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add pandas example

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glmdev 5 years ago
parent bafe12cb41
commit ce7ba6322d
2 changed files with 323 additions and 0 deletions
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demos/pandas/2010census.csv
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@ -0,0 +1,312 @@
Zip Code,Total Population,Median Age,Total Males,Total Females,Total Households,Average Household Size
91371,1,73.5,0,1,1,1
90001,57110,26.6,28468,28642,12971,4.4
90002,51223,25.5,24876,26347,11731,4.36
90003,66266,26.3,32631,33635,15642,4.22
90004,62180,34.8,31302,30878,22547,2.73
90005,37681,33.9,19299,18382,15044,2.5
90006,59185,32.4,30254,28931,18617,3.13
90007,40920,24,20915,20005,11944,3
90008,32327,39.7,14477,17850,13841,2.33
90010,3800,37.8,1874,1926,2014,1.87
90011,103892,26.2,52794,51098,22168,4.67
90012,31103,36.3,19493,11610,10327,2.12
90013,11772,44.6,7629,4143,6416,1.26
90014,7005,44.8,4471,2534,4109,1.34
90015,18986,31.3,9833,9153,7420,2.45
90016,47596,33.9,22778,24818,16145,2.93
90017,23768,29.4,12818,10950,9338,2.53
90018,49310,33.2,23770,25540,15493,3.12
90019,64458,35.8,31442,33016,23344,2.7
90020,38967,34.6,19381,19586,16514,2.35
90021,3951,44.3,2790,1161,1561,1.57
90022,67179,29.8,33216,33963,17023,3.94
90023,45903,28.4,23037,22866,10727,4.26
90024,47452,23.6,22248,25204,17903,2.03
90025,42147,34.7,20859,21288,21228,1.97
90026,67869,34,34515,33354,24956,2.68
90027,45151,38.3,22362,22789,21929,1.99
90028,28714,34,16056,12658,14964,1.78
90029,38617,34.6,19575,19042,13883,2.7
90031,39316,33.5,19546,19770,11156,3.49
90032,45786,32.4,22564,23222,12765,3.52
90033,48852,29.2,24425,24427,12924,3.66
90034,57964,32.8,28828,29136,25592,2.23
90035,28418,37.5,13326,15092,12814,2.19
90036,36865,33.9,17914,18951,18646,1.96
90037,62276,28.8,31187,31089,15869,3.85
90038,28917,33.1,15383,13534,11928,2.41
90039,28514,38.8,14383,14131,11436,2.47
90040,12520,31.2,6129,6391,3317,3.75
90041,27425,39,13212,14213,9513,2.71
90042,62430,33.6,30836,31594,19892,3.11
90043,44789,38.7,20561,24228,16075,2.76
90044,89779,28.6,43128,46651,25144,3.55
90045,39480,35.6,18958,20522,15224,2.37
90046,48581,38.5,25854,22727,28534,1.69
90047,48606,36.2,22129,26477,16168,2.99
90048,21397,39.2,10132,11265,11821,1.77
90049,35482,41.3,16359,19123,16657,2.09
90056,7827,48.4,3436,4391,3371,2.32
90057,44998,31.2,24300,20698,15658,2.81
90058,3223,26,1555,1668,892,3.6
90059,40952,25.7,19623,21329,9596,4.19
90061,26872,28.4,13049,13823,6892,3.85
90062,32821,31.8,15720,17101,9155,3.55
90063,55758,29,27843,27915,13260,4.19
90064,25403,40,12297,13106,10968,2.29
90065,45527,36.1,22873,22654,14476,3.12
90066,55277,37.3,27714,27563,23985,2.29
90067,2424,65.3,1074,1350,1510,1.61
90068,22286,39.4,12018,10268,12326,1.8
90069,20483,41.5,12153,8330,13364,1.53
90073,539,56.9,506,33,4,1.25
90077,9377,47.9,4594,4783,3615,2.57
90089,3217,19.3,1436,1781,31,1.94
90094,5464,33.7,2559,2905,2949,1.85
90095,3,52.5,2,1,2,1.5
90201,101279,27.8,50658,50621,24104,4.16
