Ch12 App5:kNN Classifier Programming Collective Intelligence

""" Chapter 12 Programming Collective Intelligence: kNN Classifier.

    As the chapter has no exercises in it I have decided to create a practical
    application for each of the Algorithms and Methods described.
    Next up the kNN Classifier.
    We're back on the Titanic dataset again. This time I return the percentage
    chance that you survived the last voyage.
    For calculating distances I used Manhattan distance :D
        --lolamontes69

"""

import os as os
from time import sleep
import math as math

def manhattan(v1, v2):
    d = 0.0
    for i in range(len(v1)):
        d += abs(v1[i]-v2[i])
    return d

def getdistances(data,vec1):
    distancelist=[]
    for i in range(len(data)):
        vec2=data[i]['input']
        distancelist.append((manhattan(vec1,vec2),i))
    distancelist.sort()
    return distancelist

def gaussian(dist,sigma=10.0):
    return math.e**(-dist**2/(2*sigma**2))

def weightedknn(data,vec1,k=3,weightf=gaussian):
    # Get distances
    dlist=getdistances(data,vec1)
    avg=0.0
    totalweight=0.0

    # Get weighted average
    for i in range(k):
        dist=dlist[i][0]
        idx=dlist[i][1]
        weight=weightf(dist)
        avg+=weight*data[idx]['result']
        totalweight+=weight
    if totalweight==0: return 0
    avg=avg/totalweight
    return avg

def am_I_survived():
    global datalist
    newrow=inputDialogue()
    a = weightedknn(datalist,newrow)
    os.system('clear')
    print "-"*44
    b=a*100
    print "You would have had a %d percent chance of surviving the sinking of the Titanic" % b
    print "-"*44
    sleep(1)
    if a>0.5:
        print "\n \\0/ HURRAH \\O/ \n\n.........You may have survived the sinking of the Titanic.\n"
    else:
        print "\nAhem.... if the sharks didn't get you first,\nif you weren't crushed to death in the mad scramble\nto reach the lifeboats, and you weren't\nopportunistically murdered by a jealous partner..."
        sleep(8)
        print "...you may have drowned. ;_;"
    print "-"*44

def inputDialogue():
    while True:
        list1=[]
        os.system('clear')
        print "-"*44
        try:
            print "    WOULD I SURVIVE THE TITANIC SINKING?"
            print "        (please enter numbers only)"
            print "-"*44
            print "What class are you?"
            list1.append(int(raw_input('   1:Upper,2:Middle or 3:Lower? > ')))
            print "\nWhat gender are you?"
            list1.append(int(raw_input('   0:Male or 1:Female? > ')))
            print "\nWhat is your age?"
            list1.append(float(raw_input('   > ')))
            print "\nHow many spouses,brother or sisters are travelling with you?"
            list1.append(int(raw_input('   > ')))
            print "\nHow many parents or children are travelling with you?"
            list1.append(int(raw_input('   > ')))
            print "\nWhich port will you be embarking from?"
            list1.append(int(raw_input('   0:Unknown, 1:Cherbourg, 2:Queenstown or 3:Southampton? > ')))
            print "-"*44,"\n"
            return list1
        except:
            print "-"*44,"\n"
            print "Try inputting the data properly"
        print "\n","-"*44
        moar=str(raw_input('Enter q to QUIT or anything else to try to do it properly>'))
        if moar=='q': break

