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10_minutes_copy
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{
"metadata": {
"name": "",
"signature": "sha256:1279990f9f99a2327802b570ebd41176285ef49441b00f84b22bc628a8b5e000"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"How to use the Tax Calculator"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This guide teaches you how to use the Open Source Policy Center's Tax Calculator. To follow along you will need the following: \n",
"\n",
"1. A copy of the taxcalc package installed on your local machine.\n",
"2. A copy of the 2008 IRS public use file. "
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Import taxcalc package and other useful packages"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import sys\n",
"sys.path.append(\"../../\")\n",
"import taxcalc\n",
"from taxcalc import *\n",
"import pandas as pd\n",
"from pandas import DataFrame"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Create a 'Plan X' calculator using the default parameters"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Default Plans\n",
"#Create a Public Use File object\n",
"tax_dta = pd.read_csv(\"../../puf.csv\")\n",
"# Create a default Parameters object\n",
"params1 = Parameters(start_year=2013)\n",
"records1 = Records(tax_dta)\n",
"# Create a Calculator\n",
"calcX = Calculator(records=records1, params=params1)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"You loaded data for 2008.\n",
"Your data have beeen extrapolated to 2013."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Calculate taxes for your Plan X"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"calcX.calc_all()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Now create an output table with intermediate and final tax variables broken down by income decile"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tX = create_distribution_table(calcX, groupby=\"weighted_deciles\", result_type=\"weighted_sum\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"DIST_LABELS = ['Returns', 'AGI', 'Standard Deduction Filers',\n",
" 'Standard Deduction', 'Itemizers',\n",
" 'Itemized Deduction', 'Personal Exemption',\n",
" 'Taxable Income', 'Regular Tax', 'AMTI', 'AMT Filers', 'AMT',\n",
" 'Tax before Credits', 'Non-refundable Credits',\n",
" 'Tax before Refundable Credits', 'Refundable Credits',\n",
" 'Revenue']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tX.columns = DIST_LABELS"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tX"
],
"language": "python",
"metadata": {},
"outputs": [
{
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Returns</th>\n",
" <th>AGI</th>\n",
" <th>Standard Deduction Filers</th>\n",
" <th>Standard Deduction</th>\n",
" <th>Itemizers</th>\n",
" <th>Itemized Deduction</th>\n",
" <th>Personal Exemption</th>\n",
" <th>Taxable Income</th>\n",
" <th>Regular Tax</th>\n",
" <th>AMTI</th>\n",
" <th>AMT Filers</th>\n",
" <th>AMT</th>\n",
" <th>Tax before Credits</th>\n",
" <th>Non-refundable Credits</th>\n",
" <th>Tax before Refundable Credits</th>\n",
" <th>Refundable Credits</th>\n",
" <th>Revenue</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>(0, 14670155.836]</th>\n",
