Frequencies for first 10,000 rows of n11901 variable in zipcode2016 dataset : Number of | returns | with tax | due at time | of filing | 1040:78 / | 1040A:50 / | 1040EZ:14 | Freq. Percent Cum. ------------+----------------------------------- 0 | 2,268 22.68 22.68 20 | 502 5.02 27.70 30 | 923 9.23 36.93 40 | 772 7.72 44.65 50 | 568 5.68 50.33 60 | 405 4.05 54.38 70 | 341 3.41 57.79 80 | 294 2.94 60.73 90 | 258 2.58 63.31 100 | 207 2.07 65.38 110 | 193 1.93 67.31 120 | 172 1.72 69.03 130 | 156 1.56 70.59 140 | 117 1.17 71.76 150 | 118 1.18 72.94 160 | 129 1.29 74.23 170 | 111 1.11 75.34 180 | 114 1.14 76.48 190 | 90 0.90 77.38 200 | 80 0.80 78.18 210 | 96 0.96 79.14 220 | 77 0.77 79.91 230 | 73 0.73 80.64 240 | 84 0.84 81.48 250 | 68 0.68 82.16 260 | 68 0.68 82.84 270 | 66 0.66 83.50 280 | 64 0.64 84.14 290 | 53 0.53 84.67 300 | 68 0.68 85.35 310 | 39 0.39 85.74 320 | 45 0.45 86.19 330 | 47 0.47 86.66 340 | 49 0.49 87.15 350 | 43 0.43 87.58 360 | 49 0.49 88.07 370 | 42 0.42 88.49 380 | 47 0.47 88.96 390 | 38 0.38 89.34 400 | 31 0.31 89.65 410 | 24 0.24 89.89 420 | 31 0.31 90.20 430 | 34 0.34 90.54 440 | 15 0.15 90.69 450 | 22 0.22 90.91 460 | 27 0.27 91.18 470 | 35 0.35 91.53 480 | 19 0.19 91.72 490 | 29 0.29 92.01 500 | 24 0.24 92.25 510 | 22 0.22 92.47 520 | 7 0.07 92.54 530 | 20 0.20 92.74 540 | 19 0.19 92.93 550 | 17 0.17 93.10 560 | 19 0.19 93.29 570 | 11 0.11 93.40 580 | 9 0.09 93.49 590 | 14 0.14 93.63 600 | 18 0.18 93.81 610 | 15 0.15 93.96 620 | 14 0.14 94.10 630 | 11 0.11 94.21 640 | 8 0.08 94.29 650 | 10 0.10 94.39 660 | 5 0.05 94.44 670 | 7 0.07 94.51 680 | 10 0.10 94.61 690 | 12 0.12 94.73 700 | 6 0.06 94.79 710 | 2 0.02 94.81 720 | 8 0.08 94.89 730 | 7 0.07 94.96 740 | 8 0.08 95.04 750 | 9 0.09 95.13 760 | 7 0.07 95.20 770 | 9 0.09 95.29 780 | 3 0.03 95.32 790 | 9 0.09 95.41 800 | 7 0.07 95.48 820 | 6 0.06 95.54 830 | 8 0.08 95.62 840 | 7 0.07 95.69 850 | 4 0.04 95.73 860 | 2 0.02 95.75 870 | 5 0.05 95.80 880 | 3 0.03 95.83 890 | 1 0.01 95.84 900 | 4 0.04 95.88 910 | 7 0.07 95.95 920 | 5 0.05 96.00 930 | 3 0.03 96.03 940 | 3 0.03 96.06 950 | 4 0.04 96.10 960 | 3 0.03 96.13 970 | 3 0.03 96.16 980 | 2 0.02 96.18 990 | 2 0.02 96.20 1000 | 3 0.03 96.23 1010 | 2 0.02 96.25 1020 | 4 0.04 96.29 1030 | 1 0.01 96.30 1040 | 6 0.06 96.36 1050 | 4 0.04 96.40 1060 | 1 0.01 96.41 1070 | 2 0.02 96.43 1090 | 2 0.02 96.45 1100 | 4 0.04 96.49 