Frequencies for first 10,000 rows of prep variable in zipcode2013 dataset : Number of | returns | with paid | preparer's | signature | Freq. Percent Cum. ------------+----------------------------------- 0 | 1,015 10.15 10.15 20 | 278 2.78 12.93 30 | 519 5.19 18.12 40 | 507 5.07 23.19 50 | 427 4.27 27.46 60 | 343 3.43 30.89 70 | 301 3.01 33.90 80 | 304 3.04 36.94 90 | 255 2.55 39.49 100 | 220 2.20 41.69 110 | 213 2.13 43.82 120 | 173 1.73 45.55 130 | 180 1.80 47.35 140 | 151 1.51 48.86 150 | 163 1.63 50.49 160 | 132 1.32 51.81 170 | 137 1.37 53.18 180 | 120 1.20 54.38 190 | 129 1.29 55.67 200 | 119 1.19 56.86 210 | 94 0.94 57.80 220 | 108 1.08 58.88 230 | 93 0.93 59.81 240 | 79 0.79 60.60 250 | 86 0.86 61.46 260 | 94 0.94 62.40 270 | 95 0.95 63.35 280 | 77 0.77 64.12 290 | 88 0.88 65.00 300 | 55 0.55 65.55 310 | 57 0.57 66.12 320 | 51 0.51 66.63 330 | 65 0.65 67.28 340 | 71 0.71 67.99 350 | 52 0.52 68.51 360 | 47 0.47 68.98 370 | 47 0.47 69.45 380 | 61 0.61 70.06 390 | 52 0.52 70.58 400 | 44 0.44 71.02 410 | 53 0.53 71.55 420 | 56 0.56 72.11 430 | 49 0.49 72.60 440 | 48 0.48 73.08 450 | 38 0.38 73.46 460 | 45 0.45 73.91 470 | 44 0.44 74.35 480 | 32 0.32 74.67 490 | 36 0.36 75.03 500 | 33 0.33 75.36 510 | 41 0.41 75.77 520 | 28 0.28 76.05 530 | 46 0.46 76.51 540 | 30 0.30 76.81 550 | 34 0.34 77.15 560 | 43 0.43 77.58 570 | 41 0.41 77.99 580 | 34 0.34 78.33 590 | 31 0.31 78.64 600 | 27 0.27 78.91 610 | 30 0.30 79.21 620 | 30 0.30 79.51 630 | 40 0.40 79.91 640 | 21 0.21 80.12 650 | 17 0.17 80.29 660 | 18 0.18 80.47 670 | 27 0.27 80.74 680 | 24 0.24 80.98 690 | 17 0.17 81.15 700 | 22 0.22 81.37 710 | 24 0.24 81.61 720 | 29 0.29 81.90 730 | 29 0.29 82.19 740 | 21 0.21 82.40 750 | 24 0.24 82.64 760 | 31 0.31 82.95 770 | 16 0.16 83.11 780 | 16 0.16 83.27 790 | 21 0.21 83.48 800 | 24 0.24 83.72 810 | 20 0.20 83.92 820 | 18 0.18 84.10 830 | 27 0.27 84.37 840 | 12 0.12 84.49 850 | 19 0.19 84.68 860 | 19 0.19 84.87 870 | 23 0.23 85.10 880 | 16 0.16 85.26 890 | 16 0.16 85.42 900 | 20 0.20 85.62 910 | 17 0.17 85.79 920 | 7 0.07 85.86 930 | 12 0.12 85.98 940 | 13 0.13 86.11 950 | 17 0.17 86.28 960 | 25 0.25 86.53 970 | 15 0.15 86.68 980 | 17 0.17 86.85 990 | 23 0.23 87.08 1000 | 14 0.14 87.22 1010 | 12 0.12 87.34 1020 | 17 0.17 87.51 1030 | 14 0.14 87.65 1040 | 8 0.08 87.73 1050 | 