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" <td>-20,425,119,110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>(44010467.509, 58680623.345]</th>\n",
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" <td>318,600,970,871</td>\n",
" <td>13,294,056</td>\n",
" <td>111,244,750,194</td>\n",
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" <td>21,982,915,136</td>\n",
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" <td>94,441,125,623</td>\n",
" <td>10,344,965,609</td>\n",
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" <td>1,939</td>\n",
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" <td>-12,519,364,770</td>\n",
" </tr>\n",
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" <td>3,015</td>\n",
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" <td>5,060,273,963</td>\n",
" </tr>\n",
" <tr>\n",
" <th>(73350779.181, 88020935.0171]</th>\n",
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" <td>99,215,347,794</td>\n",
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" <td>92,490,443,045</td>\n",
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" <th>(117361246.69, 132031402.526]</th>\n",
" <td>14,668,264</td>\n",
" <td>1,457,239,098,273</td>\n",
" <td>4,888,618</td>\n",
" <td>58,464,953,859</td>\n",
" <td>9,779,135</td>\n",
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" <td>151,246,962,807</td>\n",
" <td>1,034,201,060,972</td>\n",
" <td>160,603,197,543</td>\n",
" <td>1,337,436,470,828</td>\n",
" <td>140,679</td>\n",
" <td>730,549,443</td>\n",
" <td>158,338,761,804</td>\n",
" <td>10,857,533,237</td>\n",
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" <td>153,947,236,912</td>\n",
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" <th>(132031402.526, 146701558.362]</th>\n",
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" <td>4,175,620,057,585</td>\n",
" <td>3,620,379</td>\n",
" <td>29,337,960,298</td>\n",
" <td>981,348,831,303</td>\n",
" <td>30,576,949,530</td>\n",
" <td>1,026,300,166,375</td>\n",
" <td>555,549,883</td>\n",
" <td>1,025,744,616,492</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sums</th>\n",
" <td>146,701,558</td>\n",
" <td>9,279,402,901,304</td>\n",
" <td>96,507,423</td>\n",
" <td>854,497,106,770</td>\n",
" <td>44,805,837</td>\n",
" <td>1,154,811,701,978</td>\n",
" <td>1,114,368,241,232</td>\n",
" <td>6,560,271,702,825</td>\n",
" <td>1,441,155,983,801</td>\n",
" <td>8,672,412,008,034</td>\n",
" <td>3,861,149</td>\n",
" <td>33,305,703,273</td>\n",
" <td>1,380,368,880,573</td>\n",
" <td>69,177,872,706</td>\n",
" <td>1,417,961,308,319</td>\n",
" <td>103,378,299,991</td>\n",
" <td>1,314,583,008,328</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
" Returns AGI \\\n",
"(0, 14670155.836] 14,670,113 -114,498,590,791 \n",
"(14670155.836, 29340311.672] 14,669,507 123,815,090,766 \n",
"(29340311.672, 44010467.509] 14,670,315 219,559,116,870 \n",
"(44010467.509, 58680623.345] 14,669,705 318,600,970,871 \n",
"(58680623.345, 73350779.181] 14,668,004 436,131,583,837 \n",
"(73350779.181, 88020935.0171] 14,672,820 580,546,331,235 \n",
"(88020935.0171, 102691090.853] 14,669,154 774,124,638,787 \n",
"(102691090.853, 117361246.69] 14,671,492 1,044,821,495,561 \n",
"(117361246.69, 132031402.526] 14,668,264 1,457,239,098,273 \n",