1110 | 1 0.01 96.50 1120 | 5 0.05 96.55 1140 | 1 0.01 96.56 1150 | 1 0.01 96.57 1160 | 1 0.01 96.58 1170 | 2 0.02 96.60 1180 | 2 0.02 96.62 1190 | 1 0.01 96.63 1200 | 2 0.02 96.65 1220 | 2 0.02 96.67 1240 | 2 0.02 96.69 1250 | 3 0.03 96.72 1270 | 1 0.01 96.73 1280 | 1 0.01 96.74 1290 | 3 0.03 96.77 1310 | 1 0.01 96.78 1320 | 1 0.01 96.79 1350 | 1 0.01 96.80 1370 | 1 0.01 96.81 1390 | 1 0.01 96.82 1430 | 2 0.02 96.84 1440 | 1 0.01 96.85 1460 | 1 0.01 96.86 1480 | 1 0.01 96.87 1490 | 2 0.02 96.89 1580 | 1 0.01 96.90 1650 | 1 0.01 96.91 1730 | 1 0.01 96.92 1830 | 1 0.01 96.93 1930 | 1 0.01 96.94 3630 | 1 0.01 96.95 3900 | 1 0.01 96.96 5430 | 1 0.01 96.97 5580 | 1 0.01 96.98 5770 | 1 0.01 96.99 6480 | 1 0.01 97.00 6760 | 1 0.01 97.01 6840 | 1 0.01 97.02 7320 | 1 0.01 97.03 7620 | 1 0.01 97.04 7670 | 1 0.01 97.05 8480 | 1 0.01 97.06 8570 | 1 0.01 97.07 8970 | 1 0.01 97.08 9000 | 1 0.01 97.09 9070 | 1 0.01 97.10 9580 | 1 0.01 97.11 10100 | 1 0.01 97.12 10390 | 1 0.01 97.13 10490 | 1 0.01 97.14 10510 | 1 0.01 97.15 10570 | 1 0.01 97.16 10580 | 1 0.01 97.17 10610 | 1 0.01 97.18 10800 | 1 0.01 97.19 10810 | 1 0.01 97.20 10820 | 1 0.01 97.21 11040 | 1 0.01 97.22 11200 | 1 0.01 97.23 11980 | 1 0.01 97.24 12190 | 1 0.01 97.25 12480 | 2 0.02 97.27 12500 | 1 0.01 97.28 12780 | 1 0.01 97.29 12820 | 1 0.01 97.30 12840 | 1 0.01 97.31 12920 | 1 0.01 97.32 13080 | 1 0.01 97.33 13230 | 1 0.01 97.34 13270 | 1 0.01 97.35 13470 | 1 0.01 97.36 13790 | 1 0.01 97.37 14050 | 1 0.01 97.38 14150 | 1 0.01 97.39 14430 | 1 0.01 97.40 14520 | 1 0.01 97.41 14630 | 1 0.01 97.42 14770 | 1 0.01 97.43 15120 | 1 0.01 97.44 16030 | 1 0.01 97.45 16150 | 1 0.01 97.46 16200 | 1 0.01 97.47 16590 | 1 0.01 97.48 16600 | 1 0.01 97.49 16770 | 1 0.01 97.50 16920 | 1 0.01 97.51 17880 | 1 0.01 97.52 18060 | 1 0.01 97.53 18530 | 1 0.01 97.54 18590 | 1 0.01 97.55 19160 | 1 0.01 97.56 19530 | 1 0.01 97.57 19680 | 1 0.01 97.58 19860 | 1 0.01 97.59 19990 | 1 0.01 97.60 20230 | 1 0.01 97.61 20240 | 1 0.01 97.62 20780 | 1 0.01 97.63 20860 | 1 0.01 97.64 20990 | 1 0.01 97.65 21010 | 1 0.01 97.66 21150 | 1 0.01 97.67 21460 | 1 0.01 97.68 21470 | 1 0.01 97.69 21550 | 1 0.01 97.70 21570 | 1 0.01 97.71 21760 | 1 0.01 97.72 21890 | 1 0.01 97.73 22240 | 1 0.01 97.74 22430 | 1 0.01 97.75 22730 | 1 0.01 97.76 22790 | 1 0.01 97.77 23360 | 1 0.01 97.78 24100 | 1 0.01 97.79 24480 | 1 0.01 97.80 24570 | 