Initial code

Author: manojknit

K-Means Clustering.ipynb

@@ -0,0 +1,320 @@
+Zip Code,Total Population,Median Age,Average Household Size,Total Males,Total Females,Total Households
+91371,1,73.5,1,0,1,1
+90001,57110,26.6,4.4,28468,28642,12971
+90002,51223,25.5,4.36,24876,26347,11731
+90003,66266,26.3,4.22,32631,33635,15642
+90004,62180,34.8,2.73,31302,30878,22547
+90005,37681,33.9,2.5,19299,18382,15044
+90006,59185,32.4,3.13,30254,28931,18617
+90007,40920,24,3,20915,20005,11944
+90008,32327,39.7,2.33,14477,17850,13841
+90010,3800,37.8,1.87,1874,1926,2014
+90011,103892,26.2,4.67,52794,51098,22168
+90012,31103,36.3,2.12,19493,11610,10327
+90013,11772,44.6,1.26,7629,4143,6416
+90014,0,44.8,1.34,4471,2534,4109
+90015,18986,31.3,2.45,9833,9153,7420
+90016,47596,33.9,2.93,22778,24818,16145
+90017,23768,29.4,2.53,12818,10950,9338
+90018,49310,33.2,3.12,23770,25540,15493
+90019,64458,35.8,2.7,31442,33016,23344
+90020,38967,34.6,2.35,19381,19586,16514
+90021,3951,44.3,1.57,2790,1161,1561
+90022,67179,29.8,3.94,33216,33963,17023
+90023,45903,28.4,4.26,23037,22866,10727
+90024,47452,23.6,2.03,22248,25204,17903
+90025,42147,34.7,1.97,20859,21288,21228
+90026,67869,34,2.68,34515,33354,24956
+90027,45151,38.3,1.99,22362,22789,21929
+90028,28714,34,1.78,16056,12658,14964
+90029,38617,34.6,2.7,19575,19042,13883
+90031,39316,33.5,3.49,19546,19770,11156
+90032,45786,32.4,3.52,22564,23222,12765
+90033,48852,29.2,3.66,24425,24427,12924
+90034,57964,32.8,2.23,28828,29136,25592
+90035,28418,37.5,2.19,13326,15092,12814
+90036,36865,33.9,1.96,17914,18951,18646
+90037,62276,28.8,3.85,31187,31089,15869
+90038,28917,33.1,2.41,15383,13534,11928
+90039,28514,38.8,2.47,14383,14131,11436
+90040,12520,31.2,3.75,6129,6391,3317
+90041,27425,39,2.71,13212,14213,9513
+90042,62430,33.6,3.11,30836,31594,19892
+90043,44789,38.7,2.76,20561,24228,16075
+90044,89779,28.6,3.55,43128,46651,25144
+90045,39480,35.6,2.37,18958,20522,15224
+90046,48581,38.5,1.69,25854,22727,28534
+90047,48606,36.2,2.99,22129,26477,16168
+90048,21397,39.2,1.77,10132,11265,11821
+90049,35482,41.3,2.09,16359,19123,16657
+90056,7827,48.4,2.32,3436,4391,3371
+90057,44998,31.2,2.81,24300,20698,15658
+90058,3223,26,3.6,1555,1668,892
+90059,40952,25.7,4.19,19623,21329,9596
+90061,26872,28.4,3.85,13049,13823,6892
+90062,32821,31.8,3.55,15720,17101,9155
+90063,55758,29,4.19,27843,27915,13260
+90064,25403,40,2.29,12297,13106,10968
+90065,45527,36.1,3.12,22873,22654,14476
+90066,55277,37.3,2.29,27714,27563,23985
+90067,2424,65.3,1.61,1074,1350,1510
+90068,22286,39.4,1.8,12018,10268,12326
+90069,20483,41.5,1.53,12153,8330,13364
+90071,15,45.5,0,13,2,0
+90073,539,56.9,1.25,506,33,4
+90077,9377,47.9,2.57,4594,4783,3615
+90079,0,0,0,0,0,0
+90089,3217,19.3,1.94,1436,1781,31
+90090,0,0,0,0,0,0
+90094,5464,33.7,1.85,2559,2905,2949
+90095,3,52.5,1.5,2,1,2
+90201,101279,27.8,4.16,50658,50621,24104
+90210,21741,47.5,2.49,10292,11449,8669
+90211,8434,40.6,2.28,3849,4585,3706
+90212,11555,41.2,2.08,5211,6344,5567
+90220,49328,29.8,3.85,23773,25555,12741
+90221,53704,26.7,4.57,26346,27358,11630
+90222,31869,27.3,4.21,15375,16494,7520
+90230,31766,39.1,2.45,14932,16834,12883