"(132031402.526, 146701558.362] 14,672,184 4,439,063,165,896 \n",
"sums 146,701,558 9,279,402,901,304 \n",
"\n",
" Standard Deduction Filers Standard Deduction \\\n",
"(0, 14670155.836] 9,035,754 73,539,571,201 \n",
"(14670155.836, 29340311.672] 13,904,819 102,531,131,901 \n",
"(29340311.672, 44010467.509] 13,680,811 110,324,246,846 \n",
"(44010467.509, 58680623.345] 13,294,056 111,244,750,194 \n",
"(58680623.345, 73350779.181] 12,278,098 104,257,665,011 \n",
"(73350779.181, 88020935.0171] 10,868,164 97,549,990,910 \n",
"(88020935.0171, 102691090.853] 9,170,779 89,832,361,446 \n",
"(102691090.853, 117361246.69] 7,420,493 82,808,521,081 \n",
"(117361246.69, 132031402.526] 4,888,618 58,464,953,859 \n",
"(132031402.526, 146701558.362] 1,965,831 23,943,914,321 \n",
"sums 96,507,423 854,497,106,770 \n",
"\n",
" Itemizers Itemized Deduction \\\n",
"(0, 14670155.836] 405,178 6,651,590,837 \n",
"(14670155.836, 29340311.672] 671,196 11,229,238,701 \n",
"(29340311.672, 44010467.509] 961,866 16,120,712,493 \n",
"(44010467.509, 58680623.345] 1,361,136 21,982,915,136 \n",
"(58680623.345, 73350779.181] 2,379,474 36,111,728,594 \n",
"(73350779.181, 88020935.0171] 3,793,912 58,628,959,084 \n",
"(88020935.0171, 102691090.853] 5,498,365 92,041,835,171 \n",
"(102691090.853, 117361246.69] 7,249,717 137,511,324,755 \n",
"(117361246.69, 132031402.526] 9,779,135 214,428,524,221 \n",
"(132031402.526, 146701558.362] 12,705,858 560,104,872,987 \n",
"sums 44,805,837 1,154,811,701,978 \n",
"\n",
" Personal Exemption Taxable Income \\\n",
"(0, 14670155.836] 52,654,187,580 752,634,497 \n",
"(14670155.836, 29340311.672] 72,852,234,928 7,334,745,578 \n",
"(29340311.672, 44010467.509] 100,519,737,311 37,933,250,695 \n",
"(44010467.509, 58680623.345] 109,776,319,921 94,441,125,623 \n",
"(58680623.345, 73350779.181] 112,597,631,843 189,329,903,021 \n",
"(73350779.181, 88020935.0171] 114,859,749,423 312,600,325,907 \n",
"(88020935.0171, 102691090.853] 121,974,397,317 472,587,352,722 \n",
"(102691090.853, 117361246.69] 137,749,204,722 688,310,065,511 \n",
"(117361246.69, 132031402.526] 151,246,962,807 1,034,201,060,972 \n",
"(132031402.526, 146701558.362] 140,137,815,380 3,722,781,238,298 \n",
"sums 1,114,368,241,232 6,560,271,702,825 \n",
"\n",
" Regular Tax AMTI \\\n",
"(0, 14670155.836] 75,263,450 -110,850,793,825 \n",
"(14670155.836, 29340311.672] 734,130,319 115,780,240,235 \n",
"(29340311.672, 44010467.509] 3,815,259,908 207,414,488,758 \n",
"(44010467.509, 58680623.345] 10,344,965,609 303,708,542,362 \n",
"(58680623.345, 73350779.181] 22,626,512,121 413,083,135,178 \n",
"(73350779.181, 88020935.0171] 39,092,165,104 544,931,269,332 \n",
"(88020935.0171, 102691090.853] 64,124,627,425 719,385,847,792 \n",
"(102691090.853, 117361246.69] 100,723,259,929 965,902,749,789 \n",
"(117361246.69, 132031402.526] 160,603,197,543 1,337,436,470,828 \n",
"(132031402.526, 146701558.362] 1,039,016,602,393 4,175,620,057,585 \n",
"sums 1,441,155,983,801 8,672,412,008,034 \n",
"\n",
" AMT Filers AMT Tax before Credits \\\n",
"(0, 14670155.836] 8,388 2,331,984,279 2,363,057,898 \n",
"(14670155.836, 29340311.672] 681 75,869,639 754,376,916 \n",
"(29340311.672, 44010467.509] 653 62,230,403 3,762,424,838 \n",
