analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DbfB_n0klxS_"
   },
   "source": [
    "# How does targeted cash assistance affect incentives to work?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "H0PlaiamhE5J",
    "outputId": "75b25c21-5d9c-470f-abe0-473b26e93aa1"
   },
   "outputs": [],
   "source": [
    "try:\n",
    "    import openfisca_us\n",
    "except ImportError as e:\n",
    "    !pip install openfisca-us==0.73.1\n",
    "    !mkdir output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ewSpPe90hHxn",
    "outputId": "61579440-4fa3-47a7-b126-06d40bf3f7a5"
   },
   "outputs": [],
   "source": [
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "import pandas as pd\n",
    "from openfisca_us import IndividualSim, Microsimulation\n",
    "from openfisca_us.model_api import *\n",
    "from openfisca_us.tools.baseline_variables import baseline_variables\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "utAhLynKKS9F"
   },
   "outputs": [],
   "source": [
    "# Set numbers from proposal\n",
    "POV_THRESHOLD = 2\n",
    "MONTHLY_AMOUNT = 500\n",
    "FULL_DURATION_MONTHS = 18\n",
    "\n",
    "\n",
    "class cambridge_cash_18mo(Variable):\n",
    "    value_type = float\n",
    "    entity = SPMUnit\n",
    "    definition_period = YEAR\n",
    "\n",
    "    def formula(spm_unit, period, parameters):\n",
    "        pov_ratio = spm_unit(\"school_meal_fpg_ratio\", period)\n",
    "        income_eligible = pov_ratio < POV_THRESHOLD\n",
    "        has_children = add(spm_unit, period, [\"is_child\"]) > 0\n",
    "        return (\n",
    "            income_eligible\n",
    "            * has_children\n",
    "            * MONTHLY_AMOUNT\n",
    "            * FULL_DURATION_MONTHS\n",
    "        )\n",
    "\n",
    "\n",
    "class spm_unit_net_income(baseline_variables[\"spm_unit_net_income\"]):\n",
    "    def formula(spm_unit, period, parameters):\n",
    "        original_net_income = baseline_variables[\n",
    "            \"spm_unit_net_income\"\n",
    "        ].formula(spm_unit, period, parameters)\n",
    "        return original_net_income + spm_unit(\"cambridge_cash_18mo\", period)\n",
    "\n",
    "\n",
    "class add_cambridge_cash_18mo(Reform):\n",
    "    def apply(self):\n",
    "        self.update_variable(cambridge_cash_18mo)\n",
    "        self.update_variable(spm_unit_net_income)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "f13zM9jJTdq2"
   },
   "source": [
    "Run IndividualSim.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "v_8ooCVrTfW4"
   },
   "outputs": [],
   "source": [
    "def family_sim(reform=None):\n",
    "    if reform is None:\n",
    "        sim = IndividualSim(year=2022)\n",
    "    else:\n",
    "        sim = IndividualSim(reform, year=2022)\n",
    "    sim.add_person(name=\"p1\", age=30)\n",
    "    sim.add_person(name=\"p2\", age=30)\n",
    "    sim.add_person(name=\"c1\", age=10)\n",
    "    sim.add_person(name=\"c2\", age=10)\n",
    "    MEMBERS = [\"p1\", \"p2\", \"c1\", \"c2\"]\n",
    "    # Exclude ACA for now.\n",
    "    sim.add_tax_unit(members=MEMBERS, premium_tax_credit=0)\n",
    "    sim.add_spm_unit(\n",
    "        name=\"spm_unit\",\n",
    "        members=MEMBERS,\n",
    "        broadband_cost=600,\n",
    "        housing_cost=24_000,\n",
    "    )\n",
    "    sim.add_household(name=\"household\", members=MEMBERS, state_code_str=\"MA\")\n",
    "    sim.vary(\"employment_income\", max=100_000)\n",
    "    return sim\n",
    "\n",
    "\n",
    "baseline = family_sim()\n",
    "reformed = family_sim(add_cambridge_cash_18mo)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RpTFcVtYeaDJ"
   },
   "source": [
    "Marginal tax rates\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "rnMgmdTdfAkm"
   },
   "outputs": [],
   "source": [
    "def make_df(sim, scenario):\n",
    "    return pd.DataFrame(\n",
    "        dict(\n",
    "            employment_income=sim.calc(\"employment_income\")[0],\n",
    "            net_income=sim.calc(\"spm_unit_net_income\")[0].round(0),\n",
    "            mtr=1\n",
    "            - sim.deriv(\n",
    "                \"spm_unit_net_income\", \"employment_income\", wrt_target=\"p1\"\n",
    "            ),\n",
    "            scenario=scenario,\n",
    "        )\n",
    "    )\n",
    "\n",
    "\n",
    "df = pd.concat(\n",
    "    [make_df(baseline, \"Baseline\"), make_df(reformed, \"Cambridge cash\")]\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "QBtKomfohnVi",
    "outputId": "7fd3ee92-f1ab-403e-fd5d-0216aa51a6b7"
   },
   "outputs": [],
   "source": [
    "def gap(sim):\n",
    "    employment_income = sim.calc(\"employment_income\")[0]\n",
    "    net_income = sim.calc(\"spm_unit_net_income\")[0]\n",
    "    diffs = np.diff(net_income, append=np.inf)\n",
    "    cliffs = np.where(diffs < 0)[0]\n",
    "    l = []\n",
    "    for cliff in cliffs:\n",
    "        employment_income_before_cliff = employment_income[cliff]\n",
    "        net_income_before_cliff = net_income[cliff]\n",
    "        ix_first_exceed_cliff = np.argmax(net_income > net_income_before_cliff)\n",
    "        employment_income_after_cliff = employment_income[\n",
    "            ix_first_exceed_cliff\n",
    "        ]\n",
    "        l += [[employment_income_before_cliff, employment_income_after_cliff]]\n",
    "    return l\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def shade_cliffs(\n",
    "    cliffs: list,\n",
    "    fig: go.Figure,\n",
    "    fillcolor: str,\n",
    "    ymax: float,\n",
    ") -> None:\n",
    "    \"\"\"Shades the cliffs in a net income or MTR chart.\n",
    "    :param sim: Simulation.\n",
    "    :type baseline: IndividualSim\n",
    "    :param config: Configuration.\n",
    "    :type config: Type[PolicyEngineResultsConfig]\n",
    "    :param fig: Plotly figure.\n",
    "    :type fig: go.Figure\n",
    "    :param fillcolor: Fill color.\n",
    "    :type fillcolor: str\n",
    "    :param ymax: Maximum y value.\n",
    "    :type ymax: float\n",
    "    :return: None\n",
    "    :rtype: None\n",
    "    \"\"\"\n",
    "    for cliff in cliffs:\n",
    "        start = cliff[0]\n",
    "        end = cliff[1]\n",
    "        if end > start:\n",
    "            text = \"This household is worse off earning between ${:,}\".format(\n",
    "                int(start)\n",
    "            ) + \" and ${:,}\".format(int(end))\n",
    "            fig.add_trace(\n",
    "                go.Scatter(\n",
    "                    x=[start, start, end, end, start],\n",
    "                    y=[0, ymax, ymax, 0, 0],\n",
    "                    fill=\"toself\",\n",
    "                    mode=\"lines\",\n",
    "                    fillcolor=fillcolor,\n",
    "                    name=\"\",\n",
    "                    text=text,\n",
    "                    opacity=0.3,\n",
    "                    line_width=0,\n",
    "                    showlegend=False,\n",
    "                )\n",
    "            )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 560
    },
    "id": "POga2qratcP7",
    "outputId": "d5ef17d0-69bb-46ee-f16f-5e327d235bee"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "fill": "toself",
         "fillcolor": "#c2c2c2",
         "line": {
          "color": "#606060",
          "width": 0
         },
         "mode": "lines",
         "name": "",
         "opacity": 0.3,
         "showlegend": false,
         "text": "This household is worse off earning between $55,500 and $69,500",
         "type": "scatter",
         "x": [
          55500,
          55500,
          69500,
          69500,
          55500
         ],
         "y": [
          0,
          83869,
          83869,
          0,
          0
         ]
        },
        {
         "hovertemplate": "Employment Income=%{x}<br>Net Income=%{y}<extra></extra>",
         "legendgroup": "",
         "line": {
          "color": "#606060",
          "dash": "solid"
         },
         "marker": {
          "symbol": "circle"
         },
         "mode": "lines",
         "name": "",
         "showlegend": false,
         "type": "scattergl",
         "x": [
          0,
          100,
          200,
          300,
          400,
          500,
          600,
          700,
          800,
          900,
          1000,
          1100,
          1200,
          1300,
          1400,
          1500,
          1600,
          1700,
          1800,
          1900,
          2000,
          2100,
          2200,
          2300,
          2400,
          2500,
          2600,
          2700,
          2800,
          2900,
          3000,
          3100,
          3200,
          3300,
          3400,
          3500,
          3600,
          3700,
          3800,
          3900,
          4000,
          4100,
          4200,
          4300,
          4400,
          4500,
          4600,
          4700,
          4800,
          4900,
          5000,
          5100,
          5200,
          5300,
          5400,
          5500,
          5600,
          5700,
          5800,
          5900,
          6000,
          6100,
          6200,
          6300,
          6400,
          6500,
          6600,
          6700,
          6800,
          6900,
          7000,
          7100,
          7200,
          7300,
          7400,
          7500,
          7600,
          7700,
          7800,
          7900,
          8000,
          8100,
          8200,
          8300,
          8400,
          8500,
          8600,
          8700,
          8800,
          8900,
          9000,
          9100,
          9200,
          9300,
          9400,
          9500,
          9600,
          9700,
          9800,
          9900,
          10000,
          10100,
          10200,
          10300,
          10400,
          10500,
          10600,
          10700,
          10800,
          10900,
          11000,
          11100,
          11200,
          11300,
          11400,
          11500,
          11600,
          11700,
          11800,
          11900,
          12000,
          12100,
          12200,
          12300,
          12400,
          12500,
          12600,
          12700,
          12800,
          12900,
          13000,
          13100,
          13200,
          13300,
          13400,
          13500,
          13600,
          13700,
          13800,
          13900,
          14000,
          14100,
          14200,
          14300,
          14400,
          14500,
          14600,
          14700,
          14800,
          14900,
          15000,
          15100,
          15200,
          15300,
          15400,
          15500,
          15600,
          15700,
          15800,
          15900,
          16000,
          16100,
          16200,
          16300,
          16400,
          16500,
          16600,
          16700,
          16800,
          16900,
          17000,
          17100,
          17200,
          17300,
          17400,
          17500,
          17600,
          17700,
          17800,
          17900,
          18000,
          18100,
          18200,
          18300,
          18400,
          18500,
          18600,
          18700,
          18800,
          18900,
          19000,
          19100,
          19200,
          19300,
          19400,
          19500,
          19600,
          19700,
          19800,
          19900,
          20000,
          20100,
          20200,
          20300,
          20400,
          20500,
          20600,
          20700,
          20800,
          20900,
          21000,
          21100,
          21200,
          21300,
          21400,
          21500,
          21600,
          21700,
          21800,
          21900,
          22000,
          22100,
          22200,
          22300,
          22400,
          22500,
          22600,
          22700,
          22800,
          22900,
          23000,
          23100,
          23200,
          23300,
          23400,
          23500,
          23600,
          23700,
          23800,
          23900,
          24000,
          24100,
          24200,
          24300,
          24400,
          24500,
          24600,
          24700,
          24800,
          24900,
          25000,
          25100,
          25200,
          25300,
          25400,
          25500,
          25600,
          25700,
          25800,
          25900,
          26000,
          26100,
          26200,
          26300,
          26400,
          26500,
          26600,
          26700,
          26800,
          26900,
          27000,
          27100,
          27200,
          27300,
          27400,
          27500,
          27600,
          27700,
          27800,
          27900,
          28000,
          28100,
          28200,
          28300,
          28400,
          28500,
          28600,
          28700,
          28800,
          28900,
          29000,
          29100,
          29200,
          29300,
          29400,
          29500,
          29600,
          29700,
          29800,
          29900,
          30000,
          30100,
          30200,
          30300,
          30400,
          30500,
          30600,
          30700,
          30800,
          30900,
          31000,
          31100,
          31200,
          31300,
          31400,
          31500,
          31600,
          31700,
          31800,
          31900,
          32000,
          32100,
          32200,
          32300,
          32400,
          32500,
          32600,
          32700,
          32800,
          32900,
          33000,
          33100,
          33200,
          33300,
          33400,
          33500,
          33600,
          33700,
          33800,
          33900,
          34000,
          34100,
          34200,
          34300,
          34400,
          34500,
          34600,
          34700,
          34800,
          34900,
          35000,
          35100,
          35200,
          35300,
          35400,
          35500,
          35600,
          35700,
          35800,
          35900,
          36000,
          36100,
          36200,
          36300,
          36400,
          36500,
          36600,
          36700,
          36800,
          36900,
          37000,
          37100,
          37200,
          37300,
          37400,
          37500,
          37600,
          37700,
          37800,
          37900,
          38000,
          38100,
          38200,
          38300,
          38400,
          38500,
          38600,
          38700,
          38800,
          38900,
          39000,
          39100,
          39200,
          39300,
          39400,
          39500,
          39600,
          39700,
          39800,
          39900,
          40000,
          40100,
          40200,
          40300,
          40400,
          40500,
          40600,
          40700,
          40800,
          40900,
          41000,
          41100,
          41200,
          41300,
          41400,
          41500,
          41600,
          41700,
          41800,
          41900,
          42000,
          42100,
          42200,
          42300,
          42400,
          42500,
          42600,
          42700,
          42800,
          42900,
          43000,
          43100,
          43200,
          43300,
          43400,
          43500,
          43600,
          43700,
          43800,
          43900,
          44000,
          44100,
          44200,
          44300,
          44400,
          44500,
          44600,
          44700,
          44800,
          44900,
          45000,
          45100,
          45200,
          45300,
          45400,
          45500,
          45600,
          45700,
          45800,
          45900,
          46000,
          46100,
          46200,
          46300,
          46400,
          46500,
          46600,
          46700,
          46800,
          46900,
          47000,
          47100,
          47200,
          47300,
          47400,
          47500,
          47600,
          47700,
          47800,
          47900,
          48000,
          48100,
          48200,
          48300,
          48400,
          48500,
          48600,
          48700,
          48800,
