Frequencies for first 10,000 rows of prep variable in zipcode2012 dataset : Number of | returns | with paid | preparer's | signature | Freq. Percent Cum. ------------+----------------------------------- 0 | 1,072 10.72 10.72 20 | 289 2.89 13.61 30 | 514 5.14 18.75 40 | 488 4.88 23.63 50 | 425 4.25 27.88 60 | 345 3.45 31.33 70 | 309 3.09 34.42 80 | 296 2.96 37.38 90 | 249 2.49 39.87 100 | 214 2.14 42.01 110 | 194 1.94 43.95 120 | 195 1.95 45.90 130 | 175 1.75 47.65 140 | 136 1.36 49.01 150 | 157 1.57 50.58 160 | 158 1.58 52.16 170 | 111 1.11 53.27 180 | 104 1.04 54.31 190 | 147 1.47 55.78 200 | 116 1.16 56.94 210 | 110 1.10 58.04 220 | 111 1.11 59.15 230 | 93 0.93 60.08 240 | 88 0.88 60.96 250 | 86 0.86 61.82 260 | 79 0.79 62.61 270 | 78 0.78 63.39 280 | 83 0.83 64.22 290 | 81 0.81 65.03 300 | 72 0.72 65.75 310 | 81 0.81 66.56 320 | 53 0.53 67.09 330 | 56 0.56 67.65 340 | 59 0.59 68.24 350 | 55 0.55 68.79 360 | 51 0.51 69.30 370 | 49 0.49 69.79 380 | 54 0.54 70.33 390 | 52 0.52 70.85 400 | 54 0.54 71.39 410 | 47 0.47 71.86 420 | 31 0.31 72.17 430 | 54 0.54 72.71 440 | 44 0.44 73.15 450 | 50 0.50 73.65 460 | 39 0.39 74.04 470 | 45 0.45 74.49 480 | 45 0.45 74.94 490 | 45 0.45 75.39 500 | 43 0.43 75.82 510 | 36 0.36 76.18 520 | 39 0.39 76.57 530 | 31 0.31 76.88 540 | 38 0.38 77.26 550 | 33 0.33 77.59 560 | 35 0.35 77.94 570 | 29 0.29 78.23 580 | 26 0.26 78.49 590 | 32 0.32 78.81 600 | 41 0.41 79.22 610 | 24 0.24 79.46 620 | 35 0.35 79.81 630 | 30 0.30 80.11 640 | 27 0.27 80.38 650 | 33 0.33 80.71 660 | 20 0.20 80.91 670 | 25 0.25 81.16 680 | 25 0.25 81.41 690 | 18 0.18 81.59 700 | 22 0.22 81.81 710 | 22 0.22 82.03 720 | 33 0.33 82.36 730 | 17 0.17 82.53 740 | 18 0.18 82.71 750 | 31 0.31 83.02 760 | 15 0.15 83.17 770 | 24 0.24 83.41 780 | 20 0.20 83.61 790 | 20 0.20 83.81 800 | 19 0.19 84.00 810 | 20 0.20 84.20 820 | 19 0.19 84.39 830 | 20 0.20 84.59 840 | 18 0.18 84.77 850 | 26 0.26 85.03 860 | 18 0.18 85.21 870 | 19 0.19 85.40 880 | 9 0.09 85.49 890 | 15 0.15 85.64 900 | 19 0.19 85.83 910 | 17 0.17 86.00 920 | 26 0.26 86.26 930 | 16 0.16 86.42 940 | 18 0.18 86.60 950 | 17 0.17 86.77 960 | 15 0.15 86.92 970 | 11 0.11 87.03 980 | 14 0.14 87.17 990 | 21 0.21 87.38 1000 | 20 0.20 87.58 1010 | 12 0.12 87.70 1020 | 9 0.09 87.79 1030 | 11 0.11 87.90 1040 | 17 0.17 88.07 1050 | 10 0.10 88.17 1060 | 16 0.16 88.33 1070 | 9 0.09 88.42 1080 | 14 0.14 88.56 1090 | 10 0.10 88.66 1100 | 12 0.12 88.78 1110 | 8 0.08 88.86 1120 | 11 0.11 88.97 1130 | 11 0.11 89.08 1140 | 11 0.11 89.19 1150 | 9 0.09 89.28 1160 | 11 0.11 89.39 1170 | 15 0.15 89.54 1180 | 8 0.08 89.62 1190 | 10 0.10 89.72 1200 | 7 0.07 89.79 1210 | 6 0.06 89.85 1220 | 5 0.05 89.90 1230 | 15 0.15 90.05 1240 | 9 0.09 90.14 1250 | 9 0.09 90.23 1260 | 10 0.10 90.33 1270 | 7 0.07 90.40 1280 | 7 0.07 90.47 1290 | 10 0.10 90.57 1300 | 11 0.11 90.68 1310 | 9 0.09 90.77 1320 | 7 0.07 90.84 1330 | 10 0.10 90.94 1340 | 12 0.12 91.06 1350 | 3 0.03 91.09 1360 | 10 0.10 91.19 1370 | 5 0.05 91.24 1380 | 16 0.16 91.40 1390 | 6 0.06 91.46 1400 | 10 0.10 91.56 1410 | 3 0.03 91.59 1420 | 11 0.11 91.70 1430 | 3 0.03 91.73 1440 | 5 0.05 91.78 1450 | 5 0.05 91.83 1460 | 8 0.08 91.91 1470 | 5 0.05 91.96 1480 | 5 0.05 92.01 1490 | 11 0.11 92.12 1500 | 7 0.07 92.19 1510 | 3 0.03 92.22 1520 | 7 0.07 92.29 1530 | 3 0.03 92.32 1540 | 11 0.11 92.43 1550 | 6 0.06 92.49 1560 | 12 0.12 92.61 1570 | 6 0.06 92.67 1580 | 5 0.05 92.72 1590 | 4 0.04 92.76 1600 | 4 0.04 92.80 1610 | 5 0.05 92.85 1620 | 4 0.04 92.89 1630 | 6 0.06 92.95 1640 | 3 0.03 92.98 1650 | 7 0.07 93.05 1660 | 2 0.02 93.07 1670 | 2 0.02 93.09 1680 | 5 0.05 93.14 1690 | 3 0.03 93.17 1700 | 1 0.01 93.18 1710 | 10 0.10 93.28 1720 | 7 0.07 93.35 1730 | 3 0.03 93.38 1740 | 6 0.06 93.44 1750 | 1 0.01 93.45 1760 | 2 0.02 93.47 1770 | 5 0.05 93.52 1780 | 2 0.02 93.54 1790 | 2 0.02 93.56 1800 | 3 0.03 93.59 1810 | 2 0.02 93.61 1820 | 2 0.02 93.63 1830 | 4 0.04 93.67 1840 | 2 0.02 93.69 1850 | 4 0.04 93.73 1860 | 7 0.07 93.80 1870 | 5 0.05 93.85 1880 | 7 0.07 93.92 1890 | 3 0.03 93.95 1900 | 8 0.08 94.03 1910 | 7 0.07 94.10 1920 | 5 0.05 94.15 1930 | 4 0.04 94.19 1940 | 4 0.04 94.23 1950 | 3 0.03 94.26 1960 | 1 0.01 94.27 1970 | 6 0.06 94.33 1980 | 4 0.04 94.37 1990 | 2 0.02 94.39 2000 | 3 0.03 94.42 2010 | 4 0.04 94.46 2020 | 3 0.03 94.49 2030 | 2 0.02 94.51 2040 | 3 0.03 94.54 2060 | 1 0.01 94.55 2070 | 1 0.01 94.56 2080 | 3 0.03 94.59 2090 | 2 0.02 94.61 2100 | 2 0.02 94.63 2110 | 1 0.01 94.64 2120 | 5 0.05 94.69 2130 | 1 0.01 94.70 2140 | 2 0.02 94.72 2150 | 3 0.03 94.75 2160 | 2 0.02 94.77 2170 | 2 0.02 94.79 2180 | 3 0.03 94.82 2190 | 2 0.02 94.84 2200 | 3 0.03 94.87 2210 | 2 0.02 94.89 2220 | 3 0.03 94.92 2230 | 1 0.01 94.93 2240 | 1 