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- > data <- read.csv(file.choose())
- > head(data)
- Email Behavior.3 Brand.Preference CTA Demo.Age
- 1 nisl@adipiscingelit.org 16 12 9 48
- 2 dui.Fusce.diam@non.edu 25 8 6 41
- 3 nisl.Maecenas@vitaeorciPhasellus.org 23 11 4 50
- 4 justo.nec@Aenean.edu 4 12 11 34
- 5 neque.Morbi.quis@AeneanmassaInteger.ca 29 10 2 59
- 6 elit@erat.org 16 6 13 57
- > #give variables equal weight and remove E-mail column
- > standardized <- scale(data[-1])
- > head(standardized)
- Behavior.3 Brand.Preference CTA Demo.Age
- [1,] -0.06450461 1.5764994 -0.06016808 0.4519195
- [2,] 1.01724970 0.4409656 -0.65523704 0.0209336
- [3,] 0.77685986 1.2926159 -1.05194967 0.5750583
- [4,] -1.50684369 1.5764994 0.33654455 -0.4100523
- [5,] 1.49802940 1.0087325 -1.44866231 1.1291831
- [6,] -0.06450461 -0.1268013 0.73325719 1.0060442
- > #K-means: establishes the mean value from which the data will gather around (Centroid)
- > #group in 3's
- > groups <- kmeans(standardized, 3)
- > head(groups)
- $cluster
- [1] 2 1 1 3 2 2 2 2 2 3 3 1 2 1 1 2 3 3 3 3 3 1 2 1 2 3 1 1 1 1 3 1 2 1 2 3 2 2 3 2 1 1 3 3 3 2 1 2 2 2 3 2 3 1 1 1
- [57] 1 3 2 2 2 1 1 3 2 3 1 3 1 1 2 3 2 3 1 3 3 1 2 2 2 3 3 3 2 2 1 1 3 2 2 2 1 2 2 2 2 2 3 3 1 1 3 2 2 2 2 1 2 1 2 3
- [113] 3 2 2 3 1 3 3 1 2 3 3 3 1 3 3 3 2 2 2 2 2 1 1 2 2 1 2 2 1 3 3 3 3 3 3 3 3 2 2 3 3 1 1 1 2 3 3 1 1 2 1 3 3 3 3 1
- [169] 3 1 1 3 2 1 2 3 2 2 2 3 2 1 3 1 1 3 1 2 3 3 3 3 2 2 2 3 1 1 2 1 3 1 1 3 3 2 1 2 2 1 1 1 3 1 2 2 3 1 3 1 2 2 1 1
- [225] 1 1 1 1 1 3 2 3 2 3 2 2 3 3 2 2 3 2 3 2 2 2 1 1 1 2 1 2 2 2 2 3 1 3 3 2 1 2 2 1 1 2 3 3 1 1 1 2 2 1 3 3 3 2 2 1
- [281] 2 1 1 3 3 3 2 3 3 2 2 3 3 2 2 1 2 1 1 2
- $centers
- Behavior.3 Brand.Preference CTA Demo.Age
- 1 0.4528561 -0.14531541 -0.9139627 -0.5291757
- 2 0.2021096 -0.09325141 0.1165494 1.0541803
- 3 -0.6519880 0.24108849 0.7271851 -0.6864864
- $totss
- [1] 1196
- $withinss
- [1] 229.8251 316.8359 251.3690
- $tot.withinss
- [1] 798.0299
- $betweenss
- [1] 397.9701
- > library(cluster)
- > clusplot(
- + standardized,
- + groups$cluster,
- + main = "3 Clusters",
- + color = TRUE,
- + shade = FALSE,
- + labels = 1
- + )
- > clustersize <- groups$size
- > clustersize
- [1] 92 110 98
- > names(groups)
- [1] "cluster" "centers" "totss" "withinss" "tot.withinss" "betweenss" "size"
- [8] "iter" "ifault"
- > groups
- K-means clustering with 3 clusters of sizes 92, 110, 98
- Cluster means:
- Behavior.3 Brand.Preference CTA Demo.Age
- 1 0.4528561 -0.14531541 -0.9139627 -0.5291757
- 2 0.2021096 -0.09325141 0.1165494 1.0541803
- 3 -0.6519880 0.24108849 0.7271851 -0.6864864
- Clustering vector:
