 83.0 62.2 Oregon 102.4 143.3 152.9 61.7 156.4 68.4 78.8 Pennsylvania 157.2 214.3 213.9 113.1 217.4 129.4 15.8 Rhode Island 113.7 170.8 154.4 69.6 143.9 73.9 76.9 South Carolina 55.5 42.4 61.8 99.6 69.5 127.7 220.5 South Dakota 180.8 217.9 265.5 120.7 269.0 181.0 58.2 Tennessee 54.7 106.8 136.2 22.8 137.9 52.1 121.7 Texas 61.8 115.7 103.1 50.9 104.8 23.0 117.8 Utah 149.7 203.4 187.0 109.0 190.5 106.5 24.9 Vermont 235.0 272.1 319.7 174.9 323.2 235.2 108.2 Virginia 90.2 147.3 165.7 48.5 168.4 81.6 74.8 Washington 120.2 167.3 164.9 79.5 168.4 80.4 54.8 West Virginia 193.4 230.5 278.1 133.3 281.6 193.6 71.2 Wisconsin 212.0 269.1 280.7 167.9 284.2 196.2 69.0 Wyoming 89.0 146.1 169.7 44.9 173.2 85.2 76.0 Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida 130.6 Georgia 60.5 152.1 Hawaii 208.0 313.8 205.7 Idaho 140.9 271.5 123.4 111.7 Illinois 34.7 101.9 69.8 211.9 175.6 Indiana 138.5 256.1 118.0 87.7 29.4 160.2 Iowa 205.2 335.8 187.7 48.0 70.3 239.9 79.7 Kansas 131.3 257.3 121.2 88.9 24.2 161.4 7.2 78.5 Kentucky 153.3 275.3 127.2 102.3 22.2 179.4 24.2 70.5 Louisiana 32.9 109.7 49.6 232.1 161.8 23.8 146.4 226.1 Maine 187.8 318.4 170.3 84.6 46.9 222.5 62.3 36.6 Maryland 84.4 56.2 104.1 283.6 215.3 71.7 199.9 279.6 Massachusetts 104.0 217.6 109.5 109.8 63.9 115.7 63.5 128.2 Michigan 44.5 92.5 72.6 239.7 185.4 27.8 170.0 249.7 Minnesota 176.1 306.7 170.6 50.9 60.8 210.8 52.6 29.1 Mississippi 60.5 127.5 74.0 265.9 165.4 61.6 179.8 235.7 Missouri 77.5 177.1 53.8 156.7 94.4 89.6 79.0 158.7 Montana 148.7 277.9 129.8 97.5 17.6 182.0 21.8 65.9 Nebraska 148.3 277.5 133.4 81.7 30.0 181.6 21.4 58.3 Nevada 59.5 101.3 87.4 240.7 200.4 28.8 185.0 264.7 New Hampshire 207.1 337.7 189.6 51.9 70.2 241.8 81.6 3.9 New Jersey 100.5 206.1 98.0 122.5 83.4 104.2 72.4 147.7 New Mexico 70.8 64.2 96.3 270.0 207.7 58.1 192.3 272.0 New York 45.5 97.1 75.6 222.7 186.4 10.8 171.0 250.7 North Carolina 133.4 55.2 155.1 340.8 238.3 136.5 254.7 308.6 North Dakota 234.6 365.2 217.1 57.4 93.7 269.3 109.1 29.4 Ohio 128.0 238.6 120.5 85.2 32.9 142.7 17.5 97.2 Oklahoma 95.9 216.7 84.6 121.5 54.8 120.8 42.6 119.1 Oregon 98.5 202.1 75.0 138.5 69.4 116.8 58.6 133.7 Pennsylvania 133.3 263.1 139.0 77.3 36.4 167.2 21.0 72.7 Rhode Island 89.0 203.6 95.5 145.8 93.7 101.7 99.5 152.2 South Carolina 80.2 98.4 86.3 279.4 185.1 70.5 191.7 255.4 South Dakota 184.1 314.7 166.6 86.9 45.6 218.8 58.6 45.1 Tennessee 81.4 175.2 29.3 180.6 96.3 90.7 92.9 160.6 Texas 61.5 143.1 35.0 170.7 128.4 54.8 113.0 192.7 Utah 135.8 236.2 128.1 81.8 35.3 140.3 27.9 99.6 Vermont 238.3 368.9 220.8 65.1 97.4 273.0 112.8 33.1 Virginia 98.5 214.1 72.0 133.7 57.4 118.2 46.6 121.7 Washington 106.3 214.1 92.8 116.3 57.4 122.6 48.4 121.7 West Virginia 196.7 327.3 179.2 90.3 62.0 231.4 71.2 48.5 Wisconsin 199.3 329.9 193.8 36.1 82.4 234.0 75.8 12.9 Wyoming 90.1 218.9 70.8 144.1 52.6 123.0 58.8 116.9 Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky 25.4 Louisiana 147.6 165.6 Maine 61.1 43.1 208.7 Maryland 201.1 219.1 61.7 262.2 Massachusetts 56.3 78.3 135.9 110.8 187.4 Michigan 171.2 189.2 30.2 232.3 60.1 143.5 Minnesota 49.4 59.4 197.0 33.7 250.5 99.1 220.6 Mississippi 177.0 165.2 37.8 206.3 79.5 163.5 56.0 Missouri 80.2 99.6 87.4 141.3 127.7 60.5 91.0 Montana 20.6 4.8 168.2 40.5 221.7 73.7 191.8 Nebraska 20.2 22.6 167.8 40.9 221.3 70.3 191.4 Nevada 186.2 204.2 45.0 247.3 81.1 144.5 21.0 New Hampshire 80.4 70.4 228.0 32.7 281.5 130.1 251.6 New Jersey 69.2 91.8 124.4 130.3 175.9 19.5 132.0 New Mexico 193.5 211.5 53.9 254.6 22.4 173.8 37.7 New York 172.2 190.2 33.2 233.3 66.9 122.5 23.0 North Carolina 251.9 238.5 117.5 279.2 72.4 236.8 130.9 North Dakota 107.9 89.9 255.5 46.8 309.0 157.6 279.1 Ohio 18.7 41.5 146.9 79.8 198.4 47.0 154.5 Oklahoma 40.6 64.8 111.0 101.7 162.5 24.9 130.6 Oregon 57.4 82.8 108.6 116.3 148.9 41.5 116.0 Pennsylvania 18.4 27.8 165.4 55.3 216.9 59.3 177.0 Rhode Island 92.3 114.3 121.9 128.8 173.4 36.0 129.5 South Carolina 194.9 184.9 49.3 226.0 48.4 183.2 64.9 South Dakota 57.4 39.4 205.0 15.7 258.5 107.1 228.6 Tennessee 96.1 100.1 74.9 143.2 122.8 84.4 91.3 Texas 114.2 132.2 68.0 175.3 115.7 74.5 70.2 Utah 26.7 52.1 155.9 82.2 206.0 41.8 162.1 Vermont 111.6 93.6 259.2 57.5 312.7 161.3 282.8 Virginia 49.2 63.6 104.4 104.3 157.9 37.5 128.0 Washington 47.2 72.6 126.4 104.3 169.9 26.3 128.0 West Virginia 70.0 52.0 217.6 19.1 271.1 122.3 241.2 Wisconsin 72.6 82.6 220.2 48.5 273.7 122.3 243.8 Wyoming 55.2 63.6 109.2 99.5 162.7 40.1 132.8 Minnesota Mississippi Missouri Montana Nebraska Nevada Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi 224.6 Missouri 129.6 125.2 Montana 54.8 169.8 100.8 Nebraska 37.2 187.4 100.4 17.8 Nevada 235.6 76.8 106.0 206.8 206.4 New Hampshire 31.0 235.6 160.6 65.8 60.2 266.6 New Jersey 118.6 155.4 49.0 89.8 89.4 133.0 New Mexico 242.9 71.7 113.3 214.1 213.7 58.7 New York 221.6 61.0 96.2 192.8 192.4 28.0 North Carolina 297.5 83.1 200.1 243.3 261.1 151.7 North Dakota 58.5 239.1 188.1 87.3 87.7 294.1 Ohio 68.1 183.1 71.5 39.3 38.9 167.5 Oklahoma 90.0 144.4 39.6 61.2 60.8 145.6 Oregon 104.6 146.4 27.2 78.0 75.4 131.0 Pennsylvania 43.6 193.0 90.0 23.8 17.6 192.0 Rhode Island 130.3 149.5 46.5 109.7 106.1 130.5 South Carolina 244.3 31.1 134.1 189.5 207.1 85.7 South Dakota 38.2 190.6 137.6 36.8 37.2 243.6 Tennessee 145.5 98.7 26.5 102.7 108.3 106.1 Texas 163.6 105.8 39.4 134.8 134.4 73.0 Utah 70.5 193.7 79.1 47.3 43.5 165.1 Vermont 62.2 242.8 191.8 91.0 91.4 297.8 Virginia 98.6 133.2 37.0 63.8 63.4 143.0 Washington 92.6 164.2 43.0 67.8 64.0 143.0 West Virginia 44.6 201.2 150.2 49.4 52.6 256.2 Wisconsin 23.2 247.8 152.8 78.0 60.4 258.8 Wyoming 99.8 124.8 41.8 60.6 64.4 147.8 New Hampshire New Jersey New Mexico New York North Carolina Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey 149.6 New Mexico 273.9 162.3 New York 252.6 109.0 53.3 North Carolina 308.5 230.3 94.6 135.9 North Dakota 27.5 177.1 301.4 280.1 314.0 Ohio 99.1 55.7 184.8 153.5 258.0 Oklahoma 121.0 31.0 152.9 131.6 219.3 Oregon 135.6 35.0 138.3 123.4 221.3 Pennsylvania 74.6 75.0 203.3 178.0 265.9 Rhode Island 150.5 31.5 159.8 106.5 222.4 South Carolina 255.3 171.7 40.6 69.9 68.8 South Dakota 45.0 126.6 250.9 229.6 263.5 Tennessee 162.5 72.9 115.0 95.9 174.0 Texas 194.6 63.0 101.9 61.2 180.7 Utah 101.5 56.3 192.4 151.1 268.6 Vermont 34.8 180.8 305.1 283.8 317.7 Virginia 123.6 32.0 150.3 129.0 208.1 Washington 123.6 40.8 156.3 129.2 239.1 West Virginia 44.8 139.2 263.5 242.2 276.1 Wisconsin 15.8 141.8 266.1 244.8 320.7 Wyoming 118.8 34.8 155.1 133.8 197.7 North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio 126.6 Oklahoma 148.5 40.1 Oregon 163.1 57.3 20.0 Pennsylvania 102.1 24.5 54.4 73.8 Rhode Island 175.6 83.0 56.9 57.5 92.5 South Carolina 266.8 194.2 158.3 155.3 212.7 169.2 South Dakota 50.5 76.1 98.0 112.6 51.6 134.9 Tennessee 190.0 95.4 59.5 47.7 113.9 70.4 Texas 222.1 95.5 73.6 66.6 120.0 60.5 Utah 129.0 10.6 49.3 60.1 33.1 75.8 Vermont 20.3 130.3 152.2 166.8 105.8 185.1 Virginia 151.1 49.9 12.6 19.2 67.0 59.5 Washington 151.1 35.1 19.8 24.0 53.6 61.5 West Virginia 47.9 88.7 110.6 126.8 64.2 144.3 Wisconsin 35.3 91.3 113.2 127.8 66.8 145.3 Wyoming 146.3 62.3 22.6 24.6 68.2 50.7 South Carolina South Dakota Tennessee Texas Utah Vermont Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota 216.3 Tennessee 107.6 139.5 Texas 114.7 171.6 35.9 Utah 202.6 79.7 103.0 93.1 Vermont 270.5 54.2 193.7 225.8 132.7 Virginia 145.7 100.6 46.9 71.0 60.5 154.8 Washington 173.1 100.6 66.9 72.4 36.1 154.8 West Virginia 228.9 16.4 152.1 184.2 96.1 45.4 Wisconsin 267.5 57.2 168.7 186.8 93.7 39.8 Wyoming 144.5 95.8 45.7 75.8 71.9 150.0 Virginia Washington West Virginia Wisconsin Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont Virginia Washington 31.0 West Virginia 113.2 116.6 Wisconsin 121.8 115.8 59.6 Wyoming 14.8 42.4 108.4 123.0 K-means clustering with 4 clusters of sizes 10, 14, 16, 10 Cluster means: Murder Assault UrbanPop Rape 1 5.590000 112.4000 65.60000 17.27000 2 8.214286 173.2857 70.64286 22.84286 3 11.812500 272.5625 68.31250 28.37500 4 2.950000 62.7000 53.90000 11.51000 Clustering vector: Alabama Alaska Arizona Arkansas California 3 3 3 2 3 Colorado Connecticut Delaware Florida Georgia 2 1 3 3 2 Hawaii Idaho Illinois Indiana Iowa 4 1 3 1 4 Kansas Kentucky Louisiana Maine Maryland 1 1 3 4 3 Massachusetts Michigan Minnesota Mississippi Missouri 2 3 4 3 2 Montana Nebraska Nevada New Hampshire New Jersey 1 1 3 4 2 New Mexico New York North Carolina North Dakota Ohio 3 3 3 4 1 Oklahoma Oregon Pennsylvania Rhode Island South Carolina 2 2 1 2 3 South Dakota Tennessee Texas Utah Vermont 4 2 2 1 4 Virginia Washington West Virginia Wisconsin Wyoming 2 2 4 4 2 Within cluster sum of squares by cluster: [1] 901.2004 997.6573 1239.9202 522.5796 Available components: [1] "cluster" "centers" "withinss" "size" wardmanhattan Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : ward Distance : manhattan Number of objects: 50 singlemanhattan Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : single Distance : manhattan Number of objects: 50 completemanhattan Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : complete Distance : manhattan Number of objects: 50 averagemanhattan Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : average Distance : manhattan Number of objects: 50 mcquittymanhattan Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : mcquitty Distance : manhattan Number of objects: 50 medianmanhattan Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : median Distance : manhattan Number of objects: 50 centroidmanhattan Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid Distance : manhattan Number of objects: 50 centroid2manhattan Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid2 Distance : manhattan Number of objects: 50 Alabama Alaska Arizona Arkansas California Colorado Alaska 0.6410212 Arizona 0.6960303 0.5894356 Arkansas 0.4238243 0.6360109 0.7147882 California 0.8027066 0.4319313 0.2826162 0.8376470 Colorado 0.7631245 0.5514635 0.3163546 0.6380721 0.3159715 Connecticut 1.4175961 1.7466665 1.3682905 1.2083204 1.5473994 1.2707458 Delaware 0.6400566 0.9837154 0.6398239 0.5945722 0.8382644 0.6820341 Florida 0.6112300 0.7479212 0.3901296 1.0209321 0.5431856 0.6739066 Georgia 0.3080048 0.7568916 0.7634688 0.6105953 0.8798416 0.7227963 Hawaii 1.3022454 1.6522101 1.1677094 1.1241490 1.3545303 1.1741173 Idaho 1.2301832 1.5356772 1.5000198 0.9653977 1.6825878 1.4089773 Illinois 0.3847001 0.6133972 0.3528749 0.5692983 0.4265365 0.5014554 Indiana 0.7082031 1.0709480 0.7992969 0.5215972 1.0149827 0.7208154 Iowa 1.6440351 1.9689434 1.8864198 1.4763698 2.0640704 1.8371428 Kansas 0.8658781 1.2234291 0.9477855 0.6130219 1.1566659 0.8641002 Kentucky 0.7061665 0.9330227 1.0718482 0.4285450 1.1709917 1.0130598 Louisiana 0.1912848 0.7321697 0.6548152 0.6098029 0.7659530 0.7754955 Maine 1.7314032 1.9051476 1.9672292 1.4450927 2.1186022 1.8754212 Maryland 0.4036479 0.5229516 0.3179066 0.6696427 0.4940004 0.6073314 Massachusetts 1.0454519 1.4075992 0.9643990 0.8029220 1.1032630 0.8905777 Michigan 0.4502786 0.4416718 0.3700463 0.7832248 0.3621530 0.3962074 Minnesota 1.4318763 1.8011636 1.5532103 1.2524684 1.7469672 1.4961901 Mississippi 0.3897453 0.7296628 0.9731735 0.5762511 1.0700714 1.1262425 Missouri 0.5647362 0.6560251 0.4123583 0.3929013 0.5265264 0.3441563 Montana 0.9158206 1.1748956 1.1190176 0.5755694 1.3222165 1.0357634 Nebraska 1.0630229 1.4259864 1.2233238 0.8353575 1.4253100 1.1448749 Nevada 0.6066722 0.3928469 0.4799099 0.9433976 0.3168931 0.4242480 New Hampshire 1.7350630 2.0217138 1.9707838 1.5545718 2.1381330 1.9132066 New Jersey 0.7473745 1.1011440 0.6414089 0.4740973 0.7446410 0.5686019 New Mexico 0.4654734 0.4538871 0.2688741 0.7395656 0.3810435 0.4942657 New York 0.4211930 0.6137461 0.3512016 0.6691648 0.3916269 0.5208163 North Carolina 0.4468417 0.7546730 0.8967215 0.6197351 1.0516628 1.1705616 North Dakota 2.1904038 2.3212690 2.4638595 1.9694083 2.5997073 2.4159434 Ohio 0.7461620 1.0994808 0.6877021 0.5654289 0.9042968 0.6061944 Oklahoma 0.6614629 1.0276094 0.7201565 0.4224272 0.9311743 0.6260131 Oregon 0.8858963 0.9599068 0.6607948 0.7196156 0.8774878 0.5724393 Pennsylvania 1.0161707 1.3507846 0.9983941 0.7633955 1.2011242 0.9128349 Rhode Island 1.3788691 1.6706936 1.2846302 1.1595297 1.3612832 1.1789491 South Carolina 0.2510613 0.5382064 0.7150565 0.5229815 0.8323734 0.9495604 South Dakota 1.3920521 1.5419254 1.6042381 1.0336989 1.7899464 1.5285292 Tennessee 0.2402577 0.6535305 0.6812445 0.4473426 0.7951407 0.6105653 Texas 0.3508939 0.7739920 0.5063778 0.5736309 0.6205089 0.4586828 Utah 1.1335678 1.4589944 1.0041965 1.0034310 1.2124169 0.9518344 Vermont 1.9737884 2.1285082 2.1898795 1.6865092 2.3580889 2.1526881 Virginia 0.4739270 0.8366168 0.6488705 0.2605019 0.8128003 0.5793320 Washington 0.9937179 1.1832389 0.8079184 0.8429285 1.0211042 0.7225021 West Virginia 1.4718246 1.5606785 1.6249124 1.0937693 1.7979628 1.5391770 Wisconsin 1.6936202 2.0191565 1.7876872 1.5327054 1.9685379 1.7392802 Wyoming 0.6780399 1.0230186 0.8528853 0.4128464 1.0525363 0.7484873 Connecticut Delaware Florida Georgia Hawaii Idaho Alaska Arizona Arkansas California Colorado Connecticut Delaware 0.8587030 Florida 1.6555060 1.0054516 Georgia 1.5182627 0.8849896 0.5366582 Hawaii 0.9710494 0.9228177 1.4894259 1.4576413 Idaho 0.4602245 0.9140347 1.7616164 1.3575561 1.1736527 Illinois 1.3104562 0.5756588 0.5007874 0.5313910 1.0989492 1.4178168 Indiana 0.7777997 0.6477612 1.1678650 0.8596674 0.7144227 0.7850495 Iowa 0.6834835 1.3581685 2.1082901 1.7725112 0.9796265 0.5877222 Kansas 0.6265813 0.4654123 1.3025888 1.0073593 0.6622039 0.6346379 Kentucky 0.8804534 0.7922143 1.2718733 0.8999646 1.0362639 0.7129911 Louisiana 1.4445019 0.6804960 0.4224483 0.2662034 1.3373221 1.3804848 Maine 0.7398468 1.4675808 2.1912978 1.8367849 1.4009173 0.6081295 Maryland 1.5101102 0.7403957 0.3657883 0.4791434 1.3605498 1.4857182 Massachusetts 0.5326000 0.4739841 1.2938076 1.1666195 0.7397427 0.6568236 Michigan 1.5080369 0.7718007 0.3423155 0.5312686 1.4119210 1.5864436 Minnesota 0.5318681 0.9803711 1.8069874 1.5379417 0.8104301 0.3929229 Mississippi 1.5490811 0.7867829 0.7425317 0.4975770 1.5932301 1.2833723 Missouri 1.1822593 0.6481871 0.6965687 0.5243822 1.0982835 1.2055759 Montana 0.6722314 0.5507948 1.4721798 1.0906252 0.7928119 0.5246250 Nebraska 0.4728806 0.6531614 1.5415749 1.1881810 0.7281901 0.4713420 Nevada 1.6029836 0.9241344 0.4445514 0.6945018 1.4874841 1.7317266 New Hampshire 0.7751521 1.4625712 2.1867171 1.8554814 1.0937425 0.6788092 New Jersey 0.8951479 0.5040697 1.0187896 0.8953479 0.7873550 1.0039341 New Mexico 1.5277885 0.7621620 0.2996906 0.5432582 1.3998246 1.5516202 New York 1.3957116 0.6728337 0.4359300 0.4973883 1.1921732 1.5025835 North Carolina 1.5490406 0.7880089 0.6966499 0.7490246 1.5903788 1.2951179 North Dakota 1.5083599 2.0525175 2.5822661 2.2732840 1.5248715 1.4069283 Ohio 0.7509177 0.6066153 1.0586119 0.8881628 0.6839924 0.8397854 Oklahoma 0.8386641 0.4255402 1.0889690 0.8048834 0.7465515 0.8335185 Oregon 0.8972176 0.6268911 1.0044357 0.8197176 0.8809402 0.9010161 Pennsylvania 0.5107294 0.4458238 1.3545087 1.1583071 0.7029086 0.6445894 Rhode Island 0.4455830 0.8297000 1.5835852 1.4660508 1.2412823 0.8132716 South Carolina 1.6328517 0.8729576 0.5475564 0.4125492 1.4998918 1.3775955 South Dakota 0.5262963 1.0212950 1.9029087 1.5420296 0.9889829 0.4953095 Tennessee 1.4098874 0.8587596 0.5941070 0.2241752 1.3451292 1.2449155 Texas 1.2926554 0.7373723 0.4575837 0.3291231 1.1730201 1.3911318 Utah 0.4250300 0.8624063 1.2926750 1.1666503 0.7738919 0.5319795 Vermont 1.0097334 1.6761115 2.4081971 2.1037963 1.1647124 0.8858290 Virginia 1.0154971 0.5895906 0.9850739 0.6275608 0.9256498 0.9251358 Washington 0.6646377 0.6892546 1.1273205 0.9169982 0.8515225 0.7530968 West Virginia 0.8343206 1.0656658 1.9633741 1.6339057 1.0421015 0.9373248 Wisconsin 0.5589590 1.2554223 2.0279508 1.7959400 0.8297990 0.6232832 Wyoming 0.8273535 0.3611271 1.2242089 0.8188019 0.9688533 0.6923274 Illinois Indiana Iowa Kansas Kentucky Louisiana Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana 0.7457971 Iowa 1.8290682 1.2350764 Kansas 0.8933757 0.1842377 1.1102835 Kentucky 0.8465840 0.4030635 1.1784952 0.4306613 Louisiana 0.3468534 0.7739338 1.7813308 0.9118618 0.8900439 Maine 1.9122399 1.2804713 0.4563020 1.1666516 1.1418903 1.8682051 Maryland 0.3143966 0.8289019 1.8621074 0.9736341 0.9300045 0.3659730 Massachusetts 0.8596334 0.6381226 1.1653344 0.4580245 0.7718012 1.0858864 Michigan 0.3326024 0.9558407 1.9748811 1.0945717 1.0515526 0.4141785 Minnesota 1.4872153 0.8537171 0.4376161 0.7034818 0.9324519 1.4498248 Mississippi 0.7097492 1.0694701 1.7369455 1.0676813 0.7629561 0.3716783 Missouri 0.4038684 0.5178573 1.6587207 0.6652081 0.6928080 0.5770308 Montana 1.0680612 0.3336167 1.0051059 0.1825410 0.2482507 1.0898166 Nebraska 1.1637822 0.4469588 0.8432833 0.2996846 0.5127065 1.1607920 Nevada 0.4121149 1.1212772 2.1103058 1.2534972 1.2050478 0.5729445 New Hampshire 1.9185314 1.3292282 0.1274934 1.2097489 1.2579237 1.8700491 New Jersey 0.5455066 0.3939368 1.4890840 0.4351878 0.6547065 0.8027794 New Mexico 0.3426396 0.9040438 1.9296497 1.0461937 1.0012565 0.4284017 New York 0.1021661 0.8446640 1.9064017 0.9901918 0.9442656 0.3845288 North Carolina 0.7551642 1.0988001 1.7183686 1.1044792 0.7349230 0.5831358 North Dakota 2.3916533 1.9071392 0.9193442 1.8251308 1.7278927 2.3001969 Ohio 0.6326364 0.1178020 1.3457106 0.2691452 0.5055923 0.7886001 Oklahoma 0.6587763 0.2343643 1.3248925 0.2505143 0.5869842 0.7120581 Oregon 0.7861692 0.5393617 1.3833464 0.5079208 0.9264724 0.8832125 Pennsylvania 0.9532268 0.3196415 1.0446786 0.2028174 0.4326156 1.0624155 Rhode Island 1.1941489 1.1492181 1.0887238 0.9868242 1.2875998 1.4085954 South Carolina 0.5175421 0.9417280 1.8176866 1.0970142 0.8329589 0.2549814 South Dakota 1.5525787 0.8691910 0.6578220 0.7267888 0.7474256 1.5484944 Tennessee 0.4842207 0.7148475 1.6808877 0.8701424 0.7272651 0.3682342 Texas 0.2549417 0.7568592 1.8226531 0.8987449 0.8629197 0.3678249 Utah 0.9208643 0.5613868 1.0558860 0.5413192 0.9323995 1.1169189 Vermont 2.1346760 1.5801956 0.3622664 1.4542731 1.4423369 2.1030478 Virginia 0.5409705 0.2654731 1.4042332 