From 16a20117c636349cb46014d2ddb51f4b16040132 Mon Sep 17 00:00:00 2001 From: timothyleeXQ Date: Sat, 19 Oct 2019 17:49:50 -0400 Subject: [PATCH 1/5] Activity Complete --- .gitignore | 4 + assn2.RData | Bin 0 -> 5593 bytes class-activity-6.Rmd | 124 ++++++++- class-activity-6.Rproj | 13 + class-activity-6.html | 605 +++++++++++++++++++++++++++++++++++++++++ class-activity-6.pdf | Bin 0 -> 226893 bytes 6 files changed, 732 insertions(+), 14 deletions(-) create mode 100644 .gitignore create mode 100644 assn2.RData create mode 100644 class-activity-6.Rproj create mode 100644 class-activity-6.html create mode 100644 class-activity-6.pdf diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..5b6a065 --- /dev/null +++ b/.gitignore @@ -0,0 +1,4 @@ +.Rproj.user +.Rhistory +.RData +.Ruserdata diff --git a/assn2.RData b/assn2.RData new file mode 100644 index 0000000000000000000000000000000000000000..bb6b987435fa6651fe35fc4f07f36f4c36601460 GIT binary patch literal 5593 zcmZvAcT`hb@UC30qNtz(B8XtQf`||m0civ&y7O;d7-!a9Sa*cH*dJ=VYXf)x z7NF9P__I&<9;IHHOi;5LyY}VXkL_9^cL49jQjCME=_7#BThR@F6c&{SENkKv$(0Kb z$4`-^+?KY?3&n@~`(;;)ODZMU%(dL2d+I0hM{tPj-IgdKl% zxn;L@iJu|+Fhz3bHguyEv$jQYv&ZGV80rXYfaR~5dw_Npy$x>n1x}TgZ@hvHfXi<;2rK>{_Ow&LSrj)yaM8AC6006a`!y{=$rA zV)8RF@-tn)gT60Za_mvpENTylN_a>5FJ^he_99lx4yXjE@{naCzDzi{1 zqHD+j?H)dJC8o0NY%>6qhVeCr)yC_K;l&rGu=K?V^(m2r-?2bv@*OK(@YRR@6PH)H zC@(eKBVN7>p~mEirr8)0F71<92#r2IO%rRmDK9lyvBGY}>b9rzA}t1`jA3gWtYhW;yU z+b7@WHuP05f_6DjU)>W^^okPmhN&Mx)Qf=WC1|-pXaJ6Qo#NL!uDgf;u=@RY{eQZh zMW>G5}1>8?v6MiLfr06%88< zv)_x-V?ykzq(*$!W-0BfnNhv?(-J5Ml^YBRs9{ykN}ZZ?hpGm?E+A>}&+C;%__ieC z7eN;b{XGdTd%QM zdP|Q>Z(_nvaS|bH9R0PM>n{NR>%tBrKUG@YaD~Sr{3X2^S6$&TT#`^xK0K}0E%tVE zt?crqSl_e~G!aNR-4#?QYveVne@@W^tL=C*12)n%TlmFv(zNwt=KgN3#o_PU&9}mI zh0LY+0zX(ojyjZ+wpJc?|NbJhH`NbZLfxARt$1Y%zd%5QuU>|KYN)=+W_`#oiYbKr zdMDxksx1f{trI z&`vR#UU51(#jcV6s^un5KTW>TB{tj`7FBkD{{EGq%r2wajnAp9F&KT%QMF=F)SVJK zMK%@Ftao@HrZUqWLWVMDn({7JL5H>r!Le4*cM=d$CSsv;qvmsQQ`8dEznAm!p?Nv^ zu4(ML7BtF^br)X|K3~VETTOn)a=n(X%<~6mVaHgGJv{uA`B*SJU6k1DOlpIRRNNZb zKhmXg-OUGNS`w@KJ0yiWCNTT|7TJCSZ?i{lD)KTK@tLq#-Xydh0o=jGpQ*RE$|N3N zO5Sr}ed&TlP9!>DL>{}Wo&a(ST&?I`21oCc>=i~W8@wGt-wD^>lxbnma0JB0QA??o zfchR4`qts~(<^qHYdM26%A>1vstVe28IVB#aap+=X*MY3H^!G@XJnvN;CnJS9Gx3I z^a!#khZR`ZNHdgmKSDQ5fR3H^`u_dL_*LxRVcS^vsjt8iqZLpU;+ z6;#!Lpa;nH*X%0z)`s%`1htZsJ+enL$NYIoxcgHab@06L(CFo`ycvmlAc#L^hq$M>>o4+Y`L& z)cQ{+$1Hf2RitNM3f#(M?U5yrI7*%h&D|Gl7gAJ&>RqAel1Yh{syU(cMTMy>q*q#$; zaP-DO!eHZn26|E*9ecs!Fdl_Exqgm?1YPL^Iif3>fAL*k213}b@+T;8)x*JFkouL` z0>{zE1sCVbQZ!J%c z50$taFd{eTX+D`fDAk`*iZL*!`AqGJVWecepsB5r&0LU{Nx)S*Z>mu{*k7P&?>|Z@e`IWE;}&=cT`V#2TCg_`vmsa8@1N;N)vhZyWpMC;FD{uiWp)+XZ7qH zIDQpu-lMv71N!He1pL+GI8H`e22rb1ZEBB*IhSfKJ1BKc$t|R>m@mFV@3#Fo*Fgq3 zH(5v^tj)*4c((Wii4To`;jdj5w^N!tQu~ayx;10Xp9FbF?{p!hp9F>#gs!a8zk&0M z4ti|^xy_f&4xZ)@jF_j|54;pl9AqB5O+P3d7{NHfb0RBNJrSwD=3r%ZU_^mzFZd7Y z!Uq3_i%l-=^g>X=KHysE98vN|F)%sby3^{KQpn>ZR!SFI^v?iX7Z2pSq%@o(o?q*l(y z5>%_msK?xf%;dQtYpI$rL&UMrm(FA$7ymf{RYmB4KAsU(_5lRCu{BZ3VoN{Rmp?Ci z(T}vpXvvjrYdHr*z6B43=HVM{%VD?k4tI>?UW{MuJx)8ia&$#^iBcPz&!x;0<6)kk z#tVP#UW%*;8!w1h~6)P$pLw z3#Eo@A)w|eunq=cD)W8Vv`Uu>HaKSxzo+S}cH5~K!`?#vXxcTB?M3~QuOqr!bLg!6 zy0>ZzwjQHYWzH6D-C>_AY&@?xXGMclkhUZB=1Fo;e2S;LvPb$KOl_IfH;8B{47Y9bY@!O9g!nE3_@I%FuiCm9)BX?N z>WA&-DNPQDN1?k`!EXV)UBy7&!Ee{cDsKzMSQ{u$71vEZZQVU|yx z9^Yi7_K_Sx8ov}jsO<;4Lp><26~ctyrC+Sc9&5++&Dqyl__7FvMU z^`w|-6e*mtd5RrUCSMfs)q_1wS~5#XM&yiE|1y^&a-U$8O1z8|W$X zcFPpk2vx=0SPb&!8TfN?T?^2x11!pZo!-yd(CVC|vadDm>eQAgV@X~%tbME3i?yyn z-#)C%AvV?E$Q2&bbeLB~Dl6F*dgKM5n*e-&f za}>b|s`q0xi+@=zMM58c8b|1ODWSKfxOri<>*;f_K_qY66k(*b>O}!B1;((4Fi^)% zs2^VAq%ZawG-gh0QD2TblaID_;6+_9Br4tjXYC52&3T-EyNT$N%$j?+ffVhWP-A;e z_iTBA_KY-gk(leSTm6WvXR58m_YJP!8_oH^EA2tppy%U?IB`fLR_t}Uk4UXw4B>!y z_`=z;bt)NY2;BobJr&!^Ou}eY9|f)|@filK8c7t5YD*`)a6k6|L*oI>vbWJDaUrja zm)5gY6hetAC#dlAi#QwbZhToE??