datalist=[{'input': [3, 0, 22.0, 1, 0, 2], 'result': 0}, {'input': [1, 1, 38.0, 1, 0, 0], 'result': 1}, {'input': [3, 1, 26.0, 0, 0, 2], 'result': 1}, {'input': [1, 1, 35.0, 1, 0, 2], 'result': 1}, {'input': [3, 0, 35.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 0, 0, 1], 'result': 0}, {'input': [1, 0, 54.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 2.0, 3, 1, 2], 'result': 0}, {'input': [3, 1, 27.0, 0, 2, 2], 'result': 1}, {'input': [2, 1, 14.0, 1, 0, 0], 'result': 1}, {'input': [3, 1, 4.0, 1, 1, 2], 'result': 1}, {'input': [1, 1, 58.0, 0, 0, 2], 'result': 1}, {'input': [3, 0, 20.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 39.0, 1, 5, 2], 'result': 0}, {'input': [3, 1, 14.0, 0, 0, 2], 'result': 0}, {'input': [2, 1, 55.0, 0, 0, 2], 'result': 1}, {'input': [3, 0, 2.0, 4, 1, 1], 'result': 0}, {'input': [2, 0, 0.0, 0, 0, 2], 'result': 1}, {'input': [3, 1, 31.0, 1, 0, 2], 'result': 0}, {'input': [3, 1, 0.0, 0, 0, 0], 'result': 1}, {'input': [2, 0, 35.0, 0, 0, 2], 'result': 0}, {'input': [2, 0, 34.0, 0, 0, 2], 'result': 1}, {'input': [3, 1, 15.0, 0, 0, 1], 'result': 1}, {'input': [1, 0, 28.0, 0, 0, 2], 'result': 1}, {'input': [3, 1, 8.0, 3, 1, 2], 'result': 0}, {'input': [3, 1, 38.0, 1, 5, 2], 'result': 1}, {'input': [3, 0, 0.0, 0, 0, 0], 'result': 0}, {'input': [1, 0, 19.0, 3, 2, 2], 'result': 0}, {'input': [3, 1, 0.0, 0, 0, 1], 'result': 1}, {'input': [3, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [1, 0, 40.0, 0, 0, 0], 'result': 0}, {'input': [1, 1, 0.0, 1, 0, 0], 'result': 1}, {'input': [3, 1, 0.0, 0, 0, 1], 'result': 1}, {'input': [2, 0, 66.0, 0, 0, 2], 'result': 0}, {'input': [1, 0, 28.0, 1, 0, 0], 'result': 0}, {'input': [1, 0, 42.0, 1, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 0, 0, 0], 'result': 1}, {'input': [3, 0, 21.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 18.0, 2, 0, 2], 'result': 0}, {'input': [3, 1, 14.0, 1, 0, 0], 'result': 1}, {'input': [3, 1, 40.0, 1, 0, 2], 'result': 0}, {'input': [2, 1, 27.0, 1, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 0, 0, 0], 'result': 0}, {'input': [2, 1, 3.0, 1, 2, 0], 'result': 1}, {'input': [3, 1, 19.0, 0, 0, 1], 'result': 1}, {'input': [3, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 1, 0, 1], 'result': 0}, {'input': [3, 1, 0.0, 0, 0, 1], 'result': 1}, {'input': [3, 0, 0.0, 2, 0, 0], 'result': 0}, {'input': [3, 1, 18.0, 1, 0, 2], 'result': 0}, {'input': [3, 0, 7.0, 4, 1, 2], 'result': 0}, {'input': [3, 0, 21.0, 0, 0, 2], 'result': 0}, {'input': [1, 1, 49.0, 1, 0, 0], 'result': 1}, {'input': [2, 1, 29.0, 1, 0, 2], 'result': 1}, {'input': [1, 0, 65.0, 0, 1, 0], 'result': 0}, {'input': [1, 0, 0.0, 0, 0, 2], 'result': 1}, {'input': [2, 1, 21.0, 0, 0, 2], 'result': 1}, {'input': [3, 0, 28.5, 0, 0, 0], 'result': 0}, {'input': [2, 1, 5.0, 1, 2, 2], 'result': 1}, {'input': [3, 0, 11.0, 5, 2, 2], 'result': 0}, {'input': [3, 0, 22.0, 0, 0, 0], 'result': 0}, {'input': [1, 1, 38.0, 0, 0, 0], 'result': 1}, {'input': [1, 0, 45.0, 1, 0, 2], 'result': 0}, {'input': [3, 0, 4.0, 3, 2, 2], 'result': 0}, {'input': [1, 0, 0.0, 0, 0, 0], 'result': 0}, {'input': [3, 0, 0.0, 1, 1, 0], 'result': 1}, {'input': [2, 1, 29.0, 0, 0, 2], 'result': 1}, {'input': [3, 0, 19.