- [1] 2 1 1 3 2 2 2 2 2 3 3 1 2 1 1 2 3 3 3 3 3 1 2 1 2 3 1 1 1 1 3 1 2 1 2 3 2 2 3 2 1 1 3 3 3 2 1 2 2 2 3 2 3 1 1 1
- [57] 1 3 2 2 2 1 1 3 2 3 1 3 1 1 2 3 2 3 1 3 3 1 2 2 2 3 3 3 2 2 1 1 3 2 2 2 1 2 2 2 2 2 3 3 1 1 3 2 2 2 2 1 2 1 2 3
- [113] 3 2 2 3 1 3 3 1 2 3 3 3 1 3 3 3 2 2 2 2 2 1 1 2 2 1 2 2 1 3 3 3 3 3 3 3 3 2 2 3 3 1 1 1 2 3 3 1 1 2 1 3 3 3 3 1
- [169] 3 1 1 3 2 1 2 3 2 2 2 3 2 1 3 1 1 3 1 2 3 3 3 3 2 2 2 3 1 1 2 1 3 1 1 3 3 2 1 2 2 1 1 1 3 1 2 2 3 1 3 1 2 2 1 1
- [225] 1 1 1 1 1 3 2 3 2 3 2 2 3 3 2 2 3 2 3 2 2 2 1 1 1 2 1 2 2 2 2 3 1 3 3 2 1 2 2 1 1 2 3 3 1 1 1 2 2 1 3 3 3 2 2 1
- [281] 2 1 1 3 3 3 2 3 3 2 2 3 3 2 2 1 2 1 1 2
- Within cluster sum of squares by cluster:
- [1] 229.8251 316.8359 251.3690
- (between_SS / total_SS = 33.3 %)
- Available components:
- [1] "cluster" "centers" "totss" "withinss" "tot.withinss" "betweenss" "size"
- [8] "iter" "ifault"
- #Print the result
- > order = order(groups$cluster)
- > order
- [1] 2 3 12 14 15 22 24 27 28 29 30 32 34 41 42 47 54 55 56 57 62 63 67 69 70 75 78 87
- [29] 88 93 101 102 108 110 117 120 125 134 135 138 141 154 155 156 160 161 163 168 170 171 174 182 184 185 187 197
- [57] 198 200 202 203 207 210 211 212 214 218 220 223 224 225 226 227 228 229 247 248 249 251 257 261 264 265 269 270
- [85] 271 274 280 282 283 296 298 299 1 5 6 7 8 9 13 16 23 25 33 35 37 38 40 46 48 49 50 52
- [113] 59 60 61 65 71 73 79 80 81 85 86 90 91 92 94 95 96 97 98 104 105 106 107 109 111 114 115 121
- [141] 129 130 131 132 133 136 137 139 140 150 151 157 162 173 175 177 178 179 181 188 193 194 195 199 206 208 209 215
- [169] 216 221 222 231 233 235 236 239 240 242 244 245 246 250 252 253 254 255 260 262 263 266 272 273 278 279 281 287
- [197] 290 291 294 295 297 300 4 10 11 17 18 19 20 21 26 31 36 39 43 44 45 51 53 58 64 66 68 72
- [225] 74 76 77 82 83 84 89 99 100 103 112 113 116 118 119 122 123 124 126 127 128 142 143 144 145 146 147 148
- [253] 149 152 153 158 159 164 165 166 167 169 172 176 180 183 186 189 190 191 192 196 201 204 205 213 217 219 230 232
- [281] 234 237 238 241 243 256 258 259 267 268 275 276 277 284 285 286 288 289 292 293
- > data.frame(data$Email, groups$cluster)
- data.Email groups.cluster
- 1 nisl@adipiscingelit.org 2
- 2 dui.Fusce.diam@non.edu 1
- 3 nisl.Maecenas@vitaeorciPhasellus.org 1
- 4 justo.nec@Aenean.edu 3
- 5 neque.Morbi.quis@AeneanmassaInteger.ca 2
- 6 elit@erat.org 2
- 7 non.arcu.Vivamus@montesnasceturridiculus.net 2
- 8 Proin.sed@sit.co.uk 2
- 9 auctor@odioEtiam.ca 2
- 10 Mauris.non.dui@nisia.co.uk 3
- 11 turpis.In.condimentum@Sedeget.co.uk 3
- 12 malesuada.fringilla.est@velit.co.uk 1
- 13 orci@Sedauctor.co.uk 2
- 14 lobortis@magnaNamligula.edu 1
- 15 urna.Ut.tincidunt@semperpretium.co.uk 1