$gScZ~7zADKto#}0Xpq*8b_%UQGf&dL^>w%pku zo?TgZCZVaDV}+cZYjWf`CiZDu&O8YBUBfe*>f&4%;xDtIq@tVL#4L>S-R4<(wQbx@a0*rJm)gw(7Ldli^l~5N;PEur)cUL6c(yy(GyHYIAqkIJ0h*@)8JviZTRW zO@Tfn3(dAGlJC0#J792TN3h+eR7^cL&yp~IT=p&U@{oW)kO$FiXAmBtwJ$~Q+EPr6 zp+2M&EwQ?=?Cu+7D{hSDl(Rp2$MS6lF?e~#weFrxBRRJ zz~fBsB)3t<-~ObAR@We|>RvRQ*&K{3PKDKR_t>Z}MD`V+TA5tO>unqRUWuP%w=gQ}&>1?dXGfzoJ@bC5| z8mxR#2vQhKdL9(|JVRwS_!-fVSQ33}kNi6)L#|CslQVo;ZI43lkhZ8TbA{-KZCdc> z#Cv*&rz*LW&bCQ(yO@b?*I>fiW6cdL^}(T!GYs0~8P2V8Wt=&0zifR&?@?3+;yq)_ zp;9!VA^o5}6WTx)X)z1I6_|iUB+g^&Deazm-av*_+*lL{D)4 z3IE|npW)tQpnuS>0;`?!E4ssruFL`ym-2F-;0qy^|ErvHiD&x{-6BSA5KTM@jh9V| zH{#DvEw4W-Shg;nea2Q^+|F^C1n-XX-p@=BTvci3J&GuI$Kv(gR%UwT-&~Y)Dz#DC z6VMRyR-)6R!Qxm7U=XR9N^+m=gL`)o4Y*Rl^q?axm&Md*}R?)!g! z&1BP7S1wUqs@6MNaH=6BpXclKd6+8#{G+%KqRo#1tlpQ-v^jHJzigam_a7j7=&>&|!bW7-6}%*CX7D%T=Jybp8&`^rO` z^H&#exs7KOlGYM)P@i?&|DWpRP04y9o>j_zGRh6U-j^f6Z! z2u;MU3eUsNx1f+j&W|*8J&^URu)JBr8_%2iiuC5=8ie&m~ zZYfsrl>RPPNs)5IO0^F9zhTWH$+YRAjm})TQAX%*0GXn^XNxNfw?Rx3^fN`2d^HLY z;mCGT0H0H!Y$a^#n;zQ!Tdu@CRM^)zD+>n)dj5}3;onG}U0HZE7pjONg)7veVwPFk zrdZIS|5m-f73KfVYJdB*tD|F2!xaVFcyt*rD>XL+`}jVrC!)zvMP7EG?7R6C`nRk|S1!+yd< zcRGK*kx(_~8x9#jVk06+A#s-bcwa$H!?u+0%C=lQd1&5y1t2Ej#;NT9xw=64{(rgK Hls5bi3R64l literal 0 HcmV?d00001 diff --git a/class-activity-6.Rmd b/class-activity-6.Rmd index d96c635..596285e 100644 --- a/class-activity-6.Rmd +++ b/class-activity-6.Rmd @@ -1,26 +1,83 @@ --- -title: 'HUDK4050: Class Activity 6' -author: "Charles Lang" -date: "10/23/2018" -output: html_document +title: 'HUDK4050: Class Activity 6 Response' +author: "Timothy Lee" +date: "19/10/2019" +output: + pdf_document: default + html_document: default --- # Data Management ```{r} +library(tidyverse) + #Load data DF1 <- read.csv("HUDK405019-clustering.csv", header = TRUE) -#Convert the index numbers of the data fram into the student names. - +#Convert the index numbers of the data frame into the student names. + +DF2 <- unite(DF1, col = "Name", 1:2, sep = "_") +rownames(DF2) <- DF2$Name + +``` + +```{r} #Wrangle data using dplyr to include only the numerical values. +library(varhandle) +library(purrr) + +DF3 <- DF2 %>% + select("months_in_NYC" = How.many.months.have.you.lived.in.New.York.City., + "siblings" = How.many.siblings..brothers.sisters..do.you.have., + "sport_per_week" = How.many.times.do.you.play.sport.each.week., + "miles_from_home" = How.many.miles.do.you.travel.from.home.to.TC., + "android_friends" = Estimate.how.many.of.your.friends.own.Android.phones, + "movies_per_year" = How.many.movies.have.you.seen.in.the.cinema.this.year., + "pets" = How.many.pets.have.you.owned.in.your.life., + "people_met" = How.many.people.have.you.met.for.the.first.time.this.year., + "cook_per_week" = How.many.time.do.you.cook.for.yourself.each.week., + "class_load" = How.many.classes.are.you.taking.this.semester., + "states_visited" = How.many.states.have.you.visited.in.the.US., + "latitude" = What.is.the.latitude.of.the.city.town.you.grew.up.in...Look.up.on.a.map.service..EG.Google.Maps., + "longitude" = What.is.the.longitude.of.the.city.town.you.grew.up.in. + ) %>% + mutate("miles_from_home" = as.numeric(unfactor(miles_from_home))) %>% + mutate("months_in_NYC" = as.numeric(unfactor(months_in_NYC))) %>% + mutate("android_friends" = as.numeric(unfactor(android_friends))) %>% + mutate("states_visited" = as.numeric(unfactor(states_visited))) + +#Remove spaces +DF3$latitude <- gsub("[[:space:]]", "", DF3$latitude) +DF3$longitude <- gsub("[[:space:]]", "", DF3$longitude) + +#Remove non-numbers + +DF3$latitude <- gsub("[^[:digit:].]", "", DF3$latitude) +DF3$longitude <- gsub("[^[:digit:].]", "", DF3$longitude) + +#Get first 3 characters +DF3$latitude <- substring(DF3$latitude, first = 1, last = 3) +DF3$longitude <- substring(DF3$longitude, first = 1, last = 3) + +#convert to numeric + +DF3$latitude <- as.numeric(DF3$latitude) +DF3$longitude <- as.numeric(DF3$longitude) #Scale the data so that no variable has undue influence -DF2 <- scale(DF2) - +DF4 <- DF3 %>% scale() %>% as.data.frame() + +#The algorithm can't accept NAs, so we need to either remove them or change them to be the average of values in that column +#I've opted for the latter approach. + +col_means <- map_dbl(DF4, mean, na.rm = TRUE) %>% as.list() +DF4 <- replace_na(DF4, replace = col_means) + ``` + # Find lattitudes & longitudes for cities -```{r} +```{r eval = FALSE} #Unfortunately Google has restricted access to the Googple Maps API so the code below no longer works. Instead you have the lats and longs in your data. #install.packages("ggmap") @@ -45,18 +102,32 @@ Notice that in this case we have 10 variables and in class we only had 2. It is Also, we need to choose the number of clusters we think are in the data. We will start with 4. ```{r} +#Choosing number of factors using elbow method +library(factoextra) +fviz_nbclust(DF4, kmeans) +``` + + +```{r} + +#Computing K means clustering with 5 clusters -fit <- kmeans(DF2, 1) +fit <- kmeans(DF4, 5) #We have created an object called "fit" that contains all the details of our clustering including which observations belong to each cluster. +#Examining the structure of fit +glimpse(fit) + #We can access the list of clusters by typing "fit$cluster", the top row corresponds to the original order the rows were in. Notice we have deleted some rows. -fit$cluster yay +fit$cluster -#We can also attach these clusters to te original dataframe by using the "data.frame" command to create a new data frame called K4. +#We can also attach these clusters to the original dataframe by using the "data.frame" command to create a new data frame called K4. -DF3 <- data.frame(DF2, fit$cluster) +K4 <- data.frame(DF3, fit$cluster) %>% + rename(cluster = fit.cluster) +K4$cluster <- as.factor(K4$cluster) #Have a look at the DF3 dataframe. Lets change the names of the variables to make it more convenient with the names() command. @@ -66,12 +137,37 @@ names(DF3) <- c("1", "2", "3", "4", "5", "cluster") #c() stands for concatonate # Visualize your clusters in ggplot ```{r} -#Create a scatterplot that plots location of each student and colors the points according to their cluster +#Create a scatterplot that plots location of each student and colors the points according to their cluster +ggplot(K4, aes(x = latitude, y = longitude, color = cluster)) + geom_point() ``` # Can you group students from the classes data set in Assignment 2 using K-modes? ```{r} +#Load the data +load("assn2.RData") + +#Assign rownames +rownames(person_class_DF) <- person_class_DF$id +person_class_DF <- person_class_DF %>% select(-id) + +#Find number of appropriate clusters +fviz_nbclust(person_class_DF, kmeans) + +#Perform k means clustering with 2 clusters (any more doesn't seem to help) +class_fit <- kmeans(person_class_DF, 2) + +#Import igraph +library(igraph) + +#Attach cluster info to the original dataframe + +plot.igraph(person_person_graph_data, + layout = layout.fruchterman.reingold, + vertex.size = 10, + vertex.color = class_fit$cluster, + vertex.label.cex = 0.4 + ) ``` diff --git a/class-activity-6.Rproj b/class-activity-6.Rproj new file mode 100644 index 0000000..8e3c2eb --- /dev/null +++ b/class-activity-6.Rproj @@ -0,0 +1,13 @@ +Version: 1.0 + +RestoreWorkspace: Default +SaveWorkspace: Default +AlwaysSaveHistory: Default + +EnableCodeIndexing: Yes +UseSpacesForTab: Yes +NumSpacesForTab: 2 +Encoding: UTF-8 + +RnwWeave: Sweave +LaTeX: pdfLaTeX diff --git a/class-activity-6.html b/class-activity-6.html new file mode 100644 index 0000000..416e92b --- /dev/null +++ b/class-activity-6.html @@ -0,0 +1,605 @@ + + + + + + + + + + + + + + + +HUDK4050: Class Activity 6 Response + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + +
+

