{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Effect of replacing Child Tax Credit with Child Dividend\n",
    "\n",
    "This identifies beneficiaries of the Child Tax Credit by modeling its repeal. Both repeal from current (2017) state and TCJA state are considered on a static basis. Change to after-tax income by decile and share of after-tax income held by top 10% are calculated.\n",
    "\n",
    "*Data: CPS  |  Tax year: 2018  |  Type: Static  |  Author: Max Ghenis*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup\n",
    "\n",
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import taxcalc as tc\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.19.0'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tc.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style('white')\n",
    "DPI = 500\n",
    "mpl.rc('savefig', dpi=DPI)\n",
    "mpl.rcParams['figure.dpi'] = DPI\n",
    "mpl.rcParams['figure.figsize'] = 6.4, 4.8  # Default."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "mpl.rcParams['font.sans-serif'] = 'Roboto'\n",
    "mpl.rcParams['font.family'] = 'sans-serif'\n",
    "\n",
    "# Set title text color to dark gray (https://material.io/color) not black.\n",
    "TITLE_COLOR = '#212121'\n",
    "mpl.rcParams['text.color'] = TITLE_COLOR\n",
    "\n",
    "# Axis titles and tick marks are medium gray.\n",
    "AXIS_COLOR = '#757575'\n",
    "mpl.rcParams['axes.labelcolor'] = AXIS_COLOR\n",
    "mpl.rcParams['xtick.color'] = AXIS_COLOR\n",
    "mpl.rcParams['ytick.color'] = AXIS_COLOR\n",
    "\n",
    "# Use Seaborn's default color palette.\n",
    "# https://stackoverflow.com/q/48958426/1840471 for reproducibility.\n",
    "sns.set_palette(sns.color_palette())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Show one decimal in tables.\n",
    "pd.set_option('precision', 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Utilities"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From https://stackoverflow.com/a/49571213/1840471."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gini(x, w=None, zero_negatives=True):\n",
    "    # Requires float numpy arrays (not pandas Series or lists) to work.\n",
    "    x = np.array(x).astype('float')\n",
    "    if zero_negatives:\n",
    "        x[x < 0] = 0\n",
    "    if w is not None:\n",
    "        w = np.array(w).astype('float')\n",
    "        sorted_indices = np.argsort(x)\n",
    "        sorted_x = x[sorted_indices]\n",
    "        sorted_w = w[sorted_indices]\n",
    "        cumw = np.cumsum(sorted_w)\n",
    "        cumxw = np.cumsum(sorted_x * sorted_w)\n",
    "        return (np.sum(cumxw[1:] * cumw[:-1] - cumxw[:-1] * cumw[1:]) /\n",
    "                (cumxw[-1] * cumw[-1]))\n",
    "    else:\n",
    "        sorted_x = np.sort(x)\n",
    "        n = len(x)\n",
    "        cumxw = np.cumsum(sorted_x)\n",
    "        # The above formula, with all weights equal to 1 simplifies to:\n",
    "        return (n + 1 - 2 * np.sum(cumxw) / cumxw[-1]) / n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2018 HHS Poverty Guidelines (Federal Poverty Level) for 48 Contiguous States and District of Columbia (Alaska and Hawaii have higher guidelines, but the data does not have state code): https://aspe.hhs.gov/poverty-guidelines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fpl(XTOT):\n",