90210,21741,47.5,10292,11449,8669,2.49
90211,8434,40.6,3849,4585,3706,2.28
90212,11555,41.2,5211,6344,5567,2.08
90220,49328,29.8,23773,25555,12741,3.85
90221,53704,26.7,26346,27358,11630,4.57
90222,31869,27.3,15375,16494,7520,4.21
90230,31766,39.1,14932,16834,12883,2.45
90232,15149,38.6,7333,7816,6605,2.28
90240,25876,35.5,12501,13375,7632,3.36
90241,42399,33.9,20466,21933,13617,3.09
90242,43497,31.6,21207,22290,12687,3.41
90245,16654,39.2,8304,8350,7085,2.34
90247,47487,35.5,23217,24270,15830,2.96
90248,9947,41.2,4823,5124,3427,2.89
90249,26669,37.2,12897,13772,8880,2.98
90250,93193,31.9,45113,48080,31087,2.98
90254,19506,37,10273,9233,9550,2.04
90255,75066,29.1,37525,37541,18419,4.06
90260,34924,32.7,17509,17415,10429,3.33
90262,69745,27.8,33919,35826,14669,4.57
90265,18116,46.5,9159,8957,7174,2.39
90266,35135,40.9,17605,17530,14038,2.5
90270,27372,27.9,13992,13380,6554,4.16
90272,22986,47.3,10952,12034,9212,2.49
90274,25209,49.4,12199,13010,9479,2.66
90275,41804,47.8,20283,21521,15618,2.65
90277,35293,42,17521,17772,16910,2.07
90278,40071,38.2,19848,20223,16009,2.49
90280,94396,29.4,46321,48075,23278,4.05
90290,6368,45,3180,3188,2612,2.44
90291,28341,37.6,14757,13584,14261,1.95
90292,21576,41.2,10729,10847,12654,1.7
90293,12132,40.4,5890,6242,6575,1.83
90301,36568,32.6,17633,18935,11895,3.01
90302,29415,32.8,13803,15612,10684,2.74
90303,26176,30.4,12733,13443,7290,3.58
90304,28210,28.1,14503,13707,6634,4.22
90305,14853,43.3,6552,8301,5933,2.46
90401,6722,37.8,3524,3198,4188,1.49
90402,12250,47,5809,6441,5301,2.31
90403,24525,40.8,11426,13099,13970,1.74
90404,21360,37.4,10292,11068,10089,2.01
90405,27186,40.8,13364,13822,14376,1.87
90501,43180,35,21483,21697,14610,2.94
90502,18010,40.2,8811,9199,5717,2.94
90503,44383,40.8,21481,22902,17183,2.55
90504,32102,40.3,15886,16216,11580,2.76
90505,36678,43,17684,18994,14244,2.55
90601,31974,36.6,15312,16662,11027,2.89
90602,25777,30.9,12720,13057,7980,3.09
90603,20063,39.4,9694,10369,6788,2.93
90604,39407,34.1,19270,20137,11932,3.29
90605,40331,32.6,20033,20298,10527,3.81
90606,32396,33.5,15936,16460,8633,3.72
90621,35153,32.1,17377,17776,10304,3.38
90623,15554,41.2,7516,8038,5072,3.06
90630,47993,40,23204,24789,15785,3.02
90631,67619,34.8,33320,34299,21452,3.13
90638,49012,37.9,23520,25492,14821,3.11
90640,62549,34.7,30189,32360,19027,3.27
90650,105549,32.5,52364,53185,27130,3.83
90660,62928,34,30738,32190,16564,3.77
90670,14866,36.2,7163,7703,4393,3.34
90701,16591,38.2,8227,8364,4553,3.51
90703,49399,43.9,23785,25614,15604,3.16
90704,4090,37.2,2101,1989,1629,2.5
90706,76615,31.9,37203,39412,23650,3.21
90710,25457,36.7,12291,13166,8717,2.91
90712,31499,38.4,15277,16222,10794,2.91
90713,27925,39,13574,14351,9447,2.95
90715,20388,33.9,9935,10453,6105,3.33
90716,14184,28.3,7078,7106,3515,4.03
90717,21318,39.5,10317,11001,8520,2.48
90720,21751,41.7,10423,11328,7789,2.74
90723,54099,28.6,26315,27784,13882,3.87
90731,59662,35.6,29951,29711,22044,2.62
90732,21115,45,9843,11272,8611,2.38
90740,23729,57.5,10423,13306,12830,1.83