0.4167286 0.4578636 0.5765534 Washington 0.8163311 0.5778858 1.2535189 0.5512647 0.9587319 0.9845926 West Virginia 1.6031136 0.9173661 0.9101071 0.7749346 0.8234033 1.6354732 Wisconsin 1.7424109 1.1592218 0.2066514 1.0143965 1.2445109 1.7055723 Wyoming 0.7968968 0.3912949 1.1804744 0.3482143 0.4617223 0.8242438 Maine Maryland Massachusetts Michigan Minnesota Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland 1.9505378 Massachusetts 1.2410260 1.1549854 Michigan 2.0334647 0.2809717 1.1639840 Minnesota 0.6369482 1.5368155 0.7585525 1.6559110 Mississippi 1.7310288 0.6940423 1.1821211 0.7486909 1.5464706 Missouri 1.7092978 0.3975713 0.7961585 0.4615310 1.3004580 Montana 0.9915008 1.1479363 0.5438271 1.2665766 0.7408973 Nebraska 0.9018225 1.2350940 0.3613054 1.3528816 0.4831906 Nevada 2.1480812 0.4664615 1.2275593 0.1895956 1.8058535 New Hampshire 0.3307092 1.9472869 1.2696877 2.0512933 0.5445578 New Jersey 1.5569067 0.8499044 0.3809184 0.8673461 1.1060840 New Mexico 2.0038493 0.1237304 1.1796225 0.1577634 1.6090291 New York 1.9845340 0.2476840 0.9297840 0.2671269 1.5717275 North Carolina 1.7363965 0.5909870 1.1949493 0.7891613 1.5318716 North Dakota 0.8519477 2.3981518 1.9275756 2.4858667 1.3159687 Ohio 1.3916871 0.8300445 0.5534485 0.8566120 0.9528931 Oklahoma 1.3895457 0.7635341 0.4197062 0.8665760 0.9346721 Oregon 1.4291576 0.7285210 0.4897397 0.7951210 0.9994077 Pennsylvania 1.1052002 1.1000024 0.4738719 1.1456584 0.6344895 Rhode Island 0.8823747 1.4732741 0.5424357 1.4483584 0.9511259 South Carolina 1.8023426 0.4274772 1.2736425 0.5636010 1.6350574 South Dakota 0.6111055 1.6169796 0.7692231 1.7268645 0.5228398 Tennessee 1.7361036 0.3870047 1.0416529 0.4397598 1.4496125 Texas 1.8846148 0.3875255 0.8843503 0.3399915 1.4801448 Utah 1.1030439 1.1722744 0.4643718 1.1910052 0.6422764 Vermont 0.6982944 2.1773884 1.4844697 2.2879011 0.7907420 Virginia 1.4671077 0.6343646 0.6083478 0.7539897 1.0724554 Washington 1.3020011 0.8979256 0.3701150 0.9300959 0.8557343 West Virginia 0.6947862 1.6670181 1.0687703 1.7682233 0.9045142 Wisconsin 0.6164667 1.7735493 1.0611702 1.8886573 0.3304010 Wyoming 1.2621764 0.8863613 0.4473528 0.9954778 0.8841231 Mississippi Missouri Montana Nebraska Nevada Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri 0.9413265 Montana 0.9783013 0.8432035 Nebraska 1.2010029 0.9471631 0.2795243 Nevada 0.9055110 0.6357763 1.4200954 1.5073838 New Hampshire 1.8141856 1.7436476 1.0886667 0.9468471 2.1775011 New Jersey 0.9951468 0.4734377 0.6127477 0.7273118 0.9379872 New Mexico 0.7516514 0.4134252 1.2189681 1.3066912 0.3461755 New York 0.7249804 0.4216417 1.1633400 1.2560390 0.3571085 North Carolina 0.2787581 0.9810850 0.9704952 1.2093461 0.9432542 North Dakota 2.0109122 2.2499498 1.6570400 1.6303956 2.5959716 Ohio 1.1150155 0.4705049 0.4499294 0.5638799 1.0095675 Oklahoma 0.9743697 0.4205303 0.4320256 0.5467293 1.0296804 Oregon 1.2427060 0.3923721 0.6864270 0.6018439 0.9695521 Pennsylvania 1.1668074 0.7526609 0.2382671 0.3334923 1.2962369 Rhode Island 1.5222879 1.1164623 1.0770701 0.8761831 1.4772064 South Carolina 0.2727543 0.7506425 1.0562263 1.2857928 0.7324339 South Dakota 1.2745884 1.3477359 0.5473588 0.4319931 1.8664644 Tennessee 0.6261711 0.3253764 0.9370589 1.0695479 0.6039702 Texas 0.7316482 0.3481389 1.0752543 1.1618966 0.4255876 Utah 1.4704710 0.8404256 0.7207847 0.5169449 1.2807340 Vermont 1.8132346 1.9863852 1.2874143 1.1935616 2.4164644 Virginia 0.8299440 0.3004455 0.5518821 0.6583306 0.9183484 Washington 1.3421932 0.5445263 0.7305094 0.5188814 1.1018805 West Virginia 1.3562891 1.3874108 0.6014480 0.7615466 1.8902948 Wisconsin 1.8079880 1.5684153 1.0561539 0.8025471 2.0228668 Wyoming 0.8391646 0.5539823 0.3420395 0.4939907 1.1469922 New Hampshire New Jersey New Mexico New York North Carolina Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey 1.5863251 New Mexico 2.0099359 0.8773433 New York 1.9928184 0.6097506 0.2765041 North Carolina 1.7992376 1.0391029 0.6985166 0.7692220 North Dakota 0.8168753 2.1426605 2.4536370 2.4504940 2.0357602 Ohio 1.4392751 0.2966301 0.8611415 0.7320809 1.1469574 Oklahoma 1.4218709 0.2476351 0.8207446 0.7577624 1.0192512 Oregon 1.4719624 0.5625729 0.7500572 0.7994690 1.2985624 Pennsylvania 1.1469250 0.5016090 1.1259781 1.0487515 1.1380739 Rhode Island 1.0270561 0.8142329 1.4797598 1.2411726 1.5422022 South Carolina 1.8893419 0.9839320 0.4891822 0.5339722 0.3433119 South Dakota 0.7478257 1.1376194 1.6836235 1.6389299 1.2551865 Tennessee 1.7642930 0.7450725 0.4516516 0.4370423 0.6772213 Texas 1.9079692 0.5848442 0.4080314 0.2314829 0.7704228 Utah 1.1535302 0.6875871 1.2029906 1.0121870 1.5341331 Vermont 0.4638230 1.8023063 2.2434103 2.2083831 1.8094940 Virginia 1.4982468 0.2978601 0.7067863 0.6414245 0.8681090 Washington 1.3466890 0.6075081 0.9282806 0.8270547 1.4038108 West Virginia 0.8250372 1.1834743 1.7258387 1.6884228 1.3419596 Wisconsin 0.2887532 1.3986574 1.8408772 1.8213742 1.7810870 Wyoming 1.2826648 0.3361576 0.9536092 0.8942006 0.8251750 North Dakota Ohio Oklahoma Oregon Pennsylvania Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio 2.0088080 Oklahoma 2.0040873 0.2475183 Oregon 2.0864219 0.5486628 0.3696809 Pennsylvania 1.7623430 0.3349478 0.3730563 0.6867631 Rhode Island 1.6004356 1.0633110 0.9267774 0.9141487 0.9206486 South Carolina 2.1705044 0.9702543 0.9003403 1.0626921 1.2438636 South Dakota 1.2500188 0.9818258 0.9665444 1.0127485 0.6582729 Tennessee 2.2181787 0.7418587 0.6604656 0.6483337 1.0190757 Texas 2.3608285 0.6420146 0.6600678 0.7176269 0.9612962 Utah 1.8614243 0.4565943 0.6100101 0.5607022 0.6525345 Vermont 0.8676303 1.6801661 1.6596392 1.7169625 1.3853542 Virginia 2.0363373 0.3099677 0.1974814 0.4809498 0.5690764 Washington 2.0050248 0.5007289 0.4352134 0.2458892 0.6605152 West Virginia 1.2202833 1.0270331 1.0111106 1.1827574 0.7123921 Wisconsin 1.0044146 1.2550530 1.2288014 1.2755321 0.9520750 Wyoming 1.8688720 0.4492363 0.2330722 0.5288838 0.3580204 Rhode Island South Carolina South Dakota Tennessee Texas Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina 1.5996935 South Dakota 0.9254691 1.4182303 Tennessee 1.3492254 0.4302116 1.4149831 Texas 1.2004317 0.5377306 1.5516835 0.2305207 Utah 0.7238414 1.2936704 0.8136760 1.0619357 0.9035397 Vermont 1.3927561 1.9766734 0.7857466 2.0162828 2.1373730 Virginia 1.0707031 0.7172023 1.0738576 0.4726521 0.5469409 Washington 0.7783308 1.1638421 0.8619302 0.7832561 0.7420991 West Virginia 1.0552237 1.5013784 0.4597397 1.4848644 1.6160218 Wisconsin 0.9345179 1.8840866 0.6988450 1.7141078 1.7436570 Wyoming 0.8612521 0.9188859 0.8281113 0.6716496 0.7967944 Utah Vermont Virginia Washington West Virginia Wisconsin Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont 1.3854365 Virginia 0.7527661 1.7423182 Washington 0.3184121 1.5844590 0.5873451 West Virginia 1.2418268 0.8901264 1.1289329 1.2380713 Wisconsin 0.9456724 0.4979589 1.3618960 1.1433436 0.9142189 Wyoming 0.8383750 1.5203079 0.2917701 0.6628797 0.8837118 1.1809186 K-means clustering with 4 clusters of sizes 12, 9, 18, 11 Cluster means: Murder Assault UrbanPop Rape 1 2.791667 82.08333 56.16667 10.70833 2 14.077778 251.11111 58.55556 22.78889 3 6.255556 136.00000 68.61111 19.43333 4 10.600000 258.63636 76.45455 34.38182 Clustering vector: Alabama Alaska Arizona Arkansas California 2 4 4 3 4 Colorado Connecticut Delaware Florida Georgia 4 1 3 4 2 Hawaii Idaho Illinois Indiana Iowa 3 1 4 3 1 Kansas Kentucky Louisiana Maine Maryland 3 3 2 1 2 Massachusetts Michigan Minnesota Mississippi Missouri 3 4 1 2 4 Montana Nebraska Nevada New Hampshire New Jersey 3 3 4 1 3 New Mexico New York North Carolina North Dakota Ohio 4 4 2 1 3 Oklahoma Oregon Pennsylvania Rhode Island South Carolina 3 3 3 1 2 South Dakota Tennessee Texas Utah Vermont 1 2 2 3 1 Virginia Washington West Virginia Wisconsin Wyoming 3 3 1 1 3 Within cluster sum of squares by cluster: [1] 0.11262798 0.13928224 0.09135594 0.05188101 Available components: [1] "cluster" "centers" "withinss" "size" wardcanberra Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : ward Distance : canberra Number of objects: 50 singlecanberra Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : single Distance : canberra Number of objects: 50 completecanberra Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : complete Distance : canberra Number of objects: 50 averagecanberra Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : average Distance : canberra Number of objects: 50 mcquittycanberra Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : mcquitty Distance : canberra Number of objects: 50 mediancanberra Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : median Distance : canberra Number of objects: 50 centroidcanberra Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid Distance : canberra Number of objects: 50 centroid2canberra Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid2 Distance : canberra Number of objects: 50 Alabama Alaska Arizona Arkansas California Colorado Connecticut Alaska 0 Arizona 0 0 Arkansas 0 0 0 California 0 0 0 0 Colorado 0 0 0 0 0 Connecticut 0 0 0 0 0 0 Delaware 0 0 0 0 0 0 0 Florida 0 0 0 0 0 0 0 Georgia 0 0 0 0 0 0 0 Hawaii 0 0 0 0 0 0 0 Idaho 0 0 0 0 0 0 0 Illinois 0 0 0 0 0 0 0 Indiana 0 0 0 0 0 0 0 Iowa 0 0 0 0 0 0 0 Kansas 0 0 0 0 0 0 0 Kentucky 0 0 0 0 0 0 0 Louisiana 0 0 0 0 0 0 0 Maine 0 0 0 0 0 0 0 Maryland 0 0 0 0 0 0 0 Massachusetts 0 0 0 0 0 0 0 Michigan 0 0 0 0 0 0 0 Minnesota 0 0 0 0 0 0 0 Mississippi 0 0 0 0 0 0 0 Missouri 0 0 0 0 0 0 0 Montana 0 0 0 0 0 0 0 Nebraska 0 0 0 0 0 0 0 Nevada 0 0 0 0 0 0 0 New Hampshire 0 0 0 0 0 0 0 New Jersey 0 0 0 0 0 0 0 New Mexico 0 0 0 0 0 0 0 New York 0 0 0 0 0 0 0 North Carolina 0 0 0 0 0 0 0 North Dakota 0 0 0 0 0 0 0 Ohio 0 0 0 0 0 0 0 Oklahoma 0 0 0 0 0 0 0 Oregon 0 0 0 0 0 0 0 Pennsylvania 0 0 0 0 0 0 0 Rhode Island 0 0 0 0 0 0 0 South Carolina 0 0 0 0 0 0 0 South Dakota 0 0 0 0 0 0 0 Tennessee 0 0 0 0 0 0 0 Texas 0 0 0 0 0 0 0 Utah 0 0 0 0 0 0 0 Vermont 0 0 0 0 0 0 0 Virginia 0 0 0 0 0 0 0 Washington 0 0 0 0 0 0 0 West Virginia 0 0 0 0 0 0 0 Wisconsin 0 0 0 0 0 0 0 Wyoming 0 0 0 0 0 0 0 Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida 0 Georgia 0 0 Hawaii 0 0 0 Idaho 0 0 0 0 Illinois 0 0 0 0 0 Indiana 0 0 0 0 0 0 Iowa 0 0 0 0 0 0 0 Kansas 0 0 0 0 0 0 0 0 Kentucky 0 0 0 0 0 0 0 0 Louisiana 0 0 0 0 0 0 0 0 Maine 0 0 0 0 0 0 0 0 Maryland 0 0 0 0 0 0 0 0 Massachusetts 0 0 0 0 0 0 0 0 Michigan 0 0 0 0 0 0 0 0 Minnesota 0 0 0 0 0 0 0 0 Mississippi 0 0 0 0 0 0 0 0 Missouri 0 0 0 0 0 0 0 0 Montana 0 0 0 0 0 0 0 0 Nebraska 0 0 0 0 0 0 0 0 Nevada 0 0 0 0 0 0 0 0 New Hampshire 0 0 0 0 0 0 0 0 New Jersey 0 0 0 0 0 0 0 0 New Mexico 0 0 0 0 0 0 0 0 New York 0 0 0 0 0 0 0 0 North Carolina 0 0 0 0 0 0 0 0 North Dakota 0 0 0 0 0 0 0 0 Ohio 0 0 0 0 0 0 0 0 Oklahoma 0 0 0 0 0 0 0 0 Oregon 0 0 0 0 0 0 0 0 Pennsylvania 0 0 0 0 0 0 0 0 Rhode Island 0 0 0 0 0 0 0 0 South Carolina 0 0 0 0 0 0 0 0 South Dakota 0 0 0 0 0 0 0 0 Tennessee 0 0 0 0 0 0 0 0 Texas 0 0 0 0 0 0 0 0 Utah 0 0 0 0 0 0 0 0 Vermont 0 0 0 0 0 0 0 0 Virginia 0 0 0 0 0 0 0 0 Washington 0 0 0 0 0 0 0 0 West Virginia 0 0 0 0 0 0 0 0 Wisconsin 0 0 0 0 0 0 0 0 Wyoming 0 0 0 0 0 0 0 0 Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky 0 Louisiana 0 0 Maine 0 0 0 Maryland 0 0 0 0 Massachusetts 0 0 0 0 0 Michigan 0 0 0 0 0 0 Minnesota 0 0 0 0 0 0 0 Mississippi 0 0 0 0 0 0 0 Missouri 0 0 0 0 0 0 0 Montana 0 0 0 0 0 0 0 Nebraska 0 0 0 0 0 0 0 Nevada 0 0 0 0 0 0 0 New Hampshire 0 0 0 0 0 0 0 New Jersey 0 0 0 0 0 0 0 New Mexico 0 0 0 0 0 0 0 New York 0 0 0 0 0 0 0 North Carolina 0 0 0 0 0 0 0 North Dakota 0 0 0 0 0 0 0 Ohio 0 0 0 0 0 0 0 Oklahoma 0 0 0 0 0 0 0 Oregon 0 0 0 0 0 0 0 Pennsylvania 0 0 0 0 0 0 0 Rhode Island 0 0 0 0 0 0 0 South Carolina 0 0 0 0 0 0 0 South Dakota 0 0 0 0 0 0 0 Tennessee 0 0 0 0 0 0 0 Texas 0 0 0 0 0 0 0 Utah 0 0 0 0 0 0 0 Vermont 0 0 0 0 0 0 0 Virginia 0 0 0 0 0 0 0 Washington 0 0 0 0 0 0 0 West Virginia 0 0 0 0 0 0 0 Wisconsin 0 0 0 0 0 0 0 Wyoming 0 0 0 0 0 0 0 Minnesota Mississippi Missouri Montana Nebraska Nevada Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi 0 Missouri 0 0 Montana 0 0 0 Nebraska 0 0 0 0 Nevada 0 0 0 0 0 New Hampshire 0 0 0 0 0 0 New Jersey 0 0 0 0 0 0 New Mexico 0 0 0 0 0 0 New York 0 0 0 0 0 0 North Carolina 0 0 0 0 0 0 North Dakota 0 0 0 0 0 0 Ohio 0 0 0 0 0 0 Oklahoma 0 0 0 0 0 0 Oregon 0 0 0 0 0 0 Pennsylvania 0 0 0 0 0 0 Rhode Island 0 0 0 0 0 0 South Carolina 0 0 0 0 0 0 South Dakota 0 0 0 0 0 0 Tennessee 0 0 0 0 0 0 Texas 0 0 0 0 0 0 Utah 0 0 0 0 0 0 Vermont 0 0 0 0 0 0 Virginia 0 0 0 0 0 0 Washington 0 0 0 0 0 0 West Virginia 0 0 0 0 0 0 Wisconsin 0 0 0 0 0 0 Wyoming 0 0 0 0 0 0 New Hampshire New Jersey New Mexico New York North Carolina Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey 0 New Mexico 0 0 New York 0 0 0 North Carolina 0 0 0 0 North Dakota 0 0 0 0 0 Ohio 0 0 0 0 0 Oklahoma 0 0 0 0 0 Oregon 0 0 0 0 0 Pennsylvania 0 0 0 0 0 Rhode Island 0 0 0 0 0 South Carolina 0 0 0 0 0 South Dakota 0 0 0 0 0 Tennessee 0 0 0 0 0 Texas 0 0 0 0 0 Utah 0 0 0 0 0 Vermont 0 0 0 0 0 Virginia 0 0 0 0 0 Washington 0 0 0 0 0 West Virginia 0 0 0 0 0 Wisconsin 0 0 0 0 0 Wyoming 0 0 0 0 0 North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio 0 Oklahoma 0 0 Oregon 0 0 0 Pennsylvania 0 0 0 0 Rhode Island 0 0 0 0 0 South Carolina 0 0 0 0 0 0 South Dakota 0 0 0 0 0 0 Tennessee 0 0 0 0 0 0 Texas 0 0 0 0 0 0 Utah 0 0 0 0 0 0 Vermont 0 0 0 0 0 0 Virginia 0 0 0 0 0 0 Washington 0 0 0 0 0 0 West Virginia 0 0 0 0 0 0 Wisconsin 0 0 0 0 0 0 Wyoming 0 0 0 0 0 0 South Carolina South Dakota Tennessee Texas Utah Vermont Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota 0 Tennessee 0 0 Texas 0 0 0 Utah 0 0 0 0 Vermont 0 0 0 0 0 Virginia 0 0 0 0 0 0 Washington 0 0 0 0 0 0 West Virginia 0 0 0 0 0 0 Wisconsin 0 0 0 0 0 0 Wyoming 0 0 0 0 0 0 Virginia Washington West Virginia Wisconsin Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont Virginia Washington 0 West Virginia 0 0 Wisconsin 0 0 0 Wyoming 0 0 0 0 K-means clustering with 4 clusters of sizes 50, 0, 0, 0 Cluster means: Murder Assault UrbanPop Rape 1 7.788 170.76 65.54 21.232 2 NaN NaN NaN NaN 3 NaN NaN NaN NaN 4 NaN NaN NaN NaN Clustering vector: Alabama Alaska Arizona Arkansas California 1 1 1 1 1 Colorado Connecticut Delaware Florida Georgia 1 1 1 1 1 Hawaii Idaho Illinois Indiana Iowa 1 1 1 1 1 Kansas Kentucky Louisiana Maine Maryland 1 1 1 1 1 Massachusetts Michigan Minnesota Mississippi Missouri 1 1 1 1 1 Montana Nebraska Nevada New Hampshire New Jersey 1 1 1 1 1 New Mexico New York North Carolina North Dakota Ohio 1 1 1 1 1 Oklahoma Oregon Pennsylvania Rhode Island South Carolina 1 1 1 1 1 South Dakota Tennessee Texas Utah Vermont 1 1 1 1 1 Virginia Washington West Virginia Wisconsin Wyoming 1 1 1 1 1 Within cluster sum of squares by cluster: [1] 0 0 0 0 Available components: [1] "cluster" "centers" "withinss" "size" wardbinary Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : ward Distance : binary Number of objects: 50 singlebinary Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : single Distance : binary Number of objects: 50 completebinary Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : complete Distance : binary Number of objects: 50 averagebinary Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : average Distance : binary Number of objects: 50 mcquittybinary Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : mcquitty Distance : binary Number of objects: 50 medianbinary Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : median Distance : binary Number of objects: 50 centroidbinary Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid Distance : binary Number of objects: 50 centroid2binary Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid2 Distance : binary Number of objects: 50 Alabama Alaska Arizona Arkansas California Alaska 4.967609e-03 Arizona 7.860089e-04 5.622967e-03 Arkansas 2.480350e-04 5.092370e-03 2.013352e-04 California 4.567700e-03 9.632533e-03 2.080549e-03 2.730268e-03 Colorado 1.160541e-02 1.655015e-02 7.617445e-03 8.642576e-03 1.742772e-03 Connecticut 6.742317e-02 9.296038e-02 5.858196e-02 6.154513e-02 4.341992e-02 Delaware 2.120614e-03 1.152689e-02 1.114363e-03 1.504542e-03 3.161308e-03 Florida 8.133686e-05 4.081315e-03 6.870513e-04 2.810234e-04 4.650542e-03 Georgia 1.391515e-03 6.554862e-03 1.546865e-03 9.358075e-04 2.226189e-03 Hawaii 3.188827e-01 3.536003e-01 3.001641e-01 3.058034e-01 2.597179e-01 Idaho 1.710962e-02 3.042756e-02 1.222800e-02 1.385416e-02 5.904912e-03 Illinois 3.342110e-03 1.248383e-02 1.691925e-03 2.095278e-03 1.175956e-03 Indiana 4.110010e-02 5.627745e-02 3.412146e-02 3.601888e-02 2.064139e-02 Iowa 1.486720e-01 1.783990e-01 1.350998e-01 1.394689e-01 1.088196e-01 Kansas 3.954576e-02 5.650297e-02 3.264991e-02 3.466314e-02 2.013683e-02 Kentucky 2.183410e-02 3.527083e-02 1.771576e-02 1.849547e-02 9.031711e-03 Louisiana 1.776390e-04 6.389860e-03 6.862038e-04 1.970560e-04 3.543434e-03 Maine 4.780901e-02 7.037322e-02 4.030847e-02 4.285832e-02 2.831878e-02 Maryland 3.812263e-04 3.542378e-03 1.158916e-03 7.688422e-04 5.998311e-03 Massachusetts 3.829269e-02 5.799896e-02 3.146718e-02 3.372154e-02 2.060844e-02 Michigan 1.869783e-03 5.660296e-03 7.637758e-04 8.377736e-04 7.689734e-04 Minnesota 1.232162e-01 1.496674e-01 1.106210e-01 1.146434e-01 8.648955e-02 Mississippi 2.884033e-03 5.343614e-03 5.955353e-03 4.633688e-03 1.428097e-02 Missouri 1.055828e-02 1.852245e-02 7.044989e-03 7.882921e-03 1.698581e-03 Montana 2.309511e-02 3.642118e-02 1.794453e-02 1.933791e-02 8.973248e-03 Nebraska 4.693663e-02 6.489041e-02 3.916396e-02 4.154519e-02 2.530403e-02 Nevada 6.041776e-03 8.308041e-03 3.677108e-03 4.077286e-03 6.878144e-04 New Hampshire 1.391441e-01 1.698682e-01 1.261941e-01 1.304193e-01 1.015213e-01 New Jersey 3.585618e-02 5.472607e-02 2.952516e-02 3.146386e-02 1.873788e-02 New Mexico 3.595312e-04 3.347464e-03 4.068709e-04 2.018328e-04 3.438835e-03 New York 3.744944e-03 1.273269e-02 1.944963e-03 2.369745e-03 9.582330e-04 North Carolina 6.723075e-03 8.023246e-03 1.028662e-02 9.039475e-03 2.120049e-02 North Dakota 1.384077e-01 1.690331e-01 1.251704e-01 1.296179e-01 1.007616e-01 Ohio 5.111893e-02 6.895500e-02 4.331588e-02 4.554174e-02 