    "    return 7820 + 4320 * XTOT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def weighted_sum(df, col):\n",
    "    return (df[col] * df.s006).sum()\n",
    "\n",
    "def weighted_mean(df, col):\n",
    "    return weighted_sum(df, col) / df.s006.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create reforms\n",
    "\n",
    "CTC repeal involves eliminating the normal CTC as well as the new dependent credit for children.\n",
    "\n",
    "A reform to return to 2017 CTC law is used to show how the distribution of CTC benefits changed with TCJA."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "noctc_reform = {\n",
    "    2018: {\n",
    "        '_CTC_c': [0],\n",
    "        '_DependentCredit_Child_c': [0]\n",
    "    }\n",
    "}\n",
    "\n",
    "y2017_reform = {\n",
    "    2018: {\n",
    "        # Current: 1400.0\n",
    "        \"_CTC_c\": [1000.0],\n",
    "        # Current: [200000.0, 400000.0, 200000.0, 200000.0, 400000.0]\n",
    "        \"_CTC_ps\": [[75000.0, 110000.0, 55000.0, 75000.0, 75000.0]],\n",
    "        # Current: 2500.0\n",
    "        \"_ACTC_Income_thd\": [3000.0],\n",
    "        # Current: 600.0\n",
    "        \"_DependentCredit_Child_c\": [0.0],\n",
    "        # Current: True\n",
    "        \"_DependentCredit_before_CTC\": [False]\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "recs = tc.Records.cps_constructor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def static_baseline_calc(year):\n",
    "    calc = tc.Calculator(records=recs, policy=tc.Policy())\n",
    "    calc.advance_to_year(year)\n",
    "    calc.calc_all()\n",
    "    return calc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_weighted_quantiles(df, col):\n",
    "    df.sort_values(by=col, inplace=True)\n",
    "    col_pctile = col + '_percentile_exact'\n",
    "    df[col_pctile] = 100 * df.s006.cumsum() / df.s006.sum()\n",
    "    # \"Null out\" negatives using -1, since integer arrays can't be NaN.\n",
    "    # TODO: Should these be null floats?\n",
    "    df[col_pctile] = np.where(df[col] >= 0, df[col_pctile], 0)\n",
    "    # Reduce top record, otherwise it's incorrectly rounded up.\n",
    "    df[col_pctile] = np.where(df[col_pctile] >= 99.99999, 99.99999, \n",
    "                              df[col_pctile])\n",
    "    df[col + '_percentile'] = np.ceil(df[col_pctile]).astype(int)\n",
    "    df[col + '_2percentile'] = np.ceil(df[col_pctile] / 2).astype(int)\n",
    "    df[col + '_ventile'] = np.ceil(df[col_pctile] / 5).astype(int)\n",
    "    df[col + '_decile'] = np.ceil(df[col_pctile] / 10).astype(int)\n",
    "    df[col + '_quintile'] = np.ceil(df[col_pctile] / 20).astype(int)\n",
    "    df[col + '_quartile'] = np.ceil(df[col_pctile] / 25).astype(int)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def static_calc(ctc_treatment='keep',\n",
    "                year=2018,\n",
    "                cols=['s006', 'aftertax_income', 'expanded_income',\n",
    "                      'n24', 'XTOT'],\n",
    "                child_tax_units_only=True):\n",
    "    \"\"\"Creates static Calculator.\n",
    "\n",