90744,53815,28.7,27298,26517,13999,3.83
90745,57251,37.1,27754,29497,15210,3.73
90746,25990,40.7,11944,14046,8050,3.14
90755,11074,36.1,5462,5612,4172,2.64
90802,39347,34.7,20387,18960,19853,1.93
90803,32031,42.7,15609,16422,17318,1.84
90804,40311,29.8,19686,20625,14556,2.7
90805,93524,29,45229,48295,26056,3.56
90806,42399,30.3,20717,21682,12184,3.44
90807,31481,39.7,15153,16328,12452,2.49
90808,38232,41.6,18408,19824,14167,2.69
90810,36735,31.8,18067,18668,9289,3.9
90813,58911,27.3,29425,29486,16425,3.5
90814,19131,37.2,9356,9775,9170,2.06
90815,39733,37.9,19124,20609,14836,2.53
90822,117,63.9,109,8,2,4.5
91001,36126,41.6,17421,18705,12663,2.83
91006,31715,42.7,15283,16432,10652,2.98
91007,34095,43.8,16039,18056,12033,2.73
91008,1391,54.6,614,777,562,2.39
91010,26074,38.1,12461,13613,7972,3.2
91011,20280,45.9,9863,10417,6859,2.95
91016,40598,37.9,19434,21164,15029,2.69
91020,8415,40.2,3966,4449,3385,2.43
91024,10917,46.6,5165,5752,4837,2.26
91030,25616,40.1,12160,13456,10466,2.43
91040,20372,43.3,10120,10252,7359,2.72
91042,27585,40.7,13734,13851,9987,2.74
91046,156,74,51,105,114,1.37
91101,20460,33.7,9926,10534,10869,1.86
91103,27480,35,13481,13999,8492,3.11
91104,36751,38.2,17874,18877,12922,2.8
91105,11254,49,5432,5822,5213,2.07
91106,24229,34.6,11993,12236,10723,2.17
91107,32940,41.2,15940,17000,13028,2.51
91108,13361,45.4,6410,6951,4415,3.01
91201,22781,40.4,11123,11658,8150,2.78
91202,22830,41.7,10805,12025,8879,2.56
91203,13220,38.9,6279,6941,5044,2.62
91204,16032,38.1,7699,8333,5639,2.76
91205,37810,39.1,18084,19726,14089,2.67
91206,33065,42.6,15544,17521,13261,2.48
91207,10506,45.5,4924,5582,4097,2.56
91208,16245,43.6,7756,8489,6106,2.66
91210,328,33.9,162,166,178,1.84
91214,30356,42.5,14642,15714,10551,2.87
91301,25488,42.7,12511,12977,9208,2.76
91302,25709,42.4,12487,13222,9303,2.76
91303,26855,31.1,13907,12948,8697,3.08
91304,50231,35.9,24827,25404,16532,3
91306,45061,35.4,22679,22382,13635,3.28
91307,24474,43.4,11939,12535,8315,2.91
91311,36557,42.7,17838,18719,13425,2.66
91316,26898,42.1,12717,14181,11911,2.26
91321,34882,33.3,17402,17480,11215,3.04
91324,27669,36.5,13545,14124,9289,2.95
91325,32417,35.4,15819,16598,11825,2.72
91326,33708,42.7,16394,17314,11770,2.86
91330,2702,19.6,1103,1599,2,2.5
91331,103689,29.5,52358,51331,22465,4.6
91335,74363,35.5,36596,37767,22855,3.21
91340,34188,30.1,17130,17058,8176,4.17
91342,91725,31.9,45786,45939,23543,3.83
91343,60254,32.3,30145,30109,16802,3.55
91344,51747,41,25212,26535,16872,3.03
91345,18496,35.7,9110,9386,5192,3.52
91350,33348,36.4,16270,17078,10991,3.01
91351,32362,33.9,16086,16276,10036,3.22
91352,47807,32.1,23980,23827,11985,3.95
91354,28722,36.4,14046,14676,9522,3.01
91355,32605,38.8,15773,16832,12772,2.51
91356,29458,41.7,14216,15242,11686,2.5
91361,20438,47.6,9854,10584,8374,2.43
91362,36045,42.6,17562,18483,13563,2.65
91364,25851,44,12739,13112,10409,2.47
91367,39499,41,19171,20328,16697,2.35
91377,13811,41.7,6641,7170,5158,2.68
91381,20158,36,9852,10306,6636,3.04
91384,29855,32.5,18503,11352,6925,3.3