"(44010467.509, 58680623.345] 1,939 75,404,630 10,246,544,523 \n",
"(58680623.345, 73350779.181] 3,015 81,857,344 22,387,725,133 \n",
"(73350779.181, 88020935.0171] 3,344 155,396,879 38,643,524,208 \n",
"(88020935.0171, 102691090.853] 13,703 154,199,238 63,308,286,155 \n",
"(102691090.853, 117361246.69] 68,369 300,251,121 99,215,347,794 \n",
"(117361246.69, 132031402.526] 140,679 730,549,443 158,338,761,804 \n",
"(132031402.526, 146701558.362] 3,620,379 29,337,960,298 981,348,831,303 \n",
"sums 3,861,149 33,305,703,273 1,380,368,880,573 \n",
"\n",
" Non-refundable Credits \\\n",
"(0, 14670155.836] 4,657,508 \n",
"(14670155.836, 29340311.672] 14,645,549 \n",
"(29340311.672, 44010467.509] 338,588,983 \n",
"(44010467.509, 58680623.345] 1,576,117,287 \n",
"(58680623.345, 73350779.181] 3,560,713,767 \n",
"(73350779.181, 88020935.0171] 5,172,257,142 \n",
"(88020935.0171, 102691090.853] 7,341,831,336 \n",
"(102691090.853, 117361246.69] 9,734,578,367 \n",
"(117361246.69, 132031402.526] 10,857,533,237 \n",
"(132031402.526, 146701558.362] 30,576,949,530 \n",
"sums 69,177,872,706 \n",
"\n",
" Tax before Refundable Credits \\\n",
"(0, 14670155.836] 3,659,263,725 \n",
"(14670155.836, 29340311.672] 2,569,855,186 \n",
"(29340311.672, 44010467.509] 6,621,478,824 \n",
"(44010467.509, 58680623.345] 11,221,235,393 \n",
"(58680623.345, 73350779.181] 21,544,515,350 \n",
"(73350779.181, 88020935.0171] 36,643,626,546 \n",
"(88020935.0171, 102691090.853] 59,897,962,377 \n",
"(102691090.853, 117361246.69] 94,479,701,071 \n",
"(117361246.69, 132031402.526] 155,023,503,473 \n",
"(132031402.526, 146701558.362] 1,026,300,166,375 \n",
"sums 1,417,961,308,319 \n",
"\n",
" Refundable Credits Revenue \n",
"(0, 14670155.836] 4,437,567,728 -778,304,003 \n",
"(14670155.836, 29340311.672] 16,130,905,378 -13,561,050,192 \n",
"(29340311.672, 44010467.509] 27,046,597,934 -20,425,119,110 \n",
"(44010467.509, 58680623.345] 23,740,600,163 -12,519,364,770 \n",
"(58680623.345, 73350779.181] 16,484,241,386 5,060,273,963 \n",
"(73350779.181, 88020935.0171] 8,158,156,561 28,485,469,985 \n",
"(88020935.0171, 102691090.853] 3,759,156,371 56,138,806,006 \n",
"(102691090.853, 117361246.69] 1,989,258,026 92,490,443,045 \n",
"(117361246.69, 132031402.526] 1,076,266,562 153,947,236,912 \n",
"(132031402.526, 146701558.362] 555,549,883 1,025,744,616,492 \n",
"sums 103,378,299,991 1,314,583,008,328 "
]
}
],
"prompt_number": 7
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Then create a 'Plan Y' calculator using a parameter file that contains plan Y tax law. "
]
},
{
"cell_type": "heading",
"level": 5,
"metadata": {},
"source": [
"In this case, we are using an example param file in which the state and local deduction haircut has been set to 100%, effectively repealing the deduction for state and local taxes. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# User specified Plans\n",
"params2 = Parameters(start_year=2013)\n",
"#Create a Public Use File object\n",
"tax_dta = pd.read_csv(\"../../puf.csv\")\n",
"# Create a default Parameters object\n",
"records2 = Records(tax_dta)\n",
"\n",
"myvars = {}\n",
"myvars['_ID_StateLocalTax_HC'] = [1]\n",
"user_mods = {2013: myvars}\n",
"\n",
"# Create a Calculator\n",