18 0.18 87.91 1060 | 6 0.06 87.97 1070 | 12 0.12 88.09 1080 | 10 0.10 88.19 1090 | 17 0.17 88.36 1100 | 9 0.09 88.45 1110 | 13 0.13 88.58 1120 | 9 0.09 88.67 1130 | 16 0.16 88.83 1140 | 12 0.12 88.95 1150 | 10 0.10 89.05 1160 | 9 0.09 89.14 1170 | 12 0.12 89.26 1180 | 10 0.10 89.36 1190 | 13 0.13 89.49 1200 | 11 0.11 89.60 1210 | 6 0.06 89.66 1220 | 9 0.09 89.75 1230 | 7 0.07 89.82 1240 | 10 0.10 89.92 1250 | 12 0.12 90.04 1260 | 7 0.07 90.11 1270 | 10 0.10 90.21 1280 | 6 0.06 90.27 1290 | 11 0.11 90.38 1300 | 9 0.09 90.47 1310 | 5 0.05 90.52 1320 | 5 0.05 90.57 1330 | 7 0.07 90.64 1340 | 7 0.07 90.71 1350 | 4 0.04 90.75 1360 | 8 0.08 90.83 1370 | 11 0.11 90.94 1380 | 11 0.11 91.05 1390 | 7 0.07 91.12 1400 | 5 0.05 91.17 1410 | 11 0.11 91.28 1420 | 9 0.09 91.37 1430 | 6 0.06 91.43 1440 | 3 0.03 91.46 1450 | 7 0.07 91.53 1460 | 3 0.03 91.56 1470 | 10 0.10 91.66 1480 | 5 0.05 91.71 1490 | 5 0.05 91.76 1500 | 5 0.05 91.81 1510 | 4 0.04 91.85 1520 | 7 0.07 91.92 1530 | 7 0.07 91.99 1540 | 13 0.13 92.12 1550 | 4 0.04 92.16 1560 | 1 0.01 92.17 1570 | 6 0.06 92.23 1580 | 5 0.05 92.28 1590 | 5 0.05 92.33 1600 | 6 0.06 92.39 1610 | 8 0.08 92.47 1620 | 6 0.06 92.53 1630 | 4 0.04 92.57 1640 | 9 0.09 92.66 1650 | 8 0.08 92.74 1660 | 11 0.11 92.85 1670 | 5 0.05 92.90 1680 | 5 0.05 92.95 1690 | 1 0.01 92.96 1700 | 3 0.03 92.99 1710 | 5 0.05 93.04 1730 | 4 0.04 93.08 1750 | 4 0.04 93.12 1760 | 6 0.06 93.18 1770 | 4 0.04 93.22 1780 | 3 0.03 93.25 1790 | 8 0.08 93.33 1810 | 4 0.04 93.37 1820 | 1 0.01 93.38 1830 | 7 0.07 93.45 1840 | 6 0.06 93.51 1850 | 2 0.02 93.53 1860 | 4 0.04 93.57 1880 | 6 0.06 93.63 1890 | 3 0.03 93.66 1900 | 4 0.04 93.70 1910 | 4 0.04 93.74 1920 | 3 0.03 93.77 1930 | 8 0.08 93.85 1940 | 4 0.04 93.89 1950 | 5 0.05 93.94 1960 | 7 0.07 94.01 1970 | 1 0.01 94.02 1980 | 4 0.04 94.06 1990 | 3 0.03 94.09 2000 | 2 0.02 94.11 2010 | 5 0.05 94.16 2020 | 2 0.02 94.18 2030 | 3 0.03 94.21 2040 | 2 0.02 94.23 2050 | 7 0.07 94.30 2060 | 1 0.01 94.31 2080 | 2 0.02 94.33 2090 | 2 0.02 94.35 2100 | 3 0.03 94.38 2110 | 2 0.02 94.40 2120 | 4 0.04 94.44 2130 | 4 0.04 94.48 2140 | 1 0.01 94.49 2150 | 1 0.01 94.50 2160 | 1 0.01 94.51 2170 | 1 0.01 94.52 2190 | 1 0.01 94.53 2200 | 6 0.06 94.59 2210 | 6 0.06 94.65 2220 | 3 0.03 94.68 2230 | 4 0.04 94.72 2250 | 1 0.01 94.73 2260 | 1 