+90232,15149,38.6,2.28,7333,7816,6605
+90240,25876,35.5,3.36,12501,13375,7632
+90241,42399,33.9,3.09,20466,21933,13617
+90242,43497,31.6,3.41,21207,22290,12687
+90245,16654,39.2,2.34,8304,8350,7085
+90247,47487,35.5,2.96,23217,24270,15830
+90248,9947,41.2,2.89,4823,5124,3427
+90249,26669,37.2,2.98,12897,13772,8880
+90250,93193,31.9,2.98,45113,48080,31087
+90254,19506,37,2.04,10273,9233,9550
+90255,75066,29.1,4.06,37525,37541,18419
+90260,34924,32.7,3.33,17509,17415,10429
+90262,69745,27.8,4.57,33919,35826,14669
+90263,1612,19.7,0,665,947,0
+90265,18116,46.5,2.39,9159,8957,7174
+90266,35135,40.9,2.5,17605,17530,14038
+90270,27372,27.9,4.16,13992,13380,6554
+90272,22986,47.3,2.49,10952,12034,9212
+90274,25209,49.4,2.66,12199,13010,9479
+90275,41804,47.8,2.65,20283,21521,15618
+90277,35293,42,2.07,17521,17772,16910
+90278,40071,38.2,2.49,19848,20223,16009
+90280,94396,29.4,4.05,46321,48075,23278
+90290,6368,45,2.44,3180,3188,2612
+90291,28341,37.6,1.95,14757,13584,14261
+90292,21576,41.2,1.7,10729,10847,12654
+90293,12132,40.4,1.83,5890,6242,6575
+90301,36568,32.6,3.01,17633,18935,11895
+90302,29415,32.8,2.74,13803,15612,10684
+90303,26176,30.4,3.58,12733,13443,7290
+90304,28210,28.1,4.22,14503,13707,6634
+90305,14853,43.3,2.46,6552,8301,5933
+90401,6722,37.8,1.49,3524,3198,4188
+90402,12250,47,2.31,5809,6441,5301
+90403,24525,40.8,1.74,11426,13099,13970
+90404,21360,37.4,2.01,10292,11068,10089
+90405,27186,40.8,1.87,13364,13822,14376
+90501,43180,35,2.94,21483,21697,14610
+90502,18010,40.2,2.94,8811,9199,5717
+90503,44383,40.8,2.55,21481,22902,17183
+90504,32102,40.3,2.76,15886,16216,11580
+90505,36678,43,2.55,17684,18994,14244
+90506,0,0,0,0,0,0
+90601,31974,36.6,2.89,15312,16662,11027
+90602,25777,30.9,3.09,12720,13057,7980
+90603,20063,39.4,2.93,9694,10369,6788
+90604,39407,34.1,3.29,19270,20137,11932
+90605,40331,32.6,3.81,20033,20298,10527
+90606,32396,33.5,3.72,15936,16460,8633
+90621,35153,32.1,3.38,17377,17776,10304
+90623,15554,41.2,3.06,7516,8038,5072
+90630,47993,40,3.02,23204,24789,15785
+90631,67619,34.8,3.13,33320,34299,21452
+90638,49012,37.9,3.11,23520,25492,14821
+90640,62549,34.7,3.27,30189,32360,19027
+90650,105549,32.5,3.83,52364,53185,27130
+90660,62928,34,3.77,30738,32190,16564
+90670,14866,36.2,3.34,7163,7703,4393
+90701,16591,38.2,3.51,8227,8364,4553
+90703,49399,43.9,3.16,23785,25614,15604
+90704,4090,37.2,2.5,2101,1989,1629
+90706,76615,31.9,3.21,37203,39412,23650
+90710,25457,36.7,2.91,12291,13166,8717
+90712,31499,38.4,2.91,15277,16222,10794
+90713,27925,39,2.95,13574,14351,9447
+90715,20388,33.9,3.33,9935,10453,6105
+90716,14184,28.3,4.03,7078,7106,3515
+90717,21318,39.5,2.48,10317,11001,8520
+90720,21751,41.7,2.74,10423,11328,7789
+90723,54099,28.6,3.87,26315,27784,13882
+90731,59662,35.6,2.62,29951,29711,22044
+90732,21115,45,2.38,9843,11272,8611
+90740,23729,57.5,1.83,10423,13306,12830
+90744,53815,28.7,3.83,27298,26517,13999
+90745,57251,37.1,3.73,27754,29497,15210
+90746,25990,40.7,3.14,11944,14046,8050
+90747,0,0,0,0,0,0
+90755,11074,36.1,2.64,5462,5612,4172
+90802,39347,34.7,1.93,20387,18960,19853
+90803,32031,42.7,1.84,15609,16422,17318