Data Management

+
library(tidyverse)
+
## -- Attaching packages -------------------------------------------------------------------------------------------------------- tidyverse 1.2.1 --
+
## v ggplot2 3.2.1          v purrr   0.3.2     
+## v tibble  2.1.3          v dplyr   0.8.3.9000
+## v tidyr   1.0.0          v stringr 1.4.0     
+## v readr   1.3.1          v forcats 0.4.0
+
## -- Conflicts ----------------------------------------------------------------------------------------------------------- tidyverse_conflicts() --
+## x dplyr::filter() masks stats::filter()
+## x dplyr::lag()    masks stats::lag()
+
#Load data
+DF1 <- read.csv("HUDK405019-clustering.csv", header = TRUE)
+
+#Convert the index numbers of the data frame into the student names.
+
+DF2 <- unite(DF1, col = "Name", 1:2, sep = "_")
+rownames(DF2) <- DF2$Name
+
#Wrangle data using dplyr to include only the numerical values.
+library(varhandle)
+library(purrr)
+
+DF3 <- DF2 %>% 
+        select("months_in_NYC" = How.many.months.have.you.lived.in.New.York.City.,
+               "siblings" = How.many.siblings..brothers.sisters..do.you.have.,
+               "sport_per_week" = How.many.times.do.you.play.sport.each.week.,
+               "miles_from_home" = How.many.miles.do.you.travel.from.home.to.TC.,
+               "android_friends" = Estimate.how.many.of.your.friends.own.Android.phones,
+               "movies_per_year" = How.many.movies.have.you.seen.in.the.cinema.this.year.,
+               "pets" = How.many.pets.have.you.owned.in.your.life.,
+               "people_met" = How.many.people.have.you.met.for.the.first.time.this.year.,
+               "cook_per_week" = How.many.time.do.you.cook.for.yourself.each.week.,
+               "class_load" = How.many.classes.are.you.taking.this.semester.,
+               "states_visited" = How.many.states.have.you.visited.in.the.US.,
+               "latitude" = What.is.the.latitude.of.the.city.town.you.grew.up.in...Look.up.on.a.map.service..EG.Google.Maps.,
+               "longitude" = What.is.the.longitude.of.the.city.town.you.grew.up.in.
+               ) %>%
+        mutate("miles_from_home" = as.numeric(unfactor(miles_from_home))) %>%
+        mutate("months_in_NYC" = as.numeric(unfactor(months_in_NYC))) %>%
+        mutate("android_friends" = as.numeric(unfactor(android_friends))) %>%
+        mutate("states_visited" = as.numeric(unfactor(states_visited)))
+
## Warning: NAs introduced by coercion
+
+## Warning: NAs introduced by coercion
+
+## Warning: NAs introduced by coercion
+
+## Warning: NAs introduced by coercion
+
#Remove spaces        
+DF3$latitude <- gsub("[[:space:]]", "", DF3$latitude)
+DF3$longitude <- gsub("[[:space:]]", "", DF3$longitude)
+
+#Remove non-numbers
+
+DF3$latitude <- gsub("[^[:digit:].]", "", DF3$latitude)
+DF3$longitude <- gsub("[^[:digit:].]", "", DF3$longitude)
+
+#Get first 3 characters
+DF3$latitude <- substring(DF3$latitude, first = 1, last = 3)
+DF3$longitude <- substring(DF3$longitude, first = 1, last = 3)
+
+#convert to numeric
+
+DF3$latitude <- as.numeric(DF3$latitude)
+DF3$longitude <- as.numeric(DF3$longitude)
+
+#Scale the data so that no variable has undue influence
+
+DF4 <- DF3 %>% scale() %>% as.data.frame()
+
+#The algorithm can't accept NAs, so we need to either remove them or change them to be the average of values in that column
+#I've opted for the latter approach.
+
+col_means <- map_dbl(DF4, mean, na.rm = TRUE) %>% as.list()
+DF4 <- replace_na(DF4, replace = col_means)
+
+
+