- 16 egestas.ligula@posuerecubiliaCurae.com 2
- 17 sagittis.felis.Donec@sociisnatoque.ca 3
- 18 arcu.iaculis@Duisac.ca 3
- 19 eu.erat@acmetus.com 3
- 20 ipsum.ac.mi@lacus.org 3
- 21 purus.sapien@lorem.ca 3
- 22 semper@etmalesuadafames.ca 1
- 23 natoque.penatibus.et@Nullamscelerisque.ca 2
- 24 dictum@erosNam.ca 1
- 25 egestas.Aliquam.nec@Nullamutnisi.org 2
- 26 nisl.Maecenas.malesuada@a.ca 3
- 27 neque.vitae.semper@Mauris.org 1
- 28 Nunc.sed.orci@nisi.co.uk 1
- 29 ut@adipiscing.com 1
- 30 sit@egestas.co.uk 1
- 31 Quisque.imperdiet.erat@posuere.org 3
- 32 litora@ultriciesornare.ca 1
- 33 Integer.sem.elit@sitametante.com 2
- 34 ultricies.ornare.elit@odioauctor.net 1
- 35 in.dolor@magnisdis.net 2
- 36 luctus.et@sed.ca 3
- 37 Mauris@vestibulumneque.edu 2
- 38 Aliquam@sapienimperdietornare.ca 2
- 39 iaculis@ornareegestas.co.uk 3
- 40 nonummy.ac@tellus.net 2
- 41 vel@anteVivamusnon.co.uk 1
- 42 parturient.montes@Duiselementum.com 1
- 43 diam.lorem@lobortisClassaptent.co.uk 3
- 44 et@Cras.org 3
- 45 sed.sem.egestas@augueutlacus.edu 3
- 46 cursus.a@mollisnon.co.uk 2
- 47 risus@mi.net 1
- 48 enim.Nunc.ut@nonmassa.co.uk 2
- 49 Morbi.neque.tellus@milaciniamattis.org 2
- 50 nulla.Donec.non@Fuscealiquetmagna.org 2
- 51 pharetra.Quisque@orciluctus.edu 3
- 52 Quisque@vitaeerat.com 2
- 53 augue.eu@dictumauguemalesuada.net 3
- 54 Cras.dictum@nulla.net 1
- 55 tempus@antebibendum.co.uk 1
- 56 dictum.eu@dapibus.edu 1
- 57 risus@amet.com 1
- 58 elit.pede@nibhsit.co.uk 3
- 59 pellentesque.a.facilisis@justoeuarcu.com 2
- 60 metus@sociisnatoquepenatibus.org 2
- 61 massa@diam.edu 2
- 62 et.malesuada.fames@Mauris.org 1
- 63 adipiscing@porttitorscelerisque.ca 1
- 64 semper.cursus.Integer@necquamCurabitur.edu 3
- 65 cursus.non.egestas@anteipsum.com 2
- 66 Aliquam.adipiscing@egetmagnaSuspendisse.co.uk 3
- 67 pellentesque@cursusinhendrerit.org 1
- 68 sit@enim.edu 3
- 69 ultricies@ullamcorperDuis.ca 1
- 70 montes.nascetur@Donecest.net 1
- 71 eget.nisi@massaInteger.com 2
- 72 Donec@Praesenteu.com 3
- 73 risus.at@nunc.edu 2
- 74 blandit.at.nisi@suscipit.ca 3
- 75 Quisque@orci.edu 1
- 76 ullamcorper@non.ca 3
- 77 placerat.orci.lacus@montes.ca 3
- 78 Quisque@euturpisNulla.edu 1
- 79 odio.semper.cursus@elitpretiumet.org 2
- 80 faucibus.orci.luctus@diam.net 2
- 81 sem.molestie.sodales@ligula.com 2
- 82 Ut.tincidunt.orci@Donecelementumlorem.net 3
- 83 Phasellus.nulla.Integer@sitametfaucibus.co.uk 3
- 84 mauris.eu@Duis.com 3
- 85 Aliquam.nisl.Nulla@gravidamauris.com 2
- 86 vulputate.lacus@penatibuset.net 2
- 87 Donec@mattisIntegereu.org 1
- 88 aliquam.iaculis@tellus.org 1
- 89 lorem.fringilla@Donectempor.co.uk 3
- 90 vitae.diam.Proin@ut.ca 2
- 91 purus.Duis@metusfacilisislorem.net 2