          48900,
          49000,
          49100,
          49200,
          49300,
          49400,
          49500,
          49600,
          49700,
          49800,
          49900,
          50000,
          50100,
          50200,
          50300,
          50400,
          50500,
          50600,
          50700,
          50800,
          50900,
          51000,
          51100,
          51200,
          51300,
          51400,
          51500,
          51600,
          51700,
          51800,
          51900,
          52000,
          52100,
          52200,
          52300,
          52400,
          52500,
          52600,
          52700,
          52800,
          52900,
          53000,
          53100,
          53200,
          53300,
          53400,
          53500,
          53600,
          53700,
          53800,
          53900,
          54000,
          54100,
          54200,
          54300,
          54400,
          54500,
          54600,
          54700,
          54800,
          54900,
          55000,
          55100,
          55200,
          55300,
          55400,
          55500,
          55600,
          55700,
          55800,
          55900,
          56000,
          56100,
          56200,
          56300,
          56400,
          56500,
          56600,
          56700,
          56800,
          56900,
          57000,
          57100,
          57200,
          57300,
          57400,
          57500,
          57600,
          57700,
          57800,
          57900,
          58000,
          58100,
          58200,
          58300,
          58400,
          58500,
          58600,
          58700,
          58800,
          58900,
          59000,
          59100,
          59200,
          59300,
          59400,
          59500,
          59600,
          59700,
          59800,
          59900,
          60000,
          60100,
          60200,
          60300,
          60400,
          60500,
          60600,
          60700,
          60800,
          60900,
          61000,
          61100,
          61200,
          61300,
          61400,
          61500,
          61600,
          61700,
          61800,
          61900,
          62000,
          62100,
          62200,
          62300,
          62400,
          62500,
          62600,
          62700,
          62800,
          62900,
          63000,
          63100,
          63200,
          63300,
          63400,
          63500,
          63600,
          63700,
          63800,
          63900,
          64000,
          64100,
          64200,
          64300,
          64400,
          64500,
          64600,
          64700,
          64800,
          64900,
          65000,
          65100,
          65200,
          65300,
          65400,
          65500,
          65600,
          65700,
          65800,
          65900,
          66000,
          66100,
          66200,
          66300,
          66400,
          66500,
          66600,
          66700,
          66800,
          66900,
          67000,
          67100,
          67200,
          67300,
          67400,
          67500,
          67600,
          67700,
          67800,
          67900,
          68000,
          68100,
          68200,
          68300,
          68400,
          68500,
          68600,
          68700,
          68800,
          68900,
          69000,
          69100,
          69200,
          69300,
          69400,
          69500,
          69600,
          69700,
          69800,
          69900,
          70000,
          70100,
          70200,
          70300,
          70400,
          70500,
          70600,
          70700,
          70800,
          70900,
          71000,
          71100,
          71200,
          71300,
          71400,
          71500,
          71600,
          71700,
          71800,
          71900,
          72000,
          72100,
          72200,
          72300,
          72400,
          72500,
          72600,
          72700,
          72800,
          72900,
          73000,
          73100,
          73200,
          73300,
          73400,
          73500,
          73600,
          73700,
          73800,
          73900,
          74000,
          74100,
          74200,
          74300,
          74400,
          74500,
          74600,
          74700,
          74800,
          74900,
          75000,
          75100,
          75200,
          75300,
          75400,
          75500,
          75600,
          75700,
          75800,
          75900,
          76000,
          76100,
          76200,
          76300,
          76400,
          76500,
          76600,
          76700,
          76800,
          76900,
          77000,
          77100,
          77200,
          77300,
          77400,
          77500,
          77600,
          77700,
          77800,
          77900,
          78000,
          78100,
          78200,
          78300,
          78400,
          78500,
          78600,
          78700,
          78800,
          78900,
          79000,
          79100,
          79200,
          79300,
          79400,
          79500,
          79600,
          79700,
          79800,
          79900,
          80000,
          80100,
          80200,
          80300,
          80400,
          80500,
          80600,
          80700,
          80800,
          80900,
          81000,
          81100,
          81200,
          81300,
          81400,
          81500,
          81600,
          81700,
          81800,
          81900,
          82000,
          82100,
          82200,
          82300,
          82400,
          82500,
          82600,
          82700,
          82800,
          82900,
          83000,
          83100,
          83200,
          83300,
          83400,
          83500,
          83600,
          83700,
          83800,
          83900,
          84000,
          84100,
          84200,
          84300,
          84400,
          84500,
          84600,
          84700,
          84800,
          84900,
          85000,
          85100,
          85200,
          85300,
          85400,
          85500,
          85600,
          85700,
          85800,
          85900,
          86000,
          86100,
          86200,
          86300,
          86400,
          86500,
          86600,
          86700,
          86800,
          86900,
          87000,
          87100,
          87200,
          87300,
          87400,
          87500,
          87600,
          87700,
          87800,
          87900,
          88000,
          88100,
          88200,
          88300,
          88400,
          88500,
          88600,
          88700,
          88800,
          88900,
          89000,
          89100,
          89200,
          89300,
          89400,
          89500,
          89600,
          89700,
          89800,
          89900,
          90000,
          90100,
          90200,
          90300,
          90400,
          90500,
          90600,
          90700,
          90800,
          90900,
          91000,
          91100,
          91200,
          91300,
          91400,
          91500,
          91600,
          91700,
          91800,
          91900,
          92000,
          92100,
          92200,
          92300,
          92400,
          92500,
          92600,
          92700,
          92800,
          92900,
          93000,
          93100,
          93200,
          93300,
          93400,
          93500,
          93600,
          93700,
          93800,
          93900,
          94000,
          94100,
          94200,
          94300,
          94400,
          94500,
          94600,
          94700,
          94800,
          94900,
          95000,
          95100,
          95200,
          95300,
          95400,
          95500,
          95600,
          95700,
          95800,
          95900,
          96000,
          96100,
          96200,
          96300,
          96400,
          96500,
          96600,
          96700,
          96800,
          96900,
          97000,
          97100,
          97200,
          97300,
          97400,
          97500,
          97600,
          97700,
          97800,
          97900,
          98000,
          98100,
          98200,
          98300,
          98400,
          98500,
          98600,
          98700,
          98800,
          98900,
          99000,
          99100,
          99200,
          99300,
          99400,
          99500,
          99600,
          99700,
          99800,
          99900,
          100000
         ],
         "xaxis": "x",
         "y": [
          11991,
          12135,
          12280,
          12424,
          12568,
          12713,
          12857,
          13001,
          13146,
          13290,
          13434,
          13579,
          13723,
          13868,
          14012,
          14156,
          14301,
          14445,
          14589,
          14734,
          14878,
          15022,
          15167,
          15311,
          15455,
          15600,
          15759,
          15918,
          16078,
          16237,
          16396,
          16556,
          16715,
          16875,
          17034,
          17193,
          17353,
          17512,
          17671,
          17831,
          17990,
          18149,
          18309,
          18468,
          18627,
          18787,
          18946,
          19105,
          19265,
          19424,
          19584,
          19743,
          19902,
          20062,
          20221,
          20380,
          20540,
          20699,
          20858,
          21018,
          21177,
          21336,
          21496,
          21655,
          21814,
          21974,
          22133,
          22292,
          22452,
          22611,
          22770,
          22930,
          23089,
          23249,
          23408,
          23567,
          23727,
          23886,
          24045,
          24205,
          24364,
          24523,
          24683,
          24842,
          25001,
          25161,
          25320,
          25479,
          25639,
          25798,
          25958,
          26117,
          26276,
          26436,
          26595,
          26754,
          26914,
          27073,
          27232,
          27392,
          27551,
          27710,
          27870,
          28029,
          28188,
          28348,
          28507,
          28666,
          28826,
          28985,
          29144,
          29304,
          29463,
          29623,
          29782,
          29941,
          30101,
          30253,
          30388,
          30523,
          30659,
          30794,
          30930,
          31065,
          31200,
          31336,
          31471,
          31606,
          31742,
          31877,
          32012,
          32148,
          32283,
          32418,
          32554,
          32689,
          32824,
          32960,
          33095,
          33230,
          33366,
          33501,
          33636,
          33772,
          33907,
          34043,
          34178,
          34313,
          34449,
          34584,
          34719,
          34855,
          34990,
          35125,
          35261,
          35349,
          35433,
          35516,
          35599,
          35683,
          35766,
          35849,
          35933,
          36016,
          36099,
          36202,
          36309,
          36417,
          36524,
          36631,
          36739,
          36846,
          36953,
          37061,
          37168,
          37275,
          37383,
          37490,
          37598,
          37705,
          37812,
          37920,
          38027,
          38134,
          38242,
          38339,
          38436,
          38534,
          38631,
          38728,
          38826,
          38923,
          39020,
          39118,
          39215,
          39312,
          39410,
          39507,
          39604,
          39702,
          39799,
          39897,
          39994,
          40091,
          40189,
          40286,
          40383,
          40481,
          40578,
          40675,
          40773,
          40870,
          40967,
          41065,
          41162,
          41259,
          41357,
          41454,
          41552,
          41649,
          41746,
          41844,
          41941,
          42038,
          42136,
          42233,
          42315,
          42398,
          42480,
          42562,
          42645,
          42727,
          42809,
          42892,
          42974,
          43056,
          43139,
          43221,
          43304,
          43386,
          43468,
          43551,
          43635,
          43723,
          43811,
          43899,
          43986,
          44074,
          44162,
          44250,
          44337,
          44425,
          44513,
          44601,
          44688,
          44776,
          44864,
          44951,
          45039,
          45127,
          45215,
          45302,
          45390,
          45466,
          45526,
          45586,
          45646,
          45706,
          45766,
          45826,
          45886,
          45946,
          46006,
          46066,
          46126,
          46186,
          46246,
          46306,
          46366,
          46426,
          46486,
          46546,
          46606,
          46666,
          46726,
          46786,
          46846,
          46906,
          46966,
          47026,
          47086,
          47146,
          47205,
          47265,
          47325,
          47385,
          47445,
          47505,
          47565,
          47625,
          47685,
          47745,
          47805,
          47865,
          47925,
          47985,
          48045,
          48105,
          48165,
          48225,
          48285,
          48345,
          48405,
          48465,
          48525,
          48585,
          48645,
          48705,
          48765,
          48825,
          48885,
          48945,
          49005,
          49065,
          49125,
          49185,
          49245,
          49305,
          49364,
          49424,
          49484,
          49544,
          49604,
          49664,
          49724,
          49784,
          49844,
          49904,
          49964,
          50024,
          50084,
          50144,
          50204,
          50264,
          50324,
          50384,
          50444,
          50504,
          50564,
          50624,
          50684,
          50744,
          50804,
          50864,
          50924,
          50984,
          51044,
          51104,
          51164,
          51224,
          51274,
          51324,
          51374,
          51424,
          51473,
          51523,
          51573,
          51623,
          51673,
          51723,
          51773,
          51823,
          51873,
          51923,
          51973,
          52023,
          52073,
          52123,
          52173,
          52223,
          52273,
          52323,
          52373,
          52423,
          52473,
          52523,
          52573,
          52623,
          52673,
          52723,
          52773,
          52823,
          52873,
          52923,
          52973,
          53023,
          53073,
          53123,
          53173,
          53222,
          53272,
          53322,
          53372,
          53422,
          53472,
          53522,
          53572,
          53622,
          53672,
          53722,
          53772,
          53822,
          53872,
          53922,
          53972,
          54022,
          54072,
          54122,
          54172,
          54222,
          54272,
          54322,
          54372,
          54422,
          54472,
          54522,
          54572,
          54622,
          54672,
          54722,
          54772,
          54822,
          54872,
          54922,
          54972,
          55021,
          55071,
          55121,
          55171,
          55221,
          55271,
          55321,
          55371,
          55421,
          55471,
          55521,
          55571,
          55621,
          55671,
          55721,
          55771,
          55821,