Find lattitudes & longitudes for cities

+
#Unfortunately Google has restricted access to the Googple Maps API so the code below no longer works. Instead you have the lats and longs in your data.
+
+#install.packages("ggmap")
+#install.packages("rgdal")
+#library(ggmap)
+#library(tmaptools)
+
+#Request lattitude and longitude from Google Maps API
+#DF2 <- geocode(as.character(DF2$Q1_1), output = "latlon", source = "dsk")
+

Now we will run the K-means clustering algorithm we talked about in class. 1) The algorithm starts by randomly choosing some starting values 2) Associates all observations near to those values with them 3) Calculates the mean of those clusters of values 4) Selects the observation closest to the mean of the cluster 5) Re-associates all observations closest to this observation 6) Continues this process until the clusters are no longer changing

+

Notice that in this case we have 10 variables and in class we only had 2. It is impossible to vizualise this process with 10 variables.

+

Also, we need to choose the number of clusters we think are in the data. We will start with 4.

+
#Choosing number of factors using elbow method
+library(factoextra)
+
## Welcome! Related Books: `Practical Guide To Cluster Analysis in R` at https://goo.gl/13EFCZ
+
fviz_nbclust(DF4, kmeans)
+

+
#Computing K means clustering with 5 clusters
+
+fit <- kmeans(DF4, 5)
+
+#We have created an object called "fit" that contains all the details of our clustering including which observations belong to each cluster.
+#Examining the structure of fit
+glimpse(fit)
+
## List of 9
+##  $ cluster     : int [1:50] 5 4 2 4 4 2 2 4 2 2 ...
+##  $ centers     : num [1:5, 1:13] -0.283 -0.314 -0.336 -0.23 2.586 ...
+##   ..- attr(*, "dimnames")=List of 2
+##   .. ..$ : chr [1:5] "1" "2" "3" "4" ...
+##   .. ..$ : chr [1:13] "months_in_NYC" "siblings" "sport_per_week" "miles_from_home" ...
+##  $ totss       : num 629
+##  $ withinss    : num [1:5] 0 189.9 60.4 106.7 37.4
+##  $ tot.withinss: num 394
+##  $ betweenss   : num 235
+##  $ size        : int [1:5] 1 25 4 15 5
+##  $ iter        : int 2
+##  $ ifault      : int 0
+##  - attr(*, "class")= chr "kmeans"
+
#We can access the list of clusters by typing "fit$cluster", the top row corresponds to the original order the rows were in. Notice we have deleted some rows.
+
+fit$cluster
+
##  [1] 5 4 2 4 4 2 2 4 2 2 1 2 4 3 2 5 4 2 2 3 2 4 2 2 2 4 4 2 2 2 2 2 4 2 4
+## [36] 5 5 5 4 2 4 3 4 4 2 2 2 2 2 3
+
#We can also attach these clusters to the original dataframe by using the "data.frame" command to create a new data frame called K4.
+
+K4 <- data.frame(DF3, fit$cluster) %>%
+        rename(cluster = fit.cluster)
+K4$cluster <- as.factor(K4$cluster)
+
+#Have a look at the DF3 dataframe. Lets change the names of the variables to make it more convenient with the names() command.
+
+names(DF3) <- c("1", "2", "3", "4", "5", "cluster") #c() stands for concatonate and it creates a vector of anything, in this case a vector of names.
+
+
+

Visualize your clusters in ggplot

+
#Create a scatterplot that plots location of each student and colors the points according to their cluster
+ggplot(K4, aes(x = latitude, y = longitude, color = cluster)) + geom_point()
+
## Warning: Removed 1 rows containing missing values (geom_point).
+

+
+
+

Can you group students from the classes data set in Assignment 2 using K-modes?