"calcY = calculator(params=params2, records=records2, mods=user_mods)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Modifications are for year 2013 and Records are for year 2008. Records will be advanced to year 2013\n"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"calcY.calc_all()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Create an output table with intermediate and final tax variables broken down by income decile"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tY = create_distribution_table(calcY, groupby=\"weighted_deciles\", result_type=\"weighted_sum\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tY.columns = DIST_LABELS"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tY"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Returns</th>\n",
" <th>AGI</th>\n",
" <th>Standard Deduction Filers</th>\n",
" <th>Standard Deduction</th>\n",
" <th>Itemizers</th>\n",
" <th>Itemized Deduction</th>\n",
" <th>Personal Exemption</th>\n",
" <th>Taxable Income</th>\n",
" <th>Regular Tax</th>\n",
" <th>AMTI</th>\n",
" <th>AMT Filers</th>\n",
" <th>AMT</th>\n",
" <th>Tax before Credits</th>\n",
" <th>Non-refundable Credits</th>\n",
" <th>Tax before Refundable Credits</th>\n",
" <th>Refundable Credits</th>\n",
" <th>Revenue</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>(0, 14670155.836]</th>\n",
" <td>14,670,113</td>\n",
" <td>-114,498,590,791</td>\n",
" <td>9,143,117</td>\n",
" <td>74,862,625,114</td>\n",
" <td>292,694</td>\n",
" <td>4,570,484,402</td>\n",
" <td>52,654,187,580</td>\n",
" <td>766,337,461</td>\n",
" <td>76,633,746</td>\n",
" <td>-108,568,635,418</td>\n",
" <td>8,548</td>\n",
" <td>2,332,731,198</td>\n",
" <td>2,363,949,359</td>\n",
" <td>4,699,356</td>\n",
" <td>3,660,113,338</td>\n",
" <td>4,437,577,997</td>\n",
" <td>-777,464,659</td>\n",
" </tr>\n",
" <tr>\n",
" <th>(14670155.836, 29340311.672]</th>\n",
" <td>14,669,507</td>\n",
" <td>123,815,090,766</td>\n",
" <td>14,101,790</td>\n",
" <td>104,219,572,745</td>\n",
" <td>461,948</td>\n",
" <td>7,617,859,392</td>\n",
" <td>72,852,234,928</td>\n",
" <td>7,367,509,982</td>\n",
" <td>737,494,576</td>\n",
" <td>118,092,303,887</td>\n",
" <td>712</td>\n",
" <td>76,796,728</td>\n",
" <td>757,386,239</td>\n",
" <td>15,082,498</td>\n",
" <td>2,572,427,560</td>\n",
" <td>16,130,874,696</td>\n",
" <td>-13,558,447,136</td>\n",
" </tr>\n",
" <tr>\n",
" <th>(29340311.672, 44010467.509]</th>\n",
" <td>14,670,315</td>\n",
" <td>219,559,116,870</td>\n",
" <td>13,951,833</td>\n",
" <td>112,755,105,893</td>\n",
" <td>686,175</td>\n",
" <td>11,219,030,646</td>\n",
" <td>100,519,737,311</td>\n",
" <td>38,546,497,866</td>\n",
" <td>3,876,979,295</td>\n",
" <td>210,649,549,090</td>\n",
" <td>663</td>\n",
" <td>62,625,728</td>\n",
" <td>3,816,924,138</td>\n",
" <td>340,275,902</td>\n",
" <td>6,674,291,205</td>\n",
" <td>27,045,893,965</td>\n",
" <td>-20,371,602,760</td>\n",
" </tr>\n",
" <tr>\n",
" <th>(44010467.509, 58680623.345]</th>\n",
" <td>14,669,705</td>\n",
" <td>318,600,970,871</td>\n",
" <td>13,748,640</td>\n",
" <td>115,246,745,365</td>\n",
" <td>900,967</td>\n",
" <td>14,031,268,892</td>\n",
" <td>109,776,319,921</td>\n",
" <td>96,347,183,287</td>\n",
" <td>10,564,718,076</td>\n",