2.831352e-02 Oklahoma 1.697825e-02 2.964050e-02 1.246624e-02 1.376280e-02 5.584235e-03 Oregon 1.581117e-02 2.309657e-02 1.090322e-02 1.232159e-02 3.580442e-03 Pennsylvania 6.219557e-02 8.474290e-02 5.390715e-02 5.639318e-02 3.818388e-02 Rhode Island 2.618377e-02 4.685592e-02 2.116969e-02 2.301108e-02 1.510500e-02 South Carolina 2.503299e-03 3.802228e-03 5.029613e-03 3.949550e-03 1.275627e-02 South Dakota 2.958899e-02 4.463975e-02 2.349699e-02 2.530384e-02 1.315610e-02 Tennessee 3.212135e-03 8.290276e-03 2.105188e-03 1.984214e-03 7.404146e-04 Texas 9.816236e-03 2.050470e-02 6.933171e-03 7.524554e-03 2.394185e-03 Utah 6.154161e-02 7.983365e-02 5.215179e-02 5.514731e-02 3.549792e-02 Vermont 6.377570e-02 7.953585e-02 5.437871e-02 5.715906e-02 3.647957e-02 Virginia 1.067416e-02 2.111223e-02 7.372475e-03 8.164218e-03 2.416336e-03 Washington 2.793788e-02 3.957629e-02 2.142554e-02 2.343360e-02 1.091309e-02 West Virginia 2.139991e-02 3.723317e-02 1.716281e-02 1.820022e-02 9.481238e-03 Wisconsin 2.041241e-01 2.392690e-01 1.887790e-01 1.937297e-01 1.582904e-01 Wyoming 6.736718e-03 1.795410e-02 4.242138e-03 4.931862e-03 1.921136e-03 Colorado Connecticut Delaware Florida Georgia Alaska Arizona Arkansas California Colorado Connecticut 3.377147e-02 Delaware 8.825452e-03 4.969521e-02 Florida 1.183787e-02 6.959729e-02 2.381262e-03 Georgia 6.400773e-03 5.646812e-02 3.079057e-03 1.781186e-03 Hawaii 2.264679e-01 1.070889e-01 2.866504e-01 3.229940e-01 2.893300e-01 Idaho 4.053591e-03 1.775091e-02 9.228616e-03 1.792734e-02 1.222725e-02 Illinois 4.468362e-03 4.125628e-02 8.969001e-04 3.786038e-03 2.085318e-03 Indiana 1.220102e-02 7.288989e-03 3.060119e-02 4.258524e-02 3.033231e-02 Iowa 8.892154e-02 1.824423e-02 1.240853e-01 1.516076e-01 1.297648e-01 Kansas 1.266000e-02 5.545648e-03 2.816555e-02 4.107094e-02 2.975414e-02 Kentucky 4.910030e-03 1.630316e-02 1.531276e-02 2.321619e-02 1.392955e-02 Louisiana 9.773184e-03 6.124514e-02 1.490332e-03 4.342680e-04 8.227891e-04 Maine 2.152527e-02 1.779277e-03 3.284746e-02 4.960260e-02 3.911045e-02 Maryland 1.396641e-02 7.493911e-02 3.161038e-03 1.403165e-04 2.860952e-03 Massachusetts 1.477010e-02 4.296360e-03 2.544141e-02 3.984055e-02 3.022187e-02 Michigan 4.345148e-03 5.410369e-02 2.600266e-03 1.897786e-03 6.768634e-04 Minnesota 6.852078e-02 1.083950e-02 1.012398e-01 1.257980e-01 1.057427e-01 Mississippi 2.533743e-02 9.637848e-02 8.515000e-03 2.676871e-03 7.330439e-03 Missouri 5.228255e-04 2.958266e-02 6.918201e-03 1.111266e-02 5.602427e-03 Montana 4.639590e-03 1.395732e-02 1.526605e-02 2.423375e-02 1.564720e-02 Nebraska 1.662893e-02 3.621333e-03 3.409253e-02 4.851707e-02 3.640661e-02 Nevada 1.475644e-03 4.794007e-02 6.265525e-03 6.038652e-03 2.619189e-03 New Hampshire 8.315376e-02 1.420976e-02 1.147020e-01 1.420982e-01 1.214604e-01 New Jersey 1.291630e-02 5.322189e-03 2.406833e-02 3.744993e-02 2.748016e-02 New Mexico 9.755101e-03 6.737898e-02 2.532245e-03 1.752156e-04 1.477890e-03 New York 3.812925e-03 4.000477e-02 1.246136e-03 4.204578e-03 2.103147e-03 North Carolina 3.459825e-02 1.121645e-01 1.311779e-02 6.159558e-03 1.351158e-02 North Dakota 8.265855e-02 1.380171e-02 1.135800e-01 1.412370e-01 1.212085e-01 Ohio 1.855278e-02 3.967674e-03 3.846424e-02 5.284976e-02 3.942084e-02 Oklahoma 3.165450e-03 1.816358e-02 1.000268e-02 1.791818e-02 1.122908e-02 Oregon 6.020258e-04 2.564192e-02 1.090611e-02 1.622390e-02 9.807218e-03 Pennsylvania 2.789524e-02 9.460599e-04 4.674116e-02 6.432989e-02 5.019145e-02 Rhode Island 1.371363e-02 1.156309e-02 1.458254e-02 2.759350e-02 2.179847e-02 South Carolina 2.324954e-02 9.497221e-02 8.041860e-03 2.134047e-03 6.703334e-03 South Dakota 7.633744e-03 9.439947e-03 1.987309e-02 3.083485e-02 2.143524e-02 Tennessee 3.071643e-03 4.822749e-02 3.560533e-03 3.559212e-03 6.063282e-04 Texas 2.026340e-03 2.762490e-02 5.618150e-03 1.066611e-02 5.283880e-03 Utah 2.427031e-02 3.066053e-03 4.675147e-02 6.313413e-02 4.930443e-02 Vermont 2.399626e-02 6.294980e-03 5.036754e-02 6.532154e-02 5.020541e-02 Virginia 1.673152e-03 2.644005e-02 6.091605e-03 1.145122e-02 6.009543e-03 Washington 5.150540e-03 1.322498e-02 1.929169e-02 2.878793e-02 1.985784e-02 West Virginia 6.385351e-03 1.390292e-02 1.342271e-02 2.281872e-02 1.466805e-02 Wisconsin 1.345532e-01 4.043128e-02 1.750632e-01 2.077000e-01 1.823023e-01 Wyoming 3.633080e-03 3.195394e-02 2.457132e-03 7.409965e-03 4.245507e-03 Hawaii Idaho Illinois Indiana Iowa Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho 1.990339e-01 Illinois 2.632279e-01 5.379931e-03 Indiana 1.395904e-01 6.780108e-03 2.205761e-02 Iowa 3.790881e-02 6.765109e-02 1.091989e-01 3.649218e-02 Kansas 1.422491e-01 5.429697e-03 2.046115e-02 3.536739e-04 3.651597e-02 Kentucky 1.824912e-01 2.384704e-03 9.191764e-03 3.512341e-03 6.036584e-02 Louisiana 3.061521e-01 1.425023e-02 2.156095e-03 3.640891e-02 1.396239e-01 Maine 1.345890e-01 8.502788e-03 2.616564e-02 4.135216e-03 3.089306e-02 Maryland 3.341347e-01 2.063327e-02 5.154260e-03 4.705334e-02 1.594608e-01 Massachusetts 1.484765e-01 4.612896e-03 1.919355e-02 2.531912e-03 3.827980e-02 Michigan 2.842661e-01 1.030050e-02 1.585992e-03 2.832407e-02 1.258096e-01 Minnesota 5.190890e-02 5.057820e-02 8.742325e-02 2.387198e-02 1.396741e-03 Mississippi 3.758154e-01 3.366979e-02 1.222557e-02 6.527868e-02 1.903349e-01 Missouri 2.228378e-01 2.255749e-03 2.922317e-03 1.067290e-02 8.504083e-02 Montana 1.783628e-01 1.229998e-03 9.398351e-03 2.682485e-03 5.688266e-02 Nebraska 1.298921e-01 8.046272e-03 2.577290e-02 7.111509e-04 3.003748e-02 Nevada 2.610996e-01 8.526555e-03 3.337257e-03 2.163609e-02 1.122135e-01 New Hampshire 4.454854e-02 6.115992e-02 1.008649e-01 3.279011e-02 3.996903e-04 New Jersey 1.512033e-01 4.000657e-03 1.759539e-02 1.781567e-03 4.018798e-02 New Mexico 3.162270e-01 1.649036e-02 3.390973e-03 3.986052e-02 1.473085e-01 New York 2.592807e-01 4.874900e-03 2.952338e-05 2.072973e-02 1.067809e-01 North Carolina 4.068527e-01 4.344118e-02 1.864912e-02 8.003902e-02 2.127797e-01 North Dakota 4.597274e-02 6.035991e-02 1.000883e-01 3.281848e-02 6.178798e-04 Ohio 1.226853e-01 1.042597e-02 2.922931e-02 7.042915e-04 2.733879e-02 Oklahoma 1.967677e-01 2.785864e-04 5.488156e-03 5.666937e-03 6.712479e-02 Oregon 2.068449e-01 2.159756e-03 5.936724e-03 7.749894e-03 7.566239e-02 Pennsylvania 1.086320e-01 1.531765e-02 3.741609e-02 3.704219e-03 1.964363e-02 Rhode Island 1.855875e-01 2.930137e-03 1.140893e-02 9.195867e-03 5.837039e-02 South Carolina 3.720937e-01 3.225303e-02 1.146206e-02 6.328007e-02 1.877693e-01 South Dakota 1.628358e-01 2.188727e-03 1.343895e-02 1.309117e-03 4.750048e-02 Tennessee 2.688943e-01 8.405424e-03 1.500294e-03 2.340434e-02 1.159836e-01 Texas 2.232540e-01 1.749563e-03 2.122004e-03 1.090795e-02 8.422572e-02 Utah 1.094127e-01 1.460484e-02 3.696765e-02 2.652077e-03 2.087052e-02 Vermont 1.071266e-01 1.697075e-02 3.944358e-02 2.763198e-03 2.194224e-02 Virginia 2.196922e-01 1.325822e-03 2.443023e-03 1.001784e-02 8.190813e-02 Washington 1.691312e-01 2.319038e-03 1.273583e-02 1.957986e-03 5.222325e-02 West Virginia 1.838983e-01 1.279017e-03 8.299956e-03 4.260338e-03 5.940804e-02 Wisconsin 1.775521e-02 1.077217e-01 1.579718e-01 6.775400e-02 4.996375e-03 Wyoming 2.407667e-01 2.500536e-03 6.058434e-04 1.586757e-02 9.409729e-02 Kansas Kentucky Louisiana Maine Maryland Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky 3.413933e-03 Louisiana 3.487880e-02 1.830562e-02 Maine 2.226830e-03 8.655423e-03 4.266149e-02 Maryland 4.541269e-02 2.675133e-02 1.038220e-03 5.408989e-02 Massachusetts 9.956716e-04 4.865874e-03 3.370842e-02 6.438740e-04 4.392895e-02 Michigan 2.777555e-02 1.351101e-02 1.401455e-03 3.698091e-02 2.822822e-03 Minnesota 2.406496e-02 4.419312e-02 1.150082e-01 2.047182e-02 1.330018e-01 Mississippi 6.327660e-02 4.001617e-02 4.303244e-03 7.270274e-02 1.928025e-03 Missouri 1.052265e-02 3.037660e-03 8.460674e-03 1.778571e-02 1.340894e-02 Montana 2.302693e-03 4.895824e-04 1.959521e-02 6.638864e-03 2.764161e-02 Nebraska 3.546244e-04 5.949783e-03 4.188951e-02 1.761155e-03 5.314286e-02 Nevada 2.209639e-02 1.002857e-02 5.111071e-03 3.263397e-02 7.459683e-03 New Hampshire 3.222060e-02 5.491178e-02 1.303266e-01 2.580944e-02 1.496944e-01 New Jersey 5.811392e-04 3.335912e-03 3.134672e-02 1.260340e-03 4.155323e-02 New Mexico 3.869731e-02 2.155498e-02 6.462751e-04 4.779557e-02 3.980691e-04 New York 1.929494e-02 8.326915e-03 2.472009e-03 2.521353e-02 5.666730e-03 North Carolina 7.739899e-02 5.232682e-02 8.886308e-03 8.640939e-02 4.674613e-03 North Dakota 3.204353e-02 5.504202e-02 1.296923e-01 2.522191e-02 1.486951e-01 Ohio 8.238368e-04 6.804647e-03 4.580278e-02 2.921600e-03 5.778454e-02 Oklahoma 4.823358e-03 1.129667e-03 1.402529e-02 9.042964e-03 2.080693e-02 Oregon 7.970968e-03 2.944936e-03 1.341761e-02 1.526616e-02 1.876051e-02 Pennsylvania 2.999750e-03 1.186837e-02 5.618361e-02 2.046267e-03 6.972031e-02 Rhode Island 6.251557e-03 6.259821e-03 2.253085e-02 4.496060e-03 3.074261e-02 South Carolina 6.152750e-02 3.880133e-02 3.955962e-03 7.142648e-02 1.364500e-03 South Dakota 7.686940e-04 1.498021e-03 2.562240e-02 3.802734e-03 3.457605e-02 Tennessee 2.316600e-02 9.784909e-03 2.248668e-03 3.242961e-02 4.971783e-03 Texas 1.015444e-02 2.520034e-03 7.544954e-03 1.598629e-02 1.305795e-02 Utah 2.707971e-03 1.186301e-02 5.589336e-02 3.679958e-03 6.825945e-02 Vermont 3.816868e-03 1.240839e-02 5.811625e-02 7.040948e-03 7.061069e-02 Virginia 9.313147e-03 2.338698e-03 8.363567e-03 1.508274e-02 1.386188e-02 Washington 1.980724e-03 2.071718e-03 2.436757e-02 6.725629e-03 3.224266e-02 West Virginia 3.237584e-03 6.219254e-04 1.784873e-02 6.297237e-03 2.622348e-02 Wisconsin 6.769391e-02 9.834424e-02 1.935374e-01 5.877712e-02 2.167730e-01 Wyoming 1.426223e-02 5.587461e-03 4.924904e-03 1.886974e-02 9.284010e-03 Massachusetts Michigan Minnesota Mississippi Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan 2.818108e-02 Minnesota 2.607022e-02 1.018751e-01 Mississippi 6.121851e-02 8.747300e-03 1.618569e-01 Missouri 1.169438e-02 4.273322e-03 6.532167e-02 2.429867e-02 Montana 3.199379e-03 1.416577e-02 4.104298e-02 4.205291e-02 Nebraska 1.337927e-03 3.396043e-02 1.882172e-02 7.250118e-02 Nevada 2.417700e-02 1.221263e-03 8.930168e-02 1.579986e-02 New Hampshire 3.300724e-02 1.178555e-01 1.133603e-03 1.793715e-01 New Jersey 1.754158e-04 2.586282e-02 2.749825e-02 5.826636e-02 New Mexico 3.802577e-02 1.124533e-03 1.216468e-01 3.819819e-03 New York 1.830225e-02 1.553165e-03 8.517784e-02 1.307679e-02 North Carolina 7.417065e-02 1.460829e-02 1.829054e-01 1.045676e-03 North Dakota 3.244719e-02 1.172037e-01 1.261615e-03 1.785445e-01 Ohio 2.645466e-03 3.724617e-02 1.663616e-02 7.763387e-02 Oklahoma 4.900833e-03 9.786064e-03 4.996134e-02 3.366424e-02 Oregon 9.707501e-03 7.423041e-03 5.691647e-02 3.182351e-02 Pennsylvania 3.511587e-03 4.823849e-02 1.119332e-02 9.065306e-02 Rhode Island 2.879695e-03 2.051664e-02 4.393374e-02 4.428832e-02 South Carolina 5.984211e-02 7.554648e-03 1.592415e-01 1.585223e-04 South Dakota 1.400063e-03 1.950739e-02 3.314123e-02 5.061274e-02 Tennessee 2.417756e-02 4.618749e-04 9.304374e-02 1.156865e-02 Texas 1.039273e-02 4.738986e-03 6.495496e-02 2.316826e-02 Utah 4.350079e-03 4.590636e-02 1.157226e-02 9.039427e-02 Vermont 7.131098e-03 4.684986e-02 1.232939e-02 9.309277e-02 Virginia 9.608078e-03 5.093389e-03 6.282774e-02 2.454924e-02 Washington 3.457651e-03 1.711751e-02 3.683217e-02 4.853774e-02 West Virginia 3.134844e-03 1.412087e-02 4.367142e-02 3.935344e-02 Wisconsin 6.938415e-02 1.782120e-01 1.164013e-02 2.513628e-01 Wyoming 1.302329e-02 3.568996e-03 7.398726e-02 1.810847e-02 Missouri Montana Nebraska Nevada Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana 3.039731e-03 Nebraska 1.444884e-02 4.381148e-03 Nevada 2.301358e-03 1.045786e-02 2.746649e-02 New Hampshire 7.875478e-02 5.150515e-02 2.619027e-02 1.056052e-01 New Jersey 9.984500e-03 2.176395e-03 1.239889e-03 2.176839e-02 New Mexico 9.509025e-03 2.233580e-02 4.588646e-02 4.415361e-03 New York 2.371824e-03 8.547907e-03 2.449080e-02 2.934970e-03 North Carolina 3.365669e-02 5.394955e-02 8.729604e-02 2.334904e-02 North Dakota 7.833782e-02 5.124112e-02 2.595085e-02 1.051308e-01 Ohio 1.647487e-02 5.611184e-03 2.733299e-04 2.989609e-02 Oklahoma 1.517017e-03 5.727171e-04 7.578553e-03 7.491503e-03 Oregon 6.928513e-04 2.198484e-03 1.107861e-02 3.895206e-03 Pennsylvania 2.452714e-02 1.035036e-02 1.570856e-03 4.115819e-02 Rhode Island 9.696117e-03 4.768467e-03 8.009992e-03 2.017624e-02 South Carolina 2.271408e-02 4.049800e-02 7.056938e-02 1.397499e-02 South Dakota 5.786753e-03 4.845911e-04 2.037677e-03 1.509254e-02 Tennessee 2.685147e-03 1.091664e-02 2.900507e-02 9.012386e-04 Texas 4.976872e-04 2.859597e-03 1.417073e-02 3.817432e-03 Utah 2.248185e-02 9.578964e-03 1.151913e-03 3.742808e-02 Vermont 2.304317e-02 1.059336e-02 2.328524e-03 3.703120e-02 Virginia 3.336427e-04 2.391759e-03 1.311941e-02 3.825823e-03 Washington 4.438807e-03 7.233557e-04 3.427053e-03 1.200006e-02 West Virginia 3.757909e-03 5.965854e-04 5.620927e-03 1.177802e-02 Wisconsin 1.296044e-01 9.435780e-02 5.891933e-02 1.624395e-01 Wyoming 1.739357e-03 5.531091e-03 1.872505e-02 4.356573e-03 New Hampshire New Jersey New Mexico New York Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey 3.498715e-02 New Mexico 1.382574e-01 3.564405e-02 New York 9.865040e-02 1.667060e-02 3.692938e-03 North Carolina 2.009373e-01 7.141080e-02 7.683278e-03 1.980486e-02 North Dakota 9.754942e-05 3.463353e-02 1.373768e-01 9.792323e-02 Ohio 2.400214e-02 2.315778e-03 5.002431e-02 2.779151e-02 Oklahoma 6.095426e-02 3.894465e-03 1.638909e-02 4.874300e-03 Oregon 7.021423e-02 8.293527e-03 1.399678e-02 5.179480e-03 Pennsylvania 1.615298e-02 3.794255e-03 6.180421e-02 3.599942e-02 Rhode Island 5.104767e-02 3.150699e-03 2.694574e-02 1.109055e-02 South Carolina 1.771396e-01 5.694764e-02 2.965663e-03 1.223833e-02 South Dakota 4.249205e-02 7.932132e-04 2.873962e-02 1.248698e-02 Tennessee 1.084637e-01 2.168984e-02 2.703076e-03 1.305972e-03 Texas 7.735017e-02 8.773200e-03 9.582880e-03 1.700470e-03 Utah 1.814444e-02 4.623593e-03 5.982581e-02 3.540061e-02 Vermont 2.001358e-02 6.893812e-03 6.155388e-02 3.765837e-02 Virginia 7.521147e-02 8.109076e-03 1.020327e-02 1.982409e-03 Washington 4.761185e-02 2.707321e-03 2.623637e-02 1.171654e-02 West Virginia 5.327645e-02 2.125392e-03 2.154396e-02 7.624617e-03 Wisconsin 6.851331e-03 7.207460e-02 2.030378e-01 1.551898e-01 Wyoming 8.625614e-02 1.171561e-02 6.798845e-03 4.755544e-04 North Carolina North Dakota Ohio Oklahoma Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota 1.996933e-01 Ohio 9.337913e-02 2.403302e-02 Oklahoma 4.410526e-02 6.046065e-02 9.486260e-03 Oregon 4.195308e-02 6.965968e-02 1.282594e-02 1.507562e-03 Pennsylvania 1.070592e-01 1.613757e-02 1.299641e-03 1.483403e-02 Rhode Island 5.431806e-02 5.011333e-02 1.076336e-02 4.059749e-03 South Carolina 1.292100e-03 1.762170e-01 7.565745e-02 3.227478e-02 South Dakota 6.322880e-02 4.214087e-02 3.116261e-03 1.766992e-03 Tennessee 1.873623e-02 1.081492e-01 3.166727e-02 7.416755e-03 Texas 3.244859e-02 7.701298e-02 1.634538e-02 1.145361e-03 Utah 1.065685e-01 1.786942e-02 8.706270e-04 1.413252e-02 Vermont 1.101292e-01 2.004842e-02 1.376776e-03 1.575535e-02 Virginia 3.390668e-02 7.478930e-02 1.529539e-02 8.179561e-04 Washington 6.076022e-02 4.711875e-02 4.543149e-03 1.824427e-03 West Virginia 5.091355e-02 5.310067e-02 7.084686e-03 7.430809e-04 Wisconsin 2.765112e-01 7.312103e-03 5.510202e-02 1.071968e-01 Wyoming 2.574505e-02 8.554313e-02 2.179048e-02 2.614155e-03 Oregon Pennsylvania Rhode Island South Carolina Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania 2.066515e-02 Rhode Island 9.993923e-03 1.191372e-02 South Carolina 2.968605e-02 8.905882e-02 4.368561e-02 South Dakota 4.128700e-03 6.612715e-03 4.303823e-03 4.893620e-02 Tennessee 5.626792e-03 4.202938e-02 1.805023e-02 1.049161e-02 Texas 1.944419e-03 2.329897e-02 7.177902e-03 2.210892e-02 Utah 1.744046e-02 1.266624e-03 1.420959e-02 8.794858e-02 Vermont 1.757301e-02 2.982420e-03 1.885479e-02 9.032980e-02 Virginia 1.400534e-03 2.221550e-02 6.862824e-03 2.332189e-02 Washington 2.261741e-03 9.572095e-03 6.904314e-03 4.633512e-02 West Virginia 3.946058e-03 1.093856e-02 2.968666e-03 3.839770e-02 Wisconsin 1.183293e-01 4.345579e-02 9.402751e-02 2.488321e-01 Wyoming 3.943917e-03 2.864360e-02 7.063526e-03 1.727931e-02 South Dakota Tennessee Texas Utah Vermont Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee 1.585995e-02 Texas 5.518434e-03 2.933044e-03 Utah 5.971738e-03 4.029836e-02 2.280962e-02 Vermont 7.283220e-03 4.080774e-02 2.418612e-02 7.075973e-04 Virginia 4.838680e-03 3.331000e-03 5.841769e-05 2.134294e-02 2.267907e-02 Washington 6.418151e-04 1.399898e-02 5.236926e-03 7.201951e-03 7.738360e-03 West Virginia 1.231499e-03 1.078105e-02 2.518222e-03 1.181068e-02 1.367590e-02 Wisconsin 8.228818e-02 1.664591e-01 1.281391e-01 4.604267e-02 4.736804e-02 Wyoming 8.557034e-03 2.739040e-03 7.754091e-04 2.855048e-02 3.110379e-02 Virginia Washington West Virginia Wisconsin Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont Virginia Washington 4.371898e-03 West Virginia 2.341444e-03 2.516785e-03 Wisconsin 1.254636e-01 8.875528e-02 9.687671e-02 Wyoming 9.262637e-04 8.423664e-03 4.534013e-03 1.398206e-01 K-means clustering with 4 clusters of sizes 18, 17, 3, 12 Cluster means: Murder Assault UrbanPop Rape 1 7.461111 170.27778 68.33333 23.23333 2 4.082353 91.41176 66.23529 14.93529 3 14.500000 291.66667 45.66667 18.56667 4 11.850000 253.66667 65.33333 27.81667 Clustering vector: Alabama Alaska Arizona Arkansas California 4 4 4 4 1 Colorado Connecticut Delaware Florida Georgia 1 2 4 4 4 Hawaii Idaho Illinois Indiana Iowa 2 1 1 2 2 Kansas Kentucky Louisiana Maine Maryland 2 1 4 2 4 Massachusetts Michigan Minnesota Mississippi Missouri 2 4 2 3 1 Montana Nebraska Nevada New Hampshire New Jersey 1 2 1 2 2 New Mexico New York North Carolina North Dakota Ohio 4 1 3 2 2 Oklahoma Oregon Pennsylvania Rhode Island South Carolina 1 1 2 1 3 South Dakota Tennessee Texas Utah Vermont 1 4 1 2 2 Virginia Washington West Virginia Wisconsin Wyoming 1 1 1 2 1 Within cluster sum of squares by cluster: [1] 8.690482e-07 1.216409e-03 6.242583e-08 4.003559e-06 Available components: [1] "cluster" "centers" "withinss" "size" wardpearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : ward Distance : pearson Number of objects: 50 singlepearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : single Distance : pearson Number of objects: 50 completepearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : complete Distance : pearson Number of objects: 50 averagepearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : average Distance : pearson Number of objects: 50 mcquittypearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : mcquitty Distance : pearson Number of objects: 50 medianpearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : median Distance : pearson Number of objects: 50 centroidpearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid Distance : pearson Number of objects: 50 centroid2pearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid2 Distance : pearson Number of objects: 50 Alabama Alaska Arizona Arkansas California Alaska 9.074976e-03 Arizona 1.430158e-03 1.030379e-02 Arkansas 3.808145e-04 9.343801e-03 3.351289e-04 California 6.187049e-03 1.615382e-02 1.694322e-03 3.513810e-03 Colorado 1.398519e-02 2.441453e-02 6.523358e-03 9.782688e-03 1.575649e-03 Connecticut 1.254392e-01 1.782090e-01 1.083457e-01 1.163327e-01 8.948292e-02 Delaware 3.764497e-03 2.078503e-02 1.896355e-03 2.449370e-03 2.507609e-03 Florida 1.140702e-04 7.354985e-03 1.177936e-03 3.047304e-04 5.676877e-03 Georgia 1.653240e-04 1.029876e-02 7.306609e-04 1.005191e-04 4.479689e-03 Hawaii 6.732324e-01 7.530580e-01 6.342841e-01 6.530622e-01 5.878124e-01 Idaho 2.886980e-02 5.523142e-02 1.977125e-02 2.383795e-02 1.182739e-02 Illinois 5.387816e-03 2.272581e-02 2.450184e-03 3.521504e-03 1.882987e-03 Indiana 6.209755e-02 9.581262e-02 4.810350e-02 5.455576e-02 3.422779e-02 Iowa 2.942405e-01 3.604232e-01 2.663998e-01 2.796569e-01 2.343439e-01 Kansas 6.405805e-02 1.004948e-01 5.049651e-02 5.674189e-02 3.687603e-02 Kentucky 2.705832e-02 5.599008e-02 1.924672e-02 2.269164e-02 1.250165e-02 Louisiana 2.033590e-04 1.172521e-02 1.196530e-03 3.602470e-04 5.302030e-03 Maine 8.728158e-02 1.329940e-01 7.299691e-02 7.960645e-02 5.782217e-02 Maryland 3.370563e-04 5.928568e-03 1.629610e-03 6.447922e-04 6.495491e-03 Massachusetts 6.784543e-02 1.080002e-01 5.482537e-02 6.081244e-02 4.149623e-02 Michigan 1.984378e-03 9.362117e-03 9.586539e-05 6.520520e-04 1.406595e-03 Minnesota 2.385755e-01 2.979766e-01 2.125581e-01 2.249085e-01 1.831794e-01 Mississippi 3.197143e-03 7.330787e-03 8.368882e-03 5.507089e-03 1.749780e-02 Missouri 1.278454e-02 2.917228e-02 6.283758e-03 9.081342e-03 1.931418e-03 Montana 3.373501e-02 6.175820e-02 2.387844e-02 2.831475e-02 1.497844e-02 Nebraska 7.924959e-02 1.178981e-01 6.386131e-02 7.099754e-02 4.805593e-02 Nevada 6.011885e-03 1.084277e-02 1.780354e-03 3.470171e-03 7.477442e-04 New Hampshire 2.734440e-01 3.404163e-01 2.473245e-01 2.597417e-01 2.171395e-01 New Jersey 6.115040e-02 1.002527e-01 4.899926e-02 5.456278e-02 3.670736e-02 New Mexico 6.487958e-04 6.135366e-03 7.460254e-04 3.396609e-04 4.334715e-03 New York 5.748474e-03 2.293982e-02 2.544324e-03 3.744648e-03 1.700354e-03 North Carolina 4.647987e-03 6.507934e-03 1.028120e-02 7.195204e-03 2.006853e-02 North Dakota 2.715277e-01 3.372644e-01 2.451167e-01 2.576735e-01 2.147176e-01 Ohio 8.338657e-02 1.229663e-01 6.764535e-02 7.495444e-02 5.137583e-02 Oklahoma 2.587197e-02 5.163479e-02 1.741102e-02 2.116773e-02 1.020797e-02 Oregon 2.170235e-02 3.695025e-02 1.238747e-02 1.654929e-02 5.062574e-03 Pennsylvania 1.101078e-01 1.589750e-01 9.360353e-02 1.012974e-01 7.572235e-02 Rhode Island 4.812256e-02 8.757412e-02 3.893357e-02 4.305922e-02 2.984781e-02 South Carolina 2.794305e-03 4.907881e-03 7.035191e-03 4.622417e-03 1.531563e-02 South Dakota 4.697548e-02 7.859289e-02 3.521202e-02 4.057811e-02 2.394620e-02 Tennessee 1.872822e-03 1.208320e-02 7.522718e-05 5.891533e-04 1.274168e-03 Texas 1.256556e-02 3.418489e-02 7.327411e-03 9.517218e-03 3.944361e-03 Utah 1.079317e-01 1.479852e-01 8.900199e-02 9.786319e-02 6.917741e-02 Vermont 1.056208e-01 1.418652e-01 8.606431e-02 9.522557e-02 6.585780e-02 Virginia 1.431624e-02 3.543291e-02 8.251699e-03 1.084171e-02 4.011554e-03 Washington 4.323450e-02 6.788332e-02 3.057976e-02 3.637141e-02 1.888759e-02 West Virginia 3.240251e-02 6.510028e-02 2.446101e-02 2.797308e-02 1.727660e-02 Wisconsin 4.124673e-01 4.894121e-01 3.815031e-01 3.963213e-01 3.448349e-01 Wyoming 1.088461e-02 3.250546e-02 6.384162e-03 8.216390e-03 3.799824e-03 Colorado Connecticut Delaware Florida Georgia Alaska Arizona Arkansas California Colorado Connecticut 7.546171e-02 Delaware 6.538017e-03 8.669546e-02 Florida 1.316819e-02 1.278020e-01 4.277540e-03 Georgia 1.133675e-02 1.171867e-01 2.426070e-03 2.805297e-04 Hawaii 5.463653e-01 2.586307e-01 5.929808e-01 6.761814e-01 6.564484e-01 Idaho 7.811527e-03 3.686702e-02 1.216289e-02 2.946459e-02 2.472970e-02 Illinois 4.780115e-03 8.023965e-02 2.050245e-04 5.804303e-03 3.701418e-03 Indiana 2.461410e-02 1.447701e-02 3.606009e-02 6.286649e-02 5.599220e-02 Iowa 2.075034e-01 4.032561e-02 2.356589e-01 2.968049e-01 2.818148e-01 Kansas 2.758820e-02 1.207273e-02 3.728408e-02 6.515411e-02 5.791635e-02 Kentucky 9.729474e-03 3.722947e-02 1.071699e-02 2.806520e-02 2.315428e-02 Louisiana 1.254673e-02 1.164966e-01 2.339249e-03 5.096810e-04 8.329132e-05 Maine 4.725479e-02 3.648331e-03 5.529807e-02 8.924159e-02 8.033769e-02 Maryland 1.428912e-02 1.337062e-01 5.518249e-03 8.573684e-05 6.755946e-04 Massachusetts 3.259493e-02 9.417965e-03 4.000009e-02 6.938344e-02 6.163863e-02 Michigan 5.816708e-03 1.096187e-01 2.584483e-03 1.527138e-03 1.236747e-03 Minnesota 1.588760e-01 2.170845e-02 1.855725e-01 2.406281e-01 2.271444e-01 Mississippi 2.935591e-02 1.654343e-01 1.360760e-02 3.273826e-03 4.814255e-03 Missouri 1.120573e-03 6.556326e-02 3.775743e-03 1.268010e-02 1.006247e-02 Montana 1.007658e-02 3.182571e-02 1.534768e-02 3.440889e-02 2.925834e-02 Nebraska 3.668209e-02 7.478982e-03 4.921823e-02 8.036003e-02 7.240668e-02 Nevada 2.802721e-03 1.041493e-01 4.973858e-03 5.018727e-03 4.702367e-03 New Hampshire 1.921920e-01 3.174537e-02 2.166672e-01 2.762765e-01 2.615031e-01 New Jersey 2.879477e-02 1.206127e-02 3.485140e-02 6.268205e-02 5.527702e-02 New Mexico 1.089030e-02 1.263698e-01 4.462845e-03 2.420422e-04 6.272953e-04 New York 4.324466e-03 7.916877e-02 3.150006e-04 6.118239e-03 3.989339e-03 North Carolina 3.248745e-02 1.755206e-01 1.662712e-02 4.554345e-03 6.546806e-03 North Dakota 1.895303e-01 3.132653e-02 2.149791e-01 2.741991e-01 2.595744e-01 Ohio 3.957062e-02 6.341252e-03 5.248968e-02 8.455143e-02 7.637666e-02 Oklahoma 6.897811e-03 4.001260e-02 1.020911e-02 2.648132e-02 2.196524e-02 Oregon 1.318412e-03 5.761301e-02 9.829559e-03 2.115046e-02 1.818552e-02 Pennsylvania 6.257230e-02 6.346078e-04 7.392715e-02 1.121364e-01 1.022817e-01 Rhode Island 2.508150e-02 1.946458e-02 2.524691e-02 5.003645e-02 4.313941e-02 South Carolina 2.629212e-02 1.641083e-01 1.302408e-02 2.555120e-03 4.251135e-03 South Dakota 1.683245e-02 2.149923e-02 2.462051e-02 4.779061e-02 4.168807e-02 Tennessee 5.665101e-03 1.028980e-01 1.295115e-03 1.710313e-03 9.778609e-04 Texas 4.233982e-03 6.034955e-02 2.675487e-03 1.313844e-02 9.906990e-03 Utah 5.388092e-02 5.262845e-03 7.289895e-02 1.087805e-01 9.990796e-02 Vermont 5.008010e-02 8.859050e-03 7.159077e-02 1.060095e-01 9.764121e-02 Virginia 3.452354e-03 5.769581e-02 3.666739e-03 1.474005e-02 1.143492e-02 Washington 1.115517e-02 3.017928e-02 2.301283e-02 4.323956e-02 3.810603e-02 West Virginia 1.418203e-02 3.137079e-02 1.416484e-02 3.377610e-02 2.822414e-02 Wisconsin 3.135298e-01 9.408378e-02 3.445757e-01 4.158451e-01 3.983843e-01 Wyoming 4.866008e-03 6.375716e-02 1.876205e-03 1.154564e-02 8.452577e-03 Hawaii Idaho Illinois Indiana Iowa Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho 4.577742e-01 Illinois 5.770235e-01 9.417114e-03 Indiana 3.666838e-01 6.424493e-03 3.127254e-02 Iowa 1.000986e-01 1.464509e-01 2.246581e-01 9.372643e-02 Kansas 3.613977e-01 7.187131e-03 3.259544e-02 2.385679e-04 9.024350e-02 Kentucky 4.640278e-01 4.590237e-04 8.398644e-03 8.031629e-03 1.497014e-01 Louisiana 6.563738e-01 2.496216e-02 3.743961e-03 5.634822e-02 2.815127e-01 Maine 3.175245e-01 1.757949e-02 5.010164e-02 4.479124e-03 6.710780e-02 Maryland 6.867285e-01 3.220086e-02 7.167215e-03 6.671805e-02 3.049530e-01 Massachusetts 3.538220e-01 9.117451e-03 3.542665e-02 1.329233e-03 8.574092e-02 Michigan 6.345837e-01 2.010625e-02 2.999141e-03 4.828916e-02 2.671625e-01 Minnesota 1.385269e-01 1.062679e-01 1.754780e-01 6.161952e-02 3.598257e-03 Mississippi 7.486415e-01 5.093177e-02 1.673942e-02 9.268591e-02 3.519333e-01 Missouri 5.333065e-01 4.221023e-03 2.246785e-03 2.009171e-02 1.962375e-01 Montana 4.412824e-01 1.958289e-04 1.227445e-02 4.409532e-03 1.363076e-01 Nebraska 3.306067e-01 1.282337e-02 4.377597e-02 1.218173e-03 7.431295e-02 Nevada 6.140384e-01 1.782210e-02 4.561864e-03 4.294760e-02 2.544632e-01 New Hampshire 1.144742e-01 1.319665e-01 2.063207e-01 8.258582e-02 7.233602e-04 New Jersey 3.686331e-01 6.950602e-03 3.063575e-02 1.359099e-03 9.368611e-02 New Mexico 6.704558e-01 2.814302e-02 5.665704e-03 6.063351e-02 2.931923e-01 New York 5.740270e-01 8.918483e-03 1.288113e-05 3.036633e-02 2.226576e-01 North Carolina 7.655905e-01 5.635604e-02 1.998073e-02 9.986011e-02 3.654627e-01 North Dakota 1.152187e-01 1.302720e-01 2.045534e-01 8.100070e-02 6.147553e-04 Ohio 3.228093e-01 1.456593e-02 4.688904e-02 1.796726e-03 7.034262e-02 Oklahoma 4.684667e-01 8.700334e-05 7.719537e-03 7.980209e-03 1.530086e-01 Oregon 5.014375e-01 3.486063e-03 7.259701e-03 1.469515e-02 1.772426e-01 Pennsylvania 2.793952e-01 2.818049e-02 6.779897e-02 9.063731e-03 4.916610e-02 Rhode Island 4.048043e-01 5.061665e-03 2.215058e-02 4.879275e-03 1.140755e-01 South Carolina 7.443013e-01 4.910542e-02 1.585254e-02 9.015983e-02 3.489513e-01 South Dakota 4.026800e-01 2.248799e-03 2.073531e-02 1.124841e-03 1.134821e-01 Tennessee 6.233637e-01 1.747639e-02 1.680845e-03 4.456893e-02 2.583471e-01 Texas 5.279940e-01 3.440975e-03 1.503453e-03 1.918696e-02 1.912433e-01 Utah 2.833643e-01 2.591855e-02 6.606093e-02 6.585748e-03 5.274718e-02 Vermont 2.905931e-01 2.518978e-02 6.460572e-02 6.538369e-03 5.769875e-02 Virginia 5.191079e-01 2.555059e-03 2.193899e-03 1.703648e-02 1.856404e-01 Washington 4.196499e-01 2.340391e-03 1.895374e-02 2.886666e-03 1.255116e-01 West Virginia 4.472656e-01 1.338683e-03 1.170695e-02 6.838019e-03 1.391806e-01 Wisconsin 4.504819e-02 2.382714e-01 3.320116e-01 1.712942e-01 1.252331e-02 Wyoming 5.378582e-01 4.569299e-03 9.828208e-04 2.164577e-02 1.976912e-01 Kansas Kentucky Louisiana Maine Maryland Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky 8.231510e-03 Louisiana 5.800286e-02 2.300848e-02 Maine 2.869001e-03 1.767247e-02 7.980833e-02 Maryland 6.921995e-02 3.092632e-02 9.957310e-04 9.423520e-02 Massachusetts 4.419740e-04 9.414726e-03 6.136307e-02 1.393042e-03 7.374682e-02 Michigan 5.097007e-02 1.998809e-02 1.881166e-03 7.411831e-02 1.880850e-03 Minnesota 5.909145e-02 1.096463e-01 2.271411e-01 4.157692e-02 2.479674e-01 Mississippi 9.484420e-02 4.814828e-02 4.680136e-03 1.216214e-01 2.720910e-03 Missouri 2.203860e-02 4.901044e-03 1.068546e-02 3.885815e-02 1.426624e-02 Montana 5.013493e-03 7.611294e-04 2.947079e-02 1.418495e-02 3.736587e-02 Nebraska 8.540941e-04 1.436877e-02 7.257680e-02 1.631358e-03 8.479441e-02 Nevada 4.633035e-02 1.908370e-02 5.874083e-03 7.006485e-02 5.341845e-03 New Hampshire 7.881256e-02 1.343524e-01 2.609117e-01 5.630972e-02 2.843388e-01 New Jersey 5.297329e-04 7.009590e-03 5.496123e-02 2.461325e-03 6.687035e-02 New Mexico 6.332029e-02 2.740916e-02 1.128056e-03 8.805222e-02 2.498186e-04 New York 3.174793e-02 8.037402e-03 4.081172e-03 4.924798e-02 7.490796e-03 North Carolina 1.022889e-01 5.368020e-02 6.515884e-03 1.303539e-01 3.753010e-03 North Dakota 7.746123e-02 1.329554e-01 2.591201e-01 5.558310e-02 2.821718e-01 Ohio 1.328512e-03 1.613915e-02 7.652385e-02 1.402451e-03 8.910399e-02 Oklahoma 8.752525e-03 3.473335e-04 2.215332e-02 1.971990e-02 2.910604e-02 Oregon 1.718247e-02 5.560576e-03 1.929343e-02 3.358031e-02 2.287855e-02 Pennsylvania 7.215542e-03 2.881808e-02 1.018147e-01 1.437607e-03 1.176229e-01 Rhode Island 3.621587e-03 3.769320e-03 4.238067e-02 6.546666e-03 5.399523e-02 South Carolina 9.275539e-02 4.700808e-02 4.404341e-03 1.203531e-01 1.896234e-03 South Dakota 1.414029e-03 3.161479e-03 4.189336e-02 7.795678e-03 5.124937e-02 Tennessee 4.681200e-02 1.693083e-02 1.395769e-03 6.849300e-02 2.316956e-03 Texas 2.016936e-02 2.849607e-03 9.953212e-03 3.458175e-02 1.509736e-02 Utah 6.413903e-03 2.882954e-02 1.004581e-01 4.679230e-03 1.136635e-01 Vermont 7.035820e-03 2.889779e-02 9.857129e-02 7.202806e-03 1.105947e-01 Virginia 1.820585e-02 2.396213e-03 1.163700e-02 3.260704e-02 1.672477e-02 Washington 4.362227e-03 4.598711e-03 3.896892e-02 1.427998e-02 4.613166e-02 West Virginia 6.472128e-03 4.215431e-04 2.780838e-02 1.374143e-02 3.699779e-02 Wisconsin 1.662233e-01 2.414187e-01 3.976134e-01 1.332780e-01 4.253112e-01 Wyoming 2.252881e-02 3.652983e-03 8.393472e-03 3.719055e-02 1.344029e-02 Massachusetts Michigan Minnesota Mississippi Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan 5.568505e-02 Minnesota 5.598960e-02 2.130320e-01 Mississippi 9.896462e-02 9.103637e-03 2.920462e-01 Missouri 2.565513e-02 6.207400e-03 1.493703e-01 2.858318e-02 Montana 6.707812e-03 2.423252e-02 9.757310e-02 5.726735e-02 Nebraska 1.075780e-03 6.423722e-02 4.611964e-02 1.130583e-01 Nevada 5.196229e-02 1.117471e-03 2.010167e-01 1.550827e-02 New Hampshire 7.396436e-02 2.484091e-01 2.332809e-03 3.291263e-01 New Jersey 1.894932e-04 4.990557e-02 6.255830e-02 9.083043e-02 New Mexico 6.807942e-02 8.039214e-04 2.369434e-01 4.591026e-03 New York 3.465457e-02 3.040318e-03 1.736083e-01 1.741160e-02 North Carolina 1.067867e-01 1.090400e-02 3.044343e-01 1.840015e-04 North Dakota 7.293050e-02 2.460555e-01 1.791346e-03 3.272493e-01 Ohio 1.396825e-03 6.804363e-02 4.299778e-02 1.179202e-01 Oklahoma 1.071047e-02 1.779504e-02 1.119986e-01 4.692268e-02 Oregon 2.148120e-02 1.178698e-02 1.322223e-01 4.089419e-02 Pennsylvania 5.349924e-03 9.464583e-02 2.767723e-02 1.482428e-01 Rhode Island 2.759848e-03 4.032131e-02 8.044212e-02 7.399693e-02 South Carolina 9.745947e-02 7.462303e-03 2.888054e-01 2.584835e-04 South Dakota 2.629287e-03 3.556709e-02 7.821005e-02 7.403684e-02 Tennessee 5.092842e-02 2.225546e-04 2.053133e-01 9.680903e-03 Texas 2.248588e-02 7.869609e-03 1.457036e-01 2.818102e-02 Utah 6.806483e-03 8.895503e-02 2.906302e-02 1.467783e-01 Vermont 8.337522e-03 8.561126e-02 3.271721e-02 1.442180e-01 Virginia 2.076240e-02 8.626049e-03 1.405234e-01 3.088233e-02 Washington 7.192417e-03 3.023162e-02 8.773179e-02 6.949892e-02 West Virginia 6.871682e-03 2.548909e-02 1.010646e-01 5.472791e-02 Wisconsin 1.593622e-01 3.827006e-01 2.943651e-02 4.770919e-01 Wyoming 2.472380e-02 7.039971e-03 1.515839e-01 2.552396e-02 Missouri Montana Nebraska Nevada Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana 6.171962e-03 Nebraska 3.095203e-02 9.861539e-03 Nevada 4.750634e-03 2.154367e-02 5.838248e-02 New Hampshire 1.801739e-01 1.223213e-01 6.419919e-02 2.372406e-01 New Jersey 2.193978e-02 4.913073e-03 1.967879e-03 4.675980e-02 New Mexico 1.127645e-02 3.299481e-02 7.813863e-02 3.283538e-03 New York 1.921859e-03 1.171640e-02 4.277220e-02 4.367653e-03 North Carolina 3.230755e-02 6.302909e-02 1.210870e-01 1.738284e-02 North Dakota 1.780106e-01 1.206787e-01 6.285979e-02 2.344930e-01 Ohio 3.363882e-02 1.139639e-02 5.685156e-05 6.201788e-02 Oklahoma 3.308768e-03 5.287462e-04 1.492555e-02 1.595370e-02 Oregon 1.433708e-03 4.742502e-03 2.431089e-02 7.889494e-03 Pennsylvania 5.379445e-02 2.375939e-02 3.770670e-03 8.916964e-02 Rhode Island 1.721085e-02 3.857385e-03 7.111440e-03 3.963982e-02 South Carolina 2.647106e-02 5.538897e-02 1.106557e-01 1.285082e-02 South Dakota 1.232631e-02 1.119271e-03 4.343808e-03 3.178208e-02 Tennessee 5.104304e-03 2.135235e-02 5.975182e-02 1.783447e-03 Texas 1.012227e-03 5.224375e-03 2.917963e-02 8.117571e-03 Utah 4.874226e-02 2.171305e-02 2.654310e-03 8.036983e-02 Vermont 4.638484e-02 2.119826e-02 3.431426e-03 7.602573e-02 Virginia 6.501680e-04 4.155494e-03 2.672837e-02 8.136819e-03 Washington 9.208389e-03 1.668455e-03 7.731955e-03 2.482234e-02 West Virginia 8.155258e-03 1.211055e-03 1.192835e-02 2.496206e-02 Wisconsin 2.994769e-01 2.256071e-01 1.449862e-01 3.686791e-01 Wyoming 1.415708e-03 6.560137e-03 3.203747e-02 7.887858e-03 New Hampshire New Jersey New Mexico New York Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey 8.129350e-02 New Mexico 2.732923e-01 6.156276e-02 New York 2.044885e-01 2.993790e-02 5.877810e-03 North Carolina 3.424737e-01 9.837446e-02 5.813490e-03 2.067956e-02 North Dakota 5.912424e-05 8.025535e-02 2.710014e-01 2.026859e-01 Ohio 6.049338e-02 2.485202e-03 8.230314e-02 4.585839e-02 Oklahoma 1.381052e-01 8.289875e-03 2.531302e-02 7.276272e-03 Oregon 1.630459e-01 1.861112e-02 1.871378e-02 6.664761e-03 Pennsylvania 4.004188e-02 7.455720e-03 1.105231e-01 6.675799e-02 Rhode Island 9.966909e-02 1.600563e-03 4.992227e-02 2.173163e-02 South Carolina 3.267403e-01 8.947547e-02 3.374560e-03 1.642450e-02 South Dakota 1.007843e-01 1.739543e-03 4.608990e-02 2.002354e-02 Tennessee 2.394610e-01 4.530400e-02 1.281661e-03 1.750203e-03 Texas 1.742886e-01 1.872301e-02 1.264201e-02 1.331951e-03 Utah 4.524998e-02 9.065862e-03 1.055379e-01 6.473427e-02 Vermont 5.062906e-02 1.052538e-02 1.022015e-01 6.319485e-02 Virginia 1.692214e-01 1.723093e-02 1.392390e-02 1.942077e-03 Washington 1.134548e-01 6.097298e-03 4.058954e-02 1.811148e-02 West Virginia 1.239115e-01 4.786768e-03 3.343280e-02 1.135904e-02 Wisconsin 1.712766e-02 1.697666e-01 4.122941e-01 3.297774e-01 Wyoming 1.802680e-01 2.072458e-02 1.129277e-02 8.799210e-04 North Carolina North Dakota Ohio Oklahoma Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota 3.404907e-01 Ohio 1.261250e-01 5.919393e-02 Oklahoma 5.216386e-02 1.364245e-01 1.679407e-02 Oregon 4.494900e-02 1.605516e-01 2.666870e-02 3.188907e-03 Pennsylvania 1.577418e-01 3.937338e-02 2.989262e-03 3.100356e-02 Rhode Island 8.108719e-02 9.891155e-02 8.037991e-03 5.711051e-03 South Carolina 3.451176e-04 3.246325e-01 1.155140e-01 