From 89eccdd5e8e173ec5f7a0710648bf4e5764d8528 Mon Sep 17 00:00:00 2001 From: Zhou Fang Date: Thu, 20 Jul 2017 15:23:59 +0800 Subject: [PATCH] update retail precision marketing demo --- .../Image/PowerBI 1.PNG | Bin 99419 -> 0 bytes .../Image/PowerBI 1.jpg | Bin 0 -> 694444 bytes .../R/CRMonCDNOWInDisk.R | 284 ------------------ .../R/CRMonCDNOWInMemory.R | 230 +++++++++----- .../R/CRMonCDNOWInSql.R | 266 +++++++++------- .../Retail Precision Marketing/README.md | 4 + .../SQL/crm_demo.sql | 90 ++++-- .../SQL/crm_setup.sql | 7 +- 8 files changed, 371 insertions(+), 510 deletions(-) delete mode 100644 samples/features/r-services/Retail Precision Marketing/Image/PowerBI 1.PNG create mode 100644 samples/features/r-services/Retail Precision Marketing/Image/PowerBI 1.jpg delete mode 100644 samples/features/r-services/Retail Precision Marketing/R/CRMonCDNOWInDisk.R diff --git a/samples/features/r-services/Retail Precision Marketing/Image/PowerBI 1.PNG b/samples/features/r-services/Retail 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z00e*l5C8%|00;m9AOHk_01yBIKmZ5;0U!Vb{(li5FUrc!&L>)vnU$ZudaPBC57NBH zHVDe|hoAx$1VdxL{|^7#4w3yI`^dkK{GU=J2qNvx-JH6CDEumS!=LAb|9#GXY9r43 zpW#2w^Usn09EK1H@;0LOgs~iwU)Ji3R3hP?wfcYV*Yay)$3ed7t1~zMnIb;&Gghzp zCp{J?5c}CtsT)^kt{FQ9ewvlBaV?Q>$j|z#;bRB=9XwY5RW@n$<~3u-jD@i#+vIJ| zbpI<2f0vWHDw9ap=H%x5iTzhTbRac9Z3dAZ3;)?oqEkedqKJ~QZ7jgn;R%uMk=euv z*Zr0ApPv(OoXFx5wMN1b2piWxUS33eKsv|bWw$)eosfcv59(nn2;LY7L3WgVg|DdT zo9>`6MDe~q7bU(8O~}d3%^6D&VXRSX;#*oGo8;Ph7{*~CC{Ed0R3Z+@ zTJvX2Bq8_zJ~D{W^k1W7tdIy+8JRh`WARF2ILAd(t#0-IV*krY>Ys)G#BtGN3tz~J z_!%iMEc&zP?+<$-PKwOln7d|UE-$`d)0&)QzpYuBS$pm<#Qt{kg|**>**K?tQzO;) zQH=27iHi=*i|}ccHOlY*>+q}(caK~+dQa}@T#|oK;m1M0J#g-E!q-~^KIkm+mItz9 zMYX4GCk;;+ojBv>(QmAN9$5Y8RL+TUGs;gyaNb0Fw-qg&v^2!!*7fOrLD;nVUv_@5 zdz!Um>zN_}MR%d=;55dw>E_#g^{Y&ph2P~yGgcgR_==441,1,0)), - overwrite=TRUE,reportProgress=1 -) -RFMVIPInfo<-rxGetInfo(RFMVIP.xdf,getVarInfo=T,numRows=3) - -#Write IsVIP and Cluster result to SQL database -RFMVIP.df<-rxXdfToDataFrame(file=RFMVIP.xdf) -Cluster<-factor(mdDf$.rxCluster) -RFMVIPCluster<-cbind(RFMVIP.df,Cluster) -sqlSave(channel,RFMVIPCluster,rownames=FALSE,append=FALSE,varTypes=list(numeric="float",integer="int",Date="date")) - - -#Creat training/testing data set -RD<-sample(1:10,RFMVIPInfo$numRows,replace=TRUE) -str(RD) -table(RD) -RFMVIPCluster$RD<-RD; -RFMVIPCluster.xdf<-file.path(output.path,"RFMVIPCluster.xdf") -rxDataFrameToXdf(data=RFMVIPCluster,outFile=RFMVIPCluster.xdf,overwrite=TRUE) - -TrainTest.xdf<-file.path(output.path,"TrainTest.xdf") -rxDataStep(inData=RFMVIPCluster.xdf,outFile=TrainTest.xdf, - transforms=list( - urv=factor(ifelse(RD<=8,'TRAIN','TEST')) - ), - overwrite=T) -rxGetInfo(TrainTest.xdf,T,numRows=3) - -##Split data into training/testing data set -train.xdf <- file.path(output.path,'TrainTest.urv.TRAIN.xdf') -test.xdf <- file.path(output.path,'TrainTest.urv.TEST.xdf') - -rxSplit(TrainTest.xdf,outFilesBase=TrainTest.xdf,splitByFactor='urv',overwrite=T,reportProgress=1) - -##Build our Logistic Regression Model with IsVIP as response -r1<- rxLogit(IsVIP~R+F+M, -data =train.xdf, -variableSelection = rxStepControl(method="stepwise", -scope = ~ R+F+M)) -summary(r1) - - -##r1:stepwise selection shows that Monetary,Recency are significant. -##Build our Logistic REgression MOdel -r2<- rxLogit(IsVIP ~R+F, -data =train.xdf,covCoef=TRUE) -summary(r2) - -##Predict our Logistic Model on our test Dataset -LogisticPred.xdf<-file.path(output.path,"LogisticPred.xdf") -rxPredict(r2,data=test.xdf,outData=LogisticPred.xdf,writeModelVars = TRUE,extraVarsToWrite="ID",computeResiduals=TRUE,computeStdErr = TRUE, -interval = "confidence",predVarNames='LogitPredict',overwrite=TRUE) -rxGetInfo(LogisticPred.xdf,getVarInfo=T,numRows=10) -LogisticPredInfoTop10<-rxGetInfo(LogisticPred.xdf,getVarInfo=T,numRows=10) -LogisticPredInfoTop10.txt<-file.path(output.path,"LogisticPredInfoTop10.txt") -write.table(LogisticPredInfoTop10$data,file=LogisticPredInfoTop10.txt,sep=" ") - -LogisticPred<-rxXdfToDataFrame(file=LogisticPred.xdf) -sqlSave(channel,LogisticPred,rownames=FALSE,append=FALSE,varTypes=list(numeric="float",integer="int",Date="date")) - - -##Draw a ROC curve -rxRocCurve(actualVarName='IsVIP',predVarNames='LogitPredict',data=LogisticPred.xdf) - -##Build a Decision Tree with Cluster as response -d1 <- rxDTree(Cluster~R+F+M,data=train.xdf,blocksPerRead=5) -d1 <- rxDTree(Cluster~R_Score+F_Score+M_Score,data=train.xdf,blocksPerRead=5) -d1Cp<- rxDTreeBestCp(d1) -d1 <- prune.rxDTree(d1, cp=d1Cp) -d1 -d2 <- rxDTree(Cluster~R+F+M,data=train.xdf, pruneCp="auto") -d2 <- rxDTree(Cluster~R_Score+F_Score+M_Score,data=train.xdf, pruneCp="auto") -d2 - -#View Decision Tree -#View 1 -library(RevoTreeView) -plot(createTreeView(d1)) -plot(createTreeView(d2)) - -#View 2 -library(rpart) -plot(rxAddInheritance(d1)) -text(rxAddInheritance(d1)) -title(main="RFM-based Decision Tree on CDNOW Data",line=3) -plot(rxAddInheritance(d2)) -text(rxAddInheritance(d2)) -title(main="RFM-based Decision Tree on CDNOW Data",line=3) - -#Prediction -DTreePred.xdf<-file.path(output.path,"DTreePred.xdf") -rxPredict(d2, data=test.xdf,outData=DTreePred.xdf,predVarNames=c('prob1','prob2','prob3','prob4','prob5','prob6','prob7','prob8'),writeModelVars = TRUE,extraVarsToWrite="ID",computeResiduals=T,overwrite=TRUE) -rxGetInfo(DTreePred.xdf,getVarInfo=T,numRows=3) -DTreePredInfoTop10<-rxGetInfo(DTreePred.xdf,getVarInfo=T,numRows=10) -DTreePredInfoTop10.txt<-file.path(output.path,"DTreePredInfoTop10.txt") -write.table(DTreePredInfoTop10$data,file=DTreePredInfoTop10.txt,sep=" ") - -DTreePred<-rxXdfToDataFrame(file=DTreePred.xdf) -sqlSave(channel,DTreePred,rownames=FALSE,append=FALSE,varTypes=list(numeric="float",integer="int",Date="date")) -odbcClose(channel) - -#------------------------------------------------------------------------------------- -##Build a Decision Tree with IsVIP as response -d<-rxDTree(IsVIP~R+F+M,data=train.xdf,maxDepth=5,blocksPerRead=5) -d1 <- rxDTree(IsVIP~R+F+M,data=train.xdf,blocksPerRead=5) -d1 -d1Cp<- rxDTreeBestCp(d1) -d1 <- prune.rxDTree(d1, cp=d1Cp) -d2 <- rxDTree(IsVIP~R+F+M,data=train.xdf, pruneCp="auto") -d2 - -#View Decision Tree -#View 1 -library(RevoTreeView) -plot(createTreeView(d)) -plot(createTreeView(d1)) -plot(createTreeView(d2)) - -#View 2 -library(rpart) -plot(rxAddInheritance(d)) -text(rxAddInheritance(d)) -title(main="RFM-based Decision Tree on CDNOW Data",line=3) -plot(rxAddInheritance(d1)) -text(rxAddInheritance(d1)) -title(main="RFM-based Decision Tree on CDNOW Data",line=3) -plot(rxAddInheritance(d2)) -text(rxAddInheritance(d2)) -title(main="RFM-based Decision Tree on CDNOW Data",line=3) - -#Prediction -DTreePred.xdf<-file.path(output.path,"DTreePred.xdf") -rxPredict(d, data=test.xdf,outData=DTreePred.xdf,writeModelVars = TRUE,extraVarsToWrite="ID",computeResiduals=T,overwrite=TRUE) -rxGetInfo(DTreePred.xdf,getVarInfo=T,numRows=3) -DTreePredInfoTop10<-rxGetInfo(DTreePred.xdf,getVarInfo=T,numRows=10) -DTreePredInfoTop10.txt<-file.path(output.path,"DTreePredInfoTop10.txt") -write.table(DTreePredInfoTop10$data,file=DTreePredInfoTop10.txt,sep=" ") - -#Draw ROC -rxRocCurve(actualVarName='IsVIP',predVarNames='IsVIP_Pred',data=DTreePred.xdf) \ No newline at end of file diff --git a/samples/features/r-services/Retail Precision Marketing/R/CRMonCDNOWInMemory.R b/samples/features/r-services/Retail Precision Marketing/R/CRMonCDNOWInMemory.R index f81c5d87..3f622372 100644 --- a/samples/features/r-services/Retail Precision Marketing/R/CRMonCDNOWInMemory.R +++ b/samples/features/r-services/Retail Precision Marketing/R/CRMonCDNOWInMemory.R @@ -1,173 +1,237 @@ ############################################################# -#CRM Demo on CDNOW -#Microsoft +# Title : CRM Demo in-memory +# Author: Microsoft +# Date: Dec, 2015 ############################################################# -#install package +# Install package + install.packages("rmarkdown") install.packages("fpc") -#set directory -setwd("C:/Users/zhouf/Documents/Revolution Analytics/Demo/RREDemo/CRM") -data.path<-"C:/Users/zhouf/Documents/Revolution Analytics/Demo/RREDemo/CRM/Data/CDNOW_master" +# Set directory +wd <- getwd() +data.path <- file.path(wd, "Data", "CDNOW_master.csv") + +# Connect to SQL database using ODBC and read data from SQL via Open Source R -##connect to SQL database using ODBC and read data from SQL via Open Source R library(RODBC) getSqlTypeInfo() -#connect from local PC -channel<-odbcDriverConnect("driver={SQL Server Native Client 11.0};server=tcp:sqlserver2012-81yms1ai.cloudapp.net,57500;database=RREDemoSql;uid=zhouf;pwd=Microsoft2;") -#connect from Windows201201 -channel<-odbcConnect(dsn="MiningDatabaseSql",uid="zhouf",pwd="Microsoft1") -#connect with error -channel<-odbcDriverConnect('driver={SQL Server};server=tcp:192.168.220.128,1433;database=sqlr;uid=sa;pwd=Microsoft1') - -df<-sqlFetch(channel, 'CDNOW') -df<- sqlQuery(channel,paste("select * from dbo.CDNOW")) +# Connect from local PC + +channel <- odbcDriverConnect("driver={SQL Server Native Client 11.0}; + server=tcp:sqlserver2012-81yms1ai.cloudapp.net,57500; + database=RREDemoSql; + uid=******; + pwd=******;") + +df <- sqlFetch(channel, 'CDNOW') +df <- sqlQuery(channel, paste("select * from dbo.CDNOW")) + df$Date<-as.Date(df$Date) + str(df) head(df) -#remove the rows with the duplicated IDs to see how many customers in total -uid <- df[!duplicated(df[,"ID"]),] +# Remove the rows with the duplicated IDs to see how many customers in total + +uid <- df[!duplicated(df[,"ID"]), ] + dim(uid) -#call RFM source code -source("RFM_Analysis_R_Source_Codes_V1.3.R") +# Step 1: RFM analysis + +# Call RFM source code + +source(wd, "R", "RFM_Analysis_R_Source_Codes_V1.3.R") + +# Set the startDate and endDate, we will only analysis the records in this date range -#set the startDate and endDate, we will only analysis the records in this date range startDate <- as.Date("19970101","%Y%m%d") endDate <- as.Date("19980701","%Y%m%d") -#calculate RFM value -df <- getDataFrame(df,startDate,endDate,tIDColName="ID",tDateColName="Date",tAmountColName="Amount") +# Calculate RFM value + +df <- getDataFrame(df, startDate, endDate, tIDColName="ID", tDateColName="Date", tAmountColName="Amount") + head(df) -#obtain Independent RFM score +# Obtain independent RFM score + df1 <-getIndependentScore(df) + head(df1) -#draw the histograms in the R, F, and M dimensions +# Draw the histograms in the R, F, and M dimensions + drawHistograms(df1) -S500<-df1[df1$Total_Score>500,] +S500 <- df1[df1$Total_Score > 500, ] dim(S500) -S400<-df1[df1$Total_Score>400,] +S400 <- df1[df1$Total_Score > 400, ] dim(S400) +# Obtain RFM score with breaks +# Take a look at the distribution of R, F, M -#obtain RFM score with breaks -#take a look at the distribution of R, F, M par(mfrow = c(1,3)) hist(df$Recency) hist(df$Frequency) hist(df$Monetary) -#set the Recency ranges as 0-120 days, 120-240 days, 240-450 days, 450-500days, and more than 500days. -r <-c(120,240,450,500) -#set the Frequency ranges as 0 ? 2times, 2-5 times,5-8 times, 8-10 times, and more than 10 times. -f <-c(2,5,8,10) -#set the Monetary ranges as 0-10 dollars, 10-20 dollars, and so on. +# Set the Recency ranges as 0-120 days, 120-240 days, 240-450 days, 450-500 days, and more than 500 days. + +r <- c(120, 240, 450, 500) + +# Set the Frequency ranges as 0-2 times, 2-5 times, 5-8 times, 8-10 times, and more than 10 times. + +f <- c(2, 5, 8, 10) + +# Set the Monetary ranges as 0-10 dollars, 10-20 dollars, and so on. + m <-c(10,20,30,100) -#calculate RFM score with breaks -df2<-getScoreWithBreaks(df,r,f,m) +# Calculate RFM score with breaks + +df2 <- getScoreWithBreaks(df, r, f, m) drawHistograms(df2) -S500<-df2[df2$Total_Score>500,] +S500 <- df2[df2$Total_Score > 500, ] dim(S500) -S400<-df2[df2$Total_Score>400,] +S400 <- df2[df2$Total_Score > 400, ] dim(S400) -target <- df2[df2$Total_Score>=441,] +target <- df2[df2$Total_Score >= 441,] dim(target) -#obtain RFM scores with quantiles as breaks +# Obtain RFM scores with quantiles as breaks + r <-c(cutpoint(df$Recency)) f <-c(cutpoint(df$Frequency)) m <-c(cutpoint(df$Monetary)) -df3<-getScoreWithBreaks(df,r,f,m) +df3 <- getScoreWithBreaks(df, r, f, m) + str(df3) head(df3) tail(df3) -RFM_Result_osr<-subset(df3,select=c("ID","Recency","Frequency","Monetary","R_Score","F_Score","M_Score","Total_Score")) -colnames(RFM_Result_osr)<-c("ID","R","F","M","R_Score","F_Score","M_Score","Total_Score") -head(RFM_Result_osr) +RFM_Result <- subset(df3, + select=c("ID", "Recency", "Frequency", "Monetary", + "R_Score", "F_Score", "M_Score", "Total_Score")) -system.time( -sqlSave(channel,RFM_Result_osr,rownames=FALSE,append=FALSE,varTypes=list(numeric="float",integer="int")) -) +colnames(RFM_Result) <- c("ID", "R", "F", "M", "R_Score", "F_Score", "M_Score", "Total_Score") -sqlUpdate(channel,df) +head(RFM_Result) + +time <- system.time({ + +sqlSave(channel, + RFM_Result, + rownames=FALSE, + append=FALSE, + varTypes=list(numeric="float", + integer="int")) +}) + +sqlUpdate(channel, df) odbcClose(channel) -#Clustering using RFM +# Clustering using RFM + library(fpc) library(cluster) -#kmeans clustering with cluster =8 -cl.fit1<-kmeans(RFM_Result_osr[,2:8],centers=8,iter.max=10,nstart=1) -cl.fit2<-kmeans(RFM_Result_osr[,2:8],centers=8,iter.max=20,nstart=200) + +# Kmeans clustering with number of cluster equal to 8 + +cl.fit1 <- kmeans(RFM_Result[, 2:8], + centers=8, + iter.max=10, + nstart=1) + +cl.fit2 <- kmeans(RFM_Result[, 2:8], + centers=8, + iter.max=20, + nstart=200) summary(cl.fit1) + cluster<-cl.fit1$cluster centers<-cl.fit1$centers size<-cl.fit1$size -plot(RFM_Result_osr[,2:4],col=cl.fit1$cluster) + +plot(RFM_Result[, 