" <td>308,428,982,134</td>\n",
" <td>2,110</td>\n",
" <td>80,116,307</td>\n",
" <td>10,456,238,609</td>\n",
" <td>1,594,339,683</td>\n",
" <td>11,412,707,083</td>\n",
" <td>23,726,723,139</td>\n",
" <td>-12,314,016,056</td>\n",
" </tr>\n",
" <tr>\n",
" <th>(58680623.345, 73350779.181]</th>\n",
" <td>14,668,004</td>\n",
" <td>436,131,583,837</td>\n",
" <td>13,158,042</td>\n",
" <td>111,838,086,417</td>\n",
" <td>1,492,777</td>\n",
" <td>22,055,460,646</td>\n",
" <td>112,597,631,843</td>\n",
" <td>194,142,420,511</td>\n",
" <td>23,238,097,832</td>\n",
" <td>421,414,804,659</td>\n",
" <td>3,025</td>\n",
" <td>84,089,585</td>\n",
" <td>22,972,649,158</td>\n",
" <td>3,630,626,720</td>\n",
" <td>22,059,526,421</td>\n",
" <td>16,427,197,129</td>\n",
" <td>5,632,329,292</td>\n",
" </tr>\n",
" <tr>\n",
" <th>(73350779.181, 88020935.0171]</th>\n",
" <td>14,672,820</td>\n",
" <td>580,546,331,235</td>\n",
" <td>12,369,054</td>\n",
" <td>110,509,799,678</td>\n",
" <td>2,272,490</td>\n",
" <td>33,716,339,572</td>\n",
" <td>114,859,749,423</td>\n",
" <td>323,280,210,886</td>\n",
" <td>40,516,864,131</td>\n",
" <td>559,126,763,974</td>\n",
" <td>3,812</td>\n",
" <td>158,175,266</td>\n",
" <td>40,036,477,291</td>\n",
" <td>5,346,449,903</td>\n",
" <td>37,862,386,869</td>\n",
" <td>8,007,939,442</td>\n",
" <td>29,854,447,427</td>\n",
" </tr>\n",
" <tr>\n",
" <th>(88020935.0171, 102691090.853]</th>\n",
" <td>14,669,154</td>\n",
" <td>774,124,638,787</td>\n",
" <td>11,414,870</td>\n",
" <td>109,710,079,168</td>\n",
" <td>3,242,861</td>\n",
" <td>51,604,935,293</td>\n",
" <td>121,974,397,317</td>\n",
" <td>492,391,291,024</td>\n",
" <td>67,511,371,839</td>\n",
" <td>740,622,090,036</td>\n",
" <td>13,809</td>\n",
" <td>160,252,454</td>\n",
" <td>66,658,281,908</td>\n",
" <td>7,540,661,574</td>\n",
" <td>63,049,127,891</td>\n",
" <td>3,591,439,398</td>\n",
" <td>59,457,688,494</td>\n",
" </tr>\n",
" <tr>\n",
" <th>(102691090.853, 117361246.69]</th>\n",
" <td>14,671,492</td>\n",
" <td>1,044,821,495,561</td>\n",
" <td>10,693,951</td>\n",
" <td>116,615,789,576</td>\n",
" <td>3,963,655</td>\n",
" <td>68,620,101,658</td>\n",
" <td>137,749,204,722</td>\n",
" <td>722,570,842,019</td>\n",
" <td>107,233,912,429</td>\n",
" <td>1,000,261,023,147</td>\n",
" <td>49,785</td>\n",
" <td>299,814,725</td>\n",
" <td>105,676,959,663</td>\n",
" <td>9,874,055,429</td>\n",
" <td>100,801,835,877</td>\n",
" <td>1,867,515,947</td>\n",
" <td>98,934,319,931</td>\n",
" </tr>\n",
" <tr>\n",
" <th>(117361246.69, 132031402.526]</th>\n",
" <td>14,668,264</td>\n",
" <td>1,457,239,098,273</td>\n",
" <td>9,637,406</td>\n",
" <td>112,593,026,479</td>\n",
" <td>5,023,359</td>\n",
" <td>98,004,528,359</td>\n",
" <td>151,246,962,807</td>\n",
" <td>1,095,956,054,026</td>\n",
" <td>173,505,762,128</td>\n",
" <td>1,390,443,677,087</td>\n",
" <td>83,876</td>\n",
" <td>629,330,123</td>\n",
" <td>171,080,006,660</td>\n",
" <td>10,913,057,517</td>\n",
" <td>167,709,224,049</td>\n",
" <td>1,036,716,498</td>\n",
" <td>166,672,507,552</td>\n",
" </tr>\n",
" <tr>\n",
" <th>(132031402.526, 146701558.362]</th>\n",
" <td>14,672,184</td>\n",
" <td>4,439,063,165,896</td>\n",
" <td>7,088,444</td>\n",
" <td>84,261,884,504</td>\n",
" <td>7,578,797</td>\n",