+
#Load the data
+load("assn2.RData")
+
+#Assign rownames
+rownames(person_class_DF) <- person_class_DF$id
+
## Warning: Setting row names on a tibble is deprecated.
+
person_class_DF <- person_class_DF %>% select(-id)
+
+#Find number of appropriate clusters
+fviz_nbclust(person_class_DF, kmeans)
+

+
#Perform k means clustering with 2 clusters (any more doesn't seem to help)
+class_fit <- kmeans(person_class_DF, 2)
+
+#Import igraph
+library(igraph)
+
## 
+## Attaching package: 'igraph'
+
## The following objects are masked from 'package:dplyr':
+## 
+##     as_data_frame, groups, union
+
## The following objects are masked from 'package:purrr':
+## 
+##     compose, simplify
+
## The following object is masked from 'package:tidyr':
+## 
+##     crossing
+
## The following object is masked from 'package:tibble':
+## 
+##     as_data_frame
+
## The following objects are masked from 'package:stats':
+## 
+##     decompose, spectrum
+
## The following object is masked from 'package:base':
+## 
+##     union
+
#Attach cluster info to the original dataframe
+
+plot.igraph(person_person_graph_data,
+     layout = layout.fruchterman.reingold,
+     vertex.size = 10,
+     vertex.color = class_fit$cluster,
+     vertex.label.cex = 0.4
+     )
+

+
+ + + + +
+ + + + + + + + + + + + + + + diff --git a/class-activity-6.pdf b/class-activity-6.pdf new file mode 100644 index 0000000000000000000000000000000000000000..dbab23f587f2a65ddc04ff6385355031b723840c GIT binary patch literal 226893 zcmeFZW0Ymhnk}5p%B)JO(zb2ewy_hHwryuty3)37+qP|6H{bW3{<{0?9;45XJNnmI zKi1eg_6n?cBI1ddb3U6`PDq5Bo`xBkcxtYH37UZ(j}Fh;;1@I(7c{LDz{d0KY9-W{+8H|^!jI)*HE zNVz0BwnQwQFJiBni*jTPu6Sr5=jzzDA}rU<_Uoq@=iI7Zsw$ys#0wm?I8}_n;{QmV z&&Pif>6BjxCsl}!Buc8=biN`8`wm@2*5t*$PFXN}mG;{{b*gGgPw@^od3PV9g+meU2%= z6o%J0MwC}*031>~V%{cWTmjO&B~pP0VB)Nv0P$nV zUtLpD_Q{lZr67Qdz}<7g+t(lc7XRuGG8Wqw;-?z&nH$@LRvWwqRY@cj`BJfBl^{A> z-H#{tVMsvLcw&QZ7-q5CZNu1YH1Q}UhEuLlBEC(mc*I2QABD7+lK9s;*@ZkwESfq>zL|4DQPKYMS;*;-uahE#y6Om*h^zpE>5F*)ty;;~_vMm^uF9 zT1tEKsJDnovODF(aUZ~N^8C?V6Quj`W@l2cW_^K*6&1|FWjpPL$`BhOW-SGRa|_~r zsbWi@$UX65yYl(8UnBl;nmT-8=0C5bHbkK7zg0{e9+6k0RkhHt=Ng zyR9<;uY-lg+{}(y&opB$Dp>S@-W|?PH<66c0xkvnarAy~;<=g&g9Zg!T~86Io`c^s zl!m~i9WLnz_1=$XrC}Ezt3Cp3EOc2_bP^wP--g7Eq3mlx{$kiFPQS%KC_3y>C8J;> 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zbQf(O+tXa(@j1rWntH30YWEW_rUl=!kn@g;0Uz7Wl78wy_dF80JS zq=Wqh7GUi0r=XN%^5+MC%-B9E(DRfGJHu8BqyBqad5yff{Qm-vu@J{3t1@lawumLD zf3R3E7HOJ4+%r2S2m^sND-)w98^Q!88%2Ug(jL{Rf?Kb}WiTHd}d2di59Q}J{4N8NRXU0 zaWZI=N)3^8Xo#uY(xCk%XM&qGX1QJ(BGSAXu=-mppblpu~5}Q z%?D_bzKsQ>8`Q_%m;a`ZPDYp|^BR~SgAcYnTeRpwLJ_%kG`0A78o6fcc#$cW$|&tO z{=WZ5->24-h{l)ZHUfW&ELVdS%=usX0GWMtsSwcugZ^w>f2GX`9p1+$Ay1rwt

Can you group students from the classes data set in Assignment 2 using K-mod #Assign rownames rownames(person_class_DF) <- person_class_DF$id
## Warning: Setting row names on a tibble is deprecated.
-
person_class_DF <- person_class_DF %>% select(-id)
+
person_class_DF_2 <- person_class_DF %>% dplyr::select(-id)
 
-#Find number of appropriate clusters
-fviz_nbclust(person_class_DF, kmeans)
-

-
#Perform k means clustering with 2 clusters (any more doesn't seem to help)
-class_fit <- kmeans(person_class_DF, 2)
+#Perform k means clustering with 4 clusters
+library(klaR)
+
## Loading required package: MASS
+
## 
+## Attaching package: 'MASS'
+
## The following object is masked from 'package:dplyr':
+## 
+##     select
+
class_fit <- kmodes(person_class_DF, 4)
 