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 17.0, 4, 2, 2], 'result': 1}, {'input': [3, 0, 26.0, 2, 0, 2], 'result': 0}, {'input': [2, 0, 32.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 16.0, 5, 2, 2], 'result': 0}, {'input': [2, 0, 21.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 26.0, 1, 0, 0], 'result': 0}, {'input': [3, 0, 32.0, 0, 0, 2], 'result': 1}, {'input': [3, 0, 25.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [2, 0, 0.82999999999999996, 0, 2, 2], 'result': 1}, {'input': [3, 1, 30.0, 0, 0, 2], 'result': 1}, {'input': [3, 0, 22.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 29.0, 0, 0, 2], 'result': 1}, {'input': [3, 1, 0.0, 0, 0, 1], 'result': 1}, {'input': [1, 0, 28.0, 0, 0, 2], 'result': 0}, {'input': [2, 1, 17.0, 0, 0, 2], 'result': 1}, {'input': [3, 1, 33.0, 3, 0, 2], 'result': 1}, {'input': [3, 0, 16.0, 1, 3, 2], 'result': 0}, {'input': [3, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [1, 1, 23.0, 3, 2, 2], 'result': 1}, {'input': [3, 0, 24.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 29.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 20.0, 0, 0, 2], 'result': 0}, {'input': [1, 0, 46.0, 1, 0, 2], 'result': 0}, {'input': [3, 0, 26.0, 1, 2, 2], 'result': 0}, {'input': [3, 0, 59.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [1, 0, 71.0, 0, 0, 0], 'result': 0}, {'input': [1, 0, 23.0, 0, 1, 0], 'result': 1}, {'input': [2, 1, 34.0, 0, 1, 2], 'result': 1}, {'input': [2, 0, 34.0, 1, 0, 2], 'result': 0}, {'input': [3, 1, 28.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [1, 0, 21.0, 0, 1, 2], 'result': 0}, {'input': [3, 0, 33.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 37.0, 2, 0, 2], 'result': 0}, {'input': [3, 0, 28.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 21.0, 0, 0, 2], 'result': 1}, {'input': [3, 0, 0.0, 0, 0, 2], 'result': 1}, {'input': [3, 0, 38.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 0.0, 1, 0, 1], 'result': 1}, {'input': [1, 0, 47.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 14.5, 1, 0, 0], 'result': 0}, {'input': [3, 0, 22.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 20.0, 1, 0, 2], 'result': 0}, {'input': [3, 1, 17.0, 0, 0, 0], 'result': 0}, {'input': [3, 0, 21.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 70.5, 0, 0, 1], 'result': 0}, {'input': [2, 0, 29.0, 1, 0, 2], 'result': 0}, {'input': [1, 0, 24.0, 0, 1, 0], 'result': 0}, {'input': [3, 1, 2.0, 4, 2, 2], 'result': 0}, {'input': [2, 0, 21.0, 2, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [2, 0, 32.5, 1, 0, 0], 'result': 0}, {'input': [2, 1, 32.5, 0, 0, 2], 'result': 1}, {'input': [1, 0, 54.0, 0, 1, 2], 'result': 0}, {'input': [3, 0, 12.0, 1, 0, 0], 'result': 1}, {'input': [3, 0, 0.0, 0, 0, 1], 'result': 0}, {'input': [3, 0, 24.0, 0, 0, 2], 'result': 1}, {'input': [3, 1, 0.0, 1, 1, 0], 'result': 1}, {'input': [3, 0, 45.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 33.0, 0, 0, 0], 'result': 0}, {'input': [3, 0, 20.