91387,40328,33,20106,20222,12871,3.13
91390,19786,40.1,9911,9875,6369,3.07
91401,39285,36,19613,19672,14380,2.7
91402,69817,30.1,35095,34722,18194,3.81
91403,23484,39.4,11277,12207,11358,2.06
91405,51145,32.6,25498,25647,16256,3.11
91406,51558,33.6,25956,25602,17042,3.02
91411,24628,33.8,12495,12133,9177,2.63
91423,30991,39.2,14789,16202,14876,2.07
91436,14372,46.5,6890,7482,5552,2.57
91501,20849,38.3,10040,10809,8235,2.53
91502,11371,36.4,5402,5969,5001,2.26
91504,24939,38.6,12006,12933,9180,2.69
91505,30778,38.9,15121,15657,13180,2.33
91506,18904,40.9,9115,9789,7555,2.45
91601,37180,32.9,18932,18248,15970,2.32
91602,17473,38,8722,8751,9277,1.88
91604,29034,40.2,14271,14763,14292,2.01
91605,56343,31.9,28417,27926,15357,3.61
91606,44958,34.3,22376,22582,14903,3
91607,27927,38.2,13635,14292,12859,2.15
91702,59705,29.4,29486,30219,15455,3.67
91706,76571,30.5,37969,38602,17504,4.35
91709,74796,36.6,36954,37842,22940,3.25
91710,80358,33,42283,38075,21952,3.43
91711,35705,38.6,16777,18928,11868,2.58
91722,34409,34,16859,17550,10079,3.41
91723,18275,35,8783,9492,6296,2.86
91724,26184,37.9,12780,13404,8508,3.05
91731,29591,32.9,14888,14703,8007,3.66
91732,61386,31.4,30755,30631,14700,4.13
91733,43896,30.5,22191,21705,9918,4.4
91740,25356,38.5,12269,13087,8376,2.94
91741,25824,41.8,12498,13326,9126,2.82
91744,85040,30.9,42564,42476,18648,4.55
91745,54013,40.1,26287,27726,16188,3.33
91746,30485,32.4,15116,15369,6743,4.5
91748,45406,39.8,22368,23038,13311,3.4
91750,33249,42.6,15881,17368,11944,2.71
91754,32742,42.9,15620,17122,11193,2.92
91755,27496,43.4,13271,14225,8760,3.12
91759,476,47.2,239,237,216,2.2
91763,36375,30.8,18099,18276,9450,3.81
91765,46457,40.8,22702,23755,15039,3.08
91766,71599,28.7,36111,35488,17708,4.01
91767,48068,31.2,23685,24383,13691,3.47
91768,34537,27.3,17509,17028,7885,3.87
91770,62097,38.3,30521,31576,16588,3.7
91773,33119,42.5,15737,17382,11941,2.73
91775,23988,41.4,11448,12540,8227,2.9
91776,38475,39,18751,19724,11776,3.24
91780,34332,41.1,16438,17894,11318,3.03
91784,25938,44.5,12729,13209,8934,2.9
91786,51165,33,24516,26649,18087,2.79
91789,43079,42.8,20988,22091,12891,3.31
91790,44907,35.2,21721,23186,12751,3.49
91791,32414,38,15512,16902,10236,3.15
91792,30854,35.3,14950,15904,9154,3.35
91801,52735,39.1,24833,27902,19315,2.71
91803,30322,39.6,14486,15836,9894,3.04
92301,32725,25.6,16857,15868,8132,3.81
92371,16763,37.9,8565,8198,5370,3.11
92372,6220,41.8,3136,3084,2198,2.83
92397,4894,44.1,2522,2372,1998,2.45
92821,35533,38.7,17338,18195,13062,2.72
92823,3613,38.6,1757,1856,1154,3.13
92833,51767,36,25643,26124,15849,3.23
93040,2031,29.3,1052,979,522,3.89
93063,54366,39,26592,27774,18650,2.9
93225,5077,44,2585,2492,2080,2.44
93243,1699,40.9,884,815,623,2.73
93252,4176,38.4,3301,875,647,2.81
93510,7993,45.2,4086,3907,2729,2.86
93523,3074,27,1531,1543,1056,2.91
93532,2932,41.7,1642,1290,1079,2.45
93534,39341,31.1,18601,20740,14038,2.74
93535,72046,28.3,34879,37167,20672,3.44
93536,70918,34.4,37804,33114,20964,3.07
93543,13033,32.9,6695,6338,3560,3.66