          55871,
          55921,
          55971,
          56021,
          56071,
          56121,
          56171,
          56221,
          56271,
          56321,
          56371,
          56421,
          56471,
          56520,
          56568,
          56616,
          56664,
          56712,
          56760,
          56807,
          56855,
          56903,
          56951,
          56999,
          57047,
          57095,
          57143,
          57191,
          57239,
          57287,
          57335,
          57383,
          57431,
          57479,
          57527,
          57575,
          57623,
          57671,
          57719,
          57767,
          57815,
          57863,
          57911,
          57959,
          58007,
          58055,
          58103,
          58151,
          58199,
          58247,
          58295,
          58343,
          58391,
          58439,
          58486,
          58534,
          58582,
          58630,
          58678,
          58726,
          58774,
          58822,
          58870,
          58918,
          58966,
          59014,
          59062,
          59110,
          59158,
          59206,
          59254,
          59302,
          59350,
          59398,
          59446,
          59494,
          59542,
          59590,
          59638,
          59686,
          59734,
          59782,
          59830,
          59878,
          59926,
          59974,
          60022,
          60070,
          60118,
          60166,
          60213,
          60261,
          60309,
          60357,
          60405,
          60453,
          60501,
          60549,
          60597,
          60645,
          60693,
          60741,
          60789,
          60837,
          50414,
          50489,
          50564,
          50640,
          50715,
          50790,
          50866,
          50941,
          51016,
          51092,
          51167,
          51242,
          51318,
          51393,
          51468,
          51544,
          51619,
          51695,
          51770,
          51845,
          51921,
          51996,
          52071,
          52147,
          52222,
          52297,
          52373,
          52448,
          52523,
          52599,
          52674,
          52749,
          52825,
          52900,
          52976,
          53051,
          53126,
          53202,
          53277,
          53352,
          53428,
          53503,
          53578,
          53654,
          53729,
          53804,
          53880,
          53955,
          54030,
          54106,
          54181,
          54256,
          54332,
          54407,
          54482,
          54558,
          54633,
          54709,
          54784,
          54859,
          54935,
          55010,
          55085,
          55161,
          55236,
          55311,
          55387,
          55462,
          55537,
          55613,
          55688,
          55763,
          55839,
          55914,
          55990,
          56065,
          56140,
          56216,
          56291,
          56366,
          56442,
          56517,
          56592,
          56668,
          56743,
          56818,
          56894,
          56969,
          57044,
          57120,
          57195,
          57270,
          57346,
          57421,
          57496,
          57572,
          57647,
          57723,
          57798,
          57873,
          57949,
          58024,
          58099,
          58175,
          58250,
          58325,
          58401,
          58476,
          58551,
          58627,
          58702,
          58777,
          58853,
          58928,
          59004,
          59079,
          59154,
          59230,
          59305,
          59380,
          59456,
          59531,
          59606,
          59682,
          59757,
          59832,
          59908,
          59983,
          60058,
          60134,
          60209,
          60284,
          60360,
          60435,
          60510,
          60586,
          60661,
          60737,
          60812,
          60887,
          60963,
          61038,
          61113,
          61189,
          61264,
          61339,
          61415,
          61490,
          61565,
          61641,
          61716,
          61791,
          61867,
          61942,
          62018,
          62093,
          62168,
          62244,
          62319,
          62394,
          62470,
          62545,
          62620,
          62696,
          62771,
          62846,
          62922,
          62997,
          63072,
          63148,
          63223,
          63298,
          63374,
          63449,
          63524,
          63600,
          63675,
          63751,
          63826,
          63901,
          63977,
          64052,
          64127,
          64203,
          64278,
          64353,
          64429,
          64504,
          64579,
          64655,
          64730,
          64805,
          64881,
          64956,
          65032,
          65107,
          65182,
          65258,
          65333,
          65408,
          65484,
          65559,
          65634,
          65710,
          65785,
          65860,
          65936,
          66011,
          66086,
          66162,
          66237,
          66312,
          66388,
          66463,
          66538,
          66614,
          66689,
          66765,
          66840,
          66915,
          66991,
          67066,
          67141,
          67217,
          67292,
          67367,
          67443,
          67518,
          67593,
          67669,
          67744,
          67819,
          67895,
          67970,
          68046,
          68121,
          68196,
          68272,
          68347,
          68422,
          68498,
          68573,
          68648,
          68724,
          68799,
          68874,
          68950,
          69025,
          69100,
          69176,
          69251,
          69326,
          69402,
          69477,
          69552,
          69628,
          69703,
          69779,
          69854,
          69929,
          70005,
          70080,
          70155,
          70231,
          70306,
          70381,
          70457,
          70532,
          70607,
          70683,
          70758,
          70833,
          70909,
          70984,
          71060,
          71135,
          71210,
          71286,
          71361,
          71436,
          71512,
          71587,
          71662,
          71738,
          71813,
          71888,
          71964,
          72039,
          72114,
          72190,
          72265,
          72340,
          72416,
          72491,
          72566,
          72642,
          72717,
          72793,
          72868,
          72943,
          73019,
          73094,
          73169,
          73245,
          73320,
          73395,
          73471,
          73546,
          73621,
          73697,
          73772,
          73847,
          73923,
          73998,
          74074,
          74149,
          74224,
          74300,
          74375,
          74450,
          74526,
          74601,
          74676,
          74752,
          74827,
          74902,
          74978,
          75053,
          75128,
          75204,
          75279,
          75354,
          75430,
          75505,
          75580,
          75656,
          75731,
          75807,
          75882,
          75957,
          76033,
          76108,
          76183,
          76259,
          76334,
          76409,
          76485,
          76560,
          76635,
          76711,
          76786,
          76861,
          76937,
          77012,
          77088,
          77163,
          77238,
          77314,
          77389,
          77464,
          77540,
          77615,
          77690,
          77766,
          77841,
          77916,
          77992,
          78067,
          78142,
          78218,
          78293,
          78368,
          78444,
          78519,
          78594,
          78670,
          78745,
          78821,
          78896,
          78971,
          79047,
          79122,
          79197,
          79273,
          79348,
          79423,
          79499,
          79574,
          79649,
          79725,
          79800,
          79875,
          79951,
          80026,
          80102,
          80177,
          80252,
          80328,
          80403,
          80478,
          80554,
          80629,
          80704,
          80780,
          80855,
          80930,
          81006,
          81081,
          81156,
          81232,
          81307,
          81382,
          81458,
          81533,
          81608,
          81684,
          81759,
          81835,
          81910,
          81985,
          82061,
          82136,
          82211,
          82287,
          82362,
          82437,
          82513,
          82588,
          82663,
          82739,
          82814,
          82889,
          82965,
          83040,
          83116,
          83191,
          83266,
          83342,
          83417,
          83492,
          83568,
          83643,
          83718,
          83794,
          83869
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "plot_bgcolor": "white",
        "showlegend": false,
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "xaxis": {
         "tickformat": "$,",
         "title": {
          "text": "Employment Income"
         }
        },
        "yaxis": {
         "tickformat": "$,",
         "title": {
          "text": "Net Income"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plotly import graph_objects as go\n",
    "\n",
    "LABELS = dict(\n",
    "    employment_income=\"Employment Income\",\n",
    "    net_income=\"Net Income\",\n",
    "    mtr=\"Marginal tax rate\",\n",
    "    scenario=\"Scenario\",\n",
    ")\n",
    "\n",
    "COLORS = {\"Baseline\": \"#606060\", \"Cambridge cash\": \"#1a77d2\"}\n",
    "LIGHT_COLORS = {\"Baseline\": \"#c2c2c2\", \"Cambridge cash\": \"#65b6f6\"}\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "line_chart = px.line(\n",
    "    df[df.scenario == \"Baseline\"],\n",
    "    \"employment_income\",\n",
    "    \"net_income\",\n",
    "    labels=LABELS,\n",
    "    color_discrete_map=COLORS,\n",
    ")\n",
    "\n",
    "\n",
    "baseline_gap_bounds = gap(baseline)\n",
    "\n",
    "ymax = df[df.scenario == \"Baseline\"].net_income.max()\n",
    "\n",
    "shade_cliffs(baseline_gap_bounds, fig, LIGHT_COLORS[\"Baseline\"], ymax)\n",
    "\n",
    "fig.add_traces(list(line_chart.select_traces()))\n",
    "fig.update_traces(line_color=COLORS[\"Baseline\"])\n",
    "\n",
    "fig.update_layout(\n",
    "    xaxis_title=\"Employment Income\",\n",
    "    yaxis_title=\"Net Income\",\n",
    "    xaxis_tickformat=\"$,\",\n",
    "    yaxis_tickformat=\"$,\",\n",
    "    showlegend=False,\n",
    ")\n",
    "\n",
    "\n",
    "def show_export(fig, name):\n",
    "    fig.update_layout(plot_bgcolor=\"white\")\n",
    "    fig.show()\n",
    "    fig.write_html(\"output/\" + name + \".html\")\n",
    "    fig.write_image(\"output/\" + name + \".png\", scale=3)\n",
    "\n",
    "\n",
    "show_export(fig, \"baseline\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now add child allowance.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "u3qJf83o2qsI"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "fill": "toself",
         "fillcolor": "#c2c2c2",
         "line": {
          "width": 0
         },
         "mode": "lines",
         "name": "",
         "opacity": 0.3,
         "showlegend": false,
         "text": "This household is worse off earning between $55,500 and $69,500",
         "type": "scatter",
         "x": [
          55500,
          55500,
          69500,
          69500,
          55500
         ],
         "y": [
          0,
          83869,
          83869,
          0,
          0
         ]
        },
        {
         "fill": "toself",
         "fillcolor": "#65b6f6",
         "line": {
          "width": 0
         },
         "mode": "lines",
         "name": "",
         "opacity": 0.3,
         "showlegend": false,
         "text": "This household is worse off earning between $55,400 and $81,400",
         "type": "scatter",
         "x": [
          55400,
          55400,
          81400,
          81400,
          55400
         ],
         "y": [
          0,
          83869,
          83869,
          0,
          0
         ]
        },
        {
         "hovertemplate": "Scenario=Baseline<br>Employment Income=%{x}<br>Net Income=%{y}<extra></extra>",
         "legendgroup": "Baseline",
         "line": {
          "color": "#606060",
          "dash": "solid"
         },
         "marker": {
          "symbol": "circle"
         },
         "mode": "lines",
         "name": "Baseline",
         "showlegend": true,
         "type": "scattergl",
         "x": [
          0,
          100,
          200,
          300,
          400,
          500,
          600,
          700,
          800,
          900,
          1000,
          1100,
          1200,
          1300,
          1400,
          1500,
          1600,
          1700,
          1800,
          1900,
          2000,
          2100,
          2200,
          2300,
          2400,
          2500,
          2600,
          2700,
          2800,
          2900,
          3000,
          3100,
          3200,
          3300,
          3400,
          3500,
          3600,
          3700,
          3800,
          3900,
          4000,
          4100,
          4200,
          4300,
          4400,
          4500,
          4600,
          4700,
          4800,
          4900,
          5000,
          5100,
          5200,
          5300,
          5400,
          5500,
          5600,
          5700,
          5800,
          5900,
          6000,
          6100,
          6200,
          6300,
          6400,
          6500,
          6600,
          6700,
          6800,
          6900,
          7000,
          7100,
          7200,
          7300,
          7400,
          7500,
          7600,
          7700,
          7800,
          7900,
          8000,
          8100,
          8200,
          8300,
          8400,
          8500,
          8600,
          8700,
          8800,
          8900,
          9000,
          9100,
          9200,
          9300,
          9400,
          9500,
          9600,
          9700,
          9800,
          9900,
          10000,
          10100,
          10200,
          10300,
          10400,
          10500,
          10600,
          10700,
          10800,
          10900,
          11000,
          11100,
          11200,
          11300,
          11400,
          11500,
          11600,
          11700,
          11800,
          11900,
          12000,
          12100,
          12200,
          12300,
          12400,
          12500,
          12600,
          12700,
          12800,
          12900,
          13000,
          13100,
          13200,
          13300,
          13400,
          13500,
          13600,
          13700,
          13800,
          13900,
          14000,
          14100,
          14200,
          14300,
          14400,
          14500,
          14600,
          14700,
          14800,
          14900,
          15000,
          15100,
          15200,
          15300,
          15400,
          15500,
          15600,
          15700,
          15800,
          15900,
          16000,
          16100,
          16200,
          16300,
          16400,
          16500,
          16600,
          16700,
          16800,
          16900,
          17000,
          17100,
          17200,
          17300,
          17400,
          17500,
          17600,
          17700,
          17800,
          17900,
          18000,
          18100,
          18200,
          18300,
          18400,
          18500,
          18600,
          18700,
          18800,
          18900,
          19000,
          19100,
          19200,
          19300,
          19400,
          19500,
          19600,
          19700,
          19800,
          19900,
          20000,
          20100,