+90804,40311,29.8,2.7,19686,20625,14556
+90805,93524,29,3.56,45229,48295,26056
+90806,42399,30.3,3.44,20717,21682,12184
+90807,31481,39.7,2.49,15153,16328,12452
+90808,38232,41.6,2.69,18408,19824,14167
+90810,36735,31.8,3.9,18067,18668,9289
+90813,58911,27.3,3.5,29425,29486,16425
+90814,19131,37.2,2.06,9356,9775,9170
+90815,39733,37.9,2.53,19124,20609,14836
+90822,117,63.9,4.5,109,8,2
+90831,0,0,0,0,0,0
+91001,36126,41.6,2.83,17421,18705,12663
+91006,31715,42.7,2.98,15283,16432,10652
+91007,34095,43.8,2.73,16039,18056,12033
+91008,1391,54.6,2.39,614,777,562
+91010,26074,38.1,3.2,12461,13613,7972
+91011,20280,45.9,2.95,9863,10417,6859
+91016,40598,37.9,2.69,19434,21164,15029
+91020,8415,40.2,2.43,3966,4449,3385
+91024,10917,46.6,2.26,5165,5752,4837
+91030,25616,40.1,2.43,12160,13456,10466
+91040,20372,43.3,2.72,10120,10252,7359
+91042,27585,40.7,2.74,13734,13851,9987
+91046,156,74,1.37,51,105,114
+91101,20460,33.7,1.86,9926,10534,10869
+91103,27480,35,3.11,13481,13999,8492
+91104,36751,38.2,2.8,17874,18877,12922
+91105,11254,49,2.07,5432,5822,5213
+91106,24229,34.6,2.17,11993,12236,10723
+91107,32940,41.2,2.51,15940,17000,13028
+91108,13361,45.4,3.01,6410,6951,4415
+91201,22781,40.4,2.78,11123,11658,8150
+91202,22830,41.7,2.56,10805,12025,8879
+91203,13220,38.9,2.62,6279,6941,5044
+91204,16032,38.1,2.76,7699,8333,5639
+91205,37810,39.1,2.67,18084,19726,14089
+91206,33065,42.6,2.48,15544,17521,13261
+91207,10506,45.5,2.56,4924,5582,4097
+91208,16245,43.6,2.66,7756,8489,6106
+91210,328,33.9,1.84,162,166,178
+91214,30356,42.5,2.87,14642,15714,10551
+91301,25488,42.7,2.76,12511,12977,9208
+91302,25709,42.4,2.76,12487,13222,9303
+91303,26855,31.1,3.08,13907,12948,8697
+91304,50231,35.9,3,24827,25404,16532
+91306,45061,35.4,3.28,22679,22382,13635
+91307,24474,43.4,2.91,11939,12535,8315
+91311,36557,42.7,2.66,17838,18719,13425
+91316,26898,42.1,2.26,12717,14181,11911
+91321,34882,33.3,3.04,17402,17480,11215
+91324,27669,36.5,2.95,13545,14124,9289
+91325,32417,35.4,2.72,15819,16598,11825
+91326,33708,42.7,2.86,16394,17314,11770
+91330,2702,19.6,2.5,1103,1599,2
+91331,103689,29.5,4.6,52358,51331,22465
+91335,74363,35.5,3.21,36596,37767,22855
+91340,34188,30.1,4.17,17130,17058,8176
+91342,91725,31.9,3.83,45786,45939,23543
+91343,60254,32.3,3.55,30145,30109,16802
+91344,51747,41,3.03,25212,26535,16872
+91345,18496,35.7,3.52,9110,9386,5192
+91350,33348,36.4,3.01,16270,17078,10991
+91351,32362,33.9,3.22,16086,16276,10036
+91352,47807,32.1,3.95,23980,23827,11985
+91354,28722,36.4,3.01,14046,14676,9522
+91355,32605,38.8,2.51,15773,16832,12772
+91356,29458,41.7,2.5,14216,15242,11686
+91361,20438,47.6,2.43,9854,10584,8374
+91362,36045,42.6,2.65,17562,18483,13563
+91364,25851,44,2.47,12739,13112,10409
+91367,39499,41,2.35,19171,20328,16697
+91377,13811,41.7,2.68,6641,7170,5158
+91381,20158,36,3.04,9852,10306,6636
+91384,29855,32.5,3.3,18503,11352,6925
+91387,40328,33,3.13,20106,20222,12871
+91390,19786,40.1,3.07,9911,9875,6369
+91401,39285,36,2.7,19613,19672,14380
+91402,69817,30.1,3.81,35095,34722,18194
+91403,23484,39.4,2.06,11277,12207,11358
+91405,51145,32.6,3.11,25498,25647,16256
+91406,51558,33.6,3.02,25956,25602,17042