0.01 94.94 2250 | 1 0.01 94.95 2260 | 2 0.02 94.97 2270 | 1 0.01 94.98 2280 | 2 0.02 95.00 2290 | 1 0.01 95.01 2310 | 1 0.01 95.02 2330 | 3 0.03 95.05 2340 | 4 0.04 95.09 2350 | 2 0.02 95.11 2360 | 1 0.01 95.12 2370 | 5 0.05 95.17 2380 | 1 0.01 95.18 2400 | 2 0.02 95.20 2410 | 1 0.01 95.21 2420 | 4 0.04 95.25 2430 | 1 0.01 95.26 2440 | 2 0.02 95.28 2450 | 1 0.01 95.29 2460 | 2 0.02 95.31 2470 | 1 0.01 95.32 2480 | 2 0.02 95.34 2490 | 2 0.02 95.36 2510 | 1 0.01 95.37 2520 | 1 0.01 95.38 2530 | 2 0.02 95.40 2540 | 4 0.04 95.44 2550 | 2 0.02 95.46 2570 | 3 0.03 95.49 2580 | 3 0.03 95.52 2590 | 1 0.01 95.53 2600 | 2 0.02 95.55 2610 | 2 0.02 95.57 2620 | 2 0.02 95.59 2630 | 1 0.01 95.60 2640 | 1 0.01 95.61 2660 | 2 0.02 95.63 2690 | 3 0.03 95.66 2700 | 3 0.03 95.69 2720 | 3 0.03 95.72 2730 | 1 0.01 95.73 2740 | 1 0.01 95.74 2750 | 1 0.01 95.75 2760 | 1 0.01 95.76 2770 | 1 0.01 95.77 2780 | 1 0.01 95.78 2790 | 2 0.02 95.80 2810 | 2 0.02 95.82 2820 | 2 0.02 95.84 2830 | 2 0.02 95.86 2840 | 2 0.02 95.88 2860 | 2 0.02 95.90 2880 | 1 0.01 95.91 2890 | 2 0.02 95.93 2900 | 1 0.01 95.94 2910 | 4 0.04 95.98 2920 | 1 0.01 95.99 2930 | 1 0.01 96.00 2940 | 2 0.02 96.02 2950 | 4 0.04 96.06 3000 | 2 0.02 96.08 3030 | 1 0.01 96.09 3050 | 1 0.01 96.10 3100 | 2 0.02 96.12 3110 | 1 0.01 96.13 3130 | 2 0.02 96.15 3180 | 1 0.01 96.16 3190 | 1 0.01 96.17 3200 | 1 0.01 96.18 3240 | 1 0.01 96.19 3320 | 1 0.01 96.20 3330 | 2 0.02 96.22 3340 | 1 0.01 96.23 3350 | 1 0.01 96.24 3370 | 1 0.01 96.25 3380 | 1 0.01 96.26 3390 | 3 0.03 96.29 3410 | 1 0.01 96.30 3440 | 1 0.01 96.31 3450 | 1 0.01 96.32 3460 | 1 0.01 96.33 3500 | 1 0.01 96.34 3530 | 1 0.01 96.35 3540 | 1 0.01 96.36 3570 | 1 0.01 96.37 3580 | 1 0.01 96.38 3620 | 3 0.03 96.41 3640 | 1 0.01 96.42 3650 | 1 0.01 96.43 3690 | 2 0.02 96.45 3700 | 1 0.01 96.46 3730 | 1 0.01 96.47 3760 | 1 0.01 96.48 3790 | 2 0.02 96.50 3820 | 1 0.01 96.51 3850 | 1 0.01 96.52 3880 | 1 0.01 96.53 3890 | 1 0.01 96.54 3920 | 1 0.01 96.55 3980 | 1 0.01 96.56 3990 | 2 0.02 96.58 4000 | 1 0.01 96.59 4020 | 1 0.01 96.60 4050 | 1 0.01 96.61 4080 | 1 0.01 96.62 4090 | 1 0.01 96.63 4150 | 1 0.01 96.64 4190 | 1 0.01 96.65 4360 | 1 0.01 96.66 4380 | 1 0.01 96.67 4390 | 1 0.01 96.68 4430 | 1 0.01 96.69 4540 | 1 0.01 96.70 4650 | 1 0.01 96.71 4740 | 1 0.01 96.72 4760 | 1 0.01 96.73 4810 | 1 0.01 96.74 4910 | 1 0.01 