" <td>237,567,973,277</td>\n",
" <td>140,137,815,380</td>\n",
" <td>3,979,187,270,154</td>\n",
" <td>1,121,912,513,442</td>\n",
" <td>4,253,071,956,165</td>\n",
" <td>1,542,019</td>\n",
" <td>12,732,072,659</td>\n",
" <td>1,045,065,419,409</td>\n",
" <td>30,671,170,234</td>\n",
" <td>1,089,922,533,778</td>\n",
" <td>551,601,538</td>\n",
" <td>1,089,370,932,240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sums</th>\n",
" <td>146,701,558</td>\n",
" <td>9,279,402,901,304</td>\n",
" <td>115,307,148</td>\n",
" <td>1,052,612,714,940</td>\n",
" <td>25,915,722</td>\n",
" <td>549,007,982,137</td>\n",
" <td>1,114,368,241,232</td>\n",
" <td>6,950,555,617,217</td>\n",
" <td>1,549,174,347,493</td>\n",
" <td>8,893,542,514,761</td>\n",
" <td>1,708,358</td>\n",
" <td>16,616,004,773</td>\n",
" <td>1,468,884,292,434</td>\n",
" <td>69,930,418,815</td>\n",
" <td>1,505,724,174,071</td>\n",
" <td>102,823,479,748</td>\n",
" <td>1,402,900,694,323</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
" Returns AGI \\\n",
"(0, 14670155.836] 14,670,113 -114,498,590,791 \n",
"(14670155.836, 29340311.672] 14,669,507 123,815,090,766 \n",
"(29340311.672, 44010467.509] 14,670,315 219,559,116,870 \n",
"(44010467.509, 58680623.345] 14,669,705 318,600,970,871 \n",
"(58680623.345, 73350779.181] 14,668,004 436,131,583,837 \n",
"(73350779.181, 88020935.0171] 14,672,820 580,546,331,235 \n",
"(88020935.0171, 102691090.853] 14,669,154 774,124,638,787 \n",
"(102691090.853, 117361246.69] 14,671,492 1,044,821,495,561 \n",
"(117361246.69, 132031402.526] 14,668,264 1,457,239,098,273 \n",
"(132031402.526, 146701558.362] 14,672,184 4,439,063,165,896 \n",
"sums 146,701,558 9,279,402,901,304 \n",
"\n",
" Standard Deduction Filers Standard Deduction \\\n",
"(0, 14670155.836] 9,143,117 74,862,625,114 \n",
"(14670155.836, 29340311.672] 14,101,790 104,219,572,745 \n",
"(29340311.672, 44010467.509] 13,951,833 112,755,105,893 \n",
"(44010467.509, 58680623.345] 13,748,640 115,246,745,365 \n",
"(58680623.345, 73350779.181] 13,158,042 111,838,086,417 \n",
"(73350779.181, 88020935.0171] 12,369,054 110,509,799,678 \n",
"(88020935.0171, 102691090.853] 11,414,870 109,710,079,168 \n",
"(102691090.853, 117361246.69] 10,693,951 116,615,789,576 \n",
"(117361246.69, 132031402.526] 9,637,406 112,593,026,479 \n",
"(132031402.526, 146701558.362] 7,088,444 84,261,884,504 \n",
"sums 115,307,148 1,052,612,714,940 \n",
"\n",
" Itemizers Itemized Deduction \\\n",
"(0, 14670155.836] 292,694 4,570,484,402 \n",
"(14670155.836, 29340311.672] 461,948 7,617,859,392 \n",
"(29340311.672, 44010467.509] 686,175 11,219,030,646 \n",
"(44010467.509, 58680623.345] 900,967 14,031,268,892 \n",
"(58680623.345, 73350779.181] 1,492,777 22,055,460,646 \n",
"(73350779.181, 88020935.0171] 2,272,490 33,716,339,572 \n",
"(88020935.0171, 102691090.853] 3,242,861 51,604,935,293 \n",
"(102691090.853, 117361246.69] 3,963,655 68,620,101,658 \n",
"(117361246.69, 132031402.526] 5,023,359 98,004,528,359 \n",
"(132031402.526, 146701558.362] 7,578,797 237,567,973,277 \n",
"sums 25,915,722 549,007,982,137 \n",
"\n",
" Personal Exemption Taxable Income \\\n",
"(0, 14670155.836] 52,654,187,580 766,337,461 \n",
"(14670155.836, 29340311.672] 72,852,234,928 7,367,509,982 \n",