- 92 tempor.bibendum.Donec@sit.co.uk 2
- 93 lorem.lorem@Quisqueornaretortor.edu 1
- 94 Nam@elitfermentumrisus.org 2
- 95 luctus@Donecestmauris.co.uk 2
- 96 quam@nec.org 2
- 97 penatibus.et.magnis@congueturpisIn.edu 2
- 98 diam.Proin.dolor@ipsum.co.uk 2
- 99 tincidunt.adipiscing.Mauris@augueut.edu 3
- 100 et.ipsum.cursus@sitamet.org 3
- 101 Pellentesque.habitant@placerat.co.uk 1
- 102 eget@telluseuaugue.co.uk 1
- 103 magna.Cras@sapien.org 3
- 104 mollis.nec.cursus@euligula.edu 2
- 105 cursus.a@luctuset.ca 2
- 106 arcu@mollisnon.net 2
- 107 torquent@tempus.edu 2
- 108 suscipit.nonummy.Fusce@Phasellusliberomauris.ca 1
- 109 ac@NuncmaurisMorbi.com 2
- 110 eu.tellus.Phasellus@scelerisque.net 1
- 111 vehicula.et.rutrum@Phasellusdolorelit.com 2
- 112 Maecenas.iaculis.aliquet@enimCurabitur.org 3
- 113 ante.bibendum.ullamcorper@facilisisfacilisis.edu 3
- 114 auctor.quis.tristique@non.edu 2
- 115 sagittis@blanditcongueIn.net 2
- 116 augue.ac.ipsum@sagittisDuis.org 3
- 117 Aliquam.nisl.Nulla@scelerisqueneque.edu 1
- 118 est.mollis@sagittisfelis.edu 3
- 119 vehicula@vestibulumneque.ca 3
- 120 et.eros@ligulaelit.ca 1
- 121 lacus.vestibulum@Nullasemper.co.uk 2
- 122 id.blandit.at@tristiquealiquet.ca 3
- 123 consequat.purus.Maecenas@Nulla.edu 3
- 124 justo.faucibus@Utsemper.ca 3
- 125 mattis@ametdiameu.net 1
- 126 Suspendisse@Vivamus.com 3
- 127 neque.non.quam@Vivamus.net 3
- 128 nisl@Vivamus.co.uk 3
- 129 Vestibulum.ante.ipsum@rutrum.co.uk 2
- 130 metus.Aenean.sed@atvelitCras.net 2
- 131 ac@ornarelibero.edu 2
- 132 purus.accumsan@malesuadafames.co.uk 2
- 133 quis@auctorveliteget.com 2
- 134 Nam@ridiculusmusProin.net 1
- 135 volutpat.Nulla.dignissim@fringillapurus.co.uk 1
- 136 elit.dictum@tristique.com 2
- 137 elit@magnaDuis.ca 2
- 138 Curae.Phasellus.ornare@pellentesquea.net 1
- 139 Phasellus.nulla@ullamcorperDuis.com 2
- 140 Nullam@Nullaaliquet.edu 2
- 141 penatibus@inlobortis.org 1
- 142 pede.Praesent@mauris.com 3
- 143 ac@magnisdis.com 3
- 144 pede@Etiamimperdiet.co.uk 3
- 145 arcu.Morbi@egestasDuisac.ca 3
- 146 libero.et.tristique@sitamet.com 3
- 147 in.dolor@mollisPhaselluslibero.co.uk 3
- 148 tristique@diam.co.uk 3
- 149 lacinia.mattis@Sed.net 3
- 150 lorem.vehicula@nostraper.ca 2
- 151 tellus@luctus.edu 2
- 152 ipsum.primis.in@cursuseteros.ca 3
- 153 malesuada.fringilla@pharetraQuisque.co.uk 3
- 154 hendrerit@aliquamerosturpis.net 1
- 155 Aliquam.auctor.velit@utpharetra.co.uk 1
- 156 Morbi.sit.amet@ametmassaQuisque.edu 1
- 157 eu.odio@sodalesnisi.ca 2
- 158 aliquam.iaculis.lacus@loremsitamet.org 3
- 159 Aliquam.vulputate.ullamcorper@eleifendCras.org 3
- 160 elit.pharetra.ut@morbitristiquesenectus.org 1
- 161 risus.Donec@inmagnaPhasellus.ca 1