96.75 4970 | 1 0.01 96.76 5040 | 1 0.01 96.77 5050 | 1 0.01 96.78 5190 | 2 0.02 96.80 5280 | 1 0.01 96.81 5290 | 1 0.01 96.82 5350 | 1 0.01 96.83 5470 | 1 0.01 96.84 5570 | 1 0.01 96.85 5590 | 1 0.01 96.86 5620 | 1 0.01 96.87 5970 | 1 0.01 96.88 6270 | 1 0.01 96.89 6550 | 2 0.02 96.91 6780 | 1 0.01 96.92 6960 | 1 0.01 96.93 7780 | 1 0.01 96.94 8250 | 1 0.01 96.95 8660 | 1 0.01 96.96 8910 | 1 0.01 96.97 9390 | 1 0.01 96.98 9530 | 2 0.02 97.00 9920 | 1 0.01 97.01 10090 | 1 0.01 97.02 11360 | 1 0.01 97.03 11480 | 1 0.01 97.04 12450 | 1 0.01 97.05 12580 | 1 0.01 97.06 13140 | 1 0.01 97.07 13870 | 1 0.01 97.08 15030 | 1 0.01 97.09 15790 | 1 0.01 97.10 16930 | 1 0.01 97.11 17540 | 1 0.01 97.12 18090 | 1 0.01 97.13 18190 | 1 0.01 97.14 18250 | 1 0.01 97.15 19140 | 1 0.01 97.16 20030 | 1 0.01 97.17 20400 | 1 0.01 97.18 20690 | 1 0.01 97.19 21660 | 1 0.01 97.20 22350 | 1 0.01 97.21 22760 | 1 0.01 97.22 23900 | 1 0.01 97.23 24070 | 1 0.01 97.24 24130 | 1 0.01 97.25 24350 | 1 0.01 97.26 24540 | 1 0.01 97.27 25550 | 1 0.01 97.28 26180 | 1 0.01 97.29 26330 | 1 0.01 97.30 28110 | 1 0.01 97.31 28960 | 1 0.01 97.32 29270 | 1 0.01 97.33 29420 | 1 0.01 97.34 29710 | 1 0.01 97.35 30020 | 1 0.01 97.36 30570 | 1 0.01 97.37 30910 | 1 0.01 97.38 31530 | 1 0.01 97.39 31550 | 1 0.01 97.40 31930 | 1 0.01 97.41 31970 | 1 0.01 97.42 32990 | 1 0.01 97.43 33070 | 1 0.01 97.44 33130 | 1 0.01 97.45 33370 | 1 0.01 97.46 34410 | 1 0.01 97.47 34650 | 1 0.01 97.48 34670 | 1 0.01 97.49 34830 | 1 0.01 97.50 35430 | 1 0.01 97.51 36050 | 1 0.01 97.52 36280 | 1 0.01 97.53 36960 | 1 0.01 97.54 37220 | 1 0.01 97.55 37540 | 1 0.01 97.56 37920 | 1 0.01 97.57 38620 | 1 0.01 97.58 38730 | 1 0.01 97.59 40970 | 1 0.01 97.60 41900 | 1 0.01 97.61 43830 | 1 0.01 97.62 43950 | 1 0.01 97.63 43970 | 1 0.01 97.64 46460 | 1 0.01 97.65 46630 | 1 0.01 97.66 47030 | 1 0.01 97.67 47220 | 1 0.01 97.68 47340 | 1 0.01 97.69 47720 | 1 0.01 97.70 47890 | 1 0.01 97.71 49480 | 1 0.01 97.72 49930 | 1 0.01 97.73 50850 | 1 0.01 97.74 51630 | 1 0.01 97.75 51840 | 1 0.01 97.76 51980 | 1 0.01 97.77 52380 | 1 0.01 97.78 53400 | 1 0.01 97.79 53620 | 1 0.01 97.80 53820 | 1 0.01 97.81 54540 | 1 0.01 97.82 56470 | 1 0.01 97.83 56730 | 1 0.01 97.84 57950 | 1 0.01 97.85 58570 | 1 0.01 97.86 59290 | 1 0.01 97.87 59380 | 1 0.01 97.88 59690 | 1 0.01 97.89 59780 | 1 0.01 97.90 60510 | 1 0.01 