1 0.01 97.81 24630 | 1 0.01 97.82 24850 | 1 0.01 97.83 24950 | 1 0.01 97.84 26420 | 1 0.01 97.85 28250 | 1 0.01 97.86 28360 | 1 0.01 97.87 28430 | 1 0.01 97.88 28730 | 1 0.01 97.89 28900 | 1 0.01 97.90 28960 | 1 0.01 97.91 29640 | 1 0.01 97.92 30570 | 1 0.01 97.93 30940 | 1 0.01 97.94 31380 | 1 0.01 97.95 31620 | 1 0.01 97.96 32080 | 1 0.01 97.97 32770 | 1 0.01 97.98 33910 | 1 0.01 97.99 34780 | 1 0.01 98.00 34900 | 1 0.01 98.01 35400 | 1 0.01 98.02 35660 | 1 0.01 98.03 35670 | 1 0.01 98.04 36230 | 1 0.01 98.05 36370 | 1 0.01 98.06 36520 | 1 0.01 98.07 36580 | 1 0.01 98.08 38200 | 1 0.01 98.09 38370 | 1 0.01 98.10 39060 | 1 0.01 98.11 39520 | 1 0.01 98.12 39630 | 1 0.01 98.13 39680 | 1 0.01 98.14 39870 | 1 0.01 98.15 40000 | 1 0.01 98.16 40220 | 1 0.01 98.17 40250 | 1 0.01 98.18 40650 | 1 0.01 98.19 41100 | 1 0.01 98.20 41320 | 1 0.01 98.21 41700 | 1 0.01 98.22 42540 | 1 0.01 98.23 42940 | 1 0.01 98.24 43830 | 1 0.01 98.25 44490 | 1 0.01 98.26 44650 | 1 0.01 98.27 45020 | 1 0.01 98.28 45600 | 1 0.01 98.29 46400 | 1 0.01 98.30 46560 | 1 0.01 98.31 47070 | 1 0.01 98.32 47790 | 1 0.01 98.33 49300 | 1 0.01 98.34 52090 | 1 0.01 98.35 52560 | 1 0.01 98.36 52800 | 1 0.01 98.37 53090 | 1 0.01 98.38 53230 | 1 0.01 98.39 53240 | 1 0.01 98.40 53870 | 1 0.01 98.41 54020 | 1 0.01 98.42 54190 | 1 0.01 98.43 54350 | 1 0.01 98.44 54940 | 1 0.01 98.45 55150 | 1 0.01 98.46 56240 | 1 0.01 98.47 56850 | 1 0.01 98.48 58920 | 1 0.01 98.49 59200 | 1 0.01 98.50 59610 | 1 0.01 98.51 59680 | 1 0.01 98.52 60050 | 1 0.01 98.53 60210 | 1 0.01 98.54 60840 | 1 0.01 98.55 61620 | 1 0.01 98.56 61810 | 1 0.01 98.57 62030 | 1 0.01 98.58 63270 | 1 0.01 98.59 63310 | 1 0.01 98.60 63420 | 1 0.01 98.61 64000 | 1 0.01 98.62 64480 | 1 0.01 98.63 65010 | 1 0.01 98.64 67610 | 1 0.01 98.65 68920 | 1 0.01 98.66 69320 | 1 0.01 98.67 70130 | 1 0.01 98.68 70470 | 1 0.01 98.69 71390 | 1 0.01 98.70 72090 | 1 0.01 98.71 74090 | 1 0.01 98.72 74410 | 1 0.01 98.73 74710 | 1 0.01 98.74 75150 | 1 0.01 98.75 75500 | 1 0.01 98.76 77990 | 1 0.01 98.77 78120 | 1 0.01 98.78 79630 | 1 0.01 98.79 80250 | 1 0.01 98.80 81160 | 1 0.01 98.81 81250 | 1 0.01 98.82 81870 | 1 0.01 98.83 82380 | 1 0.01 98.84 82940 | 1 0.01 98.85 83370 | 1 0.01 98.86 83650 | 1 0.01 98.87 83970 | 1 0.01 98.88 85940 | 1 0.01 98.89 86230 | 1 0.01 98.90 87960 | 1 0.01 98.91 89200 | 1 0.01 98.92 90000 | 1 0.01 98.93 90250 | 1 