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 47.0, 1, 0, 2], 'result': 0}, {'input': [2, 1, 29.0, 1, 0, 2], 'result': 1}, {'input': [2, 0, 25.0, 0, 0, 2], 'result': 0}, {'input': [2, 0, 23.0, 0, 0, 0], 'result': 0}, {'input': [1, 1, 19.0, 0, 2, 2], 'result': 1}, {'input': [1, 0, 37.0, 1, 0, 2], 'result': 0}, {'input': [3, 0, 16.0, 0, 0, 2], 'result': 0}, {'input': [1, 0, 24.0, 0, 0, 0], 'result': 0}, {'input': [3, 1, 0.0, 0, 2, 0], 'result': 0}, {'input': [3, 1, 22.0, 0, 0, 2], 'result': 1}, {'input': [3, 1, 24.0, 1, 0, 2], 'result': 1}, {'input': [3, 0, 19.0, 0, 0, 1], 'result': 0}, {'input': [2, 0, 18.0, 0, 0, 2], 'result': 0}, {'input': [2, 0, 19.0, 1, 1, 2], 'result': 0}, {'input': [3, 0, 27.0, 0, 0, 2], 'result': 1}, {'input': [3, 1, 9.0, 2, 2, 2], 'result': 0}, {'input': [2, 0, 36.5, 0, 2, 2], 'result': 0}, {'input': [2, 0, 42.0, 0, 0, 2], 'result': 0}, {'input': [2, 0, 51.0, 0, 0, 2], 'result': 0}, {'input': [1, 1, 22.0, 1, 0, 2], 'result': 1}, {'input': [3, 0, 55.5, 0, 0, 2], 'result': 0}, {'input': [3, 0, 40.5, 0, 2, 2], 'result': 0}, {'input': [3, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [1, 0, 51.0, 0, 1, 0], 'result': 0}, {'input': [3, 1, 16.0, 0, 0, 1], 'result': 1}, {'input': [3, 0, 30.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 8, 2, 2], 'result': 0}, {'input': [3, 0, 44.0, 0, 1, 2], 'result': 0}, {'input': [2, 1, 40.0, 0, 0, 2], 'result': 1}, {'input': [3, 0, 26.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 17.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 1.0, 4, 1, 2], 'result': 0}, {'input': [3, 0, 9.0, 0, 2, 2], 'result': 1}, {'input': [1, 1, 0.0, 0, 1, 2], 'result': 1}, {'input': [3, 1, 45.0, 1, 4, 2], 'result': 0}, {'input': [1, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 28.0, 0, 0, 2], 'result': 0}, {'input': [1, 0, 61.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 4.0, 4, 1, 1], 'result': 0}, {'input': [3, 1, 1.0, 1, 1, 2], 'result': 1}, {'input': [3, 0, 21.0, 0, 0, 2], 'result': 0}, {'input': [1, 0, 56.0, 0, 0, 0], 'result': 0}, {'input': [3, 0, 18.0, 1, 1, 2], 'result': 0}, {'input': [3, 0, 0.0, 3, 1, 2], 'result': 0}, {'input': [1, 1, 50.0, 0, 0, 0], 'result': 0}, {'input': [2, 0, 30.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 36.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 0.0, 8, 2, 2], 'result': 0}, {'input': [2, 0, 0.0, 0, 0, 0], 'result': 0}, {'input': [3, 0, 9.0, 4, 2, 2], 'result': 0}, {'input': [2, 0, 1.0, 2, 1, 2], 'result': 1}, {'input': [3, 1, 4.0, 0, 2, 2], 'result': 1}, {'input': [1, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 0.0, 1, 0, 1], 'result': 1}, {'input': [1, 0, 45.0, 0, 0, 2], 'result': 1}, {'input': [3, 0, 40.0, 1, 1, 1], 'result': 0}, {'input': [3, 0, 36.0, 0, 0, 2], 'result': 0}, {'input': [2, 1, 32.0, 0, 0, 2], 'result': 1}, {'input': [2, 0, 19.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 19.0, 1, 0, 2], 'result': 1}, {'input': [2, 0, 3.0, 1, 1, 2], 'result': 1}, {'input': [1, 1, 44.0, 0, 0, 0], 'result': 1}, {'input': [1, 1, 58.0, 0, 0, 0], 'result': 1}, {'input': [3, 0, 0.0, 0, 0, 1], 'result': 0}, {'input': [3, 0, 42.0, 0, 1, 2], 'result': 0}, {'input': [3, 1, 0.0, 0, 0, 1], 'result': 1}, {'input': [2, 1, 24.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 28.