97.91 62310 | 1 0.01 97.92 63070 | 1 0.01 97.93 64420 | 1 0.01 97.94 65840 | 1 0.01 97.95 67200 | 1 0.01 97.96 69190 | 1 0.01 97.97 69620 | 1 0.01 97.98 71990 | 1 0.01 97.99 72390 | 1 0.01 98.00 73070 | 1 0.01 98.01 73800 | 1 0.01 98.02 75100 | 1 0.01 98.03 77900 | 1 0.01 98.04 79140 | 1 0.01 98.05 80650 | 1 0.01 98.06 83570 | 1 0.01 98.07 86290 | 1 0.01 98.08 86570 | 1 0.01 98.09 87270 | 1 0.01 98.10 87580 | 1 0.01 98.11 88280 | 1 0.01 98.12 89270 | 1 0.01 98.13 89420 | 1 0.01 98.14 90140 | 1 0.01 98.15 90590 | 1 0.01 98.16 91250 | 1 0.01 98.17 92450 | 1 0.01 98.18 92620 | 1 0.01 98.19 93320 | 1 0.01 98.20 93850 | 1 0.01 98.21 95010 | 1 0.01 98.22 95560 | 1 0.01 98.23 96710 | 1 0.01 98.24 97120 | 1 0.01 98.25 97620 | 1 0.01 98.26 98620 | 1 0.01 98.27 99500 | 1 0.01 98.28 99690 | 1 0.01 98.29 100370 | 1 0.01 98.30 100450 | 1 0.01 98.31 102070 | 1 0.01 98.32 104210 | 1 0.01 98.33 106050 | 1 0.01 98.34 108730 | 1 0.01 98.35 108770 | 1 0.01 98.36 110520 | 1 0.01 98.37 110660 | 1 0.01 98.38 112050 | 1 0.01 98.39 113500 | 1 0.01 98.40 114190 | 1 0.01 98.41 115420 | 1 0.01 98.42 116280 | 1 0.01 98.43 119660 | 1 0.01 98.44 122290 | 1 0.01 98.45 125180 | 1 0.01 98.46 125300 | 1 0.01 98.47 126220 | 1 0.01 98.48 129860 | 1 0.01 98.49 131460 | 1 0.01 98.50 132020 | 1 0.01 98.51 136930 | 1 0.01 98.52 137630 | 1 0.01 98.53 143490 | 1 0.01 98.54 144310 | 1 0.01 98.55 145060 | 1 0.01 98.56 145560 | 1 0.01 98.57 147180 | 1 0.01 98.58 149740 | 1 0.01 98.59 149870 | 1 0.01 98.60 149920 | 1 0.01 98.61 152070 | 1 0.01 98.62 152130 | 1 0.01 98.63 153290 | 1 0.01 98.64 157230 | 1 0.01 98.65 158080 | 1 0.01 98.66 159500 | 1 0.01 98.67 159900 | 1 0.01 98.68 160270 | 1 0.01 98.69 164830 | 1 0.01 98.70 164880 | 1 0.01 98.71 165100 | 1 0.01 98.72 167130 | 1 0.01 98.73 168650 | 1 0.01 98.74 173680 | 1 0.01 98.75 173790 | 1 0.01 98.76 174350 | 1 0.01 98.77 175530 | 1 0.01 98.78 177080 | 1 0.01 98.79 177710 | 1 0.01 98.80 182460 | 1 0.01 98.81 186440 | 1 0.01 98.82 187990 | 1 0.01 98.83 188100 | 1 0.01 98.84 188750 | 1 0.01 98.85 191030 | 1 0.01 98.86 192310 | 1 0.01 98.87 193810 | 1 0.01 98.88 196740 | 1 0.01 98.89 199510 | 1 0.01 98.90 202230 | 1 0.01 98.91 206240 | 1 0.01 98.92 211030 | 1 0.01 98.93 212780 | 1 0.01 98.94 219380 | 1 0.01 98.95 221930 | 1 0.01 98.96 223510 | 1 0.01 98.97 223620 | 1 0.01 98.98 224740 | 1 0.01 98.99 