          20200,
          20300,
          20400,
          20500,
          20600,
          20700,
          20800,
          20900,
          21000,
          21100,
          21200,
          21300,
          21400,
          21500,
          21600,
          21700,
          21800,
          21900,
          22000,
          22100,
          22200,
          22300,
          22400,
          22500,
          22600,
          22700,
          22800,
          22900,
          23000,
          23100,
          23200,
          23300,
          23400,
          23500,
          23600,
          23700,
          23800,
          23900,
          24000,
          24100,
          24200,
          24300,
          24400,
          24500,
          24600,
          24700,
          24800,
          24900,
          25000,
          25100,
          25200,
          25300,
          25400,
          25500,
          25600,
          25700,
          25800,
          25900,
          26000,
          26100,
          26200,
          26300,
          26400,
          26500,
          26600,
          26700,
          26800,
          26900,
          27000,
          27100,
          27200,
          27300,
          27400,
          27500,
          27600,
          27700,
          27800,
          27900,
          28000,
          28100,
          28200,
          28300,
          28400,
          28500,
          28600,
          28700,
          28800,
          28900,
          29000,
          29100,
          29200,
          29300,
          29400,
          29500,
          29600,
          29700,
          29800,
          29900,
          30000,
          30100,
          30200,
          30300,
          30400,
          30500,
          30600,
          30700,
          30800,
          30900,
          31000,
          31100,
          31200,
          31300,
          31400,
          31500,
          31600,
          31700,
          31800,
          31900,
          32000,
          32100,
          32200,
          32300,
          32400,
          32500,
          32600,
          32700,
          32800,
          32900,
          33000,
          33100,
          33200,
          33300,
          33400,
          33500,
          33600,
          33700,
          33800,
          33900,
          34000,
          34100,
          34200,
          34300,
          34400,
          34500,
          34600,
          34700,
          34800,
          34900,
          35000,
          35100,
          35200,
          35300,
          35400,
          35500,
          35600,
          35700,
          35800,
          35900,
          36000,
          36100,
          36200,
          36300,
          36400,
          36500,
          36600,
          36700,
          36800,
          36900,
          37000,
          37100,
          37200,
          37300,
          37400,
          37500,
          37600,
          37700,
          37800,
          37900,
          38000,
          38100,
          38200,
          38300,
          38400,
          38500,
          38600,
          38700,
          38800,
          38900,
          39000,
          39100,
          39200,
          39300,
          39400,
          39500,
          39600,
          39700,
          39800,
          39900,
          40000,
          40100,
          40200,
          40300,
          40400,
          40500,
          40600,
          40700,
          40800,
          40900,
          41000,
          41100,
          41200,
          41300,
          41400,
          41500,
          41600,
          41700,
          41800,
          41900,
          42000,
          42100,
          42200,
          42300,
          42400,
          42500,
          42600,
          42700,
          42800,
          42900,
          43000,
          43100,
          43200,
          43300,
          43400,
          43500,
          43600,
          43700,
          43800,
          43900,
          44000,
          44100,
          44200,
          44300,
          44400,
          44500,
          44600,
          44700,
          44800,
          44900,
          45000,
          45100,
          45200,
          45300,
          45400,
          45500,
          45600,
          45700,
          45800,
          45900,
          46000,
          46100,
          46200,
          46300,
          46400,
          46500,
          46600,
          46700,
          46800,
          46900,
          47000,
          47100,
          47200,
          47300,
          47400,
          47500,
          47600,
          47700,
          47800,
          47900,
          48000,
          48100,
          48200,
          48300,
          48400,
          48500,
          48600,
          48700,
          48800,
          48900,
          49000,
          49100,
          49200,
          49300,
          49400,
          49500,
          49600,
          49700,
          49800,
          49900,
          50000,
          50100,
          50200,
          50300,
          50400,
          50500,
          50600,
          50700,
          50800,
          50900,
          51000,
          51100,
          51200,
          51300,
          51400,
          51500,
          51600,
          51700,
          51800,
          51900,
          52000,
          52100,
          52200,
          52300,
          52400,
          52500,
          52600,
          52700,
          52800,
          52900,
          53000,
          53100,
          53200,
          53300,
          53400,
          53500,
          53600,
          53700,
          53800,
          53900,
          54000,
          54100,
          54200,
          54300,
          54400,
          54500,
          54600,
          54700,
          54800,
          54900,
          55000,
          55100,
          55200,
          55300,
          55400,
          55500,
          55600,
          55700,
          55800,
          55900,
          56000,
          56100,
          56200,
          56300,
          56400,
          56500,
          56600,
          56700,
          56800,
          56900,
          57000,
          57100,
          57200,
          57300,
          57400,
          57500,
          57600,
          57700,
          57800,
          57900,
          58000,
          58100,
          58200,
          58300,
          58400,
          58500,
          58600,
          58700,
          58800,
          58900,
          59000,
          59100,
          59200,
          59300,
          59400,
          59500,
          59600,
          59700,
          59800,
          59900,
          60000,
          60100,
          60200,
          60300,
          60400,
          60500,
          60600,
          60700,
          60800,
          60900,
          61000,
          61100,
          61200,
          61300,
          61400,
          61500,
          61600,
          61700,
          61800,
          61900,
          62000,
          62100,
          62200,
          62300,
          62400,
          62500,
          62600,
          62700,
          62800,
          62900,
          63000,
          63100,
          63200,
          63300,
          63400,
          63500,
          63600,
          63700,
          63800,
          63900,
          64000,
          64100,
          64200,
          64300,
          64400,
          64500,
          64600,
          64700,
          64800,
          64900,
          65000,
          65100,
          65200,
          65300,
          65400,
          65500,
          65600,
          65700,
          65800,
          65900,
          66000,
          66100,
          66200,
          66300,
          66400,
          66500,
          66600,
          66700,
          66800,
          66900,
          67000,
          67100,
          67200,
          67300,
          67400,
          67500,
          67600,
          67700,
          67800,
          67900,
          68000,
          68100,
          68200,
          68300,
          68400,
          68500,
          68600,
          68700,
          68800,
          68900,
          69000,
          69100,
          69200,
          69300,
          69400,
          69500,
          69600,
          69700,
          69800,
          69900,
          70000,
          70100,
          70200,
          70300,
          70400,
          70500,
          70600,
          70700,
          70800,
          70900,
          71000,
          71100,
          71200,
          71300,
          71400,
          71500,
          71600,
          71700,
          71800,
          71900,
          72000,
          72100,
          72200,
          72300,
          72400,
          72500,
          72600,
          72700,
          72800,
          72900,
          73000,
          73100,
          73200,
          73300,
          73400,
          73500,
          73600,
          73700,
          73800,
          73900,
          74000,
          74100,
          74200,
          74300,
          74400,
          74500,
          74600,
          74700,
          74800,
          74900,
          75000,
          75100,
          75200,
          75300,
          75400,
          75500,
          75600,
          75700,
          75800,
          75900,
          76000,
          76100,
          76200,
          76300,
          76400,
          76500,
          76600,
          76700,
          76800,
          76900,
          77000,
          77100,
          77200,
          77300,
          77400,
          77500,
          77600,
          77700,
          77800,
          77900,
          78000,
          78100,
          78200,
          78300,
          78400,
          78500,
          78600,
          78700,
          78800,
          78900,
          79000,
          79100,
          79200,
          79300,
          79400,
          79500,
          79600,
          79700,
          79800,
          79900,
          80000,
          80100,
          80200,
          80300,
          80400,
          80500,
          80600,
          80700,
          80800,
          80900,
          81000,
          81100,
          81200,
          81300,
          81400,
          81500,
          81600,
          81700,
          81800,
          81900,
          82000,
          82100,
          82200,
          82300,
          82400,
          82500,
          82600,
          82700,
          82800,
          82900,
          83000,
          83100,
          83200,
          83300,
          83400,
          83500,
          83600,
          83700,
          83800,
          83900,
          84000,
          84100,
          84200,
          84300,
          84400,
          84500,
          84600,
          84700,
          84800,
          84900,
          85000,
          85100,
          85200,
          85300,
          85400,
          85500,
          85600,
          85700,
          85800,
          85900,
          86000,
          86100,
          86200,
          86300,
          86400,
          86500,
          86600,
          86700,
          86800,
          86900,
          87000,
          87100,
          87200,
          87300,
          87400,
          87500,
          87600,
          87700,
          87800,
          87900,
          88000,
          88100,
          88200,
          88300,
          88400,
          88500,
          88600,
          88700,
          88800,
          88900,
          89000,
          89100,
          89200,
          89300,
          89400,
          89500,
          89600,
          89700,
          89800,
          89900,
          90000,
          90100,
          90200,
          90300,
          90400,
          90500,
          90600,
          90700,
          90800,
          90900,
          91000,
          91100,
          91200,
          91300,
          91400,
          91500,
          91600,
          91700,
          91800,
          91900,
          92000,
          92100,
          92200,
          92300,
          92400,
          92500,
          92600,
          92700,
          92800,
          92900,
          93000,
          93100,
          93200,
          93300,
          93400,
          93500,
          93600,
          93700,
          93800,
          93900,
          94000,
          94100,
          94200,
          94300,
          94400,
          94500,
          94600,
          94700,
          94800,
          94900,
          95000,
          95100,
          95200,
          95300,
          95400,
          95500,
          95600,
          95700,
          95800,
          95900,
          96000,
          96100,
          96200,
          96300,
          96400,
          96500,
          96600,
          96700,
          96800,
          96900,
          97000,
          97100,
          97200,
          97300,
          97400,
          97500,
          97600,
          97700,
          97800,
          97900,
          98000,
          98100,
          98200,
          98300,
          98400,
          98500,
          98600,
          98700,
          98800,
          98900,
          99000,
          99100,
          99200,
          99300,
          99400,
          99500,
          99600,
          99700,
          99800,
          99900,
          100000
         ],
         "xaxis": "x",
         "y": [
          11991,
          12135,
          12280,
          12424,
          12568,
          12713,
          12857,
          13001,
          13146,
          13290,
          13434,
          13579,
          13723,
          13868,
          14012,
          14156,
          14301,
          14445,
          14589,
          14734,
          14878,
          15022,
          15167,
          15311,
          15455,
          15600,
          15759,
          15918,
          16078,
          16237,
          16396,
          16556,
          16715,
          16875,
          17034,
          17193,
          17353,
          17512,
          17671,
          17831,
          17990,
          18149,
          18309,
          18468,
          18627,
          18787,
          18946,
          19105,
          19265,
          19424,
          19584,
          19743,
          19902,
          20062,
          20221,
          20380,
          20540,
          20699,
          20858,
          21018,
          21177,
          21336,
          21496,
          21655,
          21814,
          21974,
          22133,
          22292,
          22452,
          22611,
          22770,
          22930,
          23089,
          23249,
          23408,
          23567,
          23727,
          23886,
          24045,
          24205,
          24364,
          24523,
          24683,
          24842,
          25001,
          25161,
          25320,
          25479,
          25639,
          25798,
          25958,
          26117,
          26276,
          26436,
          26595,
          26754,
          26914,
          27073,
          27232,
          27392,
          27551,
          27710,
          27870,
          28029,
          28188,
          28348,
          28507,
          28666,
          28826,
          28985,
          29144,
          29304,
          29463,
          29623,
          29782,
          29941,
          30101,
          30253,
          30388,
          30523,
          30659,
          30794,
          30930,
          31065,
          31200,
          31336,
          31471,
          31606,
          31742,
          31877,
          32012,
          32148,
          32283,
          32418,
          32554,
          32689,
          32824,
          32960,
          33095,
          33230,
          33366,
          33501,
          33636,
          33772,
          33907,
          34043,
          34178,
          34313,
          34449,
          34584,
          34719,
          34855,
          34990,
          35125,
          35261,
          35349,
          35433,
          35516,
          35599,
          35683,
          35766,
          35849,
          35933,
          36016,
          36099,