 #Import igraph
 library(igraph)
@@ -553,7 +557,7 @@

Can you group students from the classes data set in Assignment 2 using K-mod vertex.color = class_fit$cluster, vertex.label.cex = 0.4 )

-

+

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Rmd has changed, but no reknitting has been done. --- class-activity-6.Rmd | 55 +++++++++++++++++++++++++++++--------------- 1 file changed, 37 insertions(+), 18 deletions(-) diff --git a/class-activity-6.Rmd b/class-activity-6.Rmd index c65f0d5..4b16474 100644 --- a/class-activity-6.Rmd +++ b/class-activity-6.Rmd @@ -26,20 +26,20 @@ library(varhandle) library(purrr) DF3 <- DF2 %>% - select("months_in_NYC" = How.many.months.have.you.lived.in.New.York.City., - "siblings" = How.many.siblings..brothers.sisters..do.you.have., - "sport_per_week" = How.many.times.do.you.play.sport.each.week., - "miles_from_home" = How.many.miles.do.you.travel.from.home.to.TC., - "android_friends" = Estimate.how.many.of.your.friends.own.Android.phones, - "movies_per_year" = How.many.movies.have.you.seen.in.the.cinema.this.year., - "pets" = How.many.pets.have.you.owned.in.your.life., - "people_met" = How.many.people.have.you.met.for.the.first.time.this.year., - "cook_per_week" = How.many.time.do.you.cook.for.yourself.each.week., - "class_load" = How.many.classes.are.you.taking.this.semester., - "states_visited" = How.many.states.have.you.visited.in.the.US., - "latitude" = What.is.the.latitude.of.the.city.town.you.grew.up.in...Look.up.on.a.map.service..EG.Google.Maps., - "longitude" = What.is.the.longitude.of.the.city.town.you.grew.up.in. - ) %>% + dplyr::select("months_in_NYC" = How.many.months.have.you.lived.in.New.York.City., + "siblings" = How.many.siblings..brothers.sisters..do.you.have., + "sport_per_week" = How.many.times.do.you.play.sport.each.week., + "miles_from_home" = How.many.miles.do.you.travel.from.home.to.TC., + "android_friends" = Estimate.how.many.of.your.friends.own.Android.phones, + "movies_per_year" = How.many.movies.have.you.seen.in.the.cinema.this.year., + "pets" = How.many.pets.have.you.owned.in.your.life., + "people_met" = How.many.people.have.you.met.for.the.first.time.this.year., + "cook_per_week" = How.many.time.do.you.cook.for.yourself.each.week., + "class_load" = How.many.classes.are.you.taking.this.semester., + "states_visited" = How.many.states.have.you.visited.in.the.US., + "latitude" = What.is.the.latitude.of.the.city.town.you.grew.up.in...Look.up.on.a.map.service..EG.Google.Maps., + "longitude" = What.is.the.longitude.of.the.city.town.you.grew.up.in. + ) %>% mutate("miles_from_home" = as.numeric(unfactor(miles_from_home))) %>% mutate("months_in_NYC" = as.numeric(unfactor(months_in_NYC))) %>% mutate("android_friends" = as.numeric(unfactor(android_friends))) %>% @@ -111,7 +111,7 @@ fviz_nbclust(DF4, kmeans) ```{r} #Computing K means clustering with 5 clusters - +library(klaR) fit <- kmeans(DF4, 5) #We have created an object called "fit" that contains all the details of our clustering including which observations belong to each cluster. @@ -131,10 +131,30 @@ K4$cluster <- as.factor(K4$cluster) #Have a look at the DF3 dataframe. Lets change the names of the variables to make it more convenient with the names() command. -names(DF3) <- c("1", "2", "3", "4", "5", "cluster") #c() stands for concatonate and it creates a vector of anything, in this case a vector of names. +#names(DF3) <- c("1", "2", "3", "4", "5", "cluster") +#c() stands for concatonate and it creates a vector of anything, in this case a vector of names. +# Don't need to do this, I've already made the names nice above using dplyr::select + + +``` + +** For Assignment 3 ** + +```{r} +#Get DFs +class_act_6_df <- K4 +class_act_6_scaled_data <- DF4 +class_act_6_names <- DF2$Name + + +save(class_act_6_df, + class_act_6_scaled_data, + class_act_6_names, + file = "class_act_6.RData") ``` + # Visualize your clusters in ggplot ```{r} #Create a scatterplot that plots location of each student and colors the points according to their cluster @@ -152,8 +172,7 @@ rownames(person_class_DF) <- person_class_DF$id person_class_DF_2 <- person_class_DF %>% dplyr::select(-id) #Perform k means clustering with 4 clusters -library(klaR) -class_fit <- kmodes(person_class_DF, 4) +class_fit <- kmodes(person_class_DF_2, 4) #Import igraph library(igraph) From 0d6dc79481eafd67e29e3cf5537322ec6ad6af15 Mon Sep 17 00:00:00 2001 From: Timothy Lee Date: Wed, 8 Apr 2020 17:51:50 +0800 Subject: [PATCH 4/5] update readme with 4050 info, formatting --- README.md | 21 ++++++++++++++++++++- 1 file changed, 20 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 6821bb9..a801958 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,23 @@ -# Class Activity 6 +# Cluster Analysis Activity + +This repo contains files for an in-class activity (Class Activity 6) on K-means clustering in R for HUDK 4050: Core Methods in Educational Data Mining. + +HUDK 4050 is the first of three core courses in the Learning Analytics MS at +Teachers College, Columbia University focusing on the thinking, methods, and +conventions in data science. Particular attention is given to the fields of +Educational Data Mining and Learning Analytics. Refer to the +[Syllabus](https://github.com/timothyLeeXQ/HUDK-4050-Syllabus) (forked from +the [main repo](https://github.com/core-methods-in-edm/syllabus) which may +contain updates for future class iterations) for more information on HUDK 4050. + +Other classes in the series are: +* [HUDK 4051: Learning Analytics: + Process and Theory](https://github.com/timothyLeeXQ/HUDK-4051-Syllabus) ([Main + repo](https://github.com/la-process-and-theory/syllabus)) +* HUDK 5053: Feature Engineering Studio (Starting in May 2020. + [Main repo](https://github.com/feature-engineering-studio/syllabus)) + + ## Instructor Notes Clustering exercise From 10921c1fe850e404c6d746a228f44f756df026ac Mon Sep 17 00:00:00 2001 From: Timothy Lee Date: Wed, 8 Apr 2020 17:51:57 +0800 Subject: [PATCH 5/5] add .gitattributes --- .gitattributes | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 .gitattributes diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..32a4ddf --- /dev/null +++ b/.gitattributes @@ -0,0 +1,2 @@ +*.html linguist-detectable=false +*.Rmd linguist-language=R \ No newline at end of file