226600 | 1 0.01 99.00 226750 | 1 0.01 99.01 227170 | 1 0.01 99.02 234090 | 1 0.01 99.03 236420 | 1 0.01 99.04 238330 | 1 0.01 99.05 244790 | 1 0.01 99.06 249170 | 1 0.01 99.07 250850 | 1 0.01 99.08 255580 | 1 0.01 99.09 259090 | 1 0.01 99.10 260470 | 1 0.01 99.11 260740 | 1 0.01 99.12 262770 | 1 0.01 99.13 268690 | 1 0.01 99.14 272060 | 1 0.01 99.15 273110 | 1 0.01 99.16 274230 | 1 0.01 99.17 278780 | 1 0.01 99.18 281370 | 1 0.01 99.19 283760 | 1 0.01 99.20 284860 | 1 0.01 99.21 288510 | 1 0.01 99.22 290160 | 1 0.01 99.23 293480 | 1 0.01 99.24 299850 | 1 0.01 99.25 300210 | 1 0.01 99.26 311830 | 1 0.01 99.27 314300 | 1 0.01 99.28 319440 | 1 0.01 99.29 321740 | 1 0.01 99.30 325780 | 1 0.01 99.31 326040 | 1 0.01 99.32 332010 | 1 0.01 99.33 333850 | 1 0.01 99.34 342310 | 1 0.01 99.35 343800 | 1 0.01 99.36 346920 | 1 0.01 99.37 351910 | 1 0.01 99.38 352080 | 1 0.01 99.39 362440 | 1 0.01 99.40 365600 | 1 0.01 99.41 371600 | 1 0.01 99.42 377890 | 1 0.01 99.43 380420 | 1 0.01 99.44 386260 | 1 0.01 99.45 389390 | 1 0.01 99.46 389920 | 1 0.01 99.47 411270 | 1 0.01 99.48 432820 | 1 0.01 99.49 432990 | 1 0.01 99.50 433070 | 1 0.01 99.51 435290 | 1 0.01 99.52 441060 | 1 0.01 99.53 450600 | 1 0.01 99.54 455400 | 1 0.01 99.55 461950 | 1 0.01 99.56 466980 | 1 0.01 99.57 479420 | 1 0.01 99.58 486910 | 1 0.01 99.59 492740 | 1 0.01 99.60 496120 | 1 0.01 99.61 526740 | 1 0.01 99.62 532630 | 1 0.01 99.63 535530 | 1 0.01 99.64 548100 | 1 0.01 99.65 549050 | 1 0.01 99.66 556440 | 1 0.01 99.67 568050 | 1 0.01 99.68 568910 | 1 0.01 99.69 571170 | 1 0.01 99.70 573660 | 1 0.01 99.71 575840 | 1 0.01 99.72 590860 | 1 0.01 99.73 607750 | 1 0.01 99.74 608510 | 1 0.01 99.75 625730 | 1 0.01 99.76 712320 | 1 0.01 99.77 720090 | 1 0.01 99.78 729920 | 1 0.01 99.79 762450 | 1 0.01 99.80 774030 | 1 0.01 99.81 805750 | 1 0.01 99.82 880690 | 1 0.01 99.83 908980 | 1 0.01 99.84 926310 | 1 0.01 99.85 968970 | 1 0.01 99.86 1004250 | 1 0.01 99.87 1038680 | 1 0.01 99.88 1115450 | 1 0.01 99.89 1137720 | 1 0.01 99.90 1230300 | 1 0.01 99.91 1312030 | 1 0.01 99.92 1317390 | 1 0.01 99.93 1375780 | 1 0.01 99.94 1403580 | 1 0.01 99.95 2156550 | 1 0.01 99.96 2317170 | 1 0.01 99.97 2395540 | 1 0.01 99.98 2465660 | 1 0.01 99.99 3945780 | 1 0.01 100.00 ------------+----------------------------------- Total | 10,000 100.00 by Jean Roth , jroth@nber.org , 26 Jun 2017