93544,1259,52.4,689,570,569,2.2
93550,74929,27.5,36414,38515,20864,3.58
93551,50798,37,25056,25742,15963,3.18
93552,38158,28.4,18711,19447,9690,3.93
93553,2138,43.3,1121,1017,816,2.62
93560,18910,32.4,9491,9419,6469,2.92
93563,388,44.5,263,125,103,2.53
93591,7285,30.9,3653,3632,1982,3.67
1 Zip Code Total Population Median Age Total Males Total Females Total Households Average Household Size
2 91371 1 73.5 0 1 1 1
3 90001 57110 26.6 28468 28642 12971 4.4
4 90002 51223 25.5 24876 26347 11731 4.36
5 90003 66266 26.3 32631 33635 15642 4.22
6 90004 62180 34.8 31302 30878 22547 2.73
7 90005 37681 33.9 19299 18382 15044 2.5
8 90006 59185 32.4 30254 28931 18617 3.13
9 90007 40920 24 20915 20005 11944 3
10 90008 32327 39.7 14477 17850 13841 2.33
11 90010 3800 37.8 1874 1926 2014 1.87
12 90011 103892 26.2 52794 51098 22168 4.67
13 90012 31103 36.3 19493 11610 10327 2.12
14 90013 11772 44.6 7629 4143 6416 1.26
15 90014 7005 44.8 4471 2534 4109 1.34
16 90015 18986 31.3 9833 9153 7420 2.45
17 90016 47596 33.9 22778 24818 16145 2.93
18 90017 23768 29.4 12818 10950 9338 2.53
19 90018 49310 33.2 23770 25540 15493 3.12
20 90019 64458 35.8 31442 33016 23344 2.7
21 90020 38967 34.6 19381 19586 16514 2.35
22 90021 3951 44.3 2790 1161 1561 1.57
23 90022 67179 29.8 33216 33963 17023 3.94
24 90023 45903 28.4 23037 22866 10727 4.26
25 90024 47452 23.6 22248 25204 17903 2.03
26 90025 42147 34.7 20859 21288 21228 1.97
27 90026 67869 34 34515 33354 24956 2.68
28 90027 45151 38.3 22362 22789 21929 1.99
29 90028 28714 34 16056 12658 14964 1.78
30 90029 38617 34.6 19575 19042 13883 2.7
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162 90822 117 63.9 109 8 2 4.5
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203 91325 32417 35.4 15819 16598 11825 2.72
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207 91335 74363 35.5 36596 37767 22855 3.21
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209 91342 91725 31.9 45786 45939 23543 3.83
210 91343 60254 32.3 30145 30109 16802 3.55
211 91344 51747 41 25212 26535 16872 3.03
212 91345 18496 35.7 9110 9386 5192 3.52
213 91350 33348 36.4 16270 17078 10991 3.01
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215 91352 47807 32.1 23980 23827 11985 3.95
216 91354 28722 36.4 14046 14676 9522 3.01
217 91355 32605 38.8 15773 16832 12772 2.51
218 91356 29458 41.7 14216 15242 11686 2.5
219 91361 20438 47.6 9854 10584 8374 2.43
220 91362 36045 42.6 17562 18483 13563 2.65
221 91364 25851 44 12739 13112 10409 2.47
222 91367 39499 41 19171 20328 16697 2.35
223 91377 13811 41.7 6641 7170 5158 2.68
224 91381 20158 36 9852 10306 6636 3.04
225 91384 29855 32.5 18503 11352 6925 3.3
226 91387 40328 33 20106 20222 12871 3.13
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228 91401 39285 36 19613 19672 14380 2.7
229 91402 69817 30.1 35095 34722 18194 3.81
230 91403 23484 39.4 11277 12207 11358 2.06
231 91405 51145 32.6 25498 25647 16256 3.11
232 91406 51558 33.6 25956 25602 17042 3.02
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236 91501 20849 38.3 10040 10809 8235 2.53