4.522892e-02 South Dakota 8.057267e-02 9.923501e-02 5.383842e-03 3.181700e-03 Tennessee 1.182526e-02 2.373095e-01 6.341453e-02 1.524924e-02 Texas 3.235404e-02 1.726065e-01 3.173795e-02 2.438702e-03 Utah 1.555736e-01 4.373469e-02 2.063400e-03 2.895242e-02 Vermont 1.526381e-01 4.878563e-02 2.981646e-03 2.821622e-02 Virginia 3.513154e-02 1.674282e-01 2.920317e-02 1.724589e-03 Washington 7.530451e-02 1.113316e-01 9.059940e-03 3.203952e-03 West Virginia 6.075696e-02 1.227732e-01 1.345185e-02 1.411476e-03 Wisconsin 4.924554e-01 1.776334e-02 1.395074e-01 2.462831e-01 Wyoming 2.957228e-02 1.786542e-01 3.469543e-02 3.396764e-03 Oregon Pennsylvania Rhode Island South Carolina Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania 4.633939e-02 Rhode Island 1.688506e-02 1.408346e-02 South Carolina 3.777776e-02 1.466521e-01 7.359996e-02 South Dakota 9.114300e-03 1.487789e-02 2.792747e-03 7.196578e-02 Tennessee 1.091066e-02 8.854381e-02 3.561902e-02 8.376207e-03 Texas 3.934272e-03 4.948954e-02 1.268069e-02 2.703951e-02 Utah 3.850643e-02 3.117345e-03 1.818404e-02 1.434526e-01 Vermont 3.536863e-02 5.947249e-03 2.027010e-02 1.402743e-01 Virginia 2.728187e-03 4.692846e-02 1.206076e-02 2.942604e-02 Washington 4.814743e-03 2.210984e-02 8.039389e-03 6.637951e-02 West Virginia 8.832404e-03 2.392922e-02 1.734187e-03 5.396548e-02 Wisconsin 2.771145e-01 1.080410e-01 1.947142e-01 4.745022e-01 Wyoming 5.070391e-03 5.271140e-02 1.390326e-02 2.461462e-02 South Dakota Tennessee Texas Utah Vermont Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee 3.214758e-02 Texas 1.112121e-02 5.920991e-03 Utah 1.310033e-02 8.428726e-02 4.798165e-02 Vermont 1.300545e-02 8.155615e-02 4.698186e-02 4.695915e-04 Virginia 9.576908e-03 6.771469e-03 1.254515e-04 4.451661e-02 4.324851e-02 Washington 1.482748e-03 2.792682e-02 1.037760e-02 1.622681e-02 1.446869e-02 West Virginia 2.647154e-03 2.183808e-02 5.069413e-03 2.568471e-02 2.654045e-02 Wisconsin 1.967071e-01 3.721095e-01 2.923844e-01 1.151479e-01 1.222457e-01 Wyoming 1.297814e-02 5.077548e-03 9.609983e-05 5.179474e-02 5.094010e-02 Virginia Washington West Virginia Wisconsin Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont Virginia Washington 8.415084e-03 West Virginia 4.662982e-03 5.536062e-03 Wisconsin 2.860111e-01 2.128783e-01 2.275928e-01 Wyoming 4.349517e-04 1.243499e-02 5.926389e-03 2.998325e-01 K-means clustering with 4 clusters of sizes 14, 19, 11, 6 Cluster means: Murder Assault UrbanPop Rape 1 9.414286 218.92857 74.57143 28.82143 2 5.026316 115.78947 64.47368 15.96842 3 13.309091 267.63636 57.81818 25.51818 4 2.616667 54.83333 62.00000 12.33333 Clustering vector: Alabama Alaska Arizona Arkansas California 3 3 1 3 1 Colorado Connecticut Delaware Florida Georgia 1 2 1 3 3 Hawaii Idaho Illinois Indiana Iowa 4 2 1 2 4 Kansas Kentucky Louisiana Maine Maryland 2 2 3 2 3 Massachusetts Michigan Minnesota Mississippi Missouri 2 1 4 3 1 Montana Nebraska Nevada New Hampshire New Jersey 2 2 1 4 2 New Mexico New York North Carolina North Dakota Ohio 3 1 3 4 2 Oklahoma Oregon Pennsylvania Rhode Island South Carolina 2 1 2 2 3 South Dakota Tennessee Texas Utah Vermont 2 1 1 2 2 Virginia Washington West Virginia Wisconsin Wyoming 1 2 2 4 1 Within cluster sum of squares by cluster: [1] 3.390500e-06 2.347051e-05 9.996126e-07 8.814207e-06 Available components: [1] "cluster" "centers" "withinss" "size" wardcorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : ward Distance : correlation Number of objects: 50 singlecorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : single Distance : correlation Number of objects: 50 completecorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : complete Distance : correlation Number of objects: 50 averagecorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : average Distance : correlation Number of objects: 50 mcquittycorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : mcquitty Distance : correlation Number of objects: 50 mediancorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : median Distance : correlation Number of objects: 50 centroidcorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid Distance : correlation Number of objects: 50 centroid2correlation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid2 Distance : correlation Number of objects: 50 Alabama Alaska Arizona Arkansas California Colorado Connecticut Alaska 0 Arizona 0 0 Arkansas 0 0 0 California 0 0 0 0 Colorado 0 0 0 0 0 Connecticut 0 0 0 0 0 0 Delaware 0 0 0 0 0 0 0 Florida 0 0 0 0 0 0 0 Georgia 0 0 0 0 0 0 0 Hawaii 2 2 2 2 2 2 2 Idaho 0 0 0 0 0 0 0 Illinois 0 0 0 0 0 0 0 Indiana 0 0 0 0 0 0 0 Iowa 2 2 2 2 2 2 2 Kansas 0 0 0 0 0 0 0 Kentucky 0 0 0 0 0 0 0 Louisiana 0 0 0 0 0 0 0 Maine 0 0 0 0 0 0 0 Maryland 0 0 0 0 0 0 0 Massachusetts 0 0 0 0 0 0 0 Michigan 0 0 0 0 0 0 0 Minnesota 0 0 0 0 0 0 0 Mississippi 0 0 0 0 0 0 0 Missouri 0 0 0 0 0 0 0 Montana 0 0 0 0 0 0 0 Nebraska 0 0 0 0 0 0 0 Nevada 0 0 0 0 0 0 0 New Hampshire 0 0 0 0 0 0 0 New Jersey 0 0 0 0 0 0 0 New Mexico 0 0 0 0 0 0 0 New York 0 0 0 0 0 0 0 North Carolina 0 0 0 0 0 0 0 North Dakota 0 0 0 0 0 0 0 Ohio 0 0 0 0 0 0 0 Oklahoma 0 0 0 0 0 0 0 Oregon 0 0 0 0 0 0 0 Pennsylvania 0 0 0 0 0 0 0 Rhode Island 0 0 0 0 0 0 0 South Carolina 0 0 0 0 0 0 0 South Dakota 0 0 0 0 0 0 0 Tennessee 0 0 0 0 0 0 0 Texas 0 0 0 0 0 0 0 Utah 0 0 0 0 0 0 0 Vermont 0 0 0 0 0 0 0 Virginia 0 0 0 0 0 0 0 Washington 0 0 0 0 0 0 0 West Virginia 0 0 0 0 0 0 0 Wisconsin 2 2 2 2 2 2 2 Wyoming 0 0 0 0 0 0 0 Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida 0 Georgia 0 0 Hawaii 2 2 2 Idaho 0 0 0 2 Illinois 0 0 0 2 0 Indiana 0 0 0 2 0 0 Iowa 2 2 2 0 2 2 2 Kansas 0 0 0 2 0 0 0 2 Kentucky 0 0 0 2 0 0 0 2 Louisiana 0 0 0 2 0 0 0 2 Maine 0 0 0 2 0 0 0 2 Maryland 0 0 0 2 0 0 0 2 Massachusetts 0 0 0 2 0 0 0 2 Michigan 0 0 0 2 0 0 0 2 Minnesota 0 0 0 2 0 0 0 2 Mississippi 0 0 0 2 0 0 0 2 Missouri 0 0 0 2 0 0 0 2 Montana 0 0 0 2 0 0 0 2 Nebraska 0 0 0 2 0 0 0 2 Nevada 0 0 0 2 0 0 0 2 New Hampshire 0 0 0 2 0 0 0 2 New Jersey 0 0 0 2 0 0 0 2 New Mexico 0 0 0 2 0 0 0 2 New York 0 0 0 2 0 0 0 2 North Carolina 0 0 0 2 0 0 0 2 North Dakota 0 0 0 2 0 0 0 2 Ohio 0 0 0 2 0 0 0 2 Oklahoma 0 0 0 2 0 0 0 2 Oregon 0 0 0 2 0 0 0 2 Pennsylvania 0 0 0 2 0 0 0 2 Rhode Island 0 0 0 2 0 0 0 2 South Carolina 0 0 0 2 0 0 0 2 South Dakota 0 0 0 2 0 0 0 2 Tennessee 0 0 0 2 0 0 0 2 Texas 0 0 0 2 0 0 0 2 Utah 0 0 0 2 0 0 0 2 Vermont 0 0 0 2 0 0 0 2 Virginia 0 0 0 2 0 0 0 2 Washington 0 0 0 2 0 0 0 2 West Virginia 0 0 0 2 0 0 0 2 Wisconsin 2 2 2 0 2 2 2 0 Wyoming 0 0 0 2 0 0 0 2 Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky 0 Louisiana 0 0 Maine 0 0 0 Maryland 0 0 0 0 Massachusetts 0 0 0 0 0 Michigan 0 0 0 0 0 0 Minnesota 0 0 0 0 0 0 0 Mississippi 0 0 0 0 0 0 0 Missouri 0 0 0 0 0 0 0 Montana 0 0 0 0 0 0 0 Nebraska 0 0 0 0 0 0 0 Nevada 0 0 0 0 0 0 0 New Hampshire 0 0 0 0 0 0 0 New Jersey 0 0 0 0 0 0 0 New Mexico 0 0 0 0 0 0 0 New York 0 0 0 0 0 0 0 North Carolina 0 0 0 0 0 0 0 North Dakota 0 0 0 0 0 0 0 Ohio 0 0 0 0 0 0 0 Oklahoma 0 0 0 0 0 0 0 Oregon 0 0 0 0 0 0 0 Pennsylvania 0 0 0 0 0 0 0 Rhode Island 0 0 0 0 0 0 0 South Carolina 0 0 0 0 0 0 0 South Dakota 0 0 0 0 0 0 0 Tennessee 0 0 0 0 0 0 0 Texas 0 0 0 0 0 0 0 Utah 0 0 0 0 0 0 0 Vermont 0 0 0 0 0 0 0 Virginia 0 0 0 0 0 0 0 Washington 0 0 0 0 0 0 0 West Virginia 0 0 0 0 0 0 0 Wisconsin 2 2 2 2 2 2 2 Wyoming 0 0 0 0 0 0 0 Minnesota Mississippi Missouri Montana Nebraska Nevada Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi 0 Missouri 0 0 Montana 0 0 0 Nebraska 0 0 0 0 Nevada 0 0 0 0 0 New Hampshire 0 0 0 0 0 0 New Jersey 0 0 0 0 0 0 New Mexico 0 0 0 0 0 0 New York 0 0 0 0 0 0 North Carolina 0 0 0 0 0 0 North Dakota 0 0 0 0 0 0 Ohio 0 0 0 0 0 0 Oklahoma 0 0 0 0 0 0 Oregon 0 0 0 0 0 0 Pennsylvania 0 0 0 0 0 0 Rhode Island 0 0 0 0 0 0 South Carolina 0 0 0 0 0 0 South Dakota 0 0 0 0 0 0 Tennessee 0 0 0 0 0 0 Texas 0 0 0 0 0 0 Utah 0 0 0 0 0 0 Vermont 0 0 0 0 0 0 Virginia 0 0 0 0 0 0 Washington 0 0 0 0 0 0 West Virginia 0 0 0 0 0 0 Wisconsin 2 2 2 2 2 2 Wyoming 0 0 0 0 0 0 New Hampshire New Jersey New Mexico New York North Carolina Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey 0 New Mexico 0 0 New York 0 0 0 North Carolina 0 0 0 0 North Dakota 0 0 0 0 0 Ohio 0 0 0 0 0 Oklahoma 0 0 0 0 0 Oregon 0 0 0 0 0 Pennsylvania 0 0 0 0 0 Rhode Island 0 0 0 0 0 South Carolina 0 0 0 0 0 South Dakota 0 0 0 0 0 Tennessee 0 0 0 0 0 Texas 0 0 0 0 0 Utah 0 0 0 0 0 Vermont 0 0 0 0 0 Virginia 0 0 0 0 0 Washington 0 0 0 0 0 West Virginia 0 0 0 0 0 Wisconsin 2 2 2 2 2 Wyoming 0 0 0 0 0 North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio 0 Oklahoma 0 0 Oregon 0 0 0 Pennsylvania 0 0 0 0 Rhode Island 0 0 0 0 0 South Carolina 0 0 0 0 0 0 South Dakota 0 0 0 0 0 0 Tennessee 0 0 0 0 0 0 Texas 0 0 0 0 0 0 Utah 0 0 0 0 0 0 Vermont 0 0 0 0 0 0 Virginia 0 0 0 0 0 0 Washington 0 0 0 0 0 0 West Virginia 0 0 0 0 0 0 Wisconsin 2 2 2 2 2 2 Wyoming 0 0 0 0 0 0 South Carolina South Dakota Tennessee Texas Utah Vermont Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota 0 Tennessee 0 0 Texas 0 0 0 Utah 0 0 0 0 Vermont 0 0 0 0 0 Virginia 0 0 0 0 0 0 Washington 0 0 0 0 0 0 West Virginia 0 0 0 0 0 0 Wisconsin 2 2 2 2 2 2 Wyoming 0 0 0 0 0 0 Virginia Washington West Virginia Wisconsin Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont Virginia Washington 0 West Virginia 0 0 Wisconsin 2 2 2 Wyoming 0 0 0 2 K-means clustering with 4 clusters of sizes 50, 0, 0, 0 Cluster means: Murder Assault UrbanPop Rape 1 7.788 170.76 65.54 21.232 2 NaN NaN NaN NaN 3 NaN NaN NaN NaN 4 NaN NaN NaN NaN Clustering vector: Alabama Alaska Arizona Arkansas California 1 1 1 1 1 Colorado Connecticut Delaware Florida Georgia 1 1 1 1 1 Hawaii Idaho Illinois Indiana Iowa 1 1 1 1 1 Kansas Kentucky Louisiana Maine Maryland 1 1 1 1 1 Massachusetts Michigan Minnesota Mississippi Missouri 1 1 1 1 1 Montana Nebraska Nevada New Hampshire New Jersey 1 1 1 1 1 New Mexico New York North Carolina North Dakota Ohio 1 1 1 1 1 Oklahoma Oregon Pennsylvania Rhode Island South Carolina 1 1 1 1 1 South Dakota Tennessee Texas Utah Vermont 1 1 1 1 1 Virginia Washington West Virginia Wisconsin Wyoming 1 1 1 1 1 Within cluster sum of squares by cluster: [1] 0 0 0 0 Available components: [1] "cluster" "centers" "withinss" "size" wardspearman Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : ward Distance : spearman Number of objects: 50 singlespearman Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : single Distance : spearman Number of objects: 50 completespearman Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : complete Distance : spearman Number of objects: 50 averagespearman Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : average Distance : spearman Number of objects: 50 mcquittyspearman Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : mcquitty Distance : spearman Number of objects: 50 medianspearman Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : median Distance : spearman Number of objects: 50 centroidspearman Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid Distance : spearman Number of objects: 50 centroid2spearman Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid2 Distance : spearman Number of objects: 50 Alabama Alaska Arizona Arkansas California Colorado Alaska 0.0000000 Arizona 0.0000000 0.0000000 Arkansas 0.0000000 0.0000000 0.0000000 California 0.0000000 0.0000000 0.0000000 0.0000000 Colorado 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Connecticut 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Delaware 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Florida 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Georgia 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Hawaii 0.1666667 0.1666667 0.1666667 0.1666667 0.1666667 0.1666667 Idaho 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Illinois 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Indiana 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Iowa 0.1666667 0.1666667 0.1666667 0.1666667 0.1666667 0.1666667 Kansas 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Kentucky 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Louisiana 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Maine 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Maryland 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Massachusetts 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Michigan 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Minnesota 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Mississippi 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Missouri 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Montana 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Nebraska 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Nevada 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 New Hampshire 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 New Jersey 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 New Mexico 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 New York 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 North Carolina 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 North Dakota 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Ohio 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Oklahoma 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Oregon 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Pennsylvania 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Rhode Island 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 South Carolina 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 South Dakota 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Tennessee 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Texas 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Utah 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Vermont 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Washington 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 West Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Wisconsin 0.1666667 0.1666667 0.1666667 0.1666667 0.1666667 0.1666667 Wyoming 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Connecticut Delaware Florida Georgia Hawaii Idaho Alaska Arizona Arkansas California Colorado Connecticut Delaware 0.0000000 Florida 0.0000000 0.0000000 Georgia 0.0000000 0.0000000 0.0000000 Hawaii 0.1666667 0.1666667 0.1666667 0.1666667 Idaho 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 Illinois 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Indiana 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Iowa 0.1666667 0.1666667 0.1666667 0.1666667 0.0000000 0.1666667 Kansas 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Kentucky 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Louisiana 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Maine 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Maryland 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Massachusetts 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Michigan 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Minnesota 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Mississippi 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Missouri 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Montana 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Nebraska 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Nevada 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 New Hampshire 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 New Jersey 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 New Mexico 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 New York 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 North Carolina 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 North Dakota 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Ohio 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Oklahoma 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Oregon 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Pennsylvania 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Rhode Island 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 South Carolina 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 South Dakota 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Tennessee 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Texas 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Utah 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Vermont 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Washington 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 West Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Wisconsin 0.1666667 0.1666667 0.1666667 0.1666667 0.0000000 0.1666667 Wyoming 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 0.0000000 Illinois Indiana Iowa Kansas Kentucky Louisiana Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana 0.0000000 Iowa 0.1666667 0.1666667 Kansas 0.0000000 0.0000000 0.1666667 Kentucky 0.0000000 0.0000000 0.1666667 0.0000000 Louisiana 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 Maine 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Maryland 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Massachusetts 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Michigan 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Minnesota 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Mississippi 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Missouri 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Montana 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Nebraska 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Nevada 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 New Hampshire 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 New Jersey 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 New Mexico 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 New York 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 North Carolina 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 North Dakota 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Ohio 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Oklahoma 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Oregon 