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zp-?w~hP^+|=Vu7ea00q$0%1VSqoN%a8w%9aym++2?&kysd(`sNT>Q*Tfi9O#jkUF5 zS`ZUcEhrMHjf5i1kXlGH1O#TL2hlar(lr47@0O!GRzAVLN8}EJ=>7*z{|`Eq`_uq! zzb4+jdiM|^212NtS13MUZUeWJIwbeS`UGc%B2FYeiEr~dw?RTshEyFg=b~~4zQ=_3 z!|xK*&aC~FtXEt~xv982#V0OXcHblf!KL+{OWatr1FbMI#ig<12=ZVPicX@?LKbN5 z5%dWi#S@=J9^6m)?B&wyA<*j>e-I`aXCcALABK1r0mwx>#;VgA*OpetUC$1YJAx}l z5Ht&A|5~|R2eAT_OOa6VM?tWNy*ZqDRU@?QMLQ}A$d&(*ds205`@2B@j1KfTUbW%* zFq#<`BXu7kWfw`SP4|&X1ie5DcA<~kLHO+<)U}1`Mi`mlYgtWB-6k$L#2Tp6DT8>l zKO(<0tps^*w*?Gty|CP>IX89EdRnl5_}*^D54%y(UEXuXD*qy(?uMf8ghm{h5&#sc O1A{>TN=ir@Gr&K?Wwbs3 literal 0 HcmV?d00001 From 9172f226dcee79f5efaf7f31e0352c5d702197ea Mon Sep 17 00:00:00 2001 From: timothyleeXQ Date: Mon, 21 Oct 2019 23:33:17 -0400 Subject: [PATCH 2/5] Updated response to use Kmodes for assn 2 data Realised I should be using Kmodes rather than Kmeans for the part on assn 2 data. - Changed the analysis of assn 2 part to use kmodes (and imported the klaR package to do so). - Restitched pdf and html docs --- class-activity-6.Rmd | 12 +++++------- class-activity-6.html | 18 +++++++++++------- class-activity-6.pdf | Bin 226893 -> 222622 bytes 3 files changed, 16 insertions(+), 14 deletions(-) diff --git a/class-activity-6.Rmd b/class-activity-6.Rmd index 596285e..c65f0d5 100644 --- a/class-activity-6.Rmd +++ b/class-activity-6.Rmd @@ -3,8 +3,8 @@ title: 'HUDK4050: Class Activity 6 Response' author: "Timothy Lee" date: "19/10/2019" output: - pdf_document: default html_document: default + pdf_document: default --- # Data Management ```{r} @@ -149,13 +149,11 @@ load("assn2.RData") #Assign rownames rownames(person_class_DF) <- person_class_DF$id -person_class_DF <- person_class_DF %>% select(-id) - -#Find number of appropriate clusters -fviz_nbclust(person_class_DF, kmeans) +person_class_DF_2 <- person_class_DF %>% dplyr::select(-id) -#Perform k means clustering with 2 clusters (any more doesn't seem to help) -class_fit <- kmeans(person_class_DF, 2) +#Perform k means clustering with 4 clusters +library(klaR) +class_fit <- kmodes(person_class_DF, 4) #Import igraph library(igraph) diff --git a/class-activity-6.html b/class-activity-6.html index 416e92b..f4e7b04 100644 --- a/class-activity-6.html +++ b/class-activity-6.html @@ -515,13 +515,17 @@