0.01 98.94 90520 | 1 0.01 98.95 90840 | 1 0.01 98.96 91520 | 1 0.01 98.97 92350 | 1 0.01 98.98 94930 | 1 0.01 98.99 95430 | 1 0.01 99.00 95640 | 1 0.01 99.01 96470 | 1 0.01 99.02 96700 | 1 0.01 99.03 98050 | 1 0.01 99.04 98160 | 1 0.01 99.05 99410 | 1 0.01 99.06 99550 | 1 0.01 99.07 100270 | 1 0.01 99.08 100290 | 1 0.01 99.09 101310 | 1 0.01 99.10 101720 | 1 0.01 99.11 104420 | 1 0.01 99.12 104790 | 1 0.01 99.13 105090 | 1 0.01 99.14 105520 | 1 0.01 99.15 105860 | 1 0.01 99.16 106660 | 1 0.01 99.17 106930 | 1 0.01 99.18 108580 | 2 0.02 99.20 108820 | 1 0.01 99.21 110130 | 1 0.01 99.22 110810 | 1 0.01 99.23 111860 | 1 0.01 99.24 115000 | 1 0.01 99.25 115080 | 1 0.01 99.26 116630 | 1 0.01 99.27 116640 | 1 0.01 99.28 118180 | 1 0.01 99.29 119980 | 1 0.01 99.30 120500 | 1 0.01 99.31 120530 | 1 0.01 99.32 122680 | 1 0.01 99.33 123110 | 1 0.01 99.34 124300 | 1 0.01 99.35 125230 | 1 0.01 99.36 126370 | 1 0.01 99.37 128020 | 1 0.01 99.38 130780 | 1 0.01 99.39 131960 | 1 0.01 99.40 133860 | 1 0.01 99.41 137410 | 1 0.01 99.42 138420 | 1 0.01 99.43 139020 | 1 0.01 99.44 139200 | 1 0.01 99.45 140420 | 1 0.01 99.46 145380 | 1 0.01 99.47 145830 | 1 0.01 99.48 148000 | 1 0.01 99.49 148150 | 1 0.01 99.50 149280 | 1 0.01 99.51 154250 | 1 0.01 99.52 154520 | 1 0.01 99.53 159180 | 1 0.01 99.54 159260 | 1 0.01 99.55 162240 | 1 0.01 99.56 164230 | 1 0.01 99.57 167210 | 1 0.01 99.58 168130 | 1 0.01 99.59 171730 | 1 0.01 99.60 171750 | 1 0.01 99.61 172050 | 1 0.01 99.62 176310 | 1 0.01 99.63 176920 | 1 0.01 99.64 177350 | 1 0.01 99.65 183040 | 1 0.01 99.66 183170 | 1 0.01 99.67 184800 | 1 0.01 99.68 187740 | 1 0.01 99.69 189690 | 1 0.01 99.70 192400 | 1 0.01 99.71 193830 | 1 0.01 99.72 195630 | 1 0.01 99.73 199360 | 1 0.01 99.74 200210 | 1 0.01 99.75 205210 | 1 0.01 99.76 206060 | 1 0.01 99.77 224060 | 1 0.01 99.78 233050 | 1 0.01 99.79 246650 | 1 0.01 99.80 249730 | 1 0.01 99.81 258810 | 1 0.01 99.82 259880 | 1 0.01 99.83 282000 | 1 0.01 99.84 290630 | 1 0.01 99.85 314170 | 1 0.01 99.86 343770 | 1 0.01 99.87 348360 | 1 0.01 99.88 356520 | 1 0.01 99.89 394920 | 1 0.01 99.90 417830 | 1 0.01 99.91 429640 | 1 0.01 99.92 440050 | 1 0.01 99.93 441650 | 1 0.01 99.94 463760 | 1 0.01 99.95 572660 | 1 0.01 99.96 614590 | 1 0.01 99.97 782950 | 1 0.01 99.98 822870 | 1 0.01 99.99 843570 | 1 0.01 100.00 ------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 21 Sep 2018