    "    Args:\n",
    "        ctc_treatment: How the Child Tax Credit is treated. Options include:\n",
    "            * 'keep': No change. Default.\n",
    "            * 'repeal': End entirely.\n",
    "            * 'y2017': Use 2017 law.\n",
    "        year: Year to advance calculations to.\n",
    "        cols: Columns to extract per Calculator record. \n",
    "            Defaults to ['s006', 'expanded_income', 'aftertax_income', 'nu18',\n",
    "            'n24', 'XTOT'].\n",
    "        child_tax_units_only: Limit tax units to those with n24 > 0. \n",
    "            Quantiles are calculated after this filtering. Defaults to true.\n",
    "        \n",
    "    Returns:\n",
    "        DataFrame with `cols` and percentile, decile, and quintile of \n",
    "        after-tax income.\n",
    "    \"\"\"\n",
    "    pol = tc.Policy()\n",
    "    # Enact reform based on ctc_treatment.\n",
    "    # Repeal CTC unless it's kept.\n",
    "    if ctc_treatment == 'y2017':\n",
    "        pol.implement_reform(y2017_reform)\n",
    "    elif ctc_treatment == 'repeal':\n",
    "        pol.implement_reform(noctc_reform)\n",
    "    # Calculate. This is needed to calculate the revenue-neutral UBI.\n",
    "    calc = tc.Calculator(records=recs, policy=pol, verbose=False)\n",
    "    calc.advance_to_year(year)\n",
    "    calc.calc_all()\n",
    "    # Create DataFrame and add identifiers.\n",
    "    df = calc.dataframe(cols)\n",
    "    if child_tax_units_only:\n",
    "        df = df[df.n24 > 0]\n",
    "    # Add percentiles.\n",
    "    df = add_weighted_quantiles(df, 'expanded_income')\n",
    "    df = add_weighted_quantiles(df, 'aftertax_income')\n",
    "    # Add identifier.\n",
    "    df['ctc_treatment'] = ctc_treatment\n",
    "    # What's the column for the ID?\n",
    "    df['id'] = df.index\n",
    "    # Add weighted sums.\n",
    "    df['s006_m'] = df.s006 / 1e6\n",
    "    df['s006_b'] = df.s006 / 1e9\n",
    "    df['expanded_income_b'] = df.expanded_income * df.s006_b\n",
    "    df['aftertax_income_b'] = df.aftertax_income * df.s006_b\n",
    "    df['n24_m'] = df.n24 * df.s006_m\n",
    "    df['XTOT_m'] = df.XTOT * df.s006_m\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "scenarios = pd.concat([\n",
    "    static_calc(ctc_treatment='keep'),\n",
    "    static_calc(ctc_treatment='y2017'),\n",
    "    static_calc(ctc_treatment='repeal')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Program cost and child allowance calculation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "afti_summary = (\n",
    "    scenarios.groupby('ctc_treatment')['aftertax_income_b', 'n24_m'].sum())\n",
    "n24_m_total = afti_summary.iloc[0].n24_m\n",
    "ctc_cost_b = (afti_summary.loc['keep'].aftertax_income_b -\n",
    "              afti_summary.loc['repeal'].aftertax_income_b)\n",
    "rev_neutral_ubi_per_n24 = 1000 * ctc_cost_b / n24_m_total\n",
    "MAX_CTC = 2000\n",
    "top_ubi_cost_b = n24_m_total * MAX_CTC / 1000 - ctc_cost_b\n",
    "top_ubi_cost_b_pct = top_ubi_cost_b / ctc_cost_b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The CTC has an estimated total 2018 cost of $117.1B.\n",
      "This could fund a $1,470 child benefit for all 80M CTC-eligible children.\n",