          36202,
          36309,
          36417,
          36524,
          36631,
          36739,
          36846,
          36953,
          37061,
          37168,
          37275,
          37383,
          37490,
          37598,
          37705,
          37812,
          37920,
          38027,
          38134,
          38242,
          38339,
          38436,
          38534,
          38631,
          38728,
          38826,
          38923,
          39020,
          39118,
          39215,
          39312,
          39410,
          39507,
          39604,
          39702,
          39799,
          39897,
          39994,
          40091,
          40189,
          40286,
          40383,
          40481,
          40578,
          40675,
          40773,
          40870,
          40967,
          41065,
          41162,
          41259,
          41357,
          41454,
          41552,
          41649,
          41746,
          41844,
          41941,
          42038,
          42136,
          42233,
          42315,
          42398,
          42480,
          42562,
          42645,
          42727,
          42809,
          42892,
          42974,
          43056,
          43139,
          43221,
          43304,
          43386,
          43468,
          43551,
          43635,
          43723,
          43811,
          43899,
          43986,
          44074,
          44162,
          44250,
          44337,
          44425,
          44513,
          44601,
          44688,
          44776,
          44864,
          44951,
          45039,
          45127,
          45215,
          45302,
          45390,
          45466,
          45526,
          45586,
          45646,
          45706,
          45766,
          45826,
          45886,
          45946,
          46006,
          46066,
          46126,
          46186,
          46246,
          46306,
          46366,
          46426,
          46486,
          46546,
          46606,
          46666,
          46726,
          46786,
          46846,
          46906,
          46966,
          47026,
          47086,
          47146,
          47205,
          47265,
          47325,
          47385,
          47445,
          47505,
          47565,
          47625,
          47685,
          47745,
          47805,
          47865,
          47925,
          47985,
          48045,
          48105,
          48165,
          48225,
          48285,
          48345,
          48405,
          48465,
          48525,
          48585,
          48645,
          48705,
          48765,
          48825,
          48885,
          48945,
          49005,
          49065,
          49125,
          49185,
          49245,
          49305,
          49364,
          49424,
          49484,
          49544,
          49604,
          49664,
          49724,
          49784,
          49844,
          49904,
          49964,
          50024,
          50084,
          50144,
          50204,
          50264,
          50324,
          50384,
          50444,
          50504,
          50564,
          50624,
          50684,
          50744,
          50804,
          50864,
          50924,
          50984,
          51044,
          51104,
          51164,
          51224,
          51274,
          51324,
          51374,
          51424,
          51473,
          51523,
          51573,
          51623,
          51673,
          51723,
          51773,
          51823,
          51873,
          51923,
          51973,
          52023,
          52073,
          52123,
          52173,
          52223,
          52273,
          52323,
          52373,
          52423,
          52473,
          52523,
          52573,
          52623,
          52673,
          52723,
          52773,
          52823,
          52873,
          52923,
          52973,
          53023,
          53073,
          53123,
          53173,
          53222,
          53272,
          53322,
          53372,
          53422,
          53472,
          53522,
          53572,
          53622,
          53672,
          53722,
          53772,
          53822,
          53872,
          53922,
          53972,
          54022,
          54072,
          54122,
          54172,
          54222,
          54272,
          54322,
          54372,
          54422,
          54472,
          54522,
          54572,
          54622,
          54672,
          54722,
          54772,
          54822,
          54872,
          54922,
          54972,
          55021,
          55071,
          55121,
          55171,
          55221,
          55271,
          55321,
          55371,
          55421,
          55471,
          55521,
          55571,
          55621,
          55671,
          55721,
          55771,
          55821,
          55871,
          55921,
          55971,
          56021,
          56071,
          56121,
          56171,
          56221,
          56271,
          56321,
          56371,
          56421,
          56471,
          56520,
          56568,
          56616,
          56664,
          56712,
          56760,
          56807,
          56855,
          56903,
          56951,
          56999,
          57047,
          57095,
          57143,
          57191,
          57239,
          57287,
          57335,
          57383,
          57431,
          57479,
          57527,
          57575,
          57623,
          57671,
          57719,
          57767,
          57815,
          57863,
          57911,
          57959,
          58007,
          58055,
          58103,
          58151,
          58199,
          58247,
          58295,
          58343,
          58391,
          58439,
          58486,
          58534,
          58582,
          58630,
          58678,
          58726,
          58774,
          58822,
          58870,
          58918,
          58966,
          59014,
          59062,
          59110,
          59158,
          59206,
          59254,
          59302,
          59350,
          59398,
          59446,
          59494,
          59542,
          59590,
          59638,
          59686,
          59734,
          59782,
          59830,
          59878,
          59926,
          59974,
          60022,
          60070,
          60118,
          60166,
          60213,
          60261,
          60309,
          60357,
          60405,
          60453,
          60501,
          60549,
          60597,
          60645,
          60693,
          60741,
          60789,
          60837,
          50414,
          50489,
          50564,
          50640,
          50715,
          50790,
          50866,
          50941,
          51016,
          51092,
          51167,
          51242,
          51318,
          51393,
          51468,
          51544,
          51619,
          51695,
          51770,
          51845,
          51921,
          51996,
          52071,
          52147,
          52222,
          52297,
          52373,
          52448,
          52523,
          52599,
          52674,
          52749,
          52825,
          52900,
          52976,
          53051,
          53126,
          53202,
          53277,
          53352,
          53428,
          53503,
          53578,
          53654,
          53729,
          53804,
          53880,
          53955,
          54030,
          54106,
          54181,
          54256,
          54332,
          54407,
          54482,
          54558,
          54633,
          54709,
          54784,
          54859,
          54935,
          55010,
          55085,
          55161,
          55236,
          55311,
          55387,
          55462,
          55537,
          55613,
          55688,
          55763,
          55839,
          55914,
          55990,
          56065,
          56140,
          56216,
          56291,
          56366,
          56442,
          56517,
          56592,
          56668,
          56743,
          56818,
          56894,
          56969,
          57044,
          57120,
          57195,
          57270,
          57346,
          57421,
          57496,
          57572,
          57647,
          57723,
          57798,
          57873,
          57949,
          58024,
          58099,
          58175,
          58250,
          58325,
          58401,
          58476,
          58551,
          58627,
          58702,
          58777,
          58853,
          58928,
          59004,
          59079,
          59154,
          59230,
          59305,
          59380,
          59456,
          59531,
          59606,
          59682,
          59757,
          59832,
          59908,
          59983,
          60058,
          60134,
          60209,
          60284,
          60360,
          60435,
          60510,
          60586,
          60661,
          60737,
          60812,
          60887,
          60963,
          61038,
          61113,
          61189,
          61264,
          61339,
          61415,
          61490,
          61565,
          61641,
          61716,
          61791,
          61867,
          61942,
          62018,
          62093,
          62168,
          62244,
          62319,
          62394,
          62470,
          62545,
          62620,
          62696,
          62771,
          62846,
          62922,
          62997,
          63072,
          63148,
          63223,
          63298,
          63374,
          63449,
          63524,
          63600,
          63675,
          63751,
          63826,
          63901,
          63977,
          64052,
          64127,
          64203,
          64278,
          64353,
          64429,
          64504,
          64579,
          64655,
          64730,
          64805,
          64881,
          64956,
          65032,
          65107,
          65182,
          65258,
          65333,
          65408,
          65484,
          65559,
          65634,
          65710,
          65785,
          65860,
          65936,
          66011,
          66086,
          66162,
          66237,
          66312,
          66388,
          66463,
          66538,
          66614,
          66689,
          66765,
          66840,
          66915,
          66991,
          67066,
          67141,
          67217,
          67292,
          67367,
          67443,
          67518,
          67593,
          67669,
          67744,
          67819,
          67895,
          67970,
          68046,
          68121,
          68196,
          68272,
          68347,
          68422,
          68498,
          68573,
          68648,
          68724,
          68799,
          68874,
          68950,
          69025,
          69100,
          69176,
          69251,
          69326,
          69402,
          69477,
          69552,
          69628,
          69703,
          69779,
          69854,
          69929,
          70005,
          70080,
          70155,
          70231,
          70306,
          70381,
          70457,
          70532,
          70607,
          70683,
          70758,
          70833,
          70909,
          70984,
          71060,
          71135,
          71210,
          71286,
          71361,
          71436,
          71512,
          71587,
          71662,
          71738,
          71813,
          71888,
          71964,
          72039,
          72114,
          72190,
          72265,
          72340,
          72416,
          72491,
          72566,
          72642,
          72717,
          72793,
          72868,
          72943,
          73019,
          73094,
          73169,
          73245,
          73320,
          73395,
          73471,
          73546,
          73621,
          73697,
          73772,
          73847,
          73923,
          73998,
          74074,
          74149,
          74224,
          74300,
          74375,
          74450,
          74526,
          74601,
          74676,
          74752,
          74827,
          74902,
          74978,
          75053,
          75128,
          75204,
          75279,
          75354,
          75430,
          75505,
          75580,
          75656,
          75731,
          75807,
          75882,
          75957,
          76033,
          76108,
          76183,
          76259,
          76334,
          76409,
          76485,
          76560,
          76635,
          76711,
          76786,
          76861,
          76937,
          77012,
          77088,
          77163,
          77238,
          77314,
          77389,
          77464,
          77540,
          77615,
          77690,
          77766,
          77841,
          77916,
          77992,
          78067,
          78142,
          78218,
          78293,
          78368,
          78444,
          78519,
          78594,
          78670,
          78745,
          78821,
          78896,
          78971,
          79047,
          79122,
          79197,
          79273,
          79348,
          79423,
          79499,
          79574,
          79649,
          79725,
          79800,
          79875,
          79951,
          80026,
          80102,
          80177,
          80252,
          80328,
          80403,
          80478,
          80554,
          80629,
          80704,
          80780,
          80855,
          80930,
          81006,
          81081,
          81156,
          81232,
          81307,
          81382,
          81458,
          81533,
          81608,
          81684,
          81759,
          81835,
          81910,
          81985,
          82061,
          82136,
          82211,
          82287,
          82362,
          82437,
          82513,
          82588,
          82663,
          82739,
          82814,
          82889,
          82965,
          83040,
          83116,
          83191,
          83266,
          83342,
          83417,
          83492,
          83568,
          83643,
          83718,
          83794,
          83869
         ],
         "yaxis": "y"
        },
        {
         "hovertemplate": "Scenario=Cambridge cash<br>Employment Income=%{x}<br>Net Income=%{y}<extra></extra>",
         "legendgroup": "Cambridge cash",
         "line": {
          "color": "#1a77d2",
          "dash": "solid"
         },
         "marker": {
          "symbol": "circle"
         },
         "mode": "lines",
         "name": "Cambridge cash",
         "showlegend": true,
         "type": "scattergl",
         "x": [
          0,
          100,
          200,
          300,
          400,
          500,
          600,
          700,
          800,
          900,
          1000,
          1100,
          1200,
          1300,
          1400,
          1500,
          1600,
          1700,
          1800,
          1900,
          2000,
          2100,
          2200,
          2300,
          2400,
          2500,
          2600,
          2700,
          2800,
          2900,
          3000,
          3100,
          3200,
          3300,
          3400,
          3500,
          3600,
          3700,
          3800,
          3900,
          4000,
          4100,
          4200,
          4300,
          4400,
          4500,
          4600,
          4700,
          4800,
          4900,
          5000,
          5100,
          5200,
          5300,
          5400,
          5500,
          5600,
          5700,
          5800,
          5900,
          6000,
          6100,
          6200,
          6300,
          6400,
          6500,
          6600,
          6700,
          6800,
          6900,
          7000,
          7100,
          7200,
          7300,
          7400,
          7500,
          7600,
          7700,
          7800,
          7900,
          8000,
          8100,
          8200,
          8300,
          8400,
          8500,
          8600,
          8700,
          8800,
          8900,
          9000,
          9100,
          9200,
          9300,
          9400,
          9500,
          9600,
          9700,
          9800,
          9900,
          10000,
          10100,
          10200,
          10300,
          10400,
          10500,
          10600,
          10700,
