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initial 40% with funding raised #4

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21057e2
updating blank slate with intial funding numbers
mallick-prat May 25, 2022
6dc7924
updating blank slate with intial funding numbers
mallick-prat May 25, 2022
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295 changes: 295 additions & 0 deletions blank_slate/blank_slate.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "OpenFiscaUS-blankSlate.ipynb",
"provenance": [],
"collapsed_sections": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"id": "v-FZwIiWh_kx",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "aad1d442-8d98-4297-92b6-7466b72f1f57"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Requirement already satisfied: openfisca-us in /usr/local/lib/python3.7/dist-packages (0.66.1)\n",
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"Requirement already satisfied: numpy<1.21,>=1.11 in /usr/local/lib/python3.7/dist-packages (from OpenFisca-Core[web-api]>=35.0.0->openfisca-us) (1.20.3)\n",
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]
}
],
"source": [
"!pip install openfisca-us"
]
},
{
"cell_type": "code",
"source": [
"from openfisca_us import Microsimulation\n",
"\n",
"sim = Microsimulation()\n",
"\n",
"sim.calc(\"spm_unit_net_income\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "MUJcLnWYiKZ_",
"outputId": "f5edca88-1fd6-4579-92b2-baf78ffb1f26"
},
"execution_count": 57,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" value weight\n",
"0 28327.0 687.710022\n",
"1 76811.0 1516.949951\n",
"2 15350.0 1483.560059\n",
"3 54856.0 928.729980\n",
"4 27050.0 1467.910034\n",
"... ... ...\n",
"65615 152253.0 470.359985\n",
"65616 44606.0 312.350006\n",
"65617 17282.0 514.109985\n",
"65618 78821.0 516.250000\n",
"65619 53152.0 386.369995\n",
"\n",
"[65620 rows x 2 columns]"
]
},
"metadata": {},
"execution_count": 57
}
]
},
{
"cell_type": "code",
"source": [
"from openfisca_us.api import *\n",
"from openfisca_us.model_api import *\n",
"\n",
"BENEFITS = [\n",
" \"snap\",\n",
" \"wic\",\n",
" \"ssi\",\n",
"]\n",
"\n",
"class spm_unit_federal_tax(Variable):\n",
" value_type = float\n",
" entity = SPMUnit\n",
" label = \"Federal income tax\"\n",
" definition_period = YEAR\n",
" unit = USD\n",
"\n",
" def formula(spm_unit, period, parameters):\n",
" total_income = add(spm_unit, period, [\"taxable_income\"])\n",
" return 0.4 * total_income\n",
"\n",
"class flat_tax_reform(Reform):\n",
" def apply(self):\n",
" self.update_variable(spm_unit_federal_tax)\n",
" self.neutralize_variable(\"ssi\")\n",
" #self.neutralize_variable(\"wic\")\n",
" #self.neutralize_variable(\"snap\")\n",
" #for removed in BENEFITS: \n",
" #self.neutralize_variable(removed)\n",
" \n",
"\n",
"# By default, OpenFisca-US uses reported net income in order to exactly match poverty rates.\n",
"# This reform defined on the next three lines disables that behaviour, by removing the reported \n",
"# net income values. We apply this 'reform' to both the baseline and reformed simulations.\n",
"\n",
"class turn_on_benefits_simulation(Reform):\n",
" def apply(self):\n",
" self.neutralize_variable(\"spm_unit_net_income_reported\")\n",
"\n",
"baseline = Microsimulation(turn_on_benefits_simulation)\n",
"reformed = Microsimulation((turn_on_benefits_simulation, flat_tax_reform))"
],
"metadata": {
"id": "cLHwKKoIpdNL",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "e490ca6e-a4c8-4adf-ec87-85227b4eb12c"
},
"execution_count": 68,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/openfisca_core/holders/holder.py:169: Warning: You cannot set a value for the variable spm_unit_net_income_reported, as it has been neutralized. The value you provided ([28327. 76811. 15350. ... 17282. 78821. 53152.]) will be ignored.\n",
" Warning\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# total funding raised: 2375.0273671257964\n",
"reformed.calc(\"spm_unit_net_income\").sum() / 1e9 - baseline.calc(\"spm_unit_net_income\").sum() / 1e9"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "zbR2dpxltON0",
"outputId": "dd251df2-d103-42cd-a534-3b2bd21294fc"
},
"execution_count": 69,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"-2146.056116657607"
]
},
"metadata": {},
"execution_count": 69
}
]
},
{
"cell_type": "code",
"source": [
"# total funding raised Flat Tax (no repeal of benefits): 2096.010503288724 \n",
"# additional revenue generated by neutralizing benefits: 2375.0273671257964 - 2096.010503288724 = 279.016864 "
],
"metadata": {
"id": "Le_vSm6C3iEt"
},
"execution_count": 63,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# total funding raised by the SNAP Abolition + Flat tax: 2327.931632698561\n",
"# additional revenue generated by neutralizing SNAP: 2327.931632698561 - 2096.010503288724 = 231.921129 \n"
],
"metadata": {
"id": "glFVox_c3poK"
},
"execution_count": 53,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# total funding raised by the WIC Abolition + Flat tax: 2100.433048614732\n",
"# additional revenue generated by neutralizing WIC: 2100.433048614732 - 2096.010503288724 = 4.42254533"
],
"metadata": {
"id": "SfrbI-eU3stY"
},
"execution_count": 46,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# total funding raised by SSI Abolition + Flat tax: 2146.056116657607\n",
"# additioanl revenue generated by neutralizing SSI: 2146.056116657607 - 2096.010503288724 = 50.0456134"
],
"metadata": {
"id": "EVb_Gn_m3xvm"
},
"execution_count": null,
"outputs": []
}
]
}