      "Topping up to $2,000 per CTC-eligible child would cost $42.2B, a 36.0% increase.\n"
     ]
    }
   ],
   "source": [
    "print('The CTC has an estimated total 2018 cost of ' + \n",
    "      '${:.1f}'.format(ctc_cost_b) + 'B.\\n' +\n",
    "      'This could fund a ${:,.0f}'.format(rev_neutral_ubi_per_n24) +\n",
    "      ' child benefit for all {:,.0f}'.format(n24_m_total) +\n",
    "      'M CTC-eligible children.\\n' +\n",
    "      'Topping up to $2,000 per CTC-eligible child would cost ' +\n",
    "      '${:.1f}'.format(top_ubi_cost_b) + \n",
    "      'B, a {:.1f}'.format(top_ubi_cost_b_pct * 100) + '% increase.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Two comparison points:\n",
    "\n",
    "1. PUF/TaxBrain estimates \\$112.4B\n",
    "2. [TPC's 2017 estimate](http://www.taxpolicycenter.org/publications/refundable-credits-earned-income-tax-credit-and-child-tax-credit/full) of \\$52B plus [JCT's estimate](https://www.jct.gov/publications.html?func=startdown&id=5053) that TCJA's non-SSN reforms would cost \\$68B starting in 2019, yields \\$120B. The 2018 estimate of \\$29B does not capture the refundable portions.\n",
    "\n",
    "See https://github.com/open-source-economics/taxdata/issues/170."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set revenue-neutral amount as a round number close to the quantified amount."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "RN_UBI = 1450\n",
    "rn_ubi_str = '${:,.0f}'.format(RN_UBI)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preprocess\n",
    "\n",
    "### Widen data\n",
    "\n",
    "Create `tu`, a `DataFrame` with one row per tax unit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "tu = scenarios.pivot_table(values='aftertax_income',\n",
    "                           index='id', columns='ctc_treatment').reset_index()\n",
    "tu.columns = ['id', 'afti_keep', 'afti_repeal', 'afti_y2017']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "AFTI_QUANTILES = ['aftertax_income_percentile', \n",
    "                  'aftertax_income_2percentile', 'aftertax_income_ventile', \n",
    "                  'aftertax_income_decile', 'aftertax_income_quintile', \n",
    "                  'aftertax_income_quartile']\n",
    "\n",
    "# Dimensions based on tax unit and baseline.\n",
    "base_aftiq = (\n",
    "    scenarios.loc[scenarios['ctc_treatment'] == 'keep',\n",
    "                  np.append(['id', 'n24', 'n24_m', 's006', 'XTOT', 'XTOT_m'], \n",
    "                            AFTI_QUANTILES)])\n",
    "# Same for repeal scenario for showing who gets CTC.\n",
    "repeal_aftiq = scenarios.loc[scenarios['ctc_treatment'] == 'repeal',\n",
    "                             np.append(['id'], AFTI_QUANTILES)]\n",
    "repeal_aftiq.columns = np.append(['id'], \n",
    "                                 repeal_aftiq.columns[1:] + \n",
    "                                 '_repeal').tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "tu = pd.merge(pd.merge(tu, base_aftiq, on='id'), repeal_aftiq, on='id')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Add UBI scenario after-tax incomes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "tu['afti_ubi'] = tu.afti_repeal + tu.n24 * RN_UBI\n",