0.01 94.74 2270 | 2 0.02 94.76 2300 | 2 0.02 94.78 2310 | 3 0.03 94.81 2320 | 2 0.02 94.83 2330 | 1 0.01 94.84 2340 | 2 0.02 94.86 2350 | 3 0.03 94.89 2370 | 1 0.01 94.90 2380 | 2 0.02 94.92 2390 | 2 0.02 94.94 2400 | 1 0.01 94.95 2410 | 1 0.01 94.96 2420 | 2 0.02 94.98 2430 | 2 0.02 95.00 2440 | 2 0.02 95.02 2470 | 3 0.03 95.05 2480 | 2 0.02 95.07 2500 | 1 0.01 95.08 2510 | 3 0.03 95.11 2530 | 1 0.01 95.12 2540 | 1 0.01 95.13 2550 | 2 0.02 95.15 2570 | 1 0.01 95.16 2580 | 2 0.02 95.18 2590 | 2 0.02 95.20 2600 | 2 0.02 95.22 2620 | 6 0.06 95.28 2630 | 1 0.01 95.29 2640 | 2 0.02 95.31 2650 | 3 0.03 95.34 2660 | 1 0.01 95.35 2670 | 2 0.02 95.37 2690 | 3 0.03 95.40 2700 | 2 0.02 95.42 2710 | 2 0.02 95.44 2720 | 1 0.01 95.45 2740 | 1 0.01 95.46 2750 | 2 0.02 95.48 2760 | 2 0.02 95.50 2770 | 2 0.02 95.52 2790 | 1 0.01 95.53 2800 | 1 0.01 95.54 2810 | 1 0.01 95.55 2820 | 3 0.03 95.58 2830 | 2 0.02 95.60 2840 | 2 0.02 95.62 2850 | 1 0.01 95.63 2860 | 1 0.01 95.64 2870 | 1 0.01 95.65 2880 | 4 0.04 95.69 2910 | 1 0.01 95.70 2920 | 1 0.01 95.71 2930 | 1 0.01 95.72 2960 | 1 0.01 95.73 2980 | 1 0.01 95.74 2990 | 1 0.01 95.75 3000 | 1 0.01 95.76 3020 | 1 0.01 95.77 3030 | 1 0.01 95.78 3040 | 2 0.02 95.80 3080 | 2 0.02 95.82 3090 | 2 0.02 95.84 3180 | 1 0.01 95.85 3230 | 1 0.01 95.86 3250 | 1 0.01 95.87 3270 | 1 0.01 95.88 3290 | 1 0.01 95.89 3330 | 2 0.02 95.91 3340 | 1 0.01 95.92 3350 | 1 0.01 95.93 3370 | 1 0.01 95.94 3390 | 2 0.02 95.96 3430 | 1 0.01 95.97 3440 | 2 0.02 95.99 3460 | 2 0.02 96.01 3470 | 1 0.01 96.02 3490 | 1 0.01 96.03 3510 | 1 0.01 96.04 3520 | 2 0.02 96.06 3530 | 1 0.01 96.07 3570 | 1 0.01 96.08 3580 | 1 0.01 96.09 3610 | 2 0.02 96.11 3630 | 1 0.01 96.12 3640 | 1 0.01 96.13 3650 | 1 0.01 96.14 3730 | 1 0.01 96.15 3760 | 3 0.03 96.18 3820 | 1 0.01 96.19 3860 | 1 0.01 96.20 3880 | 1 0.01 96.21 3900 | 1 0.01 96.22 3920 | 1 0.01 96.23 3930 | 1 0.01 96.24 3940 | 2 0.02 96.26 3960 | 1 0.01 96.27 4060 | 1 0.01 96.28 4170 | 1 0.01 96.29 4190 | 1 0.01 96.30 4250 | 1 0.01 96.31 4280 | 1 0.01 96.32 4350 | 1 0.01 96.33 4460 | 1 0.01 96.34 4550 | 1 0.01 96.35 4560 | 1 0.01 96.36 4590 | 1 0.01 96.37 4640 | 1 0.01 96.38 4680 | 1 0.01 96.39 4700 | 1 0.01 96.40 4760 | 1 0.01 96.41 4770 | 1 0.01 96.42 4800 | 1 0.01 96.43 4970 | 1 0.01 96.44 5070 | 1 0.01 96.45 5080 | 1 0.01 