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Pennsylvania 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Rhode Island 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 South Carolina 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 South Dakota 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Tennessee 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Texas 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Utah 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Vermont 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Virginia 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Washington 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 West Virginia 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Wisconsin 0.1666667 0.1666667 0.0000000 0.1666667 0.1666667 0.1666667 Wyoming 0.0000000 0.0000000 0.1666667 0.0000000 0.0000000 0.0000000 Maine Maryland Massachusetts Michigan Minnesota Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland 0.0000000 Massachusetts 0.0000000 0.0000000 Michigan 0.0000000 0.0000000 0.0000000 Minnesota 0.0000000 0.0000000 0.0000000 0.0000000 Mississippi 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Missouri 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Montana 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Nebraska 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Nevada 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 New Hampshire 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 New Jersey 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 New Mexico 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 New York 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 North Carolina 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 North Dakota 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Ohio 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Oklahoma 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Oregon 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Pennsylvania 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Rhode Island 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 South Carolina 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 South Dakota 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Tennessee 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Texas 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Utah 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Vermont 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Washington 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 West Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Wisconsin 0.1666667 0.1666667 0.1666667 0.1666667 0.1666667 Wyoming 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Mississippi Missouri Montana Nebraska Nevada Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri 0.0000000 Montana 0.0000000 0.0000000 Nebraska 0.0000000 0.0000000 0.0000000 Nevada 0.0000000 0.0000000 0.0000000 0.0000000 New Hampshire 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 New Jersey 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 New Mexico 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 New York 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 North Carolina 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 North Dakota 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Ohio 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Oklahoma 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Oregon 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Pennsylvania 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Rhode Island 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 South Carolina 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 South Dakota 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Tennessee 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Texas 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Utah 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Vermont 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Washington 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 West Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Wisconsin 0.1666667 0.1666667 0.1666667 0.1666667 0.1666667 Wyoming 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 New Hampshire New Jersey New Mexico New York North Carolina Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey 0.0000000 New Mexico 0.0000000 0.0000000 New York 0.0000000 0.0000000 0.0000000 North Carolina 0.0000000 0.0000000 0.0000000 0.0000000 North Dakota 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Ohio 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Oklahoma 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Oregon 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Pennsylvania 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Rhode Island 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 South Carolina 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 South Dakota 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Tennessee 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Texas 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Utah 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Vermont 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Washington 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 West Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Wisconsin 0.1666667 0.1666667 0.1666667 0.1666667 0.1666667 Wyoming 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 North Dakota Ohio Oklahoma Oregon Pennsylvania Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio 0.0000000 Oklahoma 0.0000000 0.0000000 Oregon 0.0000000 0.0000000 0.0000000 Pennsylvania 0.0000000 0.0000000 0.0000000 0.0000000 Rhode Island 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 South Carolina 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 South Dakota 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Tennessee 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Texas 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Utah 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Vermont 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Washington 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 West Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Wisconsin 0.1666667 0.1666667 0.1666667 0.1666667 0.1666667 Wyoming 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Rhode Island South Carolina South Dakota Tennessee Texas Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina 0.0000000 South Dakota 0.0000000 0.0000000 Tennessee 0.0000000 0.0000000 0.0000000 Texas 0.0000000 0.0000000 0.0000000 0.0000000 Utah 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Vermont 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Washington 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 West Virginia 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Wisconsin 0.1666667 0.1666667 0.1666667 0.1666667 0.1666667 Wyoming 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 Utah Vermont Virginia Washington West Virginia Wisconsin Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont 0.0000000 Virginia 0.0000000 0.0000000 Washington 0.0000000 0.0000000 0.0000000 West Virginia 0.0000000 0.0000000 0.0000000 0.0000000 Wisconsin 0.1666667 0.1666667 0.1666667 0.1666667 0.1666667 Wyoming 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.1666667 K-means clustering with 4 clusters of sizes 50, 0, 0, 0 Cluster means: Murder Assault UrbanPop Rape 1 7.788 170.76 65.54 21.232 2 NaN NaN NaN NaN 3 NaN NaN NaN NaN 4 NaN NaN NaN NaN Clustering vector: Alabama Alaska Arizona Arkansas California 1 1 1 1 1 Colorado Connecticut Delaware Florida Georgia 1 1 1 1 1 Hawaii Idaho Illinois Indiana Iowa 1 1 1 1 1 Kansas Kentucky Louisiana Maine Maryland 1 1 1 1 1 Massachusetts Michigan Minnesota Mississippi Missouri 1 1 1 1 1 Montana Nebraska Nevada New Hampshire New Jersey 1 1 1 1 1 New Mexico New York North Carolina North Dakota Ohio 1 1 1 1 1 Oklahoma Oregon Pennsylvania Rhode Island South Carolina 1 1 1 1 1 South Dakota Tennessee Texas Utah Vermont 1 1 1 1 1 Virginia Washington West Virginia Wisconsin Wyoming 1 1 1 1 1 Within cluster sum of squares by cluster: [1] 0 0 0 0 Available components: [1] "cluster" "centers" "withinss" "size" wardkendall Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : ward Distance : kendall Number of objects: 50 singlekendall Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : single Distance : kendall Number of objects: 50 completekendall Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : complete Distance : kendall Number of objects: 50 averagekendall Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : average Distance : kendall Number of objects: 50 mcquittykendall Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : mcquitty Distance : kendall Number of objects: 50 mediankendall Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : median Distance : kendall Number of objects: 50 centroidkendall Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid Distance : kendall Number of objects: 50 centroid2kendall Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid2 Distance : kendall Number of objects: 50 Alabama Alaska Arizona Arkansas California Alaska 4.967609e-03 Arizona 7.860089e-04 5.622967e-03 Arkansas 2.480350e-04 5.092370e-03 2.013352e-04 California 4.567700e-03 9.632533e-03 2.080549e-03 2.730268e-03 Colorado 1.160541e-02 1.655015e-02 7.617445e-03 8.642576e-03 1.742772e-03 Connecticut 6.742317e-02 9.296038e-02 5.858196e-02 6.154513e-02 4.341992e-02 Delaware 2.120614e-03 1.152689e-02 1.114363e-03 1.504542e-03 3.161308e-03 Florida 8.133686e-05 4.081315e-03 6.870513e-04 2.810234e-04 4.650542e-03 Georgia 1.391515e-03 6.554862e-03 1.546865e-03 9.358075e-04 2.226189e-03 Hawaii 3.188827e-01 3.536003e-01 3.001641e-01 3.058034e-01 2.597179e-01 Idaho 1.710962e-02 3.042756e-02 1.222800e-02 1.385416e-02 5.904912e-03 Illinois 3.342110e-03 1.248383e-02 1.691925e-03 2.095278e-03 1.175956e-03 Indiana 4.110010e-02 5.627745e-02 3.412146e-02 3.601888e-02 2.064139e-02 Iowa 1.486720e-01 1.783990e-01 1.350998e-01 1.394689e-01 1.088196e-01 Kansas 3.954576e-02 5.650297e-02 3.264991e-02 3.466314e-02 2.013683e-02 Kentucky 2.183410e-02 3.527083e-02 1.771576e-02 1.849547e-02 9.031711e-03 Louisiana 1.776390e-04 6.389860e-03 6.862038e-04 1.970560e-04 3.543434e-03 Maine 4.780901e-02 7.037322e-02 4.030847e-02 4.285832e-02 2.831878e-02 Maryland 3.812263e-04 3.542378e-03 1.158916e-03 7.688422e-04 5.998311e-03 Massachusetts 3.829269e-02 5.799896e-02 3.146718e-02 3.372154e-02 2.060844e-02 Michigan 1.869783e-03 5.660296e-03 7.637758e-04 8.377736e-04 7.689734e-04 Minnesota 1.232162e-01 1.496674e-01 1.106210e-01 1.146434e-01 8.648955e-02 Mississippi 2.884033e-03 5.343614e-03 5.955353e-03 4.633688e-03 1.428097e-02 Missouri 1.055828e-02 1.852245e-02 7.044989e-03 7.882921e-03 1.698581e-03 Montana 2.309511e-02 3.642118e-02 1.794453e-02 1.933791e-02 8.973248e-03 Nebraska 4.693663e-02 6.489041e-02 3.916396e-02 4.154519e-02 2.530403e-02 Nevada 6.041776e-03 8.308041e-03 3.677108e-03 4.077286e-03 6.878144e-04 New Hampshire 1.391441e-01 1.698682e-01 1.261941e-01 1.304193e-01 1.015213e-01 New Jersey 3.585618e-02 5.472607e-02 2.952516e-02 3.146386e-02 1.873788e-02 New Mexico 3.595312e-04 3.347464e-03 4.068709e-04 2.018328e-04 3.438835e-03 New York 3.744944e-03 1.273269e-02 1.944963e-03 2.369745e-03 9.582330e-04 North Carolina 6.723075e-03 8.023246e-03 1.028662e-02 9.039475e-03 2.120049e-02 North Dakota 1.384077e-01 1.690331e-01 1.251704e-01 1.296179e-01 1.007616e-01 Ohio 5.111893e-02 6.895500e-02 4.331588e-02 4.554174e-02 2.831352e-02 Oklahoma 1.697825e-02 2.964050e-02 1.246624e-02 1.376280e-02 5.584235e-03 Oregon 1.581117e-02 2.309657e-02 1.090322e-02 1.232159e-02 3.580442e-03 Pennsylvania 6.219557e-02 8.474290e-02 5.390715e-02 5.639318e-02 3.818388e-02 Rhode Island 2.618377e-02 4.685592e-02 2.116969e-02 2.301108e-02 1.510500e-02 South Carolina 2.503299e-03 3.802228e-03 5.029613e-03 3.949550e-03 1.275627e-02 South Dakota 2.958899e-02 4.463975e-02 2.349699e-02 2.530384e-02 1.315610e-02 Tennessee 3.212135e-03 8.290276e-03 2.105188e-03 1.984214e-03 7.404146e-04 Texas 9.816236e-03 2.050470e-02 6.933171e-03 7.524554e-03 2.394185e-03 Utah 6.154161e-02 7.983365e-02 5.215179e-02 5.514731e-02 3.549792e-02 Vermont 6.377570e-02 7.953585e-02 5.437871e-02 5.715906e-02 3.647957e-02 Virginia 1.067416e-02 2.111223e-02 7.372475e-03 8.164218e-03 2.416336e-03 Washington 2.793788e-02 3.957629e-02 2.142554e-02 2.343360e-02 1.091309e-02 West Virginia 2.139991e-02 3.723317e-02 1.716281e-02 1.820022e-02 9.481238e-03 Wisconsin 2.041241e-01 2.392690e-01 1.887790e-01 1.937297e-01 1.582904e-01 Wyoming 6.736718e-03 1.795410e-02 4.242138e-03 4.931862e-03 1.921136e-03 Colorado Connecticut Delaware Florida Georgia Alaska Arizona Arkansas California Colorado Connecticut 3.377147e-02 Delaware 8.825452e-03 4.969521e-02 Florida 1.183787e-02 6.959729e-02 2.381262e-03 Georgia 6.400773e-03 5.646812e-02 3.079057e-03 1.781186e-03 Hawaii 2.264679e-01 1.070889e-01 2.866504e-01 3.229940e-01 2.893300e-01 Idaho 4.053591e-03 1.775091e-02 9.228616e-03 1.792734e-02 1.222725e-02 Illinois 4.468362e-03 4.125628e-02 8.969001e-04 3.786038e-03 2.085318e-03 Indiana 1.220102e-02 7.288989e-03 3.060119e-02 4.258524e-02 3.033231e-02 Iowa 8.892154e-02 1.824423e-02 1.240853e-01 1.516076e-01 1.297648e-01 Kansas 1.266000e-02 5.545648e-03 2.816555e-02 4.107094e-02 2.975414e-02 Kentucky 4.910030e-03 1.630316e-02 1.531276e-02 2.321619e-02 1.392955e-02 Louisiana 9.773184e-03 6.124514e-02 1.490332e-03 4.342680e-04 8.227891e-04 Maine 2.152527e-02 1.779277e-03 3.284746e-02 4.960260e-02 3.911045e-02 Maryland 1.396641e-02 7.493911e-02 3.161038e-03 1.403165e-04 2.860952e-03 Massachusetts 1.477010e-02 4.296360e-03 2.544141e-02 3.984055e-02 3.022187e-02 Michigan 4.345148e-03 5.410369e-02 2.600266e-03 1.897786e-03 6.768634e-04 Minnesota 6.852078e-02 1.083950e-02 1.012398e-01 1.257980e-01 1.057427e-01 Mississippi 2.533743e-02 9.637848e-02 8.515000e-03 2.676871e-03 7.330439e-03 Missouri 5.228255e-04 2.958266e-02 6.918201e-03 1.111266e-02 5.602427e-03 Montana 4.639590e-03 1.395732e-02 1.526605e-02 2.423375e-02 1.564720e-02 Nebraska 1.662893e-02 3.621333e-03 3.409253e-02 4.851707e-02 3.640661e-02 Nevada 1.475644e-03 4.794007e-02 6.265525e-03 6.038652e-03 2.619189e-03 New Hampshire 8.315376e-02 1.420976e-02 1.147020e-01 1.420982e-01 1.214604e-01 New Jersey 1.291630e-02 5.322189e-03 2.406833e-02 3.744993e-02 2.748016e-02 New Mexico 9.755101e-03 6.737898e-02 2.532245e-03 1.752156e-04 1.477890e-03 New York 3.812925e-03 4.000477e-02 1.246136e-03 4.204578e-03 2.103147e-03 North Carolina 3.459825e-02 1.121645e-01 1.311779e-02 6.159558e-03 1.351158e-02 North Dakota 8.265855e-02 1.380171e-02 1.135800e-01 1.412370e-01 1.212085e-01 Ohio 1.855278e-02 3.967674e-03 3.846424e-02 5.284976e-02 3.942084e-02 Oklahoma 3.165450e-03 1.816358e-02 1.000268e-02 1.791818e-02 1.122908e-02 Oregon 6.020258e-04 2.564192e-02 1.090611e-02 1.622390e-02 9.807218e-03 Pennsylvania 2.789524e-02 9.460599e-04 4.674116e-02 6.432989e-02 5.019145e-02 Rhode Island 1.371363e-02 1.156309e-02 1.458254e-02 2.759350e-02 2.179847e-02 South Carolina 2.324954e-02 9.497221e-02 8.041860e-03 2.134047e-03 6.703334e-03 South Dakota 7.633744e-03 9.439947e-03 1.987309e-02 3.083485e-02 2.143524e-02 Tennessee 3.071643e-03 4.822749e-02 3.560533e-03 3.559212e-03 6.063282e-04 Texas 2.026340e-03 2.762490e-02 5.618150e-03 1.066611e-02 5.283880e-03 Utah 2.427031e-02 3.066053e-03 4.675147e-02 6.313413e-02 4.930443e-02 Vermont 2.399626e-02 6.294980e-03 5.036754e-02 6.532154e-02 5.020541e-02 Virginia 1.673152e-03 2.644005e-02 6.091605e-03 1.145122e-02 6.009543e-03 Washington 5.150540e-03 1.322498e-02 1.929169e-02 2.878793e-02 1.985784e-02 West Virginia 6.385351e-03 1.390292e-02 1.342271e-02 2.281872e-02 1.466805e-02 Wisconsin 1.345532e-01 4.043128e-02 1.750632e-01 2.077000e-01 1.823023e-01 Wyoming 3.633080e-03 3.195394e-02 2.457132e-03 7.409965e-03 4.245507e-03 Hawaii Idaho Illinois Indiana Iowa Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho 1.990339e-01 Illinois 2.632279e-01 5.379931e-03 Indiana 1.395904e-01 6.780108e-03 2.205761e-02 Iowa 3.790881e-02 6.765109e-02 1.091989e-01 3.649218e-02 Kansas 1.422491e-01 5.429697e-03 2.046115e-02 3.536739e-04 3.651597e-02 Kentucky 1.824912e-01 2.384704e-03 9.191764e-03 3.512341e-03 6.036584e-02 Louisiana 3.061521e-01 1.425023e-02 2.156095e-03 3.640891e-02 1.396239e-01 Maine 1.345890e-01 8.502788e-03 2.616564e-02 4.135216e-03 3.089306e-02 Maryland 3.341347e-01 2.063327e-02 5.154260e-03 4.705334e-02 1.594608e-01 Massachusetts 1.484765e-01 4.612896e-03 1.919355e-02 2.531912e-03 3.827980e-02 Michigan 2.842661e-01 1.030050e-02 1.585992e-03 2.832407e-02 1.258096e-01 Minnesota 5.190890e-02 5.057820e-02 8.742325e-02 2.387198e-02 1.396741e-03 Mississippi 3.758154e-01 3.366979e-02 1.222557e-02 6.527868e-02 1.903349e-01 Missouri 2.228378e-01 2.255749e-03 2.922317e-03 1.067290e-02 8.504083e-02 Montana 1.783628e-01 1.229998e-03 9.398351e-03 2.682485e-03 5.688266e-02 Nebraska 1.298921e-01 8.046272e-03 2.577290e-02 7.111509e-04 3.003748e-02 Nevada 2.610996e-01 8.526555e-03 3.337257e-03 2.163609e-02 1.122135e-01 New Hampshire 4.454854e-02 6.115992e-02 1.008649e-01 3.279011e-02 3.996903e-04 New Jersey 1.512033e-01 4.000657e-03 1.759539e-02 1.781567e-03 4.018798e-02 New Mexico 3.162270e-01 1.649036e-02 3.390973e-03 3.986052e-02 1.473085e-01 New York 2.592807e-01 4.874900e-03 2.952338e-05 2.072973e-02 1.067809e-01 North Carolina 4.068527e-01 4.344118e-02 1.864912e-02 8.003902e-02 2.127797e-01 North Dakota 4.597274e-02 6.035991e-02 1.000883e-01 3.281848e-02 6.178798e-04 Ohio 1.226853e-01 1.042597e-02 2.922931e-02 7.042915e-04 2.733879e-02 Oklahoma 1.967677e-01 2.785864e-04 5.488156e-03 5.666937e-03 6.712479e-02 Oregon 2.068449e-01 2.159756e-03 5.936724e-03 7.749894e-03 7.566239e-02 Pennsylvania 1.086320e-01 1.531765e-02 3.741609e-02 3.704219e-03 1.964363e-02 Rhode Island 1.855875e-01 2.930137e-03 1.140893e-02 9.195867e-03 5.837039e-02 South Carolina 3.720937e-01 3.225303e-02 1.146206e-02 6.328007e-02 