    "tu['afti_tubi'] = tu.afti_repeal + tu.n24 * MAX_CTC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in ['keep', 'repeal', 'y2017', 'ubi', 'tubi']:\n",
    "    tu['afti_' + i + '_b'] = tu['afti_' + i] * tu.s006 / 1e9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_ratios(df):\n",
    "    df['repeal_afti_chg'] = df.afti_repeal_b - df.afti_keep_b\n",
    "    df['repeal_afti_pctchg'] = 100 * df.repeal_afti_chg / df.afti_keep_b\n",
    "    df['ubi_afti_chg'] = df.afti_ubi_b - df.afti_keep_b\n",
    "    df['ubi_afti_pctchg'] = 100 * df.ubi_afti_chg / df.afti_keep_b\n",
    "    df['tubi_afti_chg'] = df.afti_tubi_b - df.afti_keep_b\n",
    "    df['tubi_afti_pctchg'] = 100 * df.tubi_afti_chg / df.afti_keep_b\n",
    "    df['keep_afti_pp'] = 1000 * df.afti_keep_b / df.XTOT_m\n",
    "    df['ctc_per_n24'] = 1000 * (df.afti_keep_b - df.afti_repeal_b) / df.n24_m\n",
    "    df['ctc_per_n24_2017'] = (\n",
    "        1000 * (df.afti_y2017_b - df.afti_repeal_b) / df.n24_m)\n",
    "    df['ctc_per_n24_2018'] = df.ctc_per_n24 - df.ctc_per_n24_2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "add_ratios(tu)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Verify maximum CTC."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2000.0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tu['ctc_per_n24'].max().round()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1000.0"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tu['ctc_per_n24_2017'].max().round()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quantile summaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def quantile_summary(df, groupby):\n",
    "    qs = df.groupby(groupby).sum()\n",
    "    add_ratios(qs)\n",
    "    # Exclude 0, the negative group.\n",
    "    return qs.loc[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "quart = quantile_summary(tu, 'aftertax_income_quartile')\n",
    "quint = quantile_summary(tu, 'aftertax_income_quintile')\n",
    "dec = quantile_summary(tu, 'aftertax_income_decile')\n",
    "vent = quantile_summary(tu, 'aftertax_income_ventile')\n",
    "twopct = quantile_summary(tu, 'aftertax_income_2percentile')\n",
    "pct = quantile_summary(tu, 'aftertax_income_percentile')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "vent['percentile'] = vent.index * 5 - 2.5\n",
    "twopct['percentile'] = twopct.index * 2 - 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CTC analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Households and children reached"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "tax_units_reached = tu.loc[tu['repeal_afti_chg'] < 0, 's006'].sum()\n",
    "share_of_tax_units_reached = tax_units_reached / tu['s006'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The CTC will reach 40.2M tax units in 2018.\n",
      "This is 87.7% of all tax units with CTC-eligible children.\n"
     ]
    }
   ],
   "source": [
    "print('The CTC will reach {:.1f}'.format(tax_units_reached / 1e6) + \n",
    "      'M tax units in 2018.\\n' +\n",
    "      'This is {:.1f}'.format(share_of_tax_units_reached * 100) + \n",