2:4], col=cl.fit1$cluster) title(main="K-means",line=3) -##Classification using RFM -#Create IsVIP variable -IsVIP<-ifelse(RFM_Result_osr[,'Total_Score']>=441,1,0); -Cluster<-cl.fit1$cluster -RFMVIPCluster<-cbind(RFM_Result_osr,IsVIP,Cluster) +# Classification using RFM + +# Create IsVIP variable + +IsVIP <- ifelse(RFM_Result[,'Total_Score'] >= 441, 1, 0) +Cluster <- cl.fit1$cluster +RFMVIPCluster <- cbind(RFM_Result, IsVIP, Cluster) + +# Create training/testing data set + +RD <- sample(1:10, dim(RFMVIPCluster)[1], replace=TRUE) -#Create training/testing data set -RD<-sample(1:10,dim(RFMVIPCluster)[1],replace=TRUE) str(RD) table(RD) -RFMVIPCluster$RD<-RD; -urv=factor(ifelse(RD<=8,'TRAIN','TEST')) -TrainTest<-cbind(RFMVIPCluster,urv) -Train<-TrainTest[which(TrainTest$urv=="TRAIN"),] -Test<-TrainTest[which(TrainTest$urv=="TEST"),] -#logistic model -##Build our Logistic Regression Model with IsVIP as response -r1<-glm(IsVIP~R+F+M, data=Train, family = binomial) +RFMVIPCluster$RD <- RD; + +urv <- factor(ifelse(RD <= 8,'TRAIN','TEST')) +TrainTest <- cbind(RFMVIPCluster, urv) +Train <- TrainTest[which(TrainTest$urv == "TRAIN"), ] +Test <- TrainTest[which(TrainTest$urv == "TEST"), ] + +# Logistic model +# Build our Logistic Regression Model with IsVIP as response + +r1 <- glm(IsVIP~R+F+M, data=Train, family = binomial) summary(r1) -p1<-predict.glm(r1,data=Test,type="response") +p1 <- predict.glm(r1, data=Test, type="response") head(p1) tail(p1) -#decision tree -#grow tree +# Decision tree +# Grow tree + fit <- rpart(Cluster~R+F+M, - method="class", data=Train) + method="class", + data=Train) + +# Display the results + +printcp(fit) + +# Visualize cross-validation results -#display the results -printcp(fit) -#visualize cross-validation results plotcp(fit) -#detailed summary of splits + +# Detailed summary of splits + summary(fit) -# plot tree +# Plot tree + library(rpart) -plot(fit, uniform=TRUE, - main="Classification Tree for CDNOW") + +plot(fit, uniform=TRUE, main="Classification Tree for CDNOW") text(fit, use.n=TRUE, all=TRUE, cex=.8) -# prune the tree -pfit<- prune(fit, cp= fit$cptable[which.min(fit$cptable[,"xerror"]),"CP"]) +# Prune the tree + +pfit <- prune(fit, cp=fit$cptable[which.min(fit$cptable[,"xerror"]), "CP"]) + +# Plot the pruned tree -# plot the pruned tree plot(pfit, uniform=TRUE, - main="Pruned Classification Tree for CDNOW") + main="Pruned Classification Tree for CDNOW") text(pfit, use.n=TRUE, all=TRUE, cex=.8) diff --git a/samples/features/r-services/Retail Precision Marketing/R/CRMonCDNOWInSql.R b/samples/features/r-services/Retail Precision Marketing/R/CRMonCDNOWInSql.R index b829bed5..66ce7c87 100644 --- a/samples/features/r-services/Retail Precision Marketing/R/CRMonCDNOWInSql.R +++ b/samples/features/r-services/Retail Precision Marketing/R/CRMonCDNOWInSql.R @@ -1,157 +1,203 @@ ################################################################ -##CRM Demo in-SQL compute context -##Microsoft +# Title: CRM Demo in-SQL +# Author: Microsoft +# Date: Dec, 2015 ################################################################# -connectionString <- "Driver=SQL Server;Server=tcp:192.168.176.130,1433;Database=sqlr;Uid=sa;Pwd=Microsoft1" +# Specify connection string and compute context -RFMData <- RxSqlServerData( - connectionString = connectionString, - table = "RFM_Result") +connectionString <- "Driver=SQL Server; + Server=tcp:192.168.176.130,1433; + Database=sqlr; + Uid=******; + Pwd=******" + +RFMData <- RxSqlServerData(connectionString=connectionString, + table="RFM_Result") -cc <- RxInSqlServer(connectionString = connectionString, autoCleanup = FALSE, consoleOutput = TRUE) +cc <- RxInSqlServer(connectionString=connectionString, + autoCleanup=FALSE, + consoleOutput=TRUE) + rxSetComputeContext(cc) -rxGetInfo(RFMData,getVarInfo=T,numRows=3) +rxGetInfo(RFMData, getVarInfo=T, numRows=3) -#Step 1: RFM analysis -#visualize the RFM values -rxHistogram(~R,data=RFMData, xNumTicks=20) -rxHistogram(~F,data=RFMData,rowSelection=F<30, - xNumTicks=20) -rxHistogram(~M,data=RFMData,rowSelection=M<200, - xNumTicks=20) +# Step 1: RFM analysis -#count frequency of each RFMscore Level -tmp<-rxCube(~F(Toltal_Score),data=RFMData) +# Visualize the RFM values + +rxHistogram(~R, data=RFMData, xNumTicks=20) +rxHistogram(~F, data=RFMData, rowSelection=F < 30, xNumTicks=20) +rxHistogram(~M, data=RFMData, rowSelection=M < 200, xNumTicks=20) + +# Count frequency of each RFMscore Level + +tmp <- rxCube(~F(Toltal_Score), data=RFMData) results <- rxResultsDF(tmp) -results<-results[results$Counts!=0,] -results[order(results$Counts,decreasing=TRUE),] +results <- results[results$Counts != 0, ] +results[order(results$Counts, decreasing=TRUE), ] + +# Step 2: K-means Clustering + +KmeansData <- RxSqlServerData(connectionString=connectionString, + table = "Kmeans_Result") -#Step 2: K-means Clustering -KmeansData <- RxSqlServerData( - connectionString = connectionString, - table = "Kmeans_Result") md.km <- rxKmeans(formula=~R+F+M+R_Score+F_Score+M_Score, - data = RFMData, - outFile =KmeansData, - numClusters=8, - algorithm = "lloyd", - writeModelVars=TRUE, - overwrite=TRUE) -rxGetInfo(KmeansData,getVarInfo=TRUE,numRows=10) + data=RFMData, + outFile=KmeansData, + numClusters=8, + algorithm="lloyd", + writeModelVars=TRUE, + overwrite=TRUE) -centers<-round(md.km$centers,digits=2) -size<-md.km$size -centers.txt<-file.path(output.path,"centers.txt") -write.table(centers,file=centers.txt,sep=" ") -size.txt<-file.path(output.path,"size.txt") -write.table(size,file=size.txt,sep=" ") +rxGetInfo(KmeansData, getVarInfo=TRUE, numRows=10) + +centers <- round(md.km$centers, digits=2) +size <- md.km$size +centers.txt <- file.path(output.path, "centers.txt") +write.table(centers, file=centers.txt, sep=" ") +size.txt <- file.path(output.path, "size.txt") +write.table(size, file=size.txt, sep=" ") + +# Connect to SQL database via odbcConnect -##Connect to SQL database via odbcConnect -install.packages("RODBC") library(RODBC) + channel<-odbcDriverConnect(connection=connectionString) -##Read Kmeans_Result from SQL via OSR -Kmeans.df<- sqlQuery(channel,paste("select * from dbo.Kmeans_Result")) + +# Read Kmeans_Result from SQL via OSR + +Kmeans.df <- sqlQuery(channel, paste("select * from dbo.Kmeans_Result")) + head(Kmeans.df) -plot(Kmeans.df[,2:4],col=Kmeans.df$X_rxCluster) -title(main="RFM-based K-means on CDNOW Data",line=3) +plot(Kmeans.df[, 2:4], col=Kmeans.df$X_rxCluster) +title(main="RFM-based K-means on CDNOW Data", line=3) -##Step 3: Prediction-logistic and decision tree -#Create IsVIP variable -RFMVIPData <- RxSqlServerData( - connectionString = connectionString, - table = "RFMVIP") -rxDataStep(inData=RFMData,outFile=RFMVIPData, - transforms=list(IsVIP=ifelse(Toltal_Score>=441,1,0) - ), - overwrite=TRUE,reportProgress=1 -) -rxGetInfo(RFMVIPData,getVarInfo=T,numRows=3) -rxGetInfo(RFMVIPRDData,getVarInfo=T,numRows=3) -RFMVIPRDData <- RxSqlServerData( - connectionString = connectionString, - table = "RFMVIPRD") -RFMVIPTrainTestData <- RxSqlServerData( - connectionString = connectionString, - table = "RFMVIPTrainTest") -rxDataStep(inData=RFMVIPRDData,outFile=RFMVIPTrainTestData, - transforms=list( - urv=factor(ifelse(RD<=8,'TRAIN','TEST')) - ), +# Step 3: Prediction-logistic and decision tree + +# Create IsVIP variable + +RFMVIPData <- RxSqlServerData(connectionString=connectionString, + table="RFMVIP") + +rxDataStep(inData=RFMData, + outFile=RFMVIPData, + transforms=list(IsVIP=ifelse(Toltal_Score >= 441, 1, 0)), + overwrite=TRUE, + reportProgress=1) + +rxGetInfo(RFMVIPData, getVarInfo=T, numRows=3) +rxGetInfo(RFMVIPRDData, getVarInfo=T, numRows=3) + +RFMVIPRDData <- RxSqlServerData(connectionString=connectionString, + table="RFMVIPRD") + +RFMVIPTrainTestData <- RxSqlServerData(connectionString = connectionString, + table="RFMVIPTrainTest") + +rxDataStep(inData=RFMVIPRDData, + outFile=RFMVIPTrainTestData, + transforms=list(urv=factor(ifelse(RD <= 8,'TRAIN','TEST'))), overwrite=T) -rxGetInfo(RFMVIPTrainTestData,T,numRows=3) -##Split data into training/testing data set -TrainData <- RxSqlServerData( - connectionString = connectionString, - table = "RFMVIPTrainTest.urv.TRAIN") -TestData <- RxSqlServerData( - connectionString = connectionString, - table = "RFMVIPTrainTest.urv.TEST") -rxSplit(RFMVIPTrainTestData,outFilesBase=RFMVIPTrainTestData,splitByFactor='urv',overwrite=T,reportProgress=1) +rxGetInfo(RFMVIPTrainTestData, T, numRows=3) -##Build our Logistic Regression Model with IsVIP as response -r1<- rxLogit(IsVIP ~R+F+M, -data =RFMVIPData, -variableSelection = rxStepControl(method="stepwise", -scope = ~ R+F+M)) -summary(r1) +## Split data into training/testing data set -##r1:stepwise selection shows that Monetary,Recency are significant. -##Build our Logistic REgression MOdel -r2<- rxLogit(IsVIP ~R+F, -data =RFMVIPData,covCoef=TRUE) +TrainData <- RxSqlServerData(connectionString=connectionString, + table = "RFMVIPTrainTest.urv.TRAIN") + +TestData <- RxSqlServerData(connectionString=connectionString, + table="RFMVIPTrainTest.urv.TEST") + +rxSplit(RFMVIPTrainTestData, outFilesBase=RFMVIPTrainTestData, + splitByFactor='urv', overwrite=T, reportProgress=1) + +## Built our Logistic Regression Model with IsVIP as response + +r1<- rxLogit(IsVIP~R+F+M, + data =RFMVIPData, + variableSelection = rxStepControl(method="stepwise", + scope = ~ R+F+M)) + summary(r1) + +## r1:stepwise selection shows that Monetary, Recency are significant. +## Build our Logistic Regression Model + +r2 <- rxLogit(IsVIP~R+F, + data=RFMVIPData, covCoef=TRUE) summary(r2) -##Predict our Logistic Model on our test Dataset -LogisticPred.xdf<-file.path(output.path,"LogisticPred.xdf") -p2<-rxPredict(r2,data=test.xdf,outData=LogisticPred.xdf,writeModelVars = TRUE,extraVarsToWrite="ID",computeResiduals=TRUE,computeStdErr = TRUE, -interval = "confidence",predVarNames='LogitPredict',overwrite=TRUE) -rxGetInfo(LogisticPred.xdf,getVarInfo=T,numRows=10) -LogisticPredInfoTop10<-rxGetInfo(LogisticPred.xdf,getVarInfo=T,numRows=10) -LogisticPredInfoTop10.txt<-file.path(output.path,"LogisticPredInfoTop10.txt") -write.table(LogisticPredInfoTop10$data,file=LogisticPredInfoTop10.txt,sep=" ") +## Predict our Logistic Model on our test Dataset + +LogisticPred.xdf <- file.path(output.path,"LogisticPred.xdf") +p2 <- rxPredict(r2, data=test.xdf, outData=LogisticPred.xdf, + writeModelVars=TRUE, extraVarsToWrite="ID", + computeResiduals=TRUE, computeStdErr=TRUE, + interval="confidence", predVarNames='LogitPredict', + overwrite=TRUE) + +rxGetInfo(LogisticPred.xdf, getVarInfo=T, numRows=10) +LogisticPredInfoTop10 <- rxGetInfo(LogisticPred.xdf, getVarInfo=T, numRows=10) +LogisticPredInfoTop10.txt <- file.path(output.path, "LogisticPredInfoTop10.txt") +write.table(LogisticPredInfoTop10$data, file=LogisticPredInfoTop10.txt, sep=" ") + +## Draw a ROC curve -##Draw a ROC curve rxRocCurve(actualVarName='IsVIP',predVarNames='LogitPredict',data=LogisticPred.xdf) -##Build a Decision Tree with Cluster as response -d1 <- rxDTree(Cluster~R+F+M,data=TrainData,blocksPerRead=5) -d1 <- rxDTree(Cluster~R_Score+F_Score+M_Score,data=TrainData,blocksPerRead=5) +## Build a Decision Tree with Cluster as response + +d1 <- rxDTree(Cluster~R+F+M, data=TrainData, blocksPerRead=5) +d1 <- rxDTree(Cluster~R_Score+F_Score+M_Score, data=TrainData, blocksPerRead=5) d1 d1Cp<- rxDTreeBestCp(d1) d1 <- prune.rxDTree(d1, cp=d1Cp) -d2 <- rxDTree(Cluster~R+F+M,data=TrainData, pruneCp="auto") -d2 <- rxDTree(Cluster~R_Score+F_Score+M_Score,data=TrainData, pruneCp="auto") +d2 <- rxDTree(Cluster~R+F+M, data=TrainData, pruneCp="auto") +d2 <- rxDTree(Cluster~R_Score+F_Score+M_Score, data=TrainData, pruneCp="auto") d2 -#View Decision Tree -#View 1 +# View Decision Tree + +# View 1 + library(RevoTreeView) + plot(createTreeView(d1)) plot(createTreeView(d2)) -#View 2 +# View 2 + library(rpart) + plot(rxAddInheritance(d1)) text(rxAddInheritance(d1)) -title(main="RFM-based Decision Tree on CDNOW Data",line=3) +title(main="RFM-based Decision Tree on CDNOW Data",line=3) + plot(rxAddInheritance(d2)) text(rxAddInheritance(d2)) title(main="RFM-based Decision Tree on CDNOW Data",line=3) -#Prediction -DTreePred.xdf<-file.path(output.path,"DTreePred.xdf") -rxPredict(d1, data=test.xdf,outData=DTreePred.xdf,writeModelVars = TRUE,extraVarsToWrite="ID",computeResiduals=T,overwrite=TRUE) -rxGetInfo(DTreePred.xdf,getVarInfo=T,numRows=3) -DTreePredInfoTop10<-rxGetInfo(DTreePred.xdf,getVarInfo=T,numRows=10) -DTreePredInfoTop10.txt<-file.path(output.path,"DTreePredInfoTop10.txt") -write.table(DTreePredInfoTop10$data,file=DTreePredInfoTop10.txt,sep=" ") +# Prediction -DTreePred<-rxXdfToDataFrame(file=DTreePred.xdf) -sqlSave(channel,DTreePred,rownames=FALSE,append=FALSE,varTypes=list(numeric="float",integer="int",Date="date")) +DTreePred.xdf<-file.path(output.path,"DTreePred.xdf") +rxPredict(d1, data=test.xdf, outData=DTreePred.xdf, + writeModelVars=TRUE, extraVarsToWrite="ID", + computeResiduals=T, overwrite=TRUE) + +rxGetInfo(DTreePred.xdf, getVarInfo=T, numRows=3) + +DTreePredInfoTop10 <- rxGetInfo(DTreePred.xdf, getVarInfo=T, numRows=10) +DTreePredInfoTop10.txt <- file.path(output.path, "DTreePredInfoTop10.txt") +write.table(DTreePredInfoTop10$data, file=DTreePredInfoTop10.txt, sep=" ") + +DTreePred <- rxXdfToDataFrame(file=DTreePred.xdf) + +sqlSave(channel, DTreePred, rownames=FALSE, append=FALSE, + varTypes=list(numeric="float", + integer="int", + Date="date")) odbcClose(channel) diff --git a/samples/features/r-services/Retail Precision Marketing/README.md b/samples/features/r-services/Retail Precision Marketing/README.md index e0554aaf..dfe7772e 100644 --- a/samples/features/r-services/Retail Precision Marketing/README.md +++ b/samples/features/r-services/Retail Precision Marketing/README.md @@ -43,6 +43,10 @@ This sample consists of the following directory structure. To jumpstart, run the T-SQL files (crm_demo.sql) +**Note** + +This is a demo built on SQL 2016 RC1 in Dec 2015. To try out it, please modify it to fit the new version of SQL Server R Services. + diff --git a/samples/features/r-services/Retail Precision Marketing/SQL/crm_demo.sql b/samples/features/r-services/Retail Precision Marketing/SQL/crm_demo.sql index e5db186b..fa49eeed 100644 --- a/samples/features/r-services/Retail Precision Marketing/SQL/crm_demo.sql +++ b/samples/features/r-services/Retail Precision Marketing/SQL/crm_demo.sql @@ -1,4 +1,5 @@ --use the database RREDemoSql + use sqlr; go @@ -6,6 +7,7 @@ drop procedure if exists get_CDNOW_RFM go --create stored procedure to get RFM + create proc get_CDNOW_RFM (@start datetime = '1900-1-1', @end datetime = '3000-1-1', @now datetime = null) as begin @@ -27,12 +29,14 @@ end go --execute the stored procedure to obtain CDNOWRFM table + exec dbo.get_CDNOW_RFM @start='1997-1-1',@end='1998-7-1',@now='1998-7-1' go drop procedure if exists BreakScoreRFM go +--create stored procedure to break RFM score create proc BreakScoreRFM (@start datetime = '1900-1-1', @end datetime = '3000-1-1', @now datetime = null, @r_cut varchar(254) = null, @f_cut varchar(254) = null, @m_cut varchar(254) = null) @@ -175,10 +179,13 @@ end go +--execute the stored procedure to obtain RFM_Score table + exec dbo.BreakScoreRFM @start ='1997-1-1', @end = '1998-7-1' ,@now = '1998-7-1', @r_cut ='142-433-486-513', @f_cut = '1-1-2-4', @m_cut ='14.37-20.25-29.37-44.29' go --combine RFM and RFM_Score + drop table RFM_Result; select a.*, b.R_Score, b.F_Score, b.M_Score, b.Toltal_Score into RFM_Result @@ -188,7 +195,8 @@ from a.[ID] = b.[ID]; select top 10 * from RFM_Result; ---visualize RFM +--create stored procedure to visualize RFM + drop procedure if exists visualizeRFM; go create procedure visualizeRFM @@ -235,6 +243,7 @@ grant execute on visualizeRFM to rdemo; go --clustering based on RFM + drop table if exists Kmeans_Result; drop table if exists CDNOW_rx_models; go @@ -251,6 +260,8 @@ create table Kmeans_Result ( ); go +--create stored procedure to do clustering + drop procedure if exists generate_CDNOW_rx_Kmeans; go create procedure generate_CDNOW_rx_Kmeans @@ -261,13 +272,13 @@ begin , @script = N' require("RevoScaleR"); CDNOWKmeans <- rxKmeans(formula=~R+F+M+R_Score+F_Score+M_Score, - data = RFM_Result, - #outFile =Kmeans_Result, - numClusters=8, - algorithm = "lloyd", - writeModelVars=TRUE, - overwrite=TRUE) - rxKmeans_model <- data.frame(payload = as.raw(serialize(CDNOWKmeans, connection=NULL))); + data=RFM_Result, + #outFile=Kmeans_Result, + numClusters=8, + algorithm="lloyd", + writeModelVars=TRUE, + overwrite=TRUE) + rxKmeans_model <- data.frame(payload=as.raw(serialize(CDNOWKmeans, connection=NULL))); ' , @input_data_1 = N'select * from RFM_Result' , @input_data_1_name = N'RFM_Result' @@ -275,7 +286,8 @@ begin with result sets ((model varbinary(max))); end; go ---how to write Kmeans_Result back to database? + +--how to write Kmeans_Result back to database?[To Be Modified] insert into CDNOW_rx_models (model) exec generate_CDNOW_rx_Kmeans; @@ -283,7 +295,7 @@ update CDNOW_rx_models set model_name = 'rxKmeans' where model_name = 'default m select * from CDNOW_rx_models; go ---cannot write result table back to data base in rxKmeans. +--create stored procedure to build logistic regression model drop procedure if exists generate_CDNOW_rx_Logit; go @@ -294,11 +306,11 @@ begin @language = N'R' , @script = N' require("RevoScaleR"); - CDNOWLogit<- rxLogit(IsVIP~R+F+M, - data =RFMVIPCluster, - variableSelection = rxStepControl(method="stepwise", - scope = ~ R+F+M)) - summary(CDNOWLogit) + CDNOWLogit <- rxLogit(IsVIP~R+F+M, + data=RFMVIPCluster, + variableSelection=rxStepControl(method="stepwise", + scope=~R+F+M)) + summary(CDNOWLogit) rxLogit_model <- data.frame(payload = as.raw(serialize(CDNOWLogit, connection=NULL))); ' , @input_data_1 = N'select * from RFMVIPCluster' @@ -314,6 +326,8 @@ update CDNOW_rx_models set model_name = 'rxLogit' where model_name = 'default mo select * from CDNOW_rx_models; go +--create stored procedure to build decision tree model + drop procedure if exists generate_CDNOW_rx_Dtree; go create procedure generate_CDNOW_rx_Dtree @@ -323,8 +337,8 @@ begin @language = N'R' , @script = N' require("RevoScaleR"); - CDNOWDtree <- rxDTree(Cluster~R+F+M,data=RFMVIPCluster, pruneCp="auto") - rxDtree_model <- data.frame(payload = as.raw(serialize(CDNOWDtree, connection=NULL))); + CDNOWDtree <- rxDTree(Cluster~R+F+M, data=RFMVIPCluster, pruneCp="auto") + rxDtree_model <- data.frame(payload=as.raw(serialize(CDNOWDtree, connection=NULL))); ' , @input_data_1 = N'select * from RFMVIPCluster' , @input_data_1_name = N'RFMVIPCluster' @@ -339,6 +353,7 @@ update CDNOW_rx_models set model_name = 'rxDtree' where model_name = 'default mo select * from CDNOW_rx_models; go +--create stored procedure to predict whether the customer is VIP or not drop procedure if exists predict_CDNOW_IsVIP; go @@ -350,12 +365,12 @@ begin exec sp_execute_external_script @language = N'R' , @script = N' -require("RevoScaleR"); -CDNOWmodel<-unserialize(rx_model); -CDNOWpred<-rxPredict(CDNOWmodel,data=RFMVIPCluster,writeModelVars = TRUE); -OutputDataSet <- cbind(RFMVIPCluster[,1], CDNOWpred$IsVIP, round(CDNOWpred$IsVIP_Pred,2)); -colnames(OutputDataSet) <- c("ID", "IsVIP.Actual", "IsVIP.Expected"); -OutputDataSet<-as.data.frame(OutputDataSet); + require("RevoScaleR"); + CDNOWmodel <- unserialize(rx_model); + CDNOWpred <- rxPredict(CDNOWmodel, data=RFMVIPCluster, writeModelVars = TRUE); + OutputDataSet <- cbind(RFMVIPCluster[,1], CDNOWpred$IsVIP, round(CDNOWpred$IsVIP_Pred,2)); + colnames(OutputDataSet) <- c("ID", "IsVIP.Actual", "IsVIP.Expected"); + OutputDataSet <- as.data.frame(OutputDataSet); ' , @input_data_1 = N' select * from RFMVIPCluster' @@ -367,9 +382,13 @@ OutputDataSet<-as.data.frame(OutputDataSet); end; go +--execute the stored procedure to obtain the prediction on IsVIP + exec predict_CDNOW_IsVIP 'rxLogit'; go +--create stored procedure to predict which cluster the customer belongs to + drop procedure if exists predict_CDNOW_Cluster; go create procedure predict_CDNOW_Cluster (@model varchar(100)) @@ -380,15 +399,20 @@ begin exec sp_execute_external_script @language = N'R' , @script = N' -require("RevoScaleR"); -CDNOWmodel<-unserialize(rx_model); -CDNOWpred<-rxPredict(CDNOWmodel,data=RFMVIPCluster, predVarNames=c("prob1","prob2","prob3","prob4","prob5","prob6","prob7","prob8"),writeModelVars = TRUE,extraVarsToWrite="ID",computeResiduals=T,overwrite=TRUE); -OutputDataSet <- round(cbind(RFMVIPCluster[,1], RFMVIPCluster[,10], - CDNOWpred$prob1,CDNOWpred$prob2,CDNOWpred$prob3,CDNOWpred$prob4, - CDNOWpred$prob5,CDNOWpred$prob6,CDNOWpred$prob7,CDNOWpred$prob8),2); -colnames(OutputDataSet) <- c("ID", "Cluster.Actual", "Cluster1.Prob","Cluster2.Prob","Cluster3.Prob","Cluster4.Prob","Cluster5.Prob","Cluster6.Prob","Cluster7.Prob","Cluster8.Prob"); -OutputDataSet<-as.data.frame(OutputDataSet); -' + require("RevoScaleR"); + CDNOWmodel <- unserialize(rx_model); + CDNOWpred <- rxPredict(CDNOWmodel, + data=RFMVIPCluster, + predVarNames=c("prob1", "prob2", "prob3", "prob4", "prob5", "prob6", "prob7", "prob8"), + writeModelVars=TRUE, extraVarsToWrite="ID", + computeResiduals=T, overwrite=TRUE); + OutputDataSet <- round(cbind(RFMVIPCluster[,1], RFMVIPCluster[,10], + CDNOWpred$prob1,CDNOWpred$prob2,CDNOWpred$prob3,CDNOWpred$prob4, + CDNOWpred$prob5,CDNOWpred$prob6,CDNOWpred$prob7,CDNOWpred$prob8),2); + + colnames(OutputDataSet) <- c("ID", "Cluster.Actual", "Cluster1.Prob","Cluster2.Prob","Cluster3.Prob","Cluster4.Prob","Cluster5.Prob","Cluster6.Prob","Cluster7.Prob","Cluster8.Prob"); + OutputDataSet<-as.data.frame(OutputDataSet); + ' , @input_data_1 = N' select * from RFMVIPCluster' , @input_data_1_name = N'RFMVIPCluster' @@ -399,5 +423,7 @@ OutputDataSet<-as.data.frame(OutputDataSet); end; go +--execute the stored procedure to obtain the prediction on Cluster + exec predict_CDNOW_Cluster 'rxDtree'; go \ No newline at end of file diff --git a/samples/features/r-services/Retail Precision Marketing/SQL/crm_setup.sql b/samples/features/r-services/Retail Precision Marketing/SQL/crm_setup.sql index 149e100e..4d1d8ded 100644 --- a/samples/features/r-services/Retail Precision Marketing/SQL/crm_setup.sql +++ b/samples/features/r-services/Retail Precision Marketing/SQL/crm_setup.sql @@ -2,20 +2,25 @@ use sqlr; go drop table if exists CDNOW; go + -- create the fraud table to hold invoice data: + create table CDNOW( [ID] int not null, [Date] date not null, [Volume] int not null, [Amount] float not null); go --- Modify path to the data file: "po.txt" + +-- Modify path to the data file: "CDNOW_master.csv" + bulk insert CDNOW from 'C:\sqlr\mydemos\CRM\CDNOW_master.csv' with( fieldterminator = ',', firstrow = 2); go + --create clustered columnstore index cs_CDNOW on CDNOW; --go