1.877693e-01 South Dakota 1.628358e-01 2.188727e-03 1.343895e-02 1.309117e-03 4.750048e-02 Tennessee 2.688943e-01 8.405424e-03 1.500294e-03 2.340434e-02 1.159836e-01 Texas 2.232540e-01 1.749563e-03 2.122004e-03 1.090795e-02 8.422572e-02 Utah 1.094127e-01 1.460484e-02 3.696765e-02 2.652077e-03 2.087052e-02 Vermont 1.071266e-01 1.697075e-02 3.944358e-02 2.763198e-03 2.194224e-02 Virginia 2.196922e-01 1.325822e-03 2.443023e-03 1.001784e-02 8.190813e-02 Washington 1.691312e-01 2.319038e-03 1.273583e-02 1.957986e-03 5.222325e-02 West Virginia 1.838983e-01 1.279017e-03 8.299956e-03 4.260338e-03 5.940804e-02 Wisconsin 1.775521e-02 1.077217e-01 1.579718e-01 6.775400e-02 4.996375e-03 Wyoming 2.407667e-01 2.500536e-03 6.058434e-04 1.586757e-02 9.409729e-02 Kansas Kentucky Louisiana Maine Maryland Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky 3.413933e-03 Louisiana 3.487880e-02 1.830562e-02 Maine 2.226830e-03 8.655423e-03 4.266149e-02 Maryland 4.541269e-02 2.675133e-02 1.038220e-03 5.408989e-02 Massachusetts 9.956716e-04 4.865874e-03 3.370842e-02 6.438740e-04 4.392895e-02 Michigan 2.777555e-02 1.351101e-02 1.401455e-03 3.698091e-02 2.822822e-03 Minnesota 2.406496e-02 4.419312e-02 1.150082e-01 2.047182e-02 1.330018e-01 Mississippi 6.327660e-02 4.001617e-02 4.303244e-03 7.270274e-02 1.928025e-03 Missouri 1.052265e-02 3.037660e-03 8.460674e-03 1.778571e-02 1.340894e-02 Montana 2.302693e-03 4.895824e-04 1.959521e-02 6.638864e-03 2.764161e-02 Nebraska 3.546244e-04 5.949783e-03 4.188951e-02 1.761155e-03 5.314286e-02 Nevada 2.209639e-02 1.002857e-02 5.111071e-03 3.263397e-02 7.459683e-03 New Hampshire 3.222060e-02 5.491178e-02 1.303266e-01 2.580944e-02 1.496944e-01 New Jersey 5.811392e-04 3.335912e-03 3.134672e-02 1.260340e-03 4.155323e-02 New Mexico 3.869731e-02 2.155498e-02 6.462751e-04 4.779557e-02 3.980691e-04 New York 1.929494e-02 8.326915e-03 2.472009e-03 2.521353e-02 5.666730e-03 North Carolina 7.739899e-02 5.232682e-02 8.886308e-03 8.640939e-02 4.674613e-03 North Dakota 3.204353e-02 5.504202e-02 1.296923e-01 2.522191e-02 1.486951e-01 Ohio 8.238368e-04 6.804647e-03 4.580278e-02 2.921600e-03 5.778454e-02 Oklahoma 4.823358e-03 1.129667e-03 1.402529e-02 9.042964e-03 2.080693e-02 Oregon 7.970968e-03 2.944936e-03 1.341761e-02 1.526616e-02 1.876051e-02 Pennsylvania 2.999750e-03 1.186837e-02 5.618361e-02 2.046267e-03 6.972031e-02 Rhode Island 6.251557e-03 6.259821e-03 2.253085e-02 4.496060e-03 3.074261e-02 South Carolina 6.152750e-02 3.880133e-02 3.955962e-03 7.142648e-02 1.364500e-03 South Dakota 7.686940e-04 1.498021e-03 2.562240e-02 3.802734e-03 3.457605e-02 Tennessee 2.316600e-02 9.784909e-03 2.248668e-03 3.242961e-02 4.971783e-03 Texas 1.015444e-02 2.520034e-03 7.544954e-03 1.598629e-02 1.305795e-02 Utah 2.707971e-03 1.186301e-02 5.589336e-02 3.679958e-03 6.825945e-02 Vermont 3.816868e-03 1.240839e-02 5.811625e-02 7.040948e-03 7.061069e-02 Virginia 9.313147e-03 2.338698e-03 8.363567e-03 1.508274e-02 1.386188e-02 Washington 1.980724e-03 2.071718e-03 2.436757e-02 6.725629e-03 3.224266e-02 West Virginia 3.237584e-03 6.219254e-04 1.784873e-02 6.297237e-03 2.622348e-02 Wisconsin 6.769391e-02 9.834424e-02 1.935374e-01 5.877712e-02 2.167730e-01 Wyoming 1.426223e-02 5.587461e-03 4.924904e-03 1.886974e-02 9.284010e-03 Massachusetts Michigan Minnesota Mississippi Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan 2.818108e-02 Minnesota 2.607022e-02 1.018751e-01 Mississippi 6.121851e-02 8.747300e-03 1.618569e-01 Missouri 1.169438e-02 4.273322e-03 6.532167e-02 2.429867e-02 Montana 3.199379e-03 1.416577e-02 4.104298e-02 4.205291e-02 Nebraska 1.337927e-03 3.396043e-02 1.882172e-02 7.250118e-02 Nevada 2.417700e-02 1.221263e-03 8.930168e-02 1.579986e-02 New Hampshire 3.300724e-02 1.178555e-01 1.133603e-03 1.793715e-01 New Jersey 1.754158e-04 2.586282e-02 2.749825e-02 5.826636e-02 New Mexico 3.802577e-02 1.124533e-03 1.216468e-01 3.819819e-03 New York 1.830225e-02 1.553165e-03 8.517784e-02 1.307679e-02 North Carolina 7.417065e-02 1.460829e-02 1.829054e-01 1.045676e-03 North Dakota 3.244719e-02 1.172037e-01 1.261615e-03 1.785445e-01 Ohio 2.645466e-03 3.724617e-02 1.663616e-02 7.763387e-02 Oklahoma 4.900833e-03 9.786064e-03 4.996134e-02 3.366424e-02 Oregon 9.707501e-03 7.423041e-03 5.691647e-02 3.182351e-02 Pennsylvania 3.511587e-03 4.823849e-02 1.119332e-02 9.065306e-02 Rhode Island 2.879695e-03 2.051664e-02 4.393374e-02 4.428832e-02 South Carolina 5.984211e-02 7.554648e-03 1.592415e-01 1.585223e-04 South Dakota 1.400063e-03 1.950739e-02 3.314123e-02 5.061274e-02 Tennessee 2.417756e-02 4.618749e-04 9.304374e-02 1.156865e-02 Texas 1.039273e-02 4.738986e-03 6.495496e-02 2.316826e-02 Utah 4.350079e-03 4.590636e-02 1.157226e-02 9.039427e-02 Vermont 7.131098e-03 4.684986e-02 1.232939e-02 9.309277e-02 Virginia 9.608078e-03 5.093389e-03 6.282774e-02 2.454924e-02 Washington 3.457651e-03 1.711751e-02 3.683217e-02 4.853774e-02 West Virginia 3.134844e-03 1.412087e-02 4.367142e-02 3.935344e-02 Wisconsin 6.938415e-02 1.782120e-01 1.164013e-02 2.513628e-01 Wyoming 1.302329e-02 3.568996e-03 7.398726e-02 1.810847e-02 Missouri Montana Nebraska Nevada Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana 3.039731e-03 Nebraska 1.444884e-02 4.381148e-03 Nevada 2.301358e-03 1.045786e-02 2.746649e-02 New Hampshire 7.875478e-02 5.150515e-02 2.619027e-02 1.056052e-01 New Jersey 9.984500e-03 2.176395e-03 1.239889e-03 2.176839e-02 New Mexico 9.509025e-03 2.233580e-02 4.588646e-02 4.415361e-03 New York 2.371824e-03 8.547907e-03 2.449080e-02 2.934970e-03 North Carolina 3.365669e-02 5.394955e-02 8.729604e-02 2.334904e-02 North Dakota 7.833782e-02 5.124112e-02 2.595085e-02 1.051308e-01 Ohio 1.647487e-02 5.611184e-03 2.733299e-04 2.989609e-02 Oklahoma 1.517017e-03 5.727171e-04 7.578553e-03 7.491503e-03 Oregon 6.928513e-04 2.198484e-03 1.107861e-02 3.895206e-03 Pennsylvania 2.452714e-02 1.035036e-02 1.570856e-03 4.115819e-02 Rhode Island 9.696117e-03 4.768467e-03 8.009992e-03 2.017624e-02 South Carolina 2.271408e-02 4.049800e-02 7.056938e-02 1.397499e-02 South Dakota 5.786753e-03 4.845911e-04 2.037677e-03 1.509254e-02 Tennessee 2.685147e-03 1.091664e-02 2.900507e-02 9.012386e-04 Texas 4.976872e-04 2.859597e-03 1.417073e-02 3.817432e-03 Utah 2.248185e-02 9.578964e-03 1.151913e-03 3.742808e-02 Vermont 2.304317e-02 1.059336e-02 2.328524e-03 3.703120e-02 Virginia 3.336427e-04 2.391759e-03 1.311941e-02 3.825823e-03 Washington 4.438807e-03 7.233557e-04 3.427053e-03 1.200006e-02 West Virginia 3.757909e-03 5.965854e-04 5.620927e-03 1.177802e-02 Wisconsin 1.296044e-01 9.435780e-02 5.891933e-02 1.624395e-01 Wyoming 1.739357e-03 5.531091e-03 1.872505e-02 4.356573e-03 New Hampshire New Jersey New Mexico New York Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey 3.498715e-02 New Mexico 1.382574e-01 3.564405e-02 New York 9.865040e-02 1.667060e-02 3.692938e-03 North Carolina 2.009373e-01 7.141080e-02 7.683278e-03 1.980486e-02 North Dakota 9.754942e-05 3.463353e-02 1.373768e-01 9.792323e-02 Ohio 2.400214e-02 2.315778e-03 5.002431e-02 2.779151e-02 Oklahoma 6.095426e-02 3.894465e-03 1.638909e-02 4.874300e-03 Oregon 7.021423e-02 8.293527e-03 1.399678e-02 5.179480e-03 Pennsylvania 1.615298e-02 3.794255e-03 6.180421e-02 3.599942e-02 Rhode Island 5.104767e-02 3.150699e-03 2.694574e-02 1.109055e-02 South Carolina 1.771396e-01 5.694764e-02 2.965663e-03 1.223833e-02 South Dakota 4.249205e-02 7.932132e-04 2.873962e-02 1.248698e-02 Tennessee 1.084637e-01 2.168984e-02 2.703076e-03 1.305972e-03 Texas 7.735017e-02 8.773200e-03 9.582880e-03 1.700470e-03 Utah 1.814444e-02 4.623593e-03 5.982581e-02 3.540061e-02 Vermont 2.001358e-02 6.893812e-03 6.155388e-02 3.765837e-02 Virginia 7.521147e-02 8.109076e-03 1.020327e-02 1.982409e-03 Washington 4.761185e-02 2.707321e-03 2.623637e-02 1.171654e-02 West Virginia 5.327645e-02 2.125392e-03 2.154396e-02 7.624617e-03 Wisconsin 6.851331e-03 7.207460e-02 2.030378e-01 1.551898e-01 Wyoming 8.625614e-02 1.171561e-02 6.798845e-03 4.755544e-04 North Carolina North Dakota Ohio Oklahoma Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota 1.996933e-01 Ohio 9.337913e-02 2.403302e-02 Oklahoma 4.410526e-02 6.046065e-02 9.486260e-03 Oregon 4.195308e-02 6.965968e-02 1.282594e-02 1.507562e-03 Pennsylvania 1.070592e-01 1.613757e-02 1.299641e-03 1.483403e-02 Rhode Island 5.431806e-02 5.011333e-02 1.076336e-02 4.059749e-03 South Carolina 1.292100e-03 1.762170e-01 7.565745e-02 3.227478e-02 South Dakota 6.322880e-02 4.214087e-02 3.116261e-03 1.766992e-03 Tennessee 1.873623e-02 1.081492e-01 3.166727e-02 7.416755e-03 Texas 3.244859e-02 7.701298e-02 1.634538e-02 1.145361e-03 Utah 1.065685e-01 1.786942e-02 8.706270e-04 1.413252e-02 Vermont 1.101292e-01 2.004842e-02 1.376776e-03 1.575535e-02 Virginia 3.390668e-02 7.478930e-02 1.529539e-02 8.179561e-04 Washington 6.076022e-02 4.711875e-02 4.543149e-03 1.824427e-03 West Virginia 5.091355e-02 5.310067e-02 7.084686e-03 7.430809e-04 Wisconsin 2.765112e-01 7.312103e-03 5.510202e-02 1.071968e-01 Wyoming 2.574505e-02 8.554313e-02 2.179048e-02 2.614155e-03 Oregon Pennsylvania Rhode Island South Carolina Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania 2.066515e-02 Rhode Island 9.993923e-03 1.191372e-02 South Carolina 2.968605e-02 8.905882e-02 4.368561e-02 South Dakota 4.128700e-03 6.612715e-03 4.303823e-03 4.893620e-02 Tennessee 5.626792e-03 4.202938e-02 1.805023e-02 1.049161e-02 Texas 1.944419e-03 2.329897e-02 7.177902e-03 2.210892e-02 Utah 1.744046e-02 1.266624e-03 1.420959e-02 8.794858e-02 Vermont 1.757301e-02 2.982420e-03 1.885479e-02 9.032980e-02 Virginia 1.400534e-03 2.221550e-02 6.862824e-03 2.332189e-02 Washington 2.261741e-03 9.572095e-03 6.904314e-03 4.633512e-02 West Virginia 3.946058e-03 1.093856e-02 2.968666e-03 3.839770e-02 Wisconsin 1.183293e-01 4.345579e-02 9.402751e-02 2.488321e-01 Wyoming 3.943917e-03 2.864360e-02 7.063526e-03 1.727931e-02 South Dakota Tennessee Texas Utah Vermont Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee 1.585995e-02 Texas 5.518434e-03 2.933044e-03 Utah 5.971738e-03 4.029836e-02 2.280962e-02 Vermont 7.283220e-03 4.080774e-02 2.418612e-02 7.075973e-04 Virginia 4.838680e-03 3.331000e-03 5.841769e-05 2.134294e-02 2.267907e-02 Washington 6.418151e-04 1.399898e-02 5.236926e-03 7.201951e-03 7.738360e-03 West Virginia 1.231499e-03 1.078105e-02 2.518222e-03 1.181068e-02 1.367590e-02 Wisconsin 8.228818e-02 1.664591e-01 1.281391e-01 4.604267e-02 4.736804e-02 Wyoming 8.557034e-03 2.739040e-03 7.754091e-04 2.855048e-02 3.110379e-02 Virginia Washington West Virginia Wisconsin Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont Virginia Washington 4.371898e-03 West Virginia 2.341444e-03 2.516785e-03 Wisconsin 1.254636e-01 8.875528e-02 9.687671e-02 Wyoming 9.262637e-04 8.423664e-03 4.534013e-03 1.398206e-01 K-means clustering with 4 clusters of sizes 6, 12, 13, 19 Cluster means: Murder Assault UrbanPop Rape 1 2.616667 54.83333 62.00000 12.33333 2 4.791667 109.25000 66.58333 16.05833 3 6.753846 149.84615 64.92308 20.66923 4 12.021053 260.52632 66.42105 27.69474 Clustering vector: Alabama Alaska Arizona Arkansas California 4 4 4 4 4 Colorado Connecticut Delaware Florida Georgia 3 2 4 4 4 Hawaii Idaho Illinois Indiana Iowa 1 3 4 2 1 Kansas Kentucky Louisiana Maine Maryland 2 3 4 2 4 Massachusetts Michigan Minnesota Mississippi Missouri 2 4 1 4 3 Montana Nebraska Nevada New Hampshire New Jersey 3 2 4 1 2 New Mexico New York North Carolina North Dakota Ohio 4 4 4 1 2 Oklahoma Oregon Pennsylvania Rhode Island South Carolina 3 3 2 3 4 South Dakota Tennessee Texas Utah Vermont 2 4 3 2 2 Virginia Washington West Virginia Wisconsin Wyoming 3 3 3 1 3 Within cluster sum of squares by cluster: [1] 1.765606e-06 9.227279e-06 3.860314e-06 5.013077e-06 Available components: [1] "cluster" "centers" "withinss" "size" wardabspearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : ward Distance : abspearson Number of objects: 50 singleabspearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : single Distance : abspearson Number of objects: 50 completeabspearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : complete Distance : abspearson Number of objects: 50 averageabspearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : average Distance : abspearson Number of objects: 50 mcquittyabspearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : mcquitty Distance : abspearson Number of objects: 50 medianabspearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : median Distance : abspearson Number of objects: 50 centroidabspearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid Distance : abspearson Number of objects: 50 centroid2abspearson Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid2 Distance : abspearson Number of objects: 50 Alabama Alaska Arizona Arkansas California Alaska 9.074976e-03 Arizona 1.430158e-03 1.030379e-02 Arkansas 3.808145e-04 9.343801e-03 3.351289e-04 California 6.187049e-03 1.615382e-02 1.694322e-03 3.513810e-03 Colorado 1.398519e-02 2.441453e-02 6.523358e-03 9.782688e-03 1.575649e-03 Connecticut 1.254392e-01 1.782090e-01 1.083457e-01 1.163327e-01 8.948292e-02 Delaware 3.764497e-03 2.078503e-02 1.896355e-03 2.449370e-03 2.507609e-03 Florida 1.140702e-04 7.354985e-03 1.177936e-03 3.047304e-04 5.676877e-03 Georgia 1.653240e-04 1.029876e-02 7.306609e-04 1.005191e-04 4.479689e-03 Hawaii 6.732324e-01 7.530580e-01 6.342841e-01 6.530622e-01 5.878124e-01 Idaho 2.886980e-02 5.523142e-02 1.977125e-02 2.383795e-02 1.182739e-02 Illinois 5.387816e-03 2.272581e-02 2.450184e-03 3.521504e-03 1.882987e-03 Indiana 6.209755e-02 9.581262e-02 4.810350e-02 5.455576e-02 3.422779e-02 Iowa 2.942405e-01 3.604232e-01 2.663998e-01 2.796569e-01 2.343439e-01 Kansas 6.405805e-02 1.004948e-01 5.049651e-02 5.674189e-02 3.687603e-02 Kentucky 2.705832e-02 5.599008e-02 1.924672e-02 2.269164e-02 1.250165e-02 Louisiana 2.033590e-04 1.172521e-02 1.196530e-03 3.602470e-04 5.302030e-03 Maine 8.728158e-02 1.329940e-01 7.299691e-02 7.960645e-02 5.782217e-02 Maryland 3.370563e-04 5.928568e-03 1.629610e-03 6.447922e-04 6.495491e-03 Massachusetts 6.784543e-02 1.080002e-01 5.482537e-02 6.081244e-02 4.149623e-02 Michigan 1.984378e-03 9.362117e-03 9.586539e-05 6.520520e-04 1.406595e-03 Minnesota 2.385755e-01 2.979766e-01 2.125581e-01 2.249085e-01 1.831794e-01 Mississippi 3.197143e-03 7.330787e-03 8.368882e-03 5.507089e-03 1.749780e-02 Missouri 1.278454e-02 2.917228e-02 6.283758e-03 9.081342e-03 1.931418e-03 Montana 3.373501e-02 6.175820e-02 2.387844e-02 2.831475e-02 1.497844e-02 Nebraska 7.924959e-02 1.178981e-01 6.386131e-02 7.099754e-02 4.805593e-02 Nevada 6.011885e-03 1.084277e-02 1.780354e-03 3.470171e-03 7.477442e-04 New Hampshire 2.734440e-01 3.404163e-01 2.473245e-01 2.597417e-01 2.171395e-01 New Jersey 6.115040e-02 1.002527e-01 4.899926e-02 5.456278e-02 3.670736e-02 New Mexico 6.487958e-04 6.135366e-03 7.460254e-04 3.396609e-04 4.334715e-03 New York 5.748474e-03 2.293982e-02 2.544324e-03 3.744648e-03 1.700354e-03 North Carolina 4.647987e-03 6.507934e-03 1.028120e-02 7.195204e-03 2.006853e-02 North Dakota 2.715277e-01 3.372644e-01 2.451167e-01 2.576735e-01 2.147176e-01 Ohio 8.338657e-02 1.229663e-01 6.764535e-02 7.495444e-02 5.137583e-02 Oklahoma 2.587197e-02 5.163479e-02 1.741102e-02 2.116773e-02 1.020797e-02 Oregon 2.170235e-02 3.695025e-02 1.238747e-02 1.654929e-02 5.062574e-03 Pennsylvania 1.101078e-01 1.589750e-01 9.360353e-02 1.012974e-01 7.572235e-02 Rhode Island 4.812256e-02 8.757412e-02 3.893357e-02 4.305922e-02 2.984781e-02 South Carolina 2.794305e-03 4.907881e-03 7.035191e-03 4.622417e-03 1.531563e-02 South Dakota 4.697548e-02 7.859289e-02 3.521202e-02 4.057811e-02 2.394620e-02 Tennessee 1.872822e-03 1.208320e-02 7.522718e-05 5.891533e-04 1.274168e-03 Texas 1.256556e-02 3.418489e-02 7.327411e-03 9.517218e-03 3.944361e-03 Utah 1.079317e-01 1.479852e-01 8.900199e-02 9.786319e-02 6.917741e-02 Vermont 1.056208e-01 1.418652e-01 8.606431e-02 9.522557e-02 6.585780e-02 Virginia 1.431624e-02 3.543291e-02 8.251699e-03 1.084171e-02 4.011554e-03 Washington 4.323450e-02 6.788332e-02 3.057976e-02 3.637141e-02 1.888759e-02 West Virginia 3.240251e-02 6.510028e-02 2.446101e-02 2.797308e-02 1.727660e-02 Wisconsin 4.124673e-01 4.894121e-01 3.815031e-01 3.963213e-01 3.448349e-01 Wyoming 1.088461e-02 3.250546e-02 6.384162e-03 8.216390e-03 3.799824e-03 Colorado Connecticut Delaware Florida Georgia Alaska Arizona Arkansas California Colorado Connecticut 7.546171e-02 Delaware 6.538017e-03 8.669546e-02 Florida 1.316819e-02 1.278020e-01 4.277540e-03 Georgia 1.133675e-02 1.171867e-01 2.426070e-03 2.805297e-04 Hawaii 5.463653e-01 2.586307e-01 5.929808e-01 6.761814e-01 6.564484e-01 Idaho 7.811527e-03 3.686702e-02 1.216289e-02 2.946459e-02 2.472970e-02 Illinois 4.780115e-03 8.023965e-02 2.050245e-04 5.804303e-03 3.701418e-03 Indiana 2.461410e-02 1.447701e-02 3.606009e-02 6.286649e-02 5.599220e-02 Iowa 2.075034e-01 4.032561e-02 2.356589e-01 2.968049e-01 2.818148e-01 Kansas 2.758820e-02 1.207273e-02 3.728408e-02 6.515411e-02 5.791635e-02 Kentucky 9.729474e-03 3.722947e-02 1.071699e-02 2.806520e-02 2.315428e-02 Louisiana 1.254673e-02 1.164966e-01 2.339249e-03 5.096810e-04 8.329132e-05 Maine 4.725479e-02 3.648331e-03 5.529807e-02 8.924159e-02 8.033769e-02 Maryland 1.428912e-02 1.337062e-01 5.518249e-03 8.573684e-05 6.755946e-04 Massachusetts 3.259493e-02 9.417965e-03 4.000009e-02 6.938344e-02 6.163863e-02 Michigan 5.816708e-03 1.096187e-01 2.584483e-03 1.527138e-03 1.236747e-03 Minnesota 1.588760e-01 2.170845e-02 1.855725e-01 2.406281e-01 2.271444e-01 Mississippi 2.935591e-02 1.654343e-01 1.360760e-02 3.273826e-03 4.814255e-03 Missouri 1.120573e-03 6.556326e-02 3.775743e-03 1.268010e-02 1.006247e-02 Montana 1.007658e-02 3.182571e-02 1.534768e-02 3.440889e-02 2.925834e-02 Nebraska 3.668209e-02 7.478982e-03 4.921823e-02 8.036003e-02 7.240668e-02 Nevada 2.802721e-03 1.041493e-01 4.973858e-03 5.018727e-03 4.702367e-03 New Hampshire 1.921920e-01 3.174537e-02 2.166672e-01 2.762765e-01 2.615031e-01 New Jersey 2.879477e-02 1.206127e-02 3.485140e-02 6.268205e-02 5.527702e-02 New Mexico 1.089030e-02 1.263698e-01 4.462845e-03 2.420422e-04 6.272953e-04 New York 4.324466e-03 7.916877e-02 3.150006e-04 6.118239e-03 3.989339e-03 North Carolina 3.248745e-02 1.755206e-01 1.662712e-02 4.554345e-03 