- 162 urna@velit.co.uk 2
- 163 nisl.sem@gravidaAliquamtincidunt.org 1
- 164 turpis.egestas@nuncsitamet.edu 3
- 165 egestas.hendrerit.neque@aliquetlibero.net 3
- 166 mauris.a.nunc@augueSedmolestie.co.uk 3
- 167 et@Phasellus.ca 3
- 168 interdum@magnanecquam.net 1
- 169 adipiscing@ligulatortordictum.edu 3
- 170 a.scelerisque@lectus.edu 1
- 171 dignissim.tempor@gravidamolestie.edu 1
- 172 laoreet.libero@enimCurabiturmassa.edu 3
- 173 erat@aliquam.com 2
- 174 consectetuer.rhoncus.Nullam@pedeet.co.uk 1
- 175 non@Intinciduntcongue.net 2
- 176 interdum.enim@ipsumDonecsollicitudin.co.uk 3
- 177 malesuada.augue@magnaet.org 2
- 178 erat.eget.tincidunt@natoquepenatibus.co.uk 2
- 179 penatibus@elitsed.net 2
- 180 Phasellus.dapibus@purusin.org 3
- 181 Mauris@dictumeuplacerat.co.uk 2
- 182 sed.pede.nec@non.com 1
- 183 ornare.sagittis.felis@dolordapibus.org 3
- 184 dolor.sit@nonummyac.ca 1
- 185 leo@Sed.org 1
- 186 a.scelerisque@Classaptent.ca 3
- 187 dis.parturient.montes@Donecfelisorci.net 1
- 188 sit.amet@ullamcorpervelit.org 2
- 189 tempus.mauris.erat@felisDonectempor.ca 3
- 190 ut@magnamalesuadavel.co.uk 3
- 191 elementum@mattissemperdui.co.uk 3
- 192 et@egestasAliquam.net 3
- 193 quam@vitaesodalesat.com 2
- 194 odio.auctor.vitae@mollisIntegertincidunt.com 2
- 195 nulla.Integer@risusDonec.org 2
- 196 nisl.sem@tinciduntvehicula.edu 3
- 197 euismod.in@cubiliaCuraeDonec.co.uk 1
- 198 sagittis@eget.co.uk 1
- 199 felis.adipiscing.fringilla@consectetuermauris.org 2
- 200 est.ac@Nullamscelerisque.com 1
- 201 velit.Sed.malesuada@dolorsitamet.ca 3
- 202 velit.in@sociosquadlitora.edu 1
- 203 eu.eleifend@euismod.ca 1
- 204 Curabitur.sed@eumetus.ca 3
- 205 Nam.interdum.enim@aliquetsemut.co.uk 3
- 206 justo@blanditatnisi.ca 2
- 207 tempor.arcu@Pellentesque.ca 1
- 208 in.lobortis.tellus@Nullam.com 2
- 209 egestas.urna@Sedetlibero.ca 2
- 210 augue.malesuada@hendreritconsectetuercursus.org 1
- 211 Pellentesque.tincidunt@ategestasa.co.uk 1
- 212 lobortis.quis@fringilla.ca 1
- 213 consequat@Nunclaoreet.co.uk 3
- 214 massa.Vestibulum.accumsan@nisl.net 1
- 215 arcu.vel.quam@Integeraliquamadipiscing.edu 2
- 216 consequat@Maurisut.org 2
- 217 ut.nulla@auguescelerisque.ca 3
- 218 imperdiet@eutemporerat.org 1
- 219 magna@diam.co.uk 3
- 220 arcu.ac.orci@nonmassa.org 1
- 221 nibh.vulputate.mauris@mauriserat.org 2
- 222 quam.Curabitur@odio.co.uk 2
- 223 enim.Etiam.gravida@venenatisa.com 1
- 224 venenatis@cursuspurusNullam.edu 1
- 225 non@eleifendvitae.edu 1
- 226 enim.Sed@ametultricies.com 1
- 227 auctor@risusInmi.org 1
- 228 rutrum@diam.com 1
- 229 gravida@nonsapien.com 1
- 230 massa.Mauris.vestibulum@NullamenimSed.co.uk 3
- 231 mattis.ornare.lectus@arcuVestibulum.com 2