"(29340311.672, 44010467.509] 100,519,737,311 38,546,497,866 \n",
"(44010467.509, 58680623.345] 109,776,319,921 96,347,183,287 \n",
"(58680623.345, 73350779.181] 112,597,631,843 194,142,420,511 \n",
"(73350779.181, 88020935.0171] 114,859,749,423 323,280,210,886 \n",
"(88020935.0171, 102691090.853] 121,974,397,317 492,391,291,024 \n",
"(102691090.853, 117361246.69] 137,749,204,722 722,570,842,019 \n",
"(117361246.69, 132031402.526] 151,246,962,807 1,095,956,054,026 \n",
"(132031402.526, 146701558.362] 140,137,815,380 3,979,187,270,154 \n",
"sums 1,114,368,241,232 6,950,555,617,217 \n",
"\n",
" Regular Tax AMTI \\\n",
"(0, 14670155.836] 76,633,746 -108,568,635,418 \n",
"(14670155.836, 29340311.672] 737,494,576 118,092,303,887 \n",
"(29340311.672, 44010467.509] 3,876,979,295 210,649,549,090 \n",
"(44010467.509, 58680623.345] 10,564,718,076 308,428,982,134 \n",
"(58680623.345, 73350779.181] 23,238,097,832 421,414,804,659 \n",
"(73350779.181, 88020935.0171] 40,516,864,131 559,126,763,974 \n",
"(88020935.0171, 102691090.853] 67,511,371,839 740,622,090,036 \n",
"(102691090.853, 117361246.69] 107,233,912,429 1,000,261,023,147 \n",
"(117361246.69, 132031402.526] 173,505,762,128 1,390,443,677,087 \n",
"(132031402.526, 146701558.362] 1,121,912,513,442 4,253,071,956,165 \n",
"sums 1,549,174,347,493 8,893,542,514,761 \n",
"\n",
" AMT Filers AMT Tax before Credits \\\n",
"(0, 14670155.836] 8,548 2,332,731,198 2,363,949,359 \n",
"(14670155.836, 29340311.672] 712 76,796,728 757,386,239 \n",
"(29340311.672, 44010467.509] 663 62,625,728 3,816,924,138 \n",
"(44010467.509, 58680623.345] 2,110 80,116,307 10,456,238,609 \n",
"(58680623.345, 73350779.181] 3,025 84,089,585 22,972,649,158 \n",
"(73350779.181, 88020935.0171] 3,812 158,175,266 40,036,477,291 \n",
"(88020935.0171, 102691090.853] 13,809 160,252,454 66,658,281,908 \n",
"(102691090.853, 117361246.69] 49,785 299,814,725 105,676,959,663 \n",
"(117361246.69, 132031402.526] 83,876 629,330,123 171,080,006,660 \n",
"(132031402.526, 146701558.362] 1,542,019 12,732,072,659 1,045,065,419,409 \n",
"sums 1,708,358 16,616,004,773 1,468,884,292,434 \n",
"\n",
" Non-refundable Credits \\\n",
"(0, 14670155.836] 4,699,356 \n",
"(14670155.836, 29340311.672] 15,082,498 \n",
"(29340311.672, 44010467.509] 340,275,902 \n",
"(44010467.509, 58680623.345] 1,594,339,683 \n",
"(58680623.345, 73350779.181] 3,630,626,720 \n",
"(73350779.181, 88020935.0171] 5,346,449,903 \n",
"(88020935.0171, 102691090.853] 7,540,661,574 \n",
"(102691090.853, 117361246.69] 9,874,055,429 \n",
"(117361246.69, 132031402.526] 10,913,057,517 \n",
"(132031402.526, 146701558.362] 30,671,170,234 \n",
"sums 69,930,418,815 \n",
"\n",
" Tax before Refundable Credits \\\n",
"(0, 14670155.836] 3,660,113,338 \n",
"(14670155.836, 29340311.672] 2,572,427,560 \n",
"(29340311.672, 44010467.509] 6,674,291,205 \n",
"(44010467.509, 58680623.345] 11,412,707,083 \n",
"(58680623.345, 73350779.181] 22,059,526,421 \n",
"(73350779.181, 88020935.0171] 37,862,386,869 \n",
"(88020935.0171, 102691090.853] 63,049,127,891 \n",
"(102691090.853, 117361246.69] 100,801,835,877 \n",
"(117361246.69, 132031402.526] 167,709,224,049 \n",
"(132031402.526, 146701558.362] 1,089,922,533,778 \n",
"sums 1,505,724,174,071 \n",