    "      '% of all tax units with CTC-eligible children.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CTC per child by percentile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mghenis/miniconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
      "  series.name = label\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 3200x2400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use colors from https://material.io/color/#!/?view.left=0&view.right=0&primary.color=64B5F6.\n",
    "ax = twopct.plot(x='percentile', y=['ctc_per_n24_2017', 'ctc_per_n24_2018'],\n",
    "    kind='area', color=['#2286c3', '#64b5f6'], linewidth=0)\n",
    "ax.legend_.remove()\n",
    "sns.despine(left=True, bottom=True)\n",
    "ax.set(xlabel=\n",
    "       'Percentile of income after non-CTC taxes and transfers (2% groups)',\n",
    "       ylabel='Average Child Tax Credit per CTC-eligible child',\n",
    "       ylim=(0, 2000))\n",
    "plt.axvline(x=99, c='gray', linestyle='dashed', linewidth=0.3, zorder=-1)\n",
    "ax.text(50, 400, '2017 CTC', horizontalalignment='center', color='white', \n",
    "        size=16)\n",
    "ax.text(50, 1100, '2018 expansion', horizontalalignment='center', \n",
    "        color='white', size=16)\n",
    "ax.get_yaxis().set_major_formatter(\n",
    "    mpl.ticker.FuncFormatter(lambda x, p: '$' + format(int(x), ',')))\n",
    "plt.title('Average Child Tax Credit per child by income', loc='left')\n",
    "ax.grid(color='#f5f5f5', axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## UBI vs. CTC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distributional impact"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'$1,450'"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rn_ubi_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# One line.\n",
    "UBI_LABEL = rn_ubi_str + ' (revenue-neutral)'\n",
    "TUBI_LABEL = '$2,000 (current maximum)'\n",
    "# Two lines.\n",
    "UBI_LABEL2 = rn_ubi_str + '\\n(revenue-neutral)'\n",
    "TUBI_LABEL2 = '\\$2,000\\n(current maximum)'\n",
    "# Three lines.\n",
    "UBI_LABEL3 = '\\\\' + rn_ubi_str + '\\n(revenue-\\nneutral)',\n",
    "TUBI_LABEL3 = '\\$2,000\\n(current\\nmaximum)'\n",
    "\n",
    "UBI_COLOR = '#757575'\n",
    "TUBI_COLOR = '#388e3c'\n",
    "\n",
    "UBI_LABELS = [UBI_LABEL, TUBI_LABEL]\n",
    "UBI_COLORS = [UBI_COLOR, TUBI_COLOR]\n",
    "UBI_COLS = ['ubi_afti_pctchg', 'tubi_afti_pctchg']\n",
    "\n",
    "YLAB = 'Change to income after taxes and transfers'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Impact by quartile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "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>ubi_afti_pctchg</th>\n",
       "      <th>tubi_afti_pctchg</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aftertax_income_quartile</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.73</td>\n",
       "      <td>11.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.38</td>\n",
       "      <td>1.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.72</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.36</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          ubi_afti_pctchg  tubi_afti_pctchg\n",
       "aftertax_income_quartile                                   \n",
       "1                                    6.73             11.50\n",