96.46 5210 | 2 0.02 96.48 5230 | 1 0.01 96.49 5250 | 1 0.01 96.50 5470 | 1 0.01 96.51 5580 | 1 0.01 96.52 5790 | 1 0.01 96.53 5900 | 1 0.01 96.54 6360 | 1 0.01 96.55 6470 | 1 0.01 96.56 6490 | 2 0.02 96.58 6760 | 1 0.01 96.59 7260 | 1 0.01 96.60 8020 | 1 0.01 96.61 8200 | 1 0.01 96.62 8960 | 1 0.01 96.63 9200 | 1 0.01 96.64 9620 | 1 0.01 96.65 9750 | 1 0.01 96.66 10110 | 1 0.01 96.67 10370 | 1 0.01 96.68 10680 | 1 0.01 96.69 11890 | 1 0.01 96.70 12430 | 1 0.01 96.71 12640 | 1 0.01 96.72 13060 | 1 0.01 96.73 13910 | 1 0.01 96.74 14050 | 1 0.01 96.75 16110 | 1 0.01 96.76 16130 | 1 0.01 96.77 17060 | 1 0.01 96.78 18270 | 1 0.01 96.79 18660 | 1 0.01 96.80 18710 | 1 0.01 96.81 19380 | 1 0.01 96.82 19630 | 1 0.01 96.83 20610 | 2 0.02 96.85 21740 | 1 0.01 96.86 22100 | 1 0.01 96.87 22560 | 1 0.01 96.88 23290 | 1 0.01 96.89 23440 | 1 0.01 96.90 24100 | 1 0.01 96.91 24570 | 1 0.01 96.92 25620 | 1 0.01 96.93 25820 | 1 0.01 96.94 27300 | 1 0.01 96.95 27380 | 1 0.01 96.96 28260 | 1 0.01 96.97 28680 | 1 0.01 96.98 29320 | 1 0.01 96.99 29340 | 1 0.01 97.00 30320 | 1 0.01 97.01 30780 | 1 0.01 97.02 30940 | 1 0.01 97.03 31130 | 1 0.01 97.04 31260 | 1 0.01 97.05 31510 | 1 0.01 97.06 31620 | 1 0.01 97.07 32330 | 1 0.01 97.08 33360 | 1 0.01 97.09 33570 | 1 0.01 97.10 34150 | 1 0.01 97.11 34490 | 1 0.01 97.12 35040 | 1 0.01 97.13 35150 | 1 0.01 97.14 35700 | 1 0.01 97.15 35770 | 1 0.01 97.16 35820 | 1 0.01 97.17 36250 | 1 0.01 97.18 36280 | 1 0.01 97.19 36480 | 1 0.01 97.20 38860 | 1 0.01 97.21 38880 | 1 0.01 97.22 39280 | 1 0.01 97.23 39950 | 1 0.01 97.24 40880 | 1 0.01 97.25 40910 | 1 0.01 97.26 41200 | 1 0.01 97.27 42050 | 1 0.01 97.28 43080 | 1 0.01 97.29 43510 | 1 0.01 97.30 43590 | 1 0.01 97.31 46560 | 2 0.02 97.33 46700 | 1 0.01 97.34 46720 | 1 0.01 97.35 47000 | 1 0.01 97.36 47030 | 1 0.01 97.37 49020 | 1 0.01 97.38 49480 | 1 0.01 97.39 50540 | 1 0.01 97.40 52220 | 1 0.01 97.41 52430 | 1 0.01 97.42 52950 | 1 0.01 97.43 53210 | 1 0.01 97.44 53220 | 1 0.01 97.45 53650 | 1 0.01 97.46 54940 | 1 0.01 97.47 55180 | 1 0.01 97.48 56090 | 1 0.01 97.49 56340 | 1 0.01 97.50 56760 | 1 0.01 97.51 57880 | 1 0.01 97.52 58190 | 1 0.01 97.53 59820 | 1 0.01 97.54 61100 | 1 0.01 97.55 61120 | 1 0.01 97.56 62900 | 1 0.01 97.57 63510 | 1 0.01 97.58 63550 | 1 0.01 97.59 63650 | 1 0.01 97.60 63830 | 1 