          10800,
          10900,
          11000,
          11100,
          11200,
          11300,
          11400,
          11500,
          11600,
          11700,
          11800,
          11900,
          12000,
          12100,
          12200,
          12300,
          12400,
          12500,
          12600,
          12700,
          12800,
          12900,
          13000,
          13100,
          13200,
          13300,
          13400,
          13500,
          13600,
          13700,
          13800,
          13900,
          14000,
          14100,
          14200,
          14300,
          14400,
          14500,
          14600,
          14700,
          14800,
          14900,
          15000,
          15100,
          15200,
          15300,
          15400,
          15500,
          15600,
          15700,
          15800,
          15900,
          16000,
          16100,
          16200,
          16300,
          16400,
          16500,
          16600,
          16700,
          16800,
          16900,
          17000,
          17100,
          17200,
          17300,
          17400,
          17500,
          17600,
          17700,
          17800,
          17900,
          18000,
          18100,
          18200,
          18300,
          18400,
          18500,
          18600,
          18700,
          18800,
          18900,
          19000,
          19100,
          19200,
          19300,
          19400,
          19500,
          19600,
          19700,
          19800,
          19900,
          20000,
          20100,
          20200,
          20300,
          20400,
          20500,
          20600,
          20700,
          20800,
          20900,
          21000,
          21100,
          21200,
          21300,
          21400,
          21500,
          21600,
          21700,
          21800,
          21900,
          22000,
          22100,
          22200,
          22300,
          22400,
          22500,
          22600,
          22700,
          22800,
          22900,
          23000,
          23100,
          23200,
          23300,
          23400,
          23500,
          23600,
          23700,
          23800,
          23900,
          24000,
          24100,
          24200,
          24300,
          24400,
          24500,
          24600,
          24700,
          24800,
          24900,
          25000,
          25100,
          25200,
          25300,
          25400,
          25500,
          25600,
          25700,
          25800,
          25900,
          26000,
          26100,
          26200,
          26300,
          26400,
          26500,
          26600,
          26700,
          26800,
          26900,
          27000,
          27100,
          27200,
          27300,
          27400,
          27500,
          27600,
          27700,
          27800,
          27900,
          28000,
          28100,
          28200,
          28300,
          28400,
          28500,
          28600,
          28700,
          28800,
          28900,
          29000,
          29100,
          29200,
          29300,
          29400,
          29500,
          29600,
          29700,
          29800,
          29900,
          30000,
          30100,
          30200,
          30300,
          30400,
          30500,
          30600,
          30700,
          30800,
          30900,
          31000,
          31100,
          31200,
          31300,
          31400,
          31500,
          31600,
          31700,
          31800,
          31900,
          32000,
          32100,
          32200,
          32300,
          32400,
          32500,
          32600,
          32700,
          32800,
          32900,
          33000,
          33100,
          33200,
          33300,
          33400,
          33500,
          33600,
          33700,
          33800,
          33900,
          34000,
          34100,
          34200,
          34300,
          34400,
          34500,
          34600,
          34700,
          34800,
          34900,
          35000,
          35100,
          35200,
          35300,
          35400,
          35500,
          35600,
          35700,
          35800,
          35900,
          36000,
          36100,
          36200,
          36300,
          36400,
          36500,
          36600,
          36700,
          36800,
          36900,
          37000,
          37100,
          37200,
          37300,
          37400,
          37500,
          37600,
          37700,
          37800,
          37900,
          38000,
          38100,
          38200,
          38300,
          38400,
          38500,
          38600,
          38700,
          38800,
          38900,
          39000,
          39100,
          39200,
          39300,
          39400,
          39500,
          39600,
          39700,
          39800,
          39900,
          40000,
          40100,
          40200,
          40300,
          40400,
          40500,
          40600,
          40700,
          40800,
          40900,
          41000,
          41100,
          41200,
          41300,
          41400,
          41500,
          41600,
          41700,
          41800,
          41900,
          42000,
          42100,
          42200,
          42300,
          42400,
          42500,
          42600,
          42700,
          42800,
          42900,
          43000,
          43100,
          43200,
          43300,
          43400,
          43500,
          43600,
          43700,
          43800,
          43900,
          44000,
          44100,
          44200,
          44300,
          44400,
          44500,
          44600,
          44700,
          44800,
          44900,
          45000,
          45100,
          45200,
          45300,
          45400,
          45500,
          45600,
          45700,
          45800,
          45900,
          46000,
          46100,
          46200,
          46300,
          46400,
          46500,
          46600,
          46700,
          46800,
          46900,
          47000,
          47100,
          47200,
          47300,
          47400,
          47500,
          47600,
          47700,
          47800,
          47900,
          48000,
          48100,
          48200,
          48300,
          48400,
          48500,
          48600,
          48700,
          48800,
          48900,
          49000,
          49100,
          49200,
          49300,
          49400,
          49500,
          49600,
          49700,
          49800,
          49900,
          50000,
          50100,
          50200,
          50300,
          50400,
          50500,
          50600,
          50700,
          50800,
          50900,
          51000,
          51100,
          51200,
          51300,
          51400,
          51500,
          51600,
          51700,
          51800,
          51900,
          52000,
          52100,
          52200,
          52300,
          52400,
          52500,
          52600,
          52700,
          52800,
          52900,
          53000,
          53100,
          53200,
          53300,
          53400,
          53500,
          53600,
          53700,
          53800,
          53900,
          54000,
          54100,
          54200,
          54300,
          54400,
          54500,
          54600,
          54700,
          54800,
          54900,
          55000,
          55100,
          55200,
          55300,
          55400,
          55500,
          55600,
          55700,
          55800,
          55900,
          56000,
          56100,
          56200,
          56300,
          56400,
          56500,
          56600,
          56700,
          56800,
          56900,
          57000,
          57100,
          57200,
          57300,
          57400,
          57500,
          57600,
          57700,
          57800,
          57900,
          58000,
          58100,
          58200,
          58300,
          58400,
          58500,
          58600,
          58700,
          58800,
          58900,
          59000,
          59100,
          59200,
          59300,
          59400,
          59500,
          59600,
          59700,
          59800,
          59900,
          60000,
          60100,
          60200,
          60300,
          60400,
          60500,
          60600,
          60700,
          60800,
          60900,
          61000,
          61100,
          61200,
          61300,
          61400,
          61500,
          61600,
          61700,
          61800,
          61900,
          62000,
          62100,
          62200,
          62300,
          62400,
          62500,
          62600,
          62700,
          62800,
          62900,
          63000,
          63100,
          63200,
          63300,
          63400,
          63500,
          63600,
          63700,
          63800,
          63900,
          64000,
          64100,
          64200,
          64300,
          64400,
          64500,
          64600,
          64700,
          64800,
          64900,
          65000,
          65100,
          65200,
          65300,
          65400,
          65500,
          65600,
          65700,
          65800,
          65900,
          66000,
          66100,
          66200,
          66300,
          66400,
          66500,
          66600,
          66700,
          66800,
          66900,
          67000,
          67100,
          67200,
          67300,
          67400,
          67500,
          67600,
          67700,
          67800,
          67900,
          68000,
          68100,
          68200,
          68300,
          68400,
          68500,
          68600,
          68700,
          68800,
          68900,
          69000,
          69100,
          69200,
          69300,
          69400,
          69500,
          69600,
          69700,
          69800,
          69900,
          70000,
          70100,
          70200,
          70300,
          70400,
          70500,
          70600,
          70700,
          70800,
          70900,
          71000,
          71100,
          71200,
          71300,
          71400,
          71500,
          71600,
          71700,
          71800,
          71900,
          72000,
          72100,
          72200,
          72300,
          72400,
          72500,
          72600,
          72700,
          72800,
          72900,
          73000,
          73100,
          73200,
          73300,
          73400,
          73500,
          73600,
          73700,
          73800,
          73900,
          74000,
          74100,
          74200,
          74300,
          74400,
          74500,
          74600,
          74700,
          74800,
          74900,
          75000,
          75100,
          75200,
          75300,
          75400,
          75500,
          75600,
          75700,
          75800,
          75900,
          76000,
          76100,
          76200,
          76300,
          76400,
          76500,
          76600,
          76700,
          76800,
          76900,
          77000,
          77100,
          77200,
          77300,
          77400,
          77500,
          77600,
          77700,
          77800,
          77900,
          78000,
          78100,
          78200,
          78300,
          78400,
          78500,
          78600,
          78700,
          78800,
          78900,
          79000,
          79100,
          79200,
          79300,
          79400,
          79500,
          79600,
          79700,
          79800,
          79900,
          80000,
          80100,
          80200,
          80300,
          80400,
          80500,
          80600,
          80700,
          80800,
          80900,
          81000,
          81100,
          81200,
          81300,
          81400,
          81500,
          81600,
          81700,
          81800,
          81900,
          82000,
          82100,
          82200,
          82300,
          82400,
          82500,
          82600,
          82700,
          82800,
          82900,
          83000,
          83100,
          83200,
          83300,
          83400,
          83500,
          83600,
          83700,
          83800,
          83900,
          84000,
          84100,
          84200,
          84300,
          84400,
          84500,
          84600,
          84700,
          84800,
          84900,
          85000,
          85100,
          85200,
          85300,
          85400,
          85500,
          85600,
          85700,
          85800,
          85900,
          86000,
          86100,
          86200,
          86300,
          86400,
          86500,
          86600,
          86700,
          86800,
          86900,
          87000,
          87100,
          87200,
          87300,
          87400,
          87500,
          87600,
          87700,
          87800,
          87900,
          88000,
          88100,
          88200,
          88300,
          88400,
          88500,
          88600,
          88700,
          88800,
          88900,
          89000,
          89100,
          89200,
          89300,
          89400,
          89500,
          89600,
          89700,
          89800,
          89900,
          90000,
          90100,
          90200,
          90300,
          90400,
          90500,
          90600,
          90700,
          90800,
          90900,
          91000,
          91100,
          91200,
          91300,
          91400,
          91500,
          91600,
          91700,
          91800,
          91900,
          92000,
          92100,
          92200,
          92300,
          92400,
          92500,
          92600,
          92700,
          92800,
          92900,
          93000,
          93100,
          93200,
          93300,
          93400,
          93500,
          93600,
          93700,
          93800,
          93900,
          94000,
          94100,
          94200,
          94300,
          94400,
          94500,
          94600,
          94700,
          94800,
          94900,
          95000,
          95100,
          95200,
          95300,
          95400,
          95500,
          95600,
          95700,
          95800,
          95900,
          96000,
          96100,
          96200,
          96300,
          96400,
          96500,
          96600,
          96700,
          96800,
          96900,
          97000,
          97100,
          97200,
          97300,
          97400,
          97500,
          97600,
          97700,
          97800,
          97900,
          98000,
          98100,
          98200,
          98300,
          98400,
          98500,
          98600,
          98700,
          98800,
          98900,
          99000,
          99100,
          99200,
          99300,
          99400,
          99500,
          99600,
          99700,
          99800,
          99900,
          100000
         ],
         "xaxis": "x",
         "y": [
          20991,
          21135,
          21280,
          21424,
          21568,
          21713,
          21857,
          22001,
          22146,
          22290,
          22434,
          22579,
          22723,
          22868,
          23012,
          23156,
          23301,
          23445,
          23589,
          23734,
          23878,
          24022,
          24167,
          24311,
          24455,
          24600,
          24759,
          24918,
          25078,
          25237,
          25396,
          25556,
          25715,
          25875,
          26034,
          26193,
          26353,
          26512,
          26671,
          26831,
          26990,
          27149,
          27309,
          27468,
          27627,
          27787,
          27946,
          28105,
          28265,
          28424,
          28584,
          28743,
          28902,
          29062,
          29221,
          29380,
          29540,
          29699,
          29858,
          30018,
          30177,
          30336,
          30496,
          30655,
          30814,
          30974,
          31133,
          31292,
          31452,
          31611,
          31770,