- 232 Vivamus@liberodui.org 3
- 233 dui.Cum.sociis@ultricessitamet.ca 2
- 234 suscipit.est.ac@Suspendissetristique.co.uk 3
- 235 facilisis.lorem.tristique@euligula.net 2
- 236 Fusce@semeget.net 2
- 237 sagittis@vulputateduinec.org 3
- 238 adipiscing.lacus@porttitor.net 3
- 239 lectus.convallis@at.org 2
- 240 lacus@quam.ca 2
- 241 Sed.dictum.Proin@aliquam.com 3
- 242 sed.est@blanditcongue.com 2
- 243 eu@ullamcorperviverra.com 3
- 244 tempus.risus@Crasdictum.ca 2
- 245 eu@inlobortis.net 2
- 246 suscipit.est@velit.co.uk 2
- 247 Donec.non@ipsumprimisin.net 1
- 248 urna@eliteratvitae.co.uk 1
- 249 in.felis@magnatellusfaucibus.com 1
- 250 ante@auctornonfeugiat.co.uk 2
- 251 Etiam.bibendum.fermentum@gravida.ca 1
- 252 dis@malesuadautsem.org 2
- 253 dolor.sit.amet@malesuadamalesuada.edu 2
- 254 eget.odio@orciPhasellusdapibus.org 2
- 255 nulla@malesuadamalesuada.edu 2
- 256 Suspendisse.tristique@semper.net 3
- 257 nonummy.ut.molestie@venenatislacus.co.uk 1
- 258 cubilia@DonectinciduntDonec.edu 3
- 259 quis.diam@facilisismagnatellus.org 3
- 260 elit.elit@nasceturridiculusmus.net 2
- 261 ridiculus@idanteNunc.com 1
- 262 Cras@pharetrasedhendrerit.co.uk 2
- 263 id@faucibusut.com 2
- 264 sit.amet.massa@nisia.org 1
- 265 Nunc.pulvinar@euaccumsan.org 1
- 266 lorem.vitae@luctusCurabituregestas.co.uk 2
- 267 rutrum.magna.Cras@estvitae.edu 3
- 268 Donec.tincidunt.Donec@viverra.com 3
- 269 ridiculus.mus.Proin@risus.net 1
- 270 ipsum.primis.in@iaculisenimsit.edu 1
- 271 Proin.nisl.sem@facilisis.edu 1
- 272 pellentesque.tellus@aliquamarcu.edu 2
- 273 Praesent@risusMorbi.ca 2
- 274 montes@magnisdis.net 1
- 275 dis@enimcommodo.edu 3
- 276 Quisque.purus@ornare.edu 3
- 277 imperdiet.ullamcorper@mipede.org 3
- 278 vehicula@ametrisusDonec.edu 2
- 279 neque.vitae.semper@atrisusNunc.edu 2
- 280 luctus.ut.pellentesque@eleifendegestasSed.edu 1
- 281 elit.erat@lectus.edu 2
- 282 quam@Duis.co.uk 1
- 283 sagittis.Duis@ultricesVivamusrhoncus.ca 1
- 284 sem@Morbiquisurna.edu 3
- 285 enim.Nunc@nibhvulputatemauris.co.uk 3
- 286 nulla.magna@utsemNulla.co.uk 3
- 287 id.ante.Nunc@auctornon.edu 2
- 288 ornare.egestas.ligula@Nullam.edu 3
- 289 neque@nibhAliquamornare.org 3
- 290 lacus.Quisque.imperdiet@placeratorcilacus.edu 2
- 291 consequat.nec@elitelitfermentum.co.uk 2
- 292 dapibus.id.blandit@semmagna.ca 3
- 293 Duis.ac.arcu@congue.ca 3
- 294 est.congue.a@orciPhasellus.ca 2
- 295 consectetuer.ipsum.nunc@malesuadafringilla.com 2
- 296 mollis@NullafacilisiSed.org 1
- 297 aliquet.metus@iaculislacuspede.edu 2
- 298 ac.ipsum@sit.co.uk 1
- 299 Fusce@sagittisaugue.com 1
- 300 magna.Lorem.ipsum@nibhPhasellus.net 2
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