diff --git a/clean.sh b/clean.sh new file mode 100644 index 0000000..41e5c7c --- /dev/null +++ b/clean.sh @@ -0,0 +1,23 @@ +TRAINING='training_data.csv' +TESTING='test_data.csv' +ORIGINAL_TESTING='original_testing.csv' + +cat $TESTING > $ORIGINAL_TESTING + +python dos2unix.py $ORIGINAL_TESTING $ORIGINAL_TESTING +python dos2unix.py $TRAINING $TRAINING +python dos2unix.py $TESTING $TESTING + +sed -i.bak 's/female/-1/' $TRAINING +sed -i.bak 's/female/-1/' $TRAINING +sed -i.bak 's/male/1/' $TRAINING +sed -i.bak 's/male/1/' $TRAINING +sed -i.bak 's/TRUE/1/' $TRAINING +sed -i.bak 's/FALSE/2/' $TRAINING + +sed -i.bak 's/female/-1/' $TESTING +sed -i.bak 's/female/-1/' $TESTING +sed -i.bak 's/male/1/' $TESTING +sed -i.bak 's/male/1/' $TESTING + +rm *.bak \ No newline at end of file diff --git a/dos2unix.py b/dos2unix.py new file mode 100644 index 0000000..ba47d96 --- /dev/null +++ b/dos2unix.py @@ -0,0 +1,20 @@ +#!/usr/bin/env python +"""\ +convert dos linefeeds (crlf) to unix (lf) +usage: dos2unix.py + +http://stackoverflow.com/questions/2613800/how-to-convert-dos-windows-newline-to-unix-newline-in-bash-script +""" +import sys + +if len(sys.argv[1:]) != 2: + sys.exit(__doc__) + +content = '' +outsize = 0 +with open(sys.argv[1], 'rb') as infile: + content = infile.read() +with open(sys.argv[2], 'wb') as output: + for line in content.splitlines(): + outsize += len(line) + 1 + output.write(line + '\n') \ No newline at end of file diff --git a/exploration.py b/exploration.py new file mode 100644 index 0000000..82823c0 --- /dev/null +++ b/exploration.py @@ -0,0 +1,86 @@ +import numpy as np +from sklearn.cross_validation import train_test_split +from sklearn.ensemble import RandomForestClassifier +from sklearn.metrics import classification_report, accuracy_score +from sklearn.cross_validation import KFold, cross_val_score +import sklearn.cross_validation + +from sklearn.linear_model import SGDClassifier +from sklearn import svm +from sklearn import linear_model +from sklearn import neighbors +from sklearn.naive_bayes import GaussianNB, MultinomialNB, BernoulliNB +from sklearn import tree +from sklearn.ensemble import AdaBoostClassifier +from sklearn.ensemble import GradientBoostingClassifier +from sklearn.lda import LDA +from sklearn.qda import QDA + +# TRUE => 1 +# FALSE => 2 +# female => -1 +# male => 1 + +# load data +training = np.genfromtxt("training_data.csv", delimiter=",",skip_header=1) +testing = np.genfromtxt("test_data.csv", delimiter=",",skip_header=1) + +# split into training and testing +n, d = training.shape +d -= 1 +data = training[:, 0:d] +labels = training[:, d] +data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.3) + +# some classifiers will complain otherwise +labels_test = np.array(labels_test, dtype=np.uint8) +labels_train = np.array(labels_train, dtype=np.uint8) + +def add_diff_col(matrix, cols): + col1, col2 = cols + diff = matrix[:, col1] - matrix[:, col2] + signs = np.sign(diff) + diff = np.square(diff) + diff = np.multiply(signs, diff) + np.append(matrix, np.matrix(diff).T, axis=1) + return matrix + +# diff the columns +offset = 11 +for i in range(1, 11, 1): + data_train = add_diff_col(data_train, (i, i + offset)) + data_test = add_diff_col(data_test, (i, i + offset)) + +print "Shape of training: %d,%d" % data_train.shape +print "Shape of testing: %d,%d" % data_test.shape + +classifiers = [ + GaussianNB(), + AdaBoostClassifier(n_estimators=100), + GradientBoostingClassifier(n_estimators=100, learning_rate=0.75, max_depth=1), + GradientBoostingClassifier(n_estimators=100, learning_rate=0.2, max_depth=2), + GradientBoostingClassifier(n_estimators=10, learning_rate=0.75, max_depth=1), + LDA(), + RandomForestClassifier(n_estimators=10000, max_depth=3, n_jobs=3, criterion='gini'), +] + +def try_classifier(clf, train_x, train_y, test_x, test_y): + clf.fit(train_x, train_y) + predictions = clf.predict(test_x) + target_names = ['Friends', 'Not Friends'] + #print(classification_report(labels_test, predictions, target_names=target_names)) + accuracy = accuracy_score(labels_test, predictions) + cv = KFold(data_train.shape[0], n_folds=10) + cv_vector = cross_val_score(clf, train_x, train_y, cv=cv) + avg_cv = np.mean(cv_vector) + print "Average cross validation score was: %f" % np.mean(cv_vector) + print "Accuracy was: %f" % accuracy + print + return accuracy, avg_cv, clf + +results = [] +for c in classifiers: + print "Training %s ..." % c.__class__ + results.append(try_classifier(c, data_train, labels_train, data_test, labels_test)) + +## great, decided on random forests and maybe GaussianNB diff --git a/run.py b/run.py new file mode 100644 index 0000000..f09e348 --- /dev/null +++ b/run.py @@ -0,0 +1,75 @@ +from sklearn.ensemble import RandomForestClassifier +from sklearn.naive_bayes import GaussianNB +import numpy as np +import os + +# TRUE => 1 +# FALSE => 2 +# female => -1 +# male => 1 +os.system("sh clean.sh") + +SEX_OFFSET = 11 +tf_dict = { + 1 : "TRUE", + 2 : "FALSE" +} + +def add_diff_col(matrix, cols): + col1, col2 = cols + diff = matrix[:, col1] - matrix[:, col2] + signs = np.sign(diff) + diff = np.square(diff) + diff = np.multiply(signs, diff) + np.append(matrix, np.matrix(diff).T, axis=1) + return matrix + +def make_submission(clf, name): + print 'Training %s...' % clf.__class__ + clf.fit(data, labels) + predictions = clf.predict(test_data) + + # get input from testing set + lines = [] + with open('original_testing.csv', 'r') as f: + lines = f.readlines() + header = lines.pop(0) # remove header line + assert len(lines) == len(predictions) + + # write the predictions to disk + with open('submission_test_%s.csv' % name, 'w') as wf: + i = 0 + wf.write(header) # add header back in + for line in lines: + wf.write("%s%s\n" % (line.strip(), tf_dict[predictions[i]])) + i += 1 + +# load data +training = np.genfromtxt("training_data.csv", delimiter=",",skip_header=1) +testing = np.genfromtxt("test_data.csv", delimiter=",",skip_header=1) + +# split into training and testing +n, d = training.shape +d -= 1 +data = training[:, 0:d] +labels = training[:, d] + +nt, dt = testing.shape +dt -= 1 +test_data = testing[:, 0:dt] + +print "Shape of training: %d,%d" % data.shape +print "Shape of testing: %d,%d" % test_data.shape + +# diff the columns +for i in range(1, 11, 1): + data = add_diff_col(data, (i, i + SEX_OFFSET)) + test_data = add_diff_col(test_data, (i, i + SEX_OFFSET)) + +# make classifiers +random_forest = RandomForestClassifier(n_estimators=10000, max_depth=3, n_jobs=3, criterion='gini') +gnb = GaussianNB() + +# make submissions and write to disk +make_submission(random_forest, "rforest") +make_submission(gnb, "gnb") \ No newline at end of file diff --git a/submission_test_gnb.csv b/submission_test_gnb.csv new file mode 100644 index 0000000..6da12d3 --- /dev/null +++ b/submission_test_gnb.csv @@ -0,0 +1,500 @@ 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