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238 91504 24939 38.6 12006 12933 9180 2.69
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240 91506 18904 40.9 9115 9789 7555 2.45
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259 91741 25824 41.8 12498 13326 9126 2.82
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261 91745 54013 40.1 26287 27726 16188 3.33
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263 91748 45406 39.8 22368 23038 13311 3.4
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265 91754 32742 42.9 15620 17122 11193 2.92
266 91755 27496 43.4 13271 14225 8760 3.12
267 91759 476 47.2 239 237 216 2.2
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269 91765 46457 40.8 22702 23755 15039 3.08
270 91766 71599 28.7 36111 35488 17708 4.01
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272 91768 34537 27.3 17509 17028 7885 3.87
273 91770 62097 38.3 30521 31576 16588 3.7
274 91773 33119 42.5 15737 17382 11941 2.73
275 91775 23988 41.4 11448 12540 8227 2.9
276 91776 38475 39 18751 19724 11776 3.24
277 91780 34332 41.1 16438 17894 11318 3.03
278 91784 25938 44.5 12729 13209 8934 2.9
279 91786 51165 33 24516 26649 18087 2.79
280 91789 43079 42.8 20988 22091 12891 3.31
281 91790 44907 35.2 21721 23186 12751 3.49
282 91791 32414 38 15512 16902 10236 3.15
283 91792 30854 35.3 14950 15904 9154 3.35
284 91801 52735 39.1 24833 27902 19315 2.71
285 91803 30322 39.6 14486 15836 9894 3.04
286 92301 32725 25.6 16857 15868 8132 3.81
287 92371 16763 37.9 8565 8198 5370 3.11
288 92372 6220 41.8 3136 3084 2198 2.83
289 92397 4894 44.1 2522 2372 1998 2.45
290 92821 35533 38.7 17338 18195 13062 2.72
291 92823 3613 38.6 1757 1856 1154 3.13
292 92833 51767 36 25643 26124 15849 3.23
293 93040 2031 29.3 1052 979 522 3.89
294 93063 54366 39 26592 27774 18650 2.9
295 93225 5077 44 2585 2492 2080 2.44
296 93243 1699 40.9 884 815 623 2.73
297 93252 4176 38.4 3301 875 647 2.81
298 93510 7993 45.2 4086 3907 2729 2.86
299 93523 3074 27 1531 1543 1056 2.91
300 93532 2932 41.7 1642 1290 1079 2.45
301 93534 39341 31.1 18601 20740 14038 2.74
302 93535 72046 28.3 34879 37167 20672 3.44
303 93536 70918 34.4 37804 33114 20964 3.07
304 93543 13033 32.9 6695 6338 3560 3.66
305 93544 1259 52.4 689 570 569 2.2
306 93550 74929 27.5 36414 38515 20864 3.58
307 93551 50798 37 25056 25742 15963 3.18
308 93552 38158 28.4 18711 19447 9690 3.93
309 93553 2138 43.3 1121 1017 816 2.62
310 93560 18910 32.4 9491 9419 6469 2.92
311 93563 388 44.5 263 125 103 2.53
312 93591 7285 30.9 3653 3632 1982 3.67

11
demos/pandas/avg_house_pop.py
Unescape View File

@ -0,0 +1,11 @@
import pandas
data = pandas.read_csv('2010census.csv')
average_per_home = data['Total Population'] / data['Total Households']
calc_average = average_per_home.mean()
real_average = data['Average Household Size'].mean()
print("Real average is:", real_average)
print("Calculated average is:", calc_average)
print("Error is:", abs(calc_average-real_average))
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