       "2                                   -0.38              1.83\n",
       "3                                   -0.72              0.67\n",
       "4                                   -0.36              0.23"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quart[UBI_COLS]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Overall impact on upper 75%."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ubi_afti_pctchg    -0.46\n",
      "tubi_afti_pctchg    0.58\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "upper_75p = quart.loc[2:].sum()\n",
    "add_ratios(upper_75p)\n",
    "with pd.option_context('precision', 2):\n",
    "    print(upper_75p[UBI_COLS])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mghenis/miniconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
      "  series.name = label\n"
     ]
    },
    {
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z7b4fT0tL0549e/Tmm2+qVatWD9w96IMuJiZGgwcP1ksvvaQNGzbYfd29fxz8hx9+sLv91q1bGwanR0REODzebcmGDRsMy1u1amVqe446evSo2rZtq5CQEIev+aNGjVLz5s21d+/ee3+///kdf3fnzh19/fXXatiwocaNG+dQkLB0d2xy3rx5atKkicaMGWNx0acznDt3Tm3atNFnn32Wo8dnXM3vv/+ujh07qm/fvg7NKd68eVPLli3Tiy++qDFjxhjuuAgAAPCgIlAYAOy0ceNGNWvWTJs3bzalvpUrV6pz584ZToCFhoaqdevWpqwaT0tLU2hoqLp27eq0Sb70IKpdu3apefPmprxHMTExCgkJ0ZgxY+weGLDFypUr9cILL2jp0qWm1R8fH68PP/xQvXr1Mn0QNt3q1avVsmVL/fTTT6YE8KWmpmrlypVq1qyZtm3bZkIPXcuaNWvUvHlzrVy50rRAz127dqlNmzaaNm1argrCzAnGjh2ryZMn2z3xYo+4uDgNGDBAgwcPthjwY4+bN2/q448/Vvfu3Z02mZB+DT58+LBatGihFStWZPqzdevWLX388cfq37+/7ty5Y0Y3nerkyZN65ZVX9N577+mvv/4yrd7169erefPmTstgdObMGbVv314TJ0407fNx9OhRdevWTePGjXPqd8Ust2/fvve/w8LC1Lx5c/3888+Zrvfy5cvq0qWL1UlMex0+fFgtW7Y07X5wzZo1ateunU6ePKmEhIS/vR85jbWAyiZNmmRRT+56+umnDcudHQyT03B+LDMKoP31119N+d4ZXWv++OMPU7LsGS0edXd3V6NGjTLdRm53/vx5tW3bVt98802mF8reuXNHo0eP1meffWZS75wrNz8nXrt2Td26ddP48ePtDoT8p+TkZH355ZcaPny4kpKSTOph7pD++V+8eHGmn10vXryofv36acKECU5d8JiVVqxYoXbt2pkS4Hv06FG1b99e33//vQk9y9iGDRv04osvavny5aacg/DwcLVs2VKrV682oXcZSw/kio2NVffu3fXJJ5/YvVjjn5z9nd63b5+aN2+u2bNnm5JgITIyUi+//LJmzpxpQu+Q0x08ePDeb29mxcTFhSuuAAAgAElEQVTEaOjQoXaPgz/yyCMKDAy0WJ6SkqL169dnun/pkpKStHXrVovlPj4+hllNs8rq1avVtm1bHTx4MNN1nThxQp07d9acOXMkEShsyW+//aaWLVtqypQpDi1Wy0hqaqpCQ0MVHBycJYswjh07ppdeekl//vmn09vCXampqZo6dapeeukl7dmzJ9P1paSkKDQ0VM2bN3co8QcAAIArI1AYAOywePFi9e/fP9MD3P906NAhDRgw4G+D0ePHj3dKBuB9+/Zp4MCBTgm6jYmJ0YYNG9SzZ09dv37d1LpDQ0M1ZMgQ0/qdmpqqd999V8OGDTP9fKbbunWrOnbsaGqwWlpamt5//3299dZbmZ48zUh0dLR69+6txYsXm153bpT+OQkJCXHK5yQpKUn/+c9/9Prrr2dpVoTc7KuvvtKiRYuc2saxY8fUunVrUydR0u3atUsvvfSSLl++bHrdMTExOnDggDp27KgLFy6YWvfGjRv16quv5ujP6bZt29SmTRunZY+9cuWKevXqZcrk3/22b9+uVq1aOSUbWVpamubNm6devXrl6MBT6e4gfkJCglavXq3evXubmsH59u3bGjRokA4fPmxKfb/99ps6depk6u+7dDdgvGPHjtq3b5+p9Zrp+vXrhpMsZcqUUdGiRbOwR3e3Oq9Ro4bF/3x9fbO0P9mJ82MsKCjIYlliYqIpE5LWFiWYkZnTKFC4atWqKlSoUKbbyM0OHz7slIn9//73vzn6GSm3PydGRUXp5ZdfdmgXJSMrVqzINUHeZjh58qQ6dOjgcOY+S2bNmqXhw4fn+mDhOXPmaPjw4aaOsyUmJuqdd97RggULTKsz3aeffqr+/fubFmiV7s6dO3rrrbf0zTffmFpvuvj4eEVFRal9+/am7wDkjO/0woUL1blzZ128eNHUelNSUjRx4kSNHTvW1HqRs+zZs0edOnUyfYwnNDRUISEhdo2Dt2nTxrB83bp1me3WPeHh4YaZOps2bZrtz2Hz58/X22+/beqi95SUFH3yySeaPHkyWWYzsGLFCr3yyitOWwx6+vRpdenSRbt373ZK/ZJ09epVvfrqq+y6mIVu3rypnj176osvvjD9XvPChQvq2LFjrtpxDQAAwNkIFAYAG23dulVjx451WubPffv26fPPP5ckTZw4UbNnz3ZKO9Ld7cacsWXf/v37NXjwYKdl7Fm3bp3GjRuX6XrS0tI0ZMgQLVmyxIReGTt16pT69u2rhISETNeVlpamUaNGOX2COiUlRe+//76+/fZbp7aT06WmpmrEiBFZ8jlZv369evfuneMD+bLbb7/95vTtRo8fP66uXbsabumdWadPn3ZKZuEzZ86oV69eTlv8sGfPHg0dOjRHBgisX79effv2dUpgzP1SUlI0bNgw7d+/35T6tm/frn79+jntnKULCwtT7969TfktcqZVq1Y5LUtYYmKi3n777UwHhpw7d059+vRx2vaF0dHRGjBggFPqNsOff/5peA2oVq1aFvbmrpIlS2rZsmUW/xs1alSW9ym7cH6MFS9eXBUqVLBYvmPHjkzVHxUVZTVbkRnZzY0mxo2CoR8Ep0+fVo8ePZy2q8vEiRN15swZp9SdGbn9OTE6Olo9evTQ6dOnTa033ezZs/+2VbirunLlinr27KlLly45pf5Vq1bl6vcxIiJC48ePd1r9H330kX755RdT65sxY4Zp9WVk0qRJThn3OXfunHr06KGTJ0+aXrdk7nd6zpw5+uCDD5y6A8uiRYs0adIkp9WP7HPr1i317dvXaWN5a9eu1SeffGLz8S1atJCnp6fF8t27d5sW/GjtnrZVq1amtOOoNWvWaNy4cU6bx5k+fTo78v3DwoULNXz4cKfvaBUfH6/+/fs77b5x1KhRTruXwr/dunVLr732msLCwpzaRr9+/ZyWWAIAACC3yZvdHQCA3MJS0FiBAgXUtGlTValSRWXKlJG/v7+kuxm9Ll68qL1792rr1q26cuWK1TbmzZsnX19fw63pqlevrnr16umZZ55RoUKF5OXlpbi4OF27dk0HDx5URESEDhw4YLWt6dOnq0OHDnr00UetHmsrS9k33N3dFRgYqHr16unJJ59U4cKF5eXlpZs3b+rUqVPas2ePNm7caFOWlIULF6p69epq3bq1w/2cNGmS1q5da/W4woULq2nTpqpevbpKlCihggULKiEhQbGxsTp27Jh2796tsLAwq9kdDh48qC+++EIjR450uM+SNHnyZJu2tPT19VVQUJACAwNVpkwZFSxYUKmpqbp69apOnTql7du3Kzw83Gog1gcffKDSpUurfv36mep3bvX+++9r5cqVVo/z9PRUo0aNVKdOHZUrV06FChVSWlqaYmNjdeLECe3atUvbtm2zGqC3e/duvfHGG5ozZ47c3VnLlRFnb/kWFRWlrl27Wg0u8fDwUO3atdWkSROVLFlSRYsW1e3bt3X16lX98ccf2rRpk9UsXsePH9eIESNM3YrUKPC4cuXKatSokSpVqqSiRYvKx8dHN2/e1NmzZ7V//35t3LjRpt+pDRs2aMaMGXrjjTdM63dmHTx4UEOHDrV6TcuTJ4/q1aunwMBAVaxYUQULFpSHh4euXbumS5cuKSIiQlu3brV6/hMTEzV06FD98ssv8vb2drjfkZGR6tevn03Bu1WrVlXDhg1VoUIFFS9eXJ6enrp27ZouX76sXbt22dTv8PBwjRkzRlOmTHG4z8727rvvZhjkmCdPHjVo0EC1a9fWk08+qYIFCyotLU3Xr1/XmTNntGfPHm3atMnqBO2RI0f07bff6rXXXnOof0lJSXrzzTdtmlwtUqSIWrdurQYNGuiJJ55QkSJF5Obmpri4OJ08eVIHDhzQunXrMtw209mB45lhLTPQ448/nkU9QUY4P9Y1btzY4v1EZrMe2hIEHBERobi4uHvPjPa6cOGC4WKmxo0bO1SvqzAK0qtcubIaNmyoZ555RoULF5a3t7diY2P1119/ae/evdq8ebPVbIDx8fGaMGGC04P37JXbnxONMnw9/vjjatKkiSpXrqyiRYvK19dXN27c0JUrV/Trr79qy5YtVoO3U1NT9cEHH5i+K0ROkpqaqjfffFPnz5+3eqy3t7eaNGmi2rVrq2zZsipQoICSk5PvjXNERERo27ZtGS6uclbAVVawtBOEm5ubatasqbp166pSpUoqXLiwfH19dfPmTZ0/f1779u3Txo0bre4kkZaWprffflsVK1ZUqVKlMtXXyZMna/78+VaPK1GihJ5//nlVq1ZNxYoVk6+vr6Kjo3XhwgVt375dO3bssHpf+dFHH+mpp55S1apVM9Xn+82ePdviwqWc9J0ODQ21KQgzICBATZs2Va1atVSsWDH5+/vfe4ZMfxazlln0m2++UZUqVdSsWbNM9Rk5y+3bty0+g5YpU0ZNmzbV008/rYcfflh+fn5KSEjQxYsXFRkZqY0bN9qU/X3+/PmqUaOGWrZsafVYf39/BQUFWdwdKyUlRevXr1fnzp2t1mXNpk2bDPvRqFGjTLfhqCNHjmjEiBE2/Wbly5fv3m9i+rxOYmKiYmJidPToUYWFhSkiIiLD4FczMxXndps3b9ZHH31k9ThPT08FBQWpZs2aKl++vAoWLCg3NzfFxsbq3Llz2r17t7Zu3Wp1YXZcXJyGDRumZcuWyc3Nzax/hiRZXfgJ8yQnJ6tPnz427ar19NNP6/nnn1f58uVVrFgxubu768qVKzp16pS2bNmiffv2GQap37p1SwMHDtTatWtVoEABM/8ZAAAAuQ6BwgDgoCJFimjIkCHq0KGD4Wr9Dh06KCEhQStWrNDEiRMNB+mTkpL0xRdfZFhWp04djRgxQlWqVLH4+vRBw99++00ff/yx4UN2SkqK5s2bp/fee8/iMZnl5uam9u3ba/DgwSpRokSGxwQGBqpjx466ffu2Fi9erGnTplmdyBg7dqzq1Knj0NbJYWFhVgPzChUqpOHDh6tdu3by8vLK8JimTZtqwIABOnv2rKZMmWJ1gmLu3Lnq1q2bxffBmq1bt1rdFtLX11evv/66evToofz581s8rk+fPjp37pymTp2qFStWWDwuJSVFb7/9ttavX/+vAZTatWsbZocJDw9Xly5dLJbPmzcvWweNrVm9erXVTMKenp7q2bOn+vbtqyJFimR4TIMGDdSzZ09du3ZNs2fP1pw5cwyzWW7dulWTJ0+2Oah88uTJmjx5coZlgwcPtvi5LFGihLZv325TGzldnjx5VL9+fT3//PN66qmnVLJkSeXPn19paWm6c+eOrly5orx5rd/yJicna8iQIYbBsm5ubmrTpo1Gjhyphx56KMNjWrRooeHDh2vHjh0aN26c4cTPxo0btXTpUnXs2NH6P9RBL7zwgoYOHWoxg+Kzzz6rl19+WR988IFWrVqlyZMnWw2CnDp1qpo2bWqYlTGrJCQkaPDgwVYDRDt06KBBgwYZXoNfeeUVJSQkKDