From 19ab832f2f6b7f43bee7a425e4b23c8e067da31c Mon Sep 17 00:00:00 2001 From: Ole Schulz-Trieglaff Date: Tue, 8 Dec 2015 21:28:05 +0000 Subject: [PATCH] Intro to decision trees, initial commit with cleaned data and some python building blocks --- 07-Decision-Trees/README.md | 8 + 07-Decision-Trees/csv.clean.up.R | 10 + 07-Decision-Trees/dtree-building-blocks.py | 74 ++ .../titanic3.clean.reordered.csv | 1046 +++++++++++++++++ 4 files changed, 1138 insertions(+) create mode 100644 07-Decision-Trees/README.md create mode 100644 07-Decision-Trees/csv.clean.up.R create mode 100644 07-Decision-Trees/dtree-building-blocks.py create mode 100644 07-Decision-Trees/titanic3.clean.reordered.csv diff --git a/07-Decision-Trees/README.md b/07-Decision-Trees/README.md new file mode 100644 index 0000000..61efd0b --- /dev/null +++ b/07-Decision-Trees/README.md @@ -0,0 +1,8 @@ + +I downloaded the file "titanic3.csv" from this page: + +http://biostat.mc.vanderbilt.edu/wiki/pub/Main/DataSets + +I would recommend using the cleaned version "titanic3.clean.reordered.csv" + +I used the R script csv.clean.up.R to remove some incomplete rows and to re-order the columns (target variable at the end). diff --git a/07-Decision-Trees/csv.clean.up.R b/07-Decision-Trees/csv.clean.up.R new file mode 100644 index 0000000..c27c2b3 --- /dev/null +++ b/07-Decision-Trees/csv.clean.up.R @@ -0,0 +1,10 @@ +# some R code to clean-up the dataset + +df <- read.csv("titanic3.csv") +dim(df) +idx <- 1:10 +df.complete <- df[complete.cases(df[,idx]),idx] +# reorder to put target variable "survived" at the end +df.rd <- df.complete[,c(1,3,4,5,6,7,8,9,10,2)] +summary(df.rd) +write.csv(df.rd,file="titanic3.clean.reordered.csv",row.names=FALSE) diff --git a/07-Decision-Trees/dtree-building-blocks.py b/07-Decision-Trees/dtree-building-blocks.py new file mode 100644 index 0000000..915a04f --- /dev/null +++ b/07-Decision-Trees/dtree-building-blocks.py @@ -0,0 +1,74 @@ +#import sys + +import csv +from math import log +from collections import defaultdict +import random + +# http://nbviewer.ipython.org/gist/kevindavenport/c4b377f9c0626c9dd856 +class decisionnode: + def __init__(self,col=-1,value=None,results=None,tb=None,fb=None): + self.col=col # column index of criteria being tested + self.value=value # vlaue necessary to get a true result + self.results=results # dict of results for a branch, None for everything except endpoints + self.tb=tb # true decision nodes + self.fb=fb # false decision nodes + +# This returns a dictionary with the target values keys +# with counts as values. Needed to calculate the entropy below +def uniquecounts(data): + results = defaultdict(lambda: 0) + for d in data: + # this assumes that your target (the variable which you want to predict)i + # is at position zero in each row. + target = d[0] + results[target]+=1 + return results + +# Entropy - our criterion used to create nodes in the decision tree +# https://en.wikipedia.org/wiki/Entropy_%28information_theory%29 +def entropy(data): + log2=lambda x:log(x)/log(2) + results=uniquecounts(data) + # Now calculate the entropy + entropy=0.0 + for r in results.keys(): + # current probability of class + p=float(results[r])/len(data) + entropy=entropy-p*log2(p) + return entropy + + + +def main(): + data = [] + with open('titanic3.clean.csv','r') as csvfile: + rdr = csv.reader(csvfile, delimiter=',',quotechar='"') + hdr = next(rdr, None) + print "header=",hdr + data = list(rdr) + + #print data + + res = uniquecounts(data) + print "res=",res + print entropy(data) + + random.seed(42) + + print "Have",len(data)," examples" + + # number of test data points, we keep them separate from the training data + num_test = 500 + testData = [] + trainData = [] + # generate num_test indizes + test_idx = set(random.sample(range(len(data)),num_test)) + for idx,item in enumerate(data): + if idx in test_idx: + testData.append(item) + else: + trainData.append(item) + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/07-Decision-Trees/titanic3.clean.reordered.csv b/07-Decision-Trees/titanic3.clean.reordered.csv new file mode 100644 index 0000000..78b1626 --- /dev/null +++ b/07-Decision-Trees/titanic3.clean.reordered.csv @@ -0,0 +1,1046 @@ +"pclass","name","sex","age","sibsp","parch","ticket","fare","cabin","survived" +1,"Allen, Miss. 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