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 8, 2, 2], 'result': 0}, {'input': [3, 0, 34.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 45.5, 0, 0, 0], 'result': 0}, {'input': [3, 0, 18.0, 0, 0, 2], 'result': 1}, {'input': [3, 1, 2.0, 0, 1, 2], 'result': 0}, {'input': [3, 0, 32.0, 1, 0, 2], 'result': 0}, {'input': [3, 0, 26.0, 0, 0, 0], 'result': 1}, {'input': [3, 1, 16.0, 0, 0, 1], 'result': 1}, {'input': [1, 0, 40.0, 0, 0, 0], 'result': 1}, {'input': [3, 0, 24.0, 0, 0, 2], 'result': 0}, {'input': [2, 1, 35.0, 0, 0, 2], 'result': 1}, {'input': [3, 0, 22.0, 0, 0, 2], 'result': 0}, {'input': [2, 0, 30.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 1, 0, 1], 'result': 0}, {'input': [1, 1, 31.0, 1, 0, 0], 'result': 1}, {'input': [3, 1, 27.0, 0, 0, 2], 'result': 1}, {'input': [2, 0, 42.0, 1, 0, 2], 'result': 0}, {'input': [1, 1, 32.0, 0, 0, 0], 'result': 1}, {'input': [2, 0, 30.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 16.0, 0, 0, 2], 'result': 1}, {'input': [2, 0, 27.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 51.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [1, 0, 38.0, 1, 0, 2], 'result': 1}, {'input': [3, 0, 22.0, 0, 0, 2], 'result': 0}, {'input': [2, 0, 19.0, 0, 0, 2], 'result': 1}, {'input': [3, 0, 20.5, 0, 0, 2], 'result': 0}, {'input': [2, 0, 18.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 0.0, 3, 1, 2], 'result': 0}, {'input': [1, 1, 35.0, 1, 0, 2], 'result': 1}, {'input': [3, 0, 29.0, 0, 0, 2], 'result': 0}, {'input': [2, 0, 59.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 5.0, 4, 2, 2], 'result': 1}, {'input': [2, 0, 24.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 0.0, 0, 0, 2], 'result': 0}, {'input': [2, 0, 44.0, 1, 0, 2], 'result': 0}, {'input': [2, 1, 8.0, 0, 2, 2], 'result': 1}, {'input': [2, 0, 19.0, 0, 0, 2], 'result': 0}, {'input': [2, 0, 33.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 0.0, 1, 0, 0], 'result': 0}, {'input': [3, 1, 0.0, 1, 0, 1], 'result': 1}, {'input': [2, 0, 29.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 22.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 30.0, 0, 0, 0], 'result': 0}, {'input': [1, 0, 44.0, 2, 0, 1], 'result': 0}, {'input': [3, 1, 25.0, 0, 0, 2], 'result': 0}, {'input': [2, 1, 24.0, 0, 2, 2], 'result': 1}, {'input': [1, 0, 37.0, 1, 1, 2], 'result': 1}, {'input': [2, 0, 54.0, 1, 0, 2], 'result': 0}, {'input': [3, 0, 0.0, 0, 0, 2], 'result': 0}, {'input': [3, 1, 29.0, 1, 1, 2], 'result': 0}, {'input': [1, 0, 62.0, 0, 0, 2], 'result': 0}, {'input': [3, 0, 30.0, 1, 0, 2], 'result': 0}, {'input': [3, 1, 41.0, 0, 2, 2], 'result': 0}, {'input': [3, 1, 29.0, 0, 2, 0], 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if __name__ == "__main__":
    am_I_survived()

"""
 Passenger attributes
**********************
 pclass      Passenger Class            1 upper/2 middle/3 lower
 sex         Sex                        0 male/1 female
 age         Age                        float
 sibsp       Siblings/Spouses Aboard    float
 parch       Parents/Children Aboard    float
 embarked    Port of Embarkation        (0= Unknown; 1 = Cherbourg; 2 = Queenstown; 3 = Southampton)

"""