+91411,24628,33.8,2.63,12495,12133,9177
+91423,30991,39.2,2.07,14789,16202,14876
+91436,14372,46.5,2.57,6890,7482,5552
+91501,20849,38.3,2.53,10040,10809,8235
+91502,11371,36.4,2.26,5402,5969,5001
+91504,24939,38.6,2.69,12006,12933,9180
+91505,30778,38.9,2.33,15121,15657,13180
+91506,18904,40.9,2.45,9115,9789,7555
+91601,37180,32.9,2.32,18932,18248,15970
+91602,17473,38,1.88,8722,8751,9277
+91604,29034,40.2,2.01,14271,14763,14292
+91605,56343,31.9,3.61,28417,27926,15357
+91606,44958,34.3,3,22376,22582,14903
+91607,27927,38.2,2.15,13635,14292,12859
+91608,0,0,0,0,0,0
+91702,59705,29.4,3.67,29486,30219,15455
+91706,76571,30.5,4.35,37969,38602,17504
+91709,74796,36.6,3.25,36954,37842,22940
+91710,80358,33,3.43,42283,38075,21952
+91711,35705,38.6,2.58,16777,18928,11868
+91722,34409,34,3.41,16859,17550,10079
+91723,18275,35,2.86,8783,9492,6296
+91724,26184,37.9,3.05,12780,13404,8508
+91731,29591,32.9,3.66,14888,14703,8007
+91732,61386,31.4,4.13,30755,30631,14700
+91733,43896,30.5,4.4,22191,21705,9918
+91740,25356,38.5,2.94,12269,13087,8376
+91741,25824,41.8,2.82,12498,13326,9126
+91744,85040,30.9,4.55,42564,42476,18648
+91745,54013,40.1,3.33,26287,27726,16188
+91746,30485,32.4,4.5,15116,15369,6743
+91748,45406,39.8,3.4,22368,23038,13311
+91750,33249,42.6,2.71,15881,17368,11944
+91754,32742,42.9,2.92,15620,17122,11193
+91755,27496,43.4,3.12,13271,14225,8760
+91759,476,47.2,2.2,239,237,216
+91763,36375,30.8,3.81,18099,18276,9450
+91765,46457,40.8,3.08,22702,23755,15039
+91766,71599,28.7,4.01,36111,35488,17708
+91767,48068,31.2,3.47,23685,24383,13691
+91768,34537,27.3,3.87,17509,17028,7885
+91770,62097,38.3,3.7,30521,31576,16588
+91773,33119,42.5,2.73,15737,17382,11941
+91775,23988,41.4,2.9,11448,12540,8227
+91776,38475,39,3.24,18751,19724,11776
+91780,34332,41.1,3.03,16438,17894,11318
+91784,25938,44.5,2.9,12729,13209,8934
+91786,51165,33,2.79,24516,26649,18087
+91789,43079,42.8,3.31,20988,22091,12891
+91790,44907,35.2,3.49,21721,23186,12751
+91791,32414,38,3.15,15512,16902,10236
+91792,30854,35.3,3.35,14950,15904,9154
+91801,52735,39.1,2.71,24833,27902,19315
+91803,30322,39.6,3.04,14486,15836,9894
+92301,32725,25.6,3.81,16857,15868,8132
+92371,16763,37.9,3.11,8565,8198,5370
+92372,6220,41.8,2.83,3136,3084,2198
+92397,4894,44.1,2.45,2522,2372,1998
+92821,35533,38.7,2.72,17338,18195,13062
+92823,3613,38.6,3.13,1757,1856,1154
+92833,51767,36,3.23,25643,26124,15849
+93040,2031,29.3,3.89,1052,979,522
+93063,54366,39,2.9,26592,27774,18650
+93225,5077,44,2.44,2585,2492,2080
+93243,1699,40.9,2.73,884,815,623
+93252,4176,38.4,2.81,3301,875,647
+93510,7993,45.2,2.86,4086,3907,2729
+93523,3074,27,2.91,1531,1543,1056
+93532,2932,41.7,2.45,1642,1290,1079
+93534,39341,31.1,2.74,18601,20740,14038
+93535,72046,28.3,3.44,34879,37167,20672
+93536,70918,34.4,3.07,37804,33114,20964
+93543,13033,32.9,3.66,6695,6338,3560
+93544,1259,52.4,2.2,689,570,569
+93550,74929,27.5,3.58,36414,38515,20864
+93551,50798,37,3.18,25056,25742,15963
+93552,38158,28.4,3.93,18711,19447,9690
+93553,2138,43.3,2.62,1121,1017,816
+93560,18910,32.4,2.92,9491,9419,6469
+93563,388,44.5,2.53,263,125,103
+93591,7285,30.9,3.67,3653,3632,1982