          31930,
          32089,
          32249,
          32408,
          32567,
          32727,
          32886,
          33045,
          33205,
          33364,
          33523,
          33683,
          33842,
          34001,
          34161,
          34320,
          34479,
          34639,
          34798,
          34958,
          35117,
          35276,
          35436,
          35595,
          35754,
          35914,
          36073,
          36232,
          36392,
          36551,
          36710,
          36870,
          37029,
          37188,
          37348,
          37507,
          37666,
          37826,
          37985,
          38144,
          38304,
          38463,
          38623,
          38782,
          38941,
          39101,
          39253,
          39388,
          39523,
          39659,
          39794,
          39930,
          40065,
          40200,
          40336,
          40471,
          40606,
          40742,
          40877,
          41012,
          41148,
          41283,
          41418,
          41554,
          41689,
          41824,
          41960,
          42095,
          42230,
          42366,
          42501,
          42636,
          42772,
          42907,
          43043,
          43178,
          43313,
          43449,
          43584,
          43719,
          43855,
          43990,
          44125,
          44261,
          44349,
          44433,
          44516,
          44599,
          44683,
          44766,
          44849,
          44933,
          45016,
          45099,
          45202,
          45309,
          45417,
          45524,
          45631,
          45739,
          45846,
          45953,
          46061,
          46168,
          46275,
          46383,
          46490,
          46598,
          46705,
          46812,
          46920,
          47027,
          47134,
          47242,
          47339,
          47436,
          47534,
          47631,
          47728,
          47826,
          47923,
          48020,
          48118,
          48215,
          48312,
          48410,
          48507,
          48604,
          48702,
          48799,
          48897,
          48994,
          49091,
          49189,
          49286,
          49383,
          49481,
          49578,
          49675,
          49773,
          49870,
          49967,
          50065,
          50162,
          50259,
          50357,
          50454,
          50552,
          50649,
          50746,
          50844,
          50941,
          51038,
          51136,
          51233,
          51315,
          51398,
          51480,
          51562,
          51645,
          51727,
          51809,
          51892,
          51974,
          52056,
          52139,
          52221,
          52304,
          52386,
          52468,
          52551,
          52635,
          52723,
          52811,
          52899,
          52986,
          53074,
          53162,
          53250,
          53337,
          53425,
          53513,
          53601,
          53688,
          53776,
          53864,
          53951,
          54039,
          54127,
          54215,
          54302,
          54390,
          54466,
          54526,
          54586,
          54646,
          54706,
          54766,
          54826,
          54886,
          54946,
          55006,
          55066,
          55126,
          55186,
          55246,
          55306,
          55366,
          55426,
          55486,
          55546,
          55606,
          55666,
          55726,
          55786,
          55846,
          55906,
          55966,
          56026,
          56086,
          56146,
          56205,
          56265,
          56325,
          56385,
          56445,
          56505,
          56565,
          56625,
          56685,
          56745,
          56805,
          56865,
          56925,
          56985,
          57045,
          57105,
          57165,
          57225,
          57285,
          57345,
          57405,
          57465,
          57525,
          57585,
          57645,
          57705,
          57765,
          57825,
          57885,
          57945,
          58005,
          58065,
          58125,
          58185,
          58245,
          58305,
          58364,
          58424,
          58484,
          58544,
          58604,
          58664,
          58724,
          58784,
          58844,
          58904,
          58964,
          59024,
          59084,
          59144,
          59204,
          59264,
          59324,
          59384,
          59444,
          59504,
          59564,
          59624,
          59684,
          59744,
          59804,
          59864,
          59924,
          59984,
          60044,
          60104,
          60164,
          60224,
          60274,
          60324,
          60374,
          60424,
          60473,
          60523,
          60573,
          60623,
          60673,
          60723,
          60773,
          60823,
          60873,
          60923,
          60973,
          61023,
          61073,
          61123,
          61173,
          61223,
          61273,
          61323,
          61373,
          61423,
          61473,
          61523,
          61573,
          61623,
          61673,
          61723,
          61773,
          61823,
          61873,
          61923,
          61973,
          62023,
          62073,
          62123,
          62173,
          62222,
          62272,
          62322,
          62372,
          62422,
          62472,
          62522,
          62572,
          62622,
          62672,
          62722,
          62772,
          62822,
          62872,
          62922,
          62972,
          63022,
          63072,
          63122,
          63172,
          63222,
          63272,
          63322,
          63372,
          63422,
          63472,
          63522,
          63572,
          63622,
          63672,
          63722,
          63772,
          63822,
          63872,
          63922,
          63972,
          64021,
          64071,
          64121,
          64171,
          64221,
          64271,
          64321,
          64371,
          64421,
          64471,
          64521,
          64571,
          64621,
          64671,
          64721,
          64771,
          64821,
          64871,
          64921,
          64971,
          65021,
          65071,
          65121,
          65171,
          65221,
          65271,
          65321,
          65371,
          65421,
          65471,
          65520,
          65568,
          65616,
          65664,
          65712,
          65760,
          65807,
          65855,
          65903,
          65951,
          65999,
          66047,
          66095,
          66143,
          66191,
          66239,
          66287,
          66335,
          66383,
          66431,
          66479,
          66527,
          66575,
          66623,
          66671,
          66719,
          66767,
          66815,
          66863,
          66911,
          66959,
          67007,
          67055,
          67103,
          67151,
          67199,
          67247,
          67295,
          67343,
          67391,
          67439,
          67486,
          67534,
          67582,
          67630,
          67678,
          67726,
          67774,
          67822,
          67870,
          67918,
          67966,
          68014,
          68062,
          68110,
          68158,
          68206,
          68254,
          68302,
          68350,
          68398,
          68446,
          68494,
          68542,
          68590,
          68638,
          68686,
          68734,
          68782,
          68830,
          68878,
          68926,
          68974,
          69022,
          69070,
          69118,
          69166,
          69213,
          69261,
          69309,
          69357,
          69405,
          69453,
          69501,
          69549,
          69597,
          69645,
          69693,
          69741,
          69789,
          60837,
          50414,
          50489,
          50564,
          50640,
          50715,
          50790,
          50866,
          50941,
          51016,
          51092,
          51167,
          51242,
          51318,
          51393,
          51468,
          51544,
          51619,
          51695,
          51770,
          51845,
          51921,
          51996,
          52071,
          52147,
          52222,
          52297,
          52373,
          52448,
          52523,
          52599,
          52674,
          52749,
          52825,
          52900,
          52976,
          53051,
          53126,
          53202,
          53277,
          53352,
          53428,
          53503,
          53578,
          53654,
          53729,
          53804,
          53880,
          53955,
          54030,
          54106,
          54181,
          54256,
          54332,
          54407,
          54482,
          54558,
          54633,
          54709,
          54784,
          54859,
          54935,
          55010,
          55085,
          55161,
          55236,
          55311,
          55387,
          55462,
          55537,
          55613,
          55688,
          55763,
          55839,
          55914,
          55990,
          56065,
          56140,
          56216,
          56291,
          56366,
          56442,
          56517,
          56592,
          56668,
          56743,
          56818,
          56894,
          56969,
          57044,
          57120,
          57195,
          57270,
          57346,
          57421,
          57496,
          57572,
          57647,
          57723,
          57798,
          57873,
          57949,
          58024,
          58099,
          58175,
          58250,
          58325,
          58401,
          58476,
          58551,
          58627,
          58702,
          58777,
          58853,
          58928,
          59004,
          59079,
          59154,
          59230,
          59305,
          59380,
          59456,
          59531,
          59606,
          59682,
          59757,
          59832,
          59908,
          59983,
          60058,
          60134,
          60209,
          60284,
          60360,
          60435,
          60510,
          60586,
          60661,
          60737,
          60812,
          60887,
          60963,
          61038,
          61113,
          61189,
          61264,
          61339,
          61415,
          61490,
          61565,
          61641,
          61716,
          61791,
          61867,
          61942,
          62018,
          62093,
          62168,
          62244,
          62319,
          62394,
          62470,
          62545,
          62620,
          62696,
          62771,
          62846,
          62922,
          62997,
          63072,
          63148,
          63223,
          63298,
          63374,
          63449,
          63524,
          63600,
          63675,
          63751,
          63826,
          63901,
          63977,
          64052,
          64127,
          64203,
          64278,
          64353,
          64429,
          64504,
          64579,
          64655,
          64730,
          64805,
          64881,
          64956,
          65032,
          65107,
          65182,
          65258,
          65333,
          65408,
          65484,
          65559,
          65634,
          65710,
          65785,
          65860,
          65936,
          66011,
          66086,
          66162,
          66237,
          66312,
          66388,
          66463,
          66538,
          66614,
          66689,
          66765,
          66840,
          66915,
          66991,
          67066,
          67141,
          67217,
          67292,
          67367,
          67443,
          67518,
          67593,
          67669,
          67744,
          67819,
          67895,
          67970,
          68046,
          68121,
          68196,
          68272,
          68347,
          68422,
          68498,
          68573,
          68648,
          68724,
          68799,
          68874,
          68950,
          69025,
          69100,
          69176,
          69251,
          69326,
          69402,
          69477,
          69552,
          69628,
          69703,
          69779,
          69854,
          69929,
          70005,
          70080,
          70155,
          70231,
          70306,
          70381,
          70457,
          70532,
          70607,
          70683,
          70758,
          70833,
          70909,
          70984,
          71060,
          71135,
          71210,
          71286,
          71361,
          71436,
          71512,
          71587,
          71662,
          71738,
          71813,
          71888,
          71964,
          72039,
          72114,
          72190,
          72265,
          72340,
          72416,
          72491,
          72566,
          72642,
          72717,
          72793,
          72868,
          72943,
          73019,
          73094,
          73169,
          73245,
          73320,
          73395,
          73471,
          73546,
          73621,
          73697,
          73772,
          73847,
          73923,
          73998,
          74074,
          74149,
          74224,
          74300,
          74375,
          74450,
          74526,
          74601,
          74676,
          74752,
          74827,
          74902,
          74978,
          75053,
          75128,
          75204,
          75279,
          75354,
          75430,
          75505,
          75580,
          75656,
          75731,
          75807,
          75882,
          75957,
          76033,
          76108,
          76183,
          76259,
          76334,
          76409,
          76485,
          76560,
          76635,
          76711,
          76786,
          76861,
          76937,
          77012,
          77088,
          77163,
          77238,
          77314,
          77389,
          77464,
          77540,
          77615,
          77690,
          77766,
          77841,
          77916,
          77992,
          78067,
          78142,
          78218,
          78293,
          78368,
          78444,
          78519,
          78594,
          78670,
          78745,
          78821,
          78896,
          78971,
          79047,
          79122,
          79197,
          79273,
          79348,
          79423,
          79499,
          79574,
          79649,
          79725,
          79800,
          79875,
          79951,
          80026,
          80102,
          80177,
          80252,
          80328,
          80403,
          80478,
          80554,
          80629,
          80704,
          80780,
          80855,
          80930,
          81006,
          81081,
          81156,
          81232,
          81307,
          81382,
          81458,
          81533,
          81608,
          81684,
          81759,
          81835,
          81910,
          81985,
          82061,
          82136,
          82211,
          82287,
          82362,
          82437,
          82513,
          82588,
          82663,
          82739,
          82814,
          82889,
          82965,
          83040,
          83116,
          83191,
          83266,
          83342,
          83417,
          83492,
          83568,
          83643,
          83718,
          83794,
          83869
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "plot_bgcolor": "white",
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "xaxis": {
         "tickformat": "$,",
         "title": {
          "text": "Employment Income"
         }
        },
        "yaxis": {
         "tickformat": "$,",
         "title": {
          "text": "Net Income"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "line_chart = px.line(\n",
    "    df,\n",
    "    \"employment_income\",\n",
    "    \"net_income\",\n",
    "    color=\"scenario\",\n",
    "    title=\"Family with two parents and two children\",\n",