0.01 97.61 66780 | 1 0.01 97.62 68480 | 1 0.01 97.63 71760 | 1 0.01 97.64 72040 | 1 0.01 97.65 72750 | 1 0.01 97.66 73170 | 1 0.01 97.67 73790 | 1 0.01 97.68 76640 | 1 0.01 97.69 77270 | 1 0.01 97.70 77990 | 1 0.01 97.71 82180 | 1 0.01 97.72 82830 | 1 0.01 97.73 83430 | 1 0.01 97.74 84900 | 1 0.01 97.75 86560 | 1 0.01 97.76 87100 | 1 0.01 97.77 88650 | 1 0.01 97.78 90720 | 1 0.01 97.79 91730 | 1 0.01 97.80 91840 | 1 0.01 97.81 93020 | 1 0.01 97.82 93030 | 1 0.01 97.83 93370 | 1 0.01 97.84 94160 | 1 0.01 97.85 94560 | 1 0.01 97.86 94790 | 1 0.01 97.87 95540 | 1 0.01 97.88 95930 | 1 0.01 97.89 97060 | 1 0.01 97.90 97610 | 1 0.01 97.91 98920 | 1 0.01 97.92 99210 | 1 0.01 97.93 99720 | 1 0.01 97.94 100100 | 1 0.01 97.95 101040 | 1 0.01 97.96 103370 | 1 0.01 97.97 103420 | 1 0.01 97.98 104190 | 1 0.01 97.99 104900 | 1 0.01 98.00 108910 | 1 0.01 98.01 111330 | 1 0.01 98.02 111540 | 1 0.01 98.03 112340 | 1 0.01 98.04 115290 | 1 0.01 98.05 115910 | 1 0.01 98.06 116750 | 1 0.01 98.07 117970 | 1 0.01 98.08 118300 | 1 0.01 98.09 118790 | 1 0.01 98.10 118820 | 1 0.01 98.11 121990 | 1 0.01 98.12 125060 | 1 0.01 98.13 125680 | 1 0.01 98.14 129370 | 1 0.01 98.15 130320 | 1 0.01 98.16 135510 | 1 0.01 98.17 138940 | 1 0.01 98.18 139670 | 1 0.01 98.19 142090 | 1 0.01 98.20 142260 | 1 0.01 98.21 142340 | 1 0.01 98.22 144780 | 1 0.01 98.23 146470 | 1 0.01 98.24 147590 | 1 0.01 98.25 151130 | 1 0.01 98.26 152080 | 1 0.01 98.27 152110 | 1 0.01 98.28 154890 | 1 0.01 98.29 157670 | 1 0.01 98.30 158020 | 1 0.01 98.31 158480 | 1 0.01 98.32 158580 | 1 0.01 98.33 160970 | 1 0.01 98.34 161500 | 1 0.01 98.35 162300 | 1 0.01 98.36 167570 | 1 0.01 98.37 168240 | 1 0.01 98.38 172460 | 1 0.01 98.39 172600 | 1 0.01 98.40 174940 | 1 0.01 98.41 176090 | 1 0.01 98.42 176120 | 1 0.01 98.43 177490 | 1 0.01 98.44 177730 | 1 0.01 98.45 178640 | 1 0.01 98.46 179170 | 1 0.01 98.47 179410 | 1 0.01 98.48 182630 | 1 0.01 98.49 184150 | 1 0.01 98.50 187560 | 1 0.01 98.51 188220 | 1 0.01 98.52 189970 | 1 0.01 98.53 192290 | 1 0.01 98.54 197000 | 1 0.01 98.55 197310 | 1 0.01 98.56 205550 | 1 0.01 98.57 211620 | 1 0.01 98.58 211650 | 1 0.01 98.59 214110 | 1 0.01 98.60 216980 | 1 0.01 98.61 220240 | 1 0.01 98.62 220270 | 1 0.01 98.63 224130 | 1 0.01 98.64 226150 | 1 0.01 98.65 230870 | 1 0.01 98.66 233610 | 1 0.01 