6.546806e-03 North Dakota 1.895303e-01 3.132653e-02 2.149791e-01 2.741991e-01 2.595744e-01 Ohio 3.957062e-02 6.341252e-03 5.248968e-02 8.455143e-02 7.637666e-02 Oklahoma 6.897811e-03 4.001260e-02 1.020911e-02 2.648132e-02 2.196524e-02 Oregon 1.318412e-03 5.761301e-02 9.829559e-03 2.115046e-02 1.818552e-02 Pennsylvania 6.257230e-02 6.346078e-04 7.392715e-02 1.121364e-01 1.022817e-01 Rhode Island 2.508150e-02 1.946458e-02 2.524691e-02 5.003645e-02 4.313941e-02 South Carolina 2.629212e-02 1.641083e-01 1.302408e-02 2.555120e-03 4.251135e-03 South Dakota 1.683245e-02 2.149923e-02 2.462051e-02 4.779061e-02 4.168807e-02 Tennessee 5.665101e-03 1.028980e-01 1.295115e-03 1.710313e-03 9.778609e-04 Texas 4.233982e-03 6.034955e-02 2.675487e-03 1.313844e-02 9.906990e-03 Utah 5.388092e-02 5.262845e-03 7.289895e-02 1.087805e-01 9.990796e-02 Vermont 5.008010e-02 8.859050e-03 7.159077e-02 1.060095e-01 9.764121e-02 Virginia 3.452354e-03 5.769581e-02 3.666739e-03 1.474005e-02 1.143492e-02 Washington 1.115517e-02 3.017928e-02 2.301283e-02 4.323956e-02 3.810603e-02 West Virginia 1.418203e-02 3.137079e-02 1.416484e-02 3.377610e-02 2.822414e-02 Wisconsin 3.135298e-01 9.408378e-02 3.445757e-01 4.158451e-01 3.983843e-01 Wyoming 4.866008e-03 6.375716e-02 1.876205e-03 1.154564e-02 8.452577e-03 Hawaii Idaho Illinois Indiana Iowa Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho 4.577742e-01 Illinois 5.770235e-01 9.417114e-03 Indiana 3.666838e-01 6.424493e-03 3.127254e-02 Iowa 1.000986e-01 1.464509e-01 2.246581e-01 9.372643e-02 Kansas 3.613977e-01 7.187131e-03 3.259544e-02 2.385679e-04 9.024350e-02 Kentucky 4.640278e-01 4.590237e-04 8.398644e-03 8.031629e-03 1.497014e-01 Louisiana 6.563738e-01 2.496216e-02 3.743961e-03 5.634822e-02 2.815127e-01 Maine 3.175245e-01 1.757949e-02 5.010164e-02 4.479124e-03 6.710780e-02 Maryland 6.867285e-01 3.220086e-02 7.167215e-03 6.671805e-02 3.049530e-01 Massachusetts 3.538220e-01 9.117451e-03 3.542665e-02 1.329233e-03 8.574092e-02 Michigan 6.345837e-01 2.010625e-02 2.999141e-03 4.828916e-02 2.671625e-01 Minnesota 1.385269e-01 1.062679e-01 1.754780e-01 6.161952e-02 3.598257e-03 Mississippi 7.486415e-01 5.093177e-02 1.673942e-02 9.268591e-02 3.519333e-01 Missouri 5.333065e-01 4.221023e-03 2.246785e-03 2.009171e-02 1.962375e-01 Montana 4.412824e-01 1.958289e-04 1.227445e-02 4.409532e-03 1.363076e-01 Nebraska 3.306067e-01 1.282337e-02 4.377597e-02 1.218173e-03 7.431295e-02 Nevada 6.140384e-01 1.782210e-02 4.561864e-03 4.294760e-02 2.544632e-01 New Hampshire 1.144742e-01 1.319665e-01 2.063207e-01 8.258582e-02 7.233602e-04 New Jersey 3.686331e-01 6.950602e-03 3.063575e-02 1.359099e-03 9.368611e-02 New Mexico 6.704558e-01 2.814302e-02 5.665704e-03 6.063351e-02 2.931923e-01 New York 5.740270e-01 8.918483e-03 1.288113e-05 3.036633e-02 2.226576e-01 North Carolina 7.655905e-01 5.635604e-02 1.998073e-02 9.986011e-02 3.654627e-01 North Dakota 1.152187e-01 1.302720e-01 2.045534e-01 8.100070e-02 6.147553e-04 Ohio 3.228093e-01 1.456593e-02 4.688904e-02 1.796726e-03 7.034262e-02 Oklahoma 4.684667e-01 8.700334e-05 7.719537e-03 7.980209e-03 1.530086e-01 Oregon 5.014375e-01 3.486063e-03 7.259701e-03 1.469515e-02 1.772426e-01 Pennsylvania 2.793952e-01 2.818049e-02 6.779897e-02 9.063731e-03 4.916610e-02 Rhode Island 4.048043e-01 5.061665e-03 2.215058e-02 4.879275e-03 1.140755e-01 South Carolina 7.443013e-01 4.910542e-02 1.585254e-02 9.015983e-02 3.489513e-01 South Dakota 4.026800e-01 2.248799e-03 2.073531e-02 1.124841e-03 1.134821e-01 Tennessee 6.233637e-01 1.747639e-02 1.680845e-03 4.456893e-02 2.583471e-01 Texas 5.279940e-01 3.440975e-03 1.503453e-03 1.918696e-02 1.912433e-01 Utah 2.833643e-01 2.591855e-02 6.606093e-02 6.585748e-03 5.274718e-02 Vermont 2.905931e-01 2.518978e-02 6.460572e-02 6.538369e-03 5.769875e-02 Virginia 5.191079e-01 2.555059e-03 2.193899e-03 1.703648e-02 1.856404e-01 Washington 4.196499e-01 2.340391e-03 1.895374e-02 2.886666e-03 1.255116e-01 West Virginia 4.472656e-01 1.338683e-03 1.170695e-02 6.838019e-03 1.391806e-01 Wisconsin 4.504819e-02 2.382714e-01 3.320116e-01 1.712942e-01 1.252331e-02 Wyoming 5.378582e-01 4.569299e-03 9.828208e-04 2.164577e-02 1.976912e-01 Kansas Kentucky Louisiana Maine Maryland Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky 8.231510e-03 Louisiana 5.800286e-02 2.300848e-02 Maine 2.869001e-03 1.767247e-02 7.980833e-02 Maryland 6.921995e-02 3.092632e-02 9.957310e-04 9.423520e-02 Massachusetts 4.419740e-04 9.414726e-03 6.136307e-02 1.393042e-03 7.374682e-02 Michigan 5.097007e-02 1.998809e-02 1.881166e-03 7.411831e-02 1.880850e-03 Minnesota 5.909145e-02 1.096463e-01 2.271411e-01 4.157692e-02 2.479674e-01 Mississippi 9.484420e-02 4.814828e-02 4.680136e-03 1.216214e-01 2.720910e-03 Missouri 2.203860e-02 4.901044e-03 1.068546e-02 3.885815e-02 1.426624e-02 Montana 5.013493e-03 7.611294e-04 2.947079e-02 1.418495e-02 3.736587e-02 Nebraska 8.540941e-04 1.436877e-02 7.257680e-02 1.631358e-03 8.479441e-02 Nevada 4.633035e-02 1.908370e-02 5.874083e-03 7.006485e-02 5.341845e-03 New Hampshire 7.881256e-02 1.343524e-01 2.609117e-01 5.630972e-02 2.843388e-01 New Jersey 5.297329e-04 7.009590e-03 5.496123e-02 2.461325e-03 6.687035e-02 New Mexico 6.332029e-02 2.740916e-02 1.128056e-03 8.805222e-02 2.498186e-04 New York 3.174793e-02 8.037402e-03 4.081172e-03 4.924798e-02 7.490796e-03 North Carolina 1.022889e-01 5.368020e-02 6.515884e-03 1.303539e-01 3.753010e-03 North Dakota 7.746123e-02 1.329554e-01 2.591201e-01 5.558310e-02 2.821718e-01 Ohio 1.328512e-03 1.613915e-02 7.652385e-02 1.402451e-03 8.910399e-02 Oklahoma 8.752525e-03 3.473335e-04 2.215332e-02 1.971990e-02 2.910604e-02 Oregon 1.718247e-02 5.560576e-03 1.929343e-02 3.358031e-02 2.287855e-02 Pennsylvania 7.215542e-03 2.881808e-02 1.018147e-01 1.437607e-03 1.176229e-01 Rhode Island 3.621587e-03 3.769320e-03 4.238067e-02 6.546666e-03 5.399523e-02 South Carolina 9.275539e-02 4.700808e-02 4.404341e-03 1.203531e-01 1.896234e-03 South Dakota 1.414029e-03 3.161479e-03 4.189336e-02 7.795678e-03 5.124937e-02 Tennessee 4.681200e-02 1.693083e-02 1.395769e-03 6.849300e-02 2.316956e-03 Texas 2.016936e-02 2.849607e-03 9.953212e-03 3.458175e-02 1.509736e-02 Utah 6.413903e-03 2.882954e-02 1.004581e-01 4.679230e-03 1.136635e-01 Vermont 7.035820e-03 2.889779e-02 9.857129e-02 7.202806e-03 1.105947e-01 Virginia 1.820585e-02 2.396213e-03 1.163700e-02 3.260704e-02 1.672477e-02 Washington 4.362227e-03 4.598711e-03 3.896892e-02 1.427998e-02 4.613166e-02 West Virginia 6.472128e-03 4.215431e-04 2.780838e-02 1.374143e-02 3.699779e-02 Wisconsin 1.662233e-01 2.414187e-01 3.976134e-01 1.332780e-01 4.253112e-01 Wyoming 2.252881e-02 3.652983e-03 8.393472e-03 3.719055e-02 1.344029e-02 Massachusetts Michigan Minnesota Mississippi Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan 5.568505e-02 Minnesota 5.598960e-02 2.130320e-01 Mississippi 9.896462e-02 9.103637e-03 2.920462e-01 Missouri 2.565513e-02 6.207400e-03 1.493703e-01 2.858318e-02 Montana 6.707812e-03 2.423252e-02 9.757310e-02 5.726735e-02 Nebraska 1.075780e-03 6.423722e-02 4.611964e-02 1.130583e-01 Nevada 5.196229e-02 1.117471e-03 2.010167e-01 1.550827e-02 New Hampshire 7.396436e-02 2.484091e-01 2.332809e-03 3.291263e-01 New Jersey 1.894932e-04 4.990557e-02 6.255830e-02 9.083043e-02 New Mexico 6.807942e-02 8.039214e-04 2.369434e-01 4.591026e-03 New York 3.465457e-02 3.040318e-03 1.736083e-01 1.741160e-02 North Carolina 1.067867e-01 1.090400e-02 3.044343e-01 1.840015e-04 North Dakota 7.293050e-02 2.460555e-01 1.791346e-03 3.272493e-01 Ohio 1.396825e-03 6.804363e-02 4.299778e-02 1.179202e-01 Oklahoma 1.071047e-02 1.779504e-02 1.119986e-01 4.692268e-02 Oregon 2.148120e-02 1.178698e-02 1.322223e-01 4.089419e-02 Pennsylvania 5.349924e-03 9.464583e-02 2.767723e-02 1.482428e-01 Rhode Island 2.759848e-03 4.032131e-02 8.044212e-02 7.399693e-02 South Carolina 9.745947e-02 7.462303e-03 2.888054e-01 2.584835e-04 South Dakota 2.629287e-03 3.556709e-02 7.821005e-02 7.403684e-02 Tennessee 5.092842e-02 2.225546e-04 2.053133e-01 9.680903e-03 Texas 2.248588e-02 7.869609e-03 1.457036e-01 2.818102e-02 Utah 6.806483e-03 8.895503e-02 2.906302e-02 1.467783e-01 Vermont 8.337522e-03 8.561126e-02 3.271721e-02 1.442180e-01 Virginia 2.076240e-02 8.626049e-03 1.405234e-01 3.088233e-02 Washington 7.192417e-03 3.023162e-02 8.773179e-02 6.949892e-02 West Virginia 6.871682e-03 2.548909e-02 1.010646e-01 5.472791e-02 Wisconsin 1.593622e-01 3.827006e-01 2.943651e-02 4.770919e-01 Wyoming 2.472380e-02 7.039971e-03 1.515839e-01 2.552396e-02 Missouri Montana Nebraska Nevada Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana 6.171962e-03 Nebraska 3.095203e-02 9.861539e-03 Nevada 4.750634e-03 2.154367e-02 5.838248e-02 New Hampshire 1.801739e-01 1.223213e-01 6.419919e-02 2.372406e-01 New Jersey 2.193978e-02 4.913073e-03 1.967879e-03 4.675980e-02 New Mexico 1.127645e-02 3.299481e-02 7.813863e-02 3.283538e-03 New York 1.921859e-03 1.171640e-02 4.277220e-02 4.367653e-03 North Carolina 3.230755e-02 6.302909e-02 1.210870e-01 1.738284e-02 North Dakota 1.780106e-01 1.206787e-01 6.285979e-02 2.344930e-01 Ohio 3.363882e-02 1.139639e-02 5.685156e-05 6.201788e-02 Oklahoma 3.308768e-03 5.287462e-04 1.492555e-02 1.595370e-02 Oregon 1.433708e-03 4.742502e-03 2.431089e-02 7.889494e-03 Pennsylvania 5.379445e-02 2.375939e-02 3.770670e-03 8.916964e-02 Rhode Island 1.721085e-02 3.857385e-03 7.111440e-03 3.963982e-02 South Carolina 2.647106e-02 5.538897e-02 1.106557e-01 1.285082e-02 South Dakota 1.232631e-02 1.119271e-03 4.343808e-03 3.178208e-02 Tennessee 5.104304e-03 2.135235e-02 5.975182e-02 1.783447e-03 Texas 1.012227e-03 5.224375e-03 2.917963e-02 8.117571e-03 Utah 4.874226e-02 2.171305e-02 2.654310e-03 8.036983e-02 Vermont 4.638484e-02 2.119826e-02 3.431426e-03 7.602573e-02 Virginia 6.501680e-04 4.155494e-03 2.672837e-02 8.136819e-03 Washington 9.208389e-03 1.668455e-03 7.731955e-03 2.482234e-02 West Virginia 8.155258e-03 1.211055e-03 1.192835e-02 2.496206e-02 Wisconsin 2.994769e-01 2.256071e-01 1.449862e-01 3.686791e-01 Wyoming 1.415708e-03 6.560137e-03 3.203747e-02 7.887858e-03 New Hampshire New Jersey New Mexico New York Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey 8.129350e-02 New Mexico 2.732923e-01 6.156276e-02 New York 2.044885e-01 2.993790e-02 5.877810e-03 North Carolina 3.424737e-01 9.837446e-02 5.813490e-03 2.067956e-02 North Dakota 5.912424e-05 8.025535e-02 2.710014e-01 2.026859e-01 Ohio 6.049338e-02 2.485202e-03 8.230314e-02 4.585839e-02 Oklahoma 1.381052e-01 8.289875e-03 2.531302e-02 7.276272e-03 Oregon 1.630459e-01 1.861112e-02 1.871378e-02 6.664761e-03 Pennsylvania 4.004188e-02 7.455720e-03 1.105231e-01 6.675799e-02 Rhode Island 9.966909e-02 1.600563e-03 4.992227e-02 2.173163e-02 South Carolina 3.267403e-01 8.947547e-02 3.374560e-03 1.642450e-02 South Dakota 1.007843e-01 1.739543e-03 4.608990e-02 2.002354e-02 Tennessee 2.394610e-01 4.530400e-02 1.281661e-03 1.750203e-03 Texas 1.742886e-01 1.872301e-02 1.264201e-02 1.331951e-03 Utah 4.524998e-02 9.065862e-03 1.055379e-01 6.473427e-02 Vermont 5.062906e-02 1.052538e-02 1.022015e-01 6.319485e-02 Virginia 1.692214e-01 1.723093e-02 1.392390e-02 1.942077e-03 Washington 1.134548e-01 6.097298e-03 4.058954e-02 1.811148e-02 West Virginia 1.239115e-01 4.786768e-03 3.343280e-02 1.135904e-02 Wisconsin 1.712766e-02 1.697666e-01 4.122941e-01 3.297774e-01 Wyoming 1.802680e-01 2.072458e-02 1.129277e-02 8.799210e-04 North Carolina North Dakota Ohio Oklahoma Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota 3.404907e-01 Ohio 1.261250e-01 5.919393e-02 Oklahoma 5.216386e-02 1.364245e-01 1.679407e-02 Oregon 4.494900e-02 1.605516e-01 2.666870e-02 3.188907e-03 Pennsylvania 1.577418e-01 3.937338e-02 2.989262e-03 3.100356e-02 Rhode Island 8.108719e-02 9.891155e-02 8.037991e-03 5.711051e-03 South Carolina 3.451176e-04 3.246325e-01 1.155140e-01 4.522892e-02 South Dakota 8.057267e-02 9.923501e-02 5.383842e-03 3.181700e-03 Tennessee 1.182526e-02 2.373095e-01 6.341453e-02 1.524924e-02 Texas 3.235404e-02 1.726065e-01 3.173795e-02 2.438702e-03 Utah 1.555736e-01 4.373469e-02 2.063400e-03 2.895242e-02 Vermont 1.526381e-01 4.878563e-02 2.981646e-03 2.821622e-02 Virginia 3.513154e-02 1.674282e-01 2.920317e-02 1.724589e-03 Washington 7.530451e-02 1.113316e-01 9.059940e-03 3.203952e-03 West Virginia 6.075696e-02 1.227732e-01 1.345185e-02 1.411476e-03 Wisconsin 4.924554e-01 1.776334e-02 1.395074e-01 2.462831e-01 Wyoming 2.957228e-02 1.786542e-01 3.469543e-02 3.396764e-03 Oregon Pennsylvania Rhode Island South Carolina Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania 4.633939e-02 Rhode Island 1.688506e-02 1.408346e-02 South Carolina 3.777776e-02 1.466521e-01 7.359996e-02 South Dakota 9.114300e-03 1.487789e-02 2.792747e-03 7.196578e-02 Tennessee 1.091066e-02 8.854381e-02 3.561902e-02 8.376207e-03 Texas 3.934272e-03 4.948954e-02 1.268069e-02 2.703951e-02 Utah 3.850643e-02 3.117345e-03 1.818404e-02 1.434526e-01 Vermont 3.536863e-02 5.947249e-03 2.027010e-02 1.402743e-01 Virginia 2.728187e-03 4.692846e-02 1.206076e-02 2.942604e-02 Washington 4.814743e-03 2.210984e-02 8.039389e-03 6.637951e-02 West Virginia 8.832404e-03 2.392922e-02 1.734187e-03 5.396548e-02 Wisconsin 2.771145e-01 1.080410e-01 1.947142e-01 4.745022e-01 Wyoming 5.070391e-03 5.271140e-02 1.390326e-02 2.461462e-02 South Dakota Tennessee Texas Utah Vermont Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee 3.214758e-02 Texas 1.112121e-02 5.920991e-03 Utah 1.310033e-02 8.428726e-02 4.798165e-02 Vermont 1.300545e-02 8.155615e-02 4.698186e-02 4.695915e-04 Virginia 9.576908e-03 6.771469e-03 1.254515e-04 4.451661e-02 4.324851e-02 Washington 1.482748e-03 2.792682e-02 1.037760e-02 1.622681e-02 1.446869e-02 West Virginia 2.647154e-03 2.183808e-02 5.069413e-03 2.568471e-02 2.654045e-02 Wisconsin 1.967071e-01 3.721095e-01 2.923844e-01 1.151479e-01 1.222457e-01 Wyoming 1.297814e-02 5.077548e-03 9.609983e-05 5.179474e-02 5.094010e-02 Virginia Washington West Virginia Wisconsin Alaska Arizona Arkansas California Colorado Connecticut Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont Virginia Washington 8.415084e-03 West Virginia 4.662982e-03 5.536062e-03 Wisconsin 2.860111e-01 2.128783e-01 2.275928e-01 Wyoming 4.349517e-04 1.243499e-02 5.926389e-03 2.998325e-01 K-means clustering with 4 clusters of sizes 20, 20, 6, 4 Cluster means: Murder Assault UrbanPop Rape 1 5.020000 117.95000 64.60 16.63500 2 10.990000 235.60000 71.40 27.73500 3 2.616667 54.83333 62.00 12.33333 4 13.375000 284.50000 46.25 25.05000 Clustering vector: Alabama Alaska Arizona Arkansas California 2 4 2 2 2 Colorado Connecticut Delaware Florida Georgia 2 1 2 2 2 Hawaii Idaho Illinois Indiana Iowa 3 1 2 1 3 Kansas Kentucky Louisiana Maine Maryland 1 1 2 1 2 Massachusetts Michigan Minnesota Mississippi Missouri 1 2 3 4 2 Montana Nebraska Nevada New Hampshire New Jersey 1 1 2 3 1 New Mexico New York North Carolina North Dakota Ohio 2 2 4 3 1 Oklahoma Oregon Pennsylvania Rhode Island South Carolina 1 1 1 1 4 South Dakota Tennessee Texas Utah Vermont 1 2 2 1 1 Virginia Washington West Virginia Wisconsin Wyoming 2 1 1 3 2 Within cluster sum of squares by cluster: [1] 1.718668e-05 1.726487e-05 8.814207e-06 1.552004e-08 Available components: [1] "cluster" "centers" "withinss" "size" wardabscorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : ward Distance : abscorrelation Number of objects: 50 singleabscorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : single Distance : abscorrelation Number of objects: 50 completeabscorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : complete Distance : abscorrelation Number of objects: 50 averageabscorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : average Distance : abscorrelation Number of objects: 50 mcquittyabscorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : mcquitty Distance : abscorrelation Number of objects: 50 medianabscorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : median Distance : abscorrelation Number of objects: 50 centroidabscorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid Distance : abscorrelation Number of objects: 50 centroid2abscorrelation Call: hcluster(x = USArrests, method = mymethod, link = mylink, nbproc = 4) Cluster method : centroid2 Distance : abscorrelation Number of objects: 50 Warning messages: 1: did not converge in 10 iterations 2: empty cluster: try a better set of initial centers 3: empty cluster: try a better set of initial centers 4: empty cluster: try a better set of initial centers 5: did not converge in 10 iterations > > hc <- hcluster(USArrests, nbproc=1) > print(hc) Call: hcluster(x = USArrests, nbproc = 1) Cluster method : complete Distance : euclidean Number of objects: 50 > > > > > > > KERNELS = c("gaussien", "quartic", "triweight", "epanechikov" , + "cosinus", "uniform") > > for(myKernel in KERNELS) { + myacp = acprob(USArrests, kernel = myKernel); + print(myacp) + } Standard deviations: Comp 1 Comp 2 Comp 3 Comp 4 1.5533005 1.0238885 0.5964794 0.4279277 Eigen values: [1] 3.2817172 1.0106413 0.4610868 0.3944977 Standard deviations: Comp 1 Comp 2 Comp 3 Comp 4 1.5533005 1.0238885 0.5964794 0.4279277 Eigen values: [1] 3.2817172 1.0106413 0.4610868 0.3944977 Standard deviations: Comp 1 Comp 2 Comp 3 Comp 4 1.5533005 1.0238885 0.5964794 0.4279277 Eigen values: [1] 3.2817172 1.0106413 0.4610868 0.3944977 Standard deviations: Comp 1 Comp 2 Comp 3 Comp 4 1.5533005 1.0238885 0.5964794 0.4279277 Eigen values: [1] 3.2817172 1.0106413 0.4610868 0.3944977 Standard deviations: Comp 1 Comp 2 Comp 3 Comp 4 1.5533005 1.0238885 0.5964794 0.4279277 Eigen values: [1] 3.2817172 1.0106413 0.4610868 0.3944977 Standard deviations: Comp 1 Comp 2 Comp 3 Comp 4 1.5533005 1.0238885 0.5964794 0.4279277 Eigen values: [1] 3.2817172 1.0106413 0.4610868 0.3944977 > > > > d <-2 * matrix(c(9, 8, 5, 7, 7, 2 + , 8, 9, 2, 5, 1, 7 + , 5, 2, 9, 8, 7, 1 + , 7, 5, 8, 9, 3, 2 + , 7, 1, 7, 3, 9, 6 + , 2, 7, 1, 2, 6, 9),ncol=6,byrow=TRUE) - 9 > > pop(d) Upper bound (half cost) : 39 Final partition (half cost) : 25 Number of classes : 2 Forward move count : 124 Backward move count : 124 Constraints evaluations count : 248 Number of local optima : 2 Individual class 1 1 1 2 2 2 3 3 1 4 4 1 5 5 1 6 6 2 > > > > > > > proc.time() user system elapsed 0.59 0.12 0.71