Frequencies for first 10,000 rows of prep variable in zipcode2014 dataset : Number of | returns | with paid | preparer's | signature | Freq. Percent Cum. ------------+----------------------------------- 0 | 987 9.87 9.87 20 | 260 2.60 12.47 30 | 532 5.32 17.79 40 | 510 5.10 22.89 50 | 447 4.47 27.36 60 | 351 3.51 30.87 70 | 296 2.96 33.83 80 | 291 2.91 36.74 90 | 282 2.82 39.56 100 | 229 2.29 41.85 110 | 193 1.93 43.78 120 | 190 1.90 45.68 130 | 157 1.57 47.25 140 | 173 1.73 48.98 150 | 138 1.38 50.36 160 | 158 1.58 51.94 170 | 133 1.33 53.27 180 | 135 1.35 54.62 190 | 115 1.15 55.77 200 | 109 1.09 56.86 210 | 105 1.05 57.91 220 | 112 1.12 59.03 230 | 86 0.86 59.89 240 | 94 0.94 60.83 250 | 89 0.89 61.72 260 | 85 0.85 62.57 270 | 79 0.79 63.36 280 | 87 0.87 64.23 290 | 76 0.76 64.99 300 | 75 0.75 65.74 310 | 47 0.47 66.21 320 | 58 0.58 66.79 330 | 60 0.60 67.39 340 | 60 0.60 67.99 350 | 62 0.62 68.61 360 | 45 0.45 69.06 370 | 57 0.57 69.63 380 | 47 0.47 70.10 390 | 58 0.58 70.68 400 | 53 0.53 71.21 410 | 51 0.51 71.72 420 | 46 0.46 72.18 430 | 55 0.55 72.73 440 | 52 0.52 73.25 450 | 48 0.48 73.73 460 | 36 0.36 74.09 470 | 31 0.31 74.40 480 | 45 0.45 74.85 490 | 35 0.35 75.20 500 | 37 0.37 75.57 510 | 43 0.43 76.00 520 | 30 0.30 76.30 530 | 33 0.33 76.63 540 | 35 0.35 76.98 550 | 37 0.37 77.35 560 | 28 0.28 77.63 570 | 35 0.35 77.98 580 | 29 0.29 78.27 590 | 43 0.43 78.70 600 | 32 0.32 79.02 610 | 36 0.36 79.38 620 | 41 0.41 79.79 630 | 33 0.33 80.12 640 | 19 0.19 80.31 650 | 27 0.27 80.58 660 | 21 0.21 80.79 670 | 22 0.22 81.01 680 | 28 0.28 81.29 690 | 27 0.27 81.56 700 | 29 0.29 81.85 710 | 16 0.16 82.01 720 | 16 0.16 82.17 730 | 32 0.32 82.49 740 | 15 0.15 82.64 750 | 22 0.22 82.86 760 | 25 0.25 83.11 770 | 17 0.17 83.28 780 | 18 0.18 83.46 790 | 15 0.15 83.61 800 | 12 0.12 83.73 810 | 24 0.24 83.97 820 | 23 0.23 84.20 830 | 27 0.27 84.47 840 | 28 0.28 84.75 850 | 24 0.24 84.99 860 | 13 0.13 85.12 870 | 17 0.17 85.29 880 | 11 0.11 85.40 890 | 18 0.18 85.58 900 | 23 0.23 85.81 910 | 10 0.10 85.91 920 | 16 0.16 86.07 930 | 17 0.17 86.24 940 | 22 0.22 86.46 950 | 15 0.15 86.61 960 | 11 0.11 86.72 970 | 22 0.22 86.94 980 | 12 0.12 87.06 990 | 15 0.15 87.21 1000 | 15 0.15 87.36 1010 | 13 0.13 87.49 1020 | 17 0.17 87.66 1030 | 13 0.13 87.79 1040 | 13 0.13 87.92 