98.67 237120 | 1 0.01 98.68 238980 | 1 0.01 98.69 239160 | 1 0.01 98.70 239660 | 1 0.01 98.71 240130 | 1 0.01 98.72 242810 | 1 0.01 98.73 243400 | 1 0.01 98.74 245120 | 1 0.01 98.75 250460 | 1 0.01 98.76 254650 | 1 0.01 98.77 259670 | 1 0.01 98.78 261740 | 1 0.01 98.79 262070 | 1 0.01 98.80 266520 | 1 0.01 98.81 268540 | 1 0.01 98.82 274110 | 1 0.01 98.83 278250 | 1 0.01 98.84 278300 | 1 0.01 98.85 281700 | 1 0.01 98.86 286130 | 1 0.01 98.87 287120 | 1 0.01 98.88 289980 | 1 0.01 98.89 293680 | 1 0.01 98.90 296120 | 1 0.01 98.91 296760 | 1 0.01 98.92 301530 | 1 0.01 98.93 313840 | 1 0.01 98.94 318380 | 1 0.01 98.95 318960 | 1 0.01 98.96 320320 | 1 0.01 98.97 321360 | 1 0.01 98.98 323460 | 1 0.01 98.99 325470 | 1 0.01 99.00 330870 | 1 0.01 99.01 342860 | 1 0.01 99.02 343570 | 1 0.01 99.03 348040 | 1 0.01 99.04 354910 | 1 0.01 99.05 355730 | 1 0.01 99.06 361160 | 1 0.01 99.07 364800 | 1 0.01 99.08 369540 | 1 0.01 99.09 370840 | 1 0.01 99.10 375320 | 1 0.01 99.11 376300 | 1 0.01 99.12 384380 | 1 0.01 99.13 388710 | 1 0.01 99.14 410100 | 1 0.01 99.15 423450 | 1 0.01 99.16 431170 | 1 0.01 99.17 433240 | 1 0.01 99.18 442700 | 1 0.01 99.19 446570 | 1 0.01 99.20 454120 | 1 0.01 99.21 458330 | 1 0.01 99.22 469070 | 1 0.01 99.23 475320 | 1 0.01 99.24 478410 | 1 0.01 99.25 486410 | 1 0.01 99.26 489700 | 1 0.01 99.27 491720 | 1 0.01 99.28 500770 | 1 0.01 99.29 513860 | 1 0.01 99.30 528210 | 1 0.01 99.31 534400 | 1 0.01 99.32 537430 | 1 0.01 99.33 537700 | 1 0.01 99.34 540590 | 1 0.01 99.35 559570 | 1 0.01 99.36 565440 | 1 0.01 99.37 569180 | 1 0.01 99.38 578920 | 1 0.01 99.39 585800 | 1 0.01 99.40 592140 | 1 0.01 99.41 639010 | 1 0.01 99.42 648140 | 1 0.01 99.43 699630 | 1 0.01 99.44 714360 | 1 0.01 99.45 729900 | 1 0.01 99.46 763090 | 1 0.01 99.47 792870 | 1 0.01 99.48 808370 | 1 0.01 99.49 873790 | 1 0.01 99.50 894960 | 1 0.01 99.51 913840 | 1 0.01 99.52 918250 | 1 0.01 99.53 975940 | 1 0.01 99.54 1005280 | 1 0.01 99.55 1102970 | 1 0.01 99.56 1122800 | 1 0.01 99.57 1188060 | 1 0.01 99.58 1299120 | 1 0.01 99.59 1376200 | 1 0.01 99.60 1388510 | 1 0.01 99.61 1389150 | 1 0.01 99.62 2110430 | 1 0.01 99.63 2295730 | 1 0.01 99.64 2355500 | 1 0.01 99.65 2491560 | 1 0.01 99.66 3905760 | 1 0.01 99.67 . | 33 0.33 100.00 ------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 26 Jun 2017