    "    labels=LABELS,\n",
    "    color_discrete_map=COLORS,\n",
    ")\n",
    "\n",
    "reformed_gap_bounds = gap(reformed)\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "shade_cliffs(baseline_gap_bounds, fig, LIGHT_COLORS[\"Baseline\"], ymax)\n",
    "shade_cliffs(reformed_gap_bounds, fig, LIGHT_COLORS[\"Cambridge cash\"], ymax)\n",
    "\n",
    "fig.update_layout(\n",
    "    xaxis_title=\"Employment Income\",\n",
    "    yaxis_title=\"Net Income\",\n",
    "    xaxis_tickformat=\"$,\",\n",
    "    yaxis_tickformat=\"$,\",\n",
    ")\n",
    "fig.add_traces(list(line_chart.select_traces()))\n",
    "\n",
    "show_export(fig, \"cambridge-cash\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[55500.0, 69500.0]]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "baseline_gap_bounds\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yG4XYFYLVHC1"
   },
   "source": [
    "Microsim: 2020 is latest year.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "P6GpeUNsxU1r"
   },
   "outputs": [],
   "source": [
    "# Redefine for 12 instead of 18 months.\n",
    "class cambridge_cash_12mo(Variable):\n",
    "    value_type = float\n",
    "    entity = SPMUnit\n",
    "    definition_period = YEAR\n",
    "\n",
    "    def formula(spm_unit, period, parameters):\n",
    "        pov_ratio = spm_unit(\"school_meal_fpg_ratio\", period)\n",
    "        income_eligible = pov_ratio < POV_THRESHOLD\n",
    "        has_children = add(spm_unit, period, [\"is_child\"]) > 0\n",
    "        return income_eligible * has_children * MONTHLY_AMOUNT * 12\n",
    "\n",
    "\n",
    "class spm_unit_net_income(baseline_variables[\"spm_unit_net_income\"]):\n",
    "    def formula(spm_unit, period, parameters):\n",
    "        original_net_income = baseline_variables[\n",
    "            \"spm_unit_net_income\"\n",
    "        ].formula(spm_unit, period, parameters)\n",
    "        # vehicle_payment = add(spm_unit, period, [\"per_vehicle_payment\"])\n",
    "        return original_net_income + spm_unit(\"cambridge_cash_12mo\", period)\n",
    "\n",
    "\n",
    "class add_cambridge_cash_12mo(Reform):\n",
    "    def apply(self):\n",
    "        self.update_variable(cambridge_cash_12mo)\n",
    "        self.update_variable(spm_unit_net_income)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "dQnMx78Gz8f4"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>poverty</th>\n",
       "      <th>child_poverty</th>\n",
       "      <th>deep_poverty</th>\n",
       "      <th>deep_child_poverty</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Baseline</th>\n",
       "      <td>0.080950</td>\n",
       "      <td>0.081025</td>\n",
       "      <td>0.023105</td>\n",
       "      <td>0.012157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cambridge cash</th>\n",
       "      <td>0.069169</td>\n",
       "      <td>0.047354</td>\n",
       "      <td>0.019330</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Diff</th>\n",
       "      <td>-0.145540</td>\n",
       "      <td>-0.415559</td>\n",
       "      <td>-0.163392</td>\n",
       "      <td>-1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 poverty  child_poverty  deep_poverty  deep_child_poverty\n",
       "Baseline        0.080950       0.081025      0.023105            0.012157\n",
       "Cambridge cash  0.069169       0.047354      0.019330            0.000000\n",
       "Diff           -0.145540      -0.415559     -0.163392           -1.000000"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mbaseline = Microsimulation(year=2020)\n",
    "mreformed = Microsimulation(add_cambridge_cash_12mo, year=2020)\n",
    "\n",
    "# Filter to MA.\n",
    "person_weights = mbaseline.calc(\"person_weight\")\n",
    "spm_unit_weights = mbaseline.calc(\"spm_unit_weight\")\n",
    "household_weights = mbaseline.calc(\"household_weight\")\n",
    "state_code = mbaseline.calc(\"state_code_str\", map_to=\"person\")\n",
    "state_code_household = mbaseline.calc(\"state_code_str\")\n",
    "\n",
    "for m in [mbaseline, mreformed]:\n",
    "    m.set_input(\"person_weight\", m.year, person_weights * (state_code == \"MA\"))\n",
    "    m.set_input(\n",
    "        \"household_weight\",\n",
    "        m.year,\n",
    "        household_weights * (state_code_household == \"MA\"),\n",
    "    )\n",
    "\n",
    "\n",
    "def get_metrics(sim, name):\n",
    "    pov = sim.calc(\"spm_unit_is_in_spm_poverty\", map_to=\"person\")\n",
    "    deep_pov = sim.calc(\"spm_unit_is_in_deep_spm_poverty\", map_to=\"person\")\n",
    "    child = sim.calc(\"is_child\")\n",
    "    return pd.Series(\n",
    "        dict(\n",
    "            poverty=pov.mean(),\n",
    "            child_poverty=(pov * child).sum() / child.sum(),\n",
    "            deep_poverty=deep_pov.mean(),\n",
    "            deep_child_poverty=(deep_pov * child).sum() / child.sum(),\n",
    "        ),\n",
    "        name=name,\n",
    "    )\n",
    "\n",
    "\n",
    "poverty_impact = pd.DataFrame(\n",
    "    [\n",
    "        get_metrics(mbaseline, \"Baseline\"),\n",
    "        get_metrics(mreformed, \"Cambridge cash\"),\n",
    "    ]\n",
    ")\n",
    "poverty_impact.loc[\"Diff\"] = (\n",
    "    poverty_impact.loc[\"Cambridge cash\"] / poverty_impact.loc[\"Baseline\"] - 1\n",
    ")\n",
    "poverty_impact\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "m9KSczsp-VHE"
   },
   "source": [
    "## Child allowance comparison\n",
    "\n",
    "Start with total cost of Cambridge cash assistance if rolled out across MA, and number of children in MA.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "80cNYE6qdKl2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.1851755007324218"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "budget = mreformed.calc(\"cambridge_cash_12mo\", map_to=\"household\").sum()\n",
    "budget / 1e9\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "cXLqdOq5Aoxm"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.350342938720703"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kids = mreformed.calc(\"is_child\").sum()\n",
    "kids / 1e6\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "id": "rDmCZGpoEiCR"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "73.14040176683076"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "budget_neutral_monthly_child_allowance_amount = (budget / kids) / 12\n",
    "budget_neutral_monthly_child_allowance_amount\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "id": "SD9_5ci0BX6m"
   },
   "outputs": [],
   "source": [
    "def make_child_allowance(amount):\n",
    "    class child_allowance(Variable):\n",
    "        value_type = float\n",
    "        entity = Person\n",
    "        definition_period = YEAR\n",
    "\n",
    "        def formula(person, period, parameters):\n",
    "            return amount * 12 * person(\"is_child\", period)\n",
    "\n",
    "    class spm_unit_net_income(baseline_variables[\"spm_unit_net_income\"]):\n",
    "        def formula(spm_unit, period, parameters):\n",
    "            original_net_income = baseline_variables[\n",
    "                \"spm_unit_net_income\"\n",
    "            ].formula(spm_unit, period, parameters)\n",
    "            return original_net_income + add(\n",
    "                spm_unit, period, [\"child_allowance\"]\n",
    "            )\n",
    "\n",
    "    class add_child_allowance(Reform):\n",
    "        def apply(self):\n",
    "            self.update_variable(child_allowance)\n",
    "            self.update_variable(spm_unit_net_income)\n",
    "\n",
    "    m = Microsimulation(add_child_allowance, year=2020)\n",
    "    m.set_input(\"person_weight\", m.year, person_weights * (state_code == \"MA\"))\n",
    "    m.set_input(\n",
    "        \"household_weight\",\n",
    "        m.year,\n",
    "        household_weights * (state_code_household == \"MA\"),\n",
    "    )\n",
    "\n",
    "    res = get_metrics(m, str(amount))\n",
    "    res[\"cost\"] = m.calc(\"child_allowance\", map_to=\"household\").sum()\n",
    "    res[\"monthly_child_allowance\"] = amount\n",
    "    return pd.DataFrame(res).T\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "l = []\n",
    "for i in range(0, 200, 15):\n",
    "    l.append(make_child_allowance(i))\n",
    "\n",
    "ca_df = pd.concat(l)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "POVERTY_METRICS = [\n",
    "    \"poverty\",\n",
    "    \"child_poverty\",\n",
    "    \"deep_poverty\",\n",
    "    \"deep_child_poverty\",\n",
    "]\n",
    "ca_df[[i + \"_chg\" for i in POVERTY_METRICS]] = (\n",
    "    ca_df[POVERTY_METRICS] / ca_df[POVERTY_METRICS].iloc[0] - 1\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "customdata": [
          [
           0,
           0,
           0
          ],
          [
           0,
           -0.0895108019927473,
           -0.6360325291209661
          ],
          [
           -0.08255455013580992,
           -0.0895108019927473,
           -0.6360325291209661
          ],
          [
           -0.08255455013580992,
           -0.163392106801732,
           -1
          ],
          [
           -0.08255455013580992,
           -0.163392106801732,
           -1
          ],
          [
           -0.08255455013580992,
           -0.163392106801732,
           -1
          ],
          [
           -0.2144660371476128,
           -0.163392106801732,
           -1
          ],
          [
           -0.23168585158348676,
           -0.163392106801732,
           -1
          ],
          [
           -0.23168585158348676,
           -0.163392106801732,
           -1
          ],
          [
           -0.2600136712379295,
           -0.163392106801732,
           -1
          ],
          [
           -0.2600136712379295,
           -0.163392106801732,
           -1
          ],
          [
           -0.2600136712379295,
           -0.163392106801732,
           -1
          ],
          [
           -0.3157277268337988,
           -0.163392106801732,
           -1
          ],
          [
           -0.444776343615886,
           -0.163392106801732,
           -1
          ]
         ],
         "hovertemplate": "<b>%{hovertext}</b><br><br>Cost=%{x}<br>Poverty Rate Change=%{y}<br>Child Poverty Rate Change=%{customdata[0]:.0%}<br>Deep Poverty Rate Change=%{customdata[1]:.0%}<br>Deep Child Poverty Rate Change=%{customdata[2]:.0%}<extra></extra>",
         "hovertext": [
          "$0 monthly child allowance",
          "$15 monthly child allowance",
          "$30 monthly child allowance",
          "$45 monthly child allowance",
          "$60 monthly child allowance",
          "$75 monthly child allowance",
          "$90 monthly child allowance",
          "$105 monthly child allowance",
          "$120 monthly child allowance",
          "$135 monthly child allowance",
          "$150 monthly child allowance",
          "$165 monthly child allowance",
          "$180 monthly child allowance",
          "$195 monthly child allowance"
         ],
         "legendgroup": "",
         "line": {
          "color": "#636efa",
          "dash": "solid"
         },
         "marker": {
          "symbol": "circle"
         },
         "mode": "lines",
         "name": "",
         "orientation": "v",
         "showlegend": false,
         "type": "scatter",
         "x": [
          0,
          240000000,
          490000000,
          730000000,
          980000000,
          1220000000,
          1470000000,
          1710000000,
          1960000000,
          2200000000,
          2450000000,
          2690000000,
          2940000000,
          3180000000
         ],
         "xaxis": "x",
         "y": [
          0,
          0,
          -0.025822828563839217,
          -0.025822828563839217,
          -0.025822828563839217,
          -0.025822828563839217,
          -0.07152142115648286,
          -0.08036279794196133,
          -0.08036279794196133,
          -0.0916943181583616,
          -0.0916943181583616,
          -0.0916943181583616,
          -0.11568382163609003,
          -0.1555261267175183
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "annotations": [
         {
          "showarrow": false,
          "text": "Cambridge cash",
          "x": 0,
          "xanchor": "left",
          "xref": "x domain",
          "y": -0.14554020765513143,
          "yanchor": "bottom",
          "yref": "y"
         },
         {
          "showarrow": false,
          "text": "Cambridge cash",
          "textangle": 90,
          "x": 1235175500.7324219,
          "y": -0.1
         }
        ],
        "legend": {
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "plot_bgcolor": "white",
        "shapes": [
         {
          "line": {
           "color": "gray",
           "dash": "dash"
          },
          "type": "line",
          "x0": 0,
          "x1": 1,
          "xref": "x domain",
          "y0": -0.14554020765513143,
          "y1": -0.14554020765513143,
          "yref": "y"
         },
         {
          "line": {
           "color": "gray",
           "dash": "dash"
          },
          "type": "line",
          "x0": 1185175500.7324219,
          "x1": 1185175500.7324219,
          "xref": "x",
          "y0": 0,
          "y1": 1,
          "yref": "y domain"
         },
         {
          "line": {
           "color": "gray",
           "width": 1
          },
          "type": "line",
          "x0": 0,
          "x1": 1,
          "xref": "x domain",
          "y0": 0,
          "y1": 0,
          "yref": "y"
         }
        ],
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "tickprefix": "$",
         "title": {
          "text": "Cost"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "tickformat": ".0%",
         "title": {
          "text": "Poverty Rate Change"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "LABELS = dict(\n",
    "    monthly_child_allowance=\"Monthly Child Allowance\",\n",
    "    cost=\"Cost\",\n",
    "    cost_rounded=\"Cost\",\n",
    "    poverty=\"Poverty Rate\",\n",
    "    child_poverty=\"Child Poverty Rate\",\n",
    "    deep_poverty=\"Deep Poverty Rate\",\n",
    "    deep_child_poverty=\"Deep Child Poverty Rate\",\n",
    "    poverty_chg=\"Poverty Rate Change\",\n",
    "    child_poverty_chg=\"Child Poverty Rate Change\",\n",
    "    deep_poverty_chg=\"Deep Poverty Rate Change\",\n",
    "    deep_child_poverty_chg=\"Deep Child Poverty Rate Change\",\n",
    ")\n",
    "ca_df[\"child_allowance_print\"] = ca_df.apply(\n",
    "    lambda x: \"${:,.0f} monthly child allowance\".format(\n",
    "        x.monthly_child_allowance\n",
    "    ),\n",
    "    axis=1,\n",
    ")\n",
    "ca_df[\"cost_rounded\"] = ca_df[\"cost\"].apply(lambda x: round(x, -7))\n",
    "fig = px.line(\n",
    "    ca_df,\n",
    "    x=\"cost_rounded\",\n",
    "    y=\"poverty_chg\",\n",
    "    hover_name=\"child_allowance_print\",\n",
    "    hover_data=dict(\n",
    "        child_poverty_chg=\":.0%\",\n",
    "        deep_poverty_chg=\":.0%\",\n",
    "        deep_child_poverty_chg=\":.0%\",\n",
    "    ),\n",
    "    labels=LABELS,\n",
    ")\n",
    "fig.add_hline(\n",
    "    poverty_impact.loc[\"Diff\"].poverty,\n",
    "    line_color=\"gray\",\n",
    "    line_dash=\"dash\",\n",
    "    annotation_text=\"Cambridge cash\",\n",
    "    annotation_position=\"top left\",\n",
    ")\n",
    "fig.add_vline(budget, line_color=\"gray\", line_dash=\"dash\")\n",
    "# add_vline doesn't support rotation, so add annotation manually.\n",
    "fig.add_annotation(\n",
    "    x=budget + 5e7,\n",
    "    y=-0.1,\n",
    "    text=\"Cambridge cash\",\n",
    "    showarrow=False,\n",
    "    textangle=90,\n",
    ")\n",
    "# Add a zero line.\n",
    "fig.add_hline(0, line_color=\"gray\", line_width=1)\n",
    "fig.update_layout(\n",
    "    xaxis_tickprefix=\"$\",\n",
    "    yaxis_tickformat=\".0%\",\n",
    ")\n",
    "\n",
    "show_export(fig, \"child-allowance\")\n"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "Cambridge guaranteed income program [PolicyEngine]",
   "provenance": []
  },
  "interpreter": {
   "hash": "55caae88f165576005f6048bc75f34cf1d7ac8493d0614f52ff8f060439f0b27"
  },
  "kernelspec": {
   "display_name": "Python 3.7.11 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}