1050 | 17 0.17 88.09 1060 | 17 0.17 88.26 1070 | 14 0.14 88.40 1080 | 8 0.08 88.48 1090 | 16 0.16 88.64 1100 | 8 0.08 88.72 1110 | 12 0.12 88.84 1120 | 13 0.13 88.97 1130 | 15 0.15 89.12 1140 | 13 0.13 89.25 1150 | 17 0.17 89.42 1160 | 12 0.12 89.54 1170 | 15 0.15 89.69 1180 | 9 0.09 89.78 1190 | 10 0.10 89.88 1200 | 5 0.05 89.93 1210 | 8 0.08 90.01 1220 | 16 0.16 90.17 1230 | 9 0.09 90.26 1240 | 8 0.08 90.34 1250 | 8 0.08 90.42 1260 | 15 0.15 90.57 1270 | 7 0.07 90.64 1280 | 4 0.04 90.68 1290 | 7 0.07 90.75 1300 | 8 0.08 90.83 1310 | 11 0.11 90.94 1320 | 3 0.03 90.97 1330 | 8 0.08 91.05 1340 | 5 0.05 91.10 1350 | 7 0.07 91.17 1360 | 3 0.03 91.20 1370 | 4 0.04 91.24 1380 | 4 0.04 91.28 1390 | 8 0.08 91.36 1400 | 4 0.04 91.40 1410 | 7 0.07 91.47 1420 | 9 0.09 91.56 1430 | 13 0.13 91.69 1440 | 7 0.07 91.76 1450 | 7 0.07 91.83 1460 | 14 0.14 91.97 1470 | 4 0.04 92.01 1480 | 6 0.06 92.07 1490 | 7 0.07 92.14 1500 | 7 0.07 92.21 1510 | 3 0.03 92.24 1520 | 8 0.08 92.32 1530 | 9 0.09 92.41 1540 | 3 0.03 92.44 1550 | 3 0.03 92.47 1560 | 5 0.05 92.52 1570 | 8 0.08 92.60 1580 | 9 0.09 92.69 1590 | 6 0.06 92.75 1600 | 9 0.09 92.84 1610 | 2 0.02 92.86 1620 | 4 0.04 92.90 1630 | 2 0.02 92.92 1640 | 2 0.02 92.94 1650 | 9 0.09 93.03 1660 | 2 0.02 93.05 1670 | 5 0.05 93.10 1680 | 6 0.06 93.16 1690 | 5 0.05 93.21 1700 | 3 0.03 93.24 1710 | 5 0.05 93.29 1720 | 6 0.06 93.35 1730 | 4 0.04 93.39 1740 | 9 0.09 93.48 1750 | 2 0.02 93.50 1760 | 4 0.04 93.54 1770 | 3 0.03 93.57 1780 | 7 0.07 93.64 1790 | 6 0.06 93.70 1800 | 5 0.05 93.75 1810 | 6 0.06 93.81 1820 | 2 0.02 93.83 1830 | 3 0.03 93.86 1840 | 6 0.06 93.92 1850 | 4 0.04 93.96 1860 | 5 0.05 94.01 1870 | 7 0.07 94.08 1880 | 3 0.03 94.11 1890 | 4 0.04 94.15 1900 | 3 0.03 94.18 1910 | 1 0.01 94.19 1920 | 4 0.04 94.23 1930 | 4 0.04 94.27 1940 | 2 0.02 94.29 1950 | 2 0.02 94.31 1960 | 4 0.04 94.35 1970 | 4 0.04 94.39 1980 | 2 0.02 94.41 1990 | 3 0.03 94.44 2000 | 2 0.02 94.46 2010 | 4 0.04 94.50 2020 | 2 0.02 94.52 2030 | 2 0.02 94.54 2040 | 5 0.05 94.59 2050 | 1 0.01 94.60 2060 | 3 0.03 94.63 2070 | 4 0.04 94.67 2090 | 1 0.01 94.68 2100 | 6 0.06 94.74 2110 | 3 0.03 94.77 2120 | 2 0.02 94.79 2130 | 3 0.03 94.82 2140 | 1 0.01 94.83 2150 | 1 0.01 94.84 2160 | 2 0.02 94.86 2170 | 4 0.04 94.90 2180 | 5 0.05 94.95 2190 | 3 0.03 94.98 2200 | 2 0.02 95.00 2220 | 2 0.02 95.02 2230 | 3 0.03 95.05 2240 | 4 0.04 95.09 2250 | 1 0.01 95.10 2260 | 1 0.01 95.11 2270 | 1 0.01 95.12 2280 | 2 0.02 95.14 2290 | 2 0.02 95.16 2320 | 1 0.01 95.17 2340 | 1 0.01 95.18 2350 | 1 0.01 95.19 2360 | 4 0.04 95.23 2370 | 1 0.01 95.24 2380 | 4 0.04 95.28 2390 | 2 0.02 95.30 2410 | 1 0.01 95.31 2420 | 3 0.03 95.34 2430 | 3 0.03 95.37 2450 | 1 0.01 95.38 2460 | 2 0.02 95.40 2470 | 2 0.02 95.42 2480 | 2 0.02 95.44 2490 | 3 0.03 95.47 2500 | 2 0.02 95.49 2510 | 2 0.02 95.51 2540 | 5 0.05 95.56 2550 | 4 0.04 95.60 2560 | 1 0.01 95.61 2580 | 1 0.01 95.62 2590 | 2 0.02 95.64 2600 | 1 0.01 95.65 2610 | 4 0.04 95.69 2620 | 1 0.01 95.70 2640 | 1 0.01 95.71 2650 | 1 0.01 95.72 2660 | 1 0.01 95.73 2670 | 2 0.02 95.75 2690 | 4 0.04 95.79 2700 | 1 0.01 95.80 2710 | 2 0.02 95.82 2720 | 1 0.01 95.83 2730 | 2 0.02 95.85 2750 | 3 0.03 95.88 2760 | 1 0.01 95.89 2780 | 2 0.02 95.91 2790 | 1 0.01 95.92 2800 | 3 0.03 95.95 2810 | 2 0.02 95.97 2820 | 2 0.02 95.99 2830 | 3 0.03 96.02 2850 | 2 0.02 96.04 2860 | 2 0.02 96.06 2880 | 2 0.02 96.08 2920 | 1 0.01 96.09 2930 | 1 0.01 96.10 2940 | 2 0.02 96.12 2960 | 2 0.02 96.14 2980 | 1 0.01 96.15 3030 | 1 0.01 96.16 3050 | 1 0.01 96.17 3060 | 1 0.01 96.18 3090 | 1 0.01 96.19 3110 | 1 0.01 96.20 3160 | 1 0.01 96.21 3200 | 2 0.02 96.23 3220 | 1 0.01 96.24 3240 | 1 0.01 96.25 3260 | 2 0.02 96.27 3280 | 2 0.02 96.29 3300 | 1 0.01 96.30 3350 | 1 0.01 96.31 3400 | 1 0.01 96.32 3420 | 1 0.01 96.33 3430 | 1 0.01 96.34 3450 | 1 0.01 96.35 3460 | 1 0.01 96.36 3500 | 2 0.02 96.38 3510 | 3 0.03 96.41 3530 | 1 0.01 96.42 3540 | 2 0.02 96.44 3610 | 1 0.01 96.45 3650 | 2 0.02 96.47 3680 | 3 0.03 96.50 3730 | 2 0.02 96.52 3740 | 1 0.01 96.53 3750 | 1 0.01 96.54 3790 | 1 0.01 96.55 3810 | 1 0.01 96.56 3830 | 1 0.01 96.57 3880 | 1 0.01 96.58 3890 | 1 0.01 96.59 3910 | 1 0.01 96.60 3930 | 1 0.01 96.61 4030 | 1 0.01 96.62 4060 | 1 0.01 96.63 4160 | 1 0.01 96.64 4200 | 1 0.01 96.65 4240 | 1 0.01 96.66 4330 | 1 0.01 96.67 4340 | 1 0.01 96.68 4420 | 2 0.02 96.70 4520 | 1 0.01 96.71 4540 | 1 0.01 96.72 4560 | 1 0.01 96.73 4670 | 1 0.01 96.74 4730 | 1 0.01 96.75 4830 | 1 0.01 96.76 4850 | 1 0.01 96.77 4870 | 1 0.01 96.78 4910 | 1 0.01 96.79 5080 | 1 0.01 96.80 5090 | 1 0.01 96.81 5230 | 1 0.01 96.82 5270 | 1 0.01 96.83 5320 | 1 0.01 96.84 5690 | 1 0.01 96.85 5740 | 1 0.01 96.86 5980 | 1 0.01 96.87 6430 | 1 0.01 96.88 6460 | 1 0.01 96.89 6510 | 1 0.01 96.90 6610 | 1 0.01 96.91 6720 | 1 0.01 96.92 7480 | 1 0.01 96.93 8120 | 1 0.01 96.94 8580 | 1 0.01 96.95 10190 | 1 0.01 96.96 10250 | 1 0.01 96.97 10360 | 1 0.01 96.98 10810 | 1 0.01 96.99 11090 | 1 0.01 97.00 11330 | 1 0.01 97.01 12150 | 1 0.01 97.02 13070 | 1 0.01 97.03 13230 | 1 0.01 97.04 14050 | 1 0.01 97.05 14380 | 1 0.01 97.06 15740 | 1 0.01 97.07 15970 | 1 0.01 97.08 16360 | 1 0.01 97.09 17210 | 1 0.01 97.10 17640 | 1 0.01 97.11 18080 | 1 0.01 97.12 20640 | 1 0.01 97.13 21020 | 1 0.01 97.14 21090 | 1 0.01 97.15 21150 | 1 0.01 97.16 21290 | 1 0.01 97.17 21530 | 1 0.01 97.18 22080 | 1 0.01 97.19 22230 | 1 0.01 97.20 23050 | 1 0.01 97.21 23490 | 1 0.01 97.22 24000 | 1 0.01 97.23 25520 | 1 0.01 97.24 25680 | 1 0.01 97.25 25890 | 1 0.01 97.26 29020 | 1 0.01 97.27 29150 | 1 0.01 97.28 29350 | 1 0.01 97.29 29450 | 1 0.01 97.30 29530 | 1 0.01 97.31 30340 | 1 0.01 97.32 30540 | 1 0.01 97.33 31190 | 1 0.01 97.34 31220 | 1 0.01 97.35 31570 | 1 0.01 97.36 31860 | 1 0.01 97.37 32780 | 1 0.01 97.38 33400 | 1 0.01 97.39 33480 | 1 0.01 97.40 34010 | 1 0.01 97.41 34220 | 1 0.01 97.42 34490 | 1 0.01 97.43 35420 | 1 0.01 97.44 35440 | 1 0.01 97.45 35560 | 1 0.01 97.46 35890 | 1 0.01 97.47 35980 | 1 0.01 97.48 36520 | 1 0.01 97.49 37500 | 1 0.01 97.50 38380 | 1 0.01 97.51 38480 | 1 0.01 97.52 38780 | 1 0.01 97.53 39250 | 1 0.01 97.54 40900 | 1 0.01 97.55 40910 | 1 0.01 97.56 41540 | 1 0.01 97.57 41820 | 1 0.01 97.58 42300 | 1 0.01 97.59 42740 | 1 0.01 97.60 44010 | 1 0.01 97.61 44050 | 1 0.01 97.62 45250 | 1 0.01 97.63 45520 | 1 0.01 97.64 45840 | 1 0.01 97.65 46370 | 1 0.01 97.66 46490 | 1 0.01 97.67 46670 | 1 0.01 97.68 47260 | 1 0.01 97.69 48670 | 1 0.01 97.70 50270 | 1 0.01 97.71 51310 | 1 0.01 97.72 52630 | 1 0.01 97.73 53070 | 1 0.01 97.74 53950 | 1 0.01 97.75 53960 | 1 0.01 97.76 54140 | 1 0.01 97.77 55680 | 1 0.01 97.78 55740 | 1 0.01 97.79 56070 | 1 0.01 97.80 56080 | 1 0.01 97.81 57160 | 1 0.01 97.82 57220 | 1 0.01 97.83 58650 | 1 0.01 97.84 59700 | 1 0.01 97.85 59870 | 1 0.01 97.86 59980 | 1 0.01 97.87 61410 | 1 0.01 97.88 61630 | 1 0.01 97.89 62010 | 1 0.01 97.90 62910 | 1 0.01 97.91 67140 | 1 0.01 97.92 67660 | 1 0.01 97.93 67700 | 1 0.01 97.94 69000 | 1 0.01 97.95 69760 | 1 0.01 97.96 70800 | 1 0.01 97.97 71490 | 1 0.01 97.98 74870 | 1 0.01 97.99 76850 | 1 0.01 98.00 77420 | 1 0.01 98.01 78270 | 1 0.01 98.02 78870 | 1 0.01 98.03 84000 | 1 0.01 98.04 84620 | 1 0.01 98.05 84640 | 1 0.01 98.06 84940 | 1 0.01 98.07 86960 | 1 0.01 98.08 88040 | 1 0.01 98.09 88220 | 1 0.01 98.10 88710 | 1 0.01 98.11 89510 | 1 0.01 98.12 90330 | 1 0.01 98.13 93190 | 1 0.01 98.14 93490 | 1 0.01 98.15 95350 | 1 0.01 98.16 96610 | 1 0.01 98.17 97430 | 1 0.01 98.18 97580 | 1 0.01 98.19 97950 | 1 0.01 98.20 99750 | 1 0.01 98.21 99930 | 1 0.01 98.22 101920 | 1 0.01 98.23 102140 | 1 0.01 98.24 102510 | 1 0.01 98.25 103950 | 1 0.01 98.26 104450 | 1 0.01 98.27 105910 | 1 0.01 98.28 106320 | 1 0.01 98.29 107140 | 1 0.01 98.30 107370 | 1 0.01 98.31 107790 | 1 0.01 98.32 111430 | 1 0.01 98.33 112150 | 1 0.01 98.34 112610 | 1 0.01 98.35 114540 | 1 0.01 98.36 116490 | 1 0.01 98.37 117290 | 1 0.01 98.38 121160 | 1 0.01 98.39 121240 | 1 0.01 98.40 121610 | 1 0.01 98.41 122670 | 1 0.01 98.42 123380 | 1 0.01 98.43 125050 | 1 0.01 98.44 125710 | 1 0.01 98.45 127270 | 1 0.01 98.46 128690 | 1 0.01 98.47 129500 | 1 0.01 98.48 132990 | 1 0.01 98.49 133450 | 1 0.01 98.50 137660 | 1 0.01 98.51 141860 | 1 0.01 98.52 142140 | 1 0.01 98.53 144240 | 1 0.01 98.54 147380 | 1 0.01 98.55 148670 | 1 0.01 98.56 149870 | 1 0.01 98.57 150640 | 1 0.01 98.58 151170 | 1 0.01 98.59 152140 | 1 0.01 98.60 156090 | 1 0.01 98.61 156720 | 1 0.01 98.62 156810 | 1 0.01 98.63 158880 | 1 0.01 98.64 162910 | 1 0.01 98.65 166210 | 1 0.01 98.66 166360 | 1 0.01 98.67 167890 | 1 0.01 98.68 169950 | 1 0.01 98.69 170450 | 1 0.01 98.70 171120 | 1 0.01 98.71 171360 | 1 0.01 98.72 172750 | 1 0.01 98.73 175360 | 1 0.01 98.74 176410 | 1 0.01 98.75 178510 | 1 0.01 98.76 180470 | 1 0.01 98.77 181330 | 1 0.01 98.78 181800 | 1 0.01 98.79 183590 | 1 0.01 98.80 183990 | 1 0.01 98.81 187750 | 1 0.01 98.82 189410 | 1 0.01 98.83 189440 | 1 0.01 98.84 193000 | 1 0.01 98.85 193040 | 1 0.01 98.86 196060 | 1 0.01 98.87 197120 | 1 0.01 98.88 200410 | 1 0.01 98.89 210450 | 1 0.01 98.90 211570 | 1 0.01 98.91 215490 | 1 0.01 98.92 216070 | 1 0.01 98.93 221020 | 1 0.01 98.94 223390 | 1 0.01 98.95 227900 | 1 0.01 98.96 229450 | 1 0.01 98.97 232910 | 1 0.01 98.98 234380 | 1 0.01 98.99 236200 | 1 0.01 99.00 237710 | 1 0.01 99.01 237740 | 1 0.01 99.02 238920 | 1 0.01 99.03 240400 | 1 0.01 99.04 243390 | 1 0.01 99.05 245300 | 1 0.01 99.06 245790 | 1 0.01 99.07 252540 | 1 0.01 99.08 253720 | 1 0.01 99.09 260990 | 1 0.01 99.10 262220 | 1 0.01 99.11 263600 | 1 0.01 99.12 264890 | 1 0.01 99.13 267840 | 1 0.01 99.14 269900 | 1 0.01 99.15 270320 | 1 0.01 99.16 272430 | 1 0.01 99.17 274220 | 1 0.01 99.18 276020 | 1 0.01 99.19 281350 | 1 0.01 99.20 281760 | 1 0.01 99.21 290970 | 1 0.01 99.22 300490 | 1 0.01 99.23 304320 | 1 0.01 99.24 306850 | 1 0.01 99.25 310110 | 1 0.01 99.26 310930 | 1 0.01 99.27 312090 | 1 0.01 99.28 312340 | 1 0.01 99.29 316020 | 1 0.01 99.30 325030 | 1 0.01 99.31 325800 | 1 0.01 99.32 334370 | 1 0.01 99.33 335920 | 1 0.01 99.34 340570 | 1 0.01 99.35 346190 | 1 0.01 99.36 350630 | 1 0.01 99.37 353090 | 1 0.01 99.38 359370 | 1 0.01 99.39 365840 | 1 0.01 99.40 368030 | 1 0.01 99.41 369820 | 1 0.01 99.42 369990 | 1 0.01 99.43 370790 | 1 0.01 99.44 371340 | 1 0.01 99.45 379490 | 1 0.01 99.46 388190 | 1 0.01 99.47 411580 | 1 0.01 99.48 416060 | 1 0.01 99.49 420800 | 1 0.01 99.50 437370 | 1 0.01 99.51 437660 | 1 0.01 99.52 443750 | 1 0.01 99.53 459240 | 1 0.01 99.54 459600 | 1 0.01 99.55 461690 | 1 0.01 99.56 468210 | 1 0.01 99.57 473150 | 1 0.01 99.58 479900 | 1 0.01 99.59 481680 | 1 0.01 99.60 484560 | 1 0.01 99.61 493370 | 1 0.01 99.62 499060 | 1 0.01 99.63 512460 | 1 0.01 99.64 523910 | 1 0.01 99.65 524400 | 1 0.01 99.66 532990 | 1 0.01 99.67 547720 | 1 0.01 99.68 549340 | 1 0.01 99.69 551930 | 1 0.01 99.70 554680 | 1 0.01 99.71 562810 | 1 0.01 99.72 565520 | 1 0.01 99.73 598240 | 1 0.01 99.74 684290 | 1 0.01 99.75 692870 | 1 0.01 99.76 696780 | 1 0.01 99.77 713840 | 1 0.01 99.78 748090 | 1 0.01 99.79 751090 | 1 0.01 99.80 811480 | 1 0.01 99.81 834560 | 1 0.01 99.82 835230 | 1 0.01 99.83 870960 | 1 0.01 99.84 887840 | 1 0.01 99.85 908740 | 1 0.01 99.86 941010 | 1 0.01 99.87 972310 | 1 0.01 99.88 1059590 | 1 0.01 99.89 1133070 | 1 0.01 99.90 1146950 | 1 0.01 99.91 1280840 | 1 0.01 99.92 1378230 | 1 0.01 99.93 1399730 | 1 0.01 99.94 1443900 | 1 0.01 99.95 2055470 | 1 0.01 99.96 2242390 | 1 0.01 99.97 2247810 | 1 0.01 99.98 2504770 | 1 0.01 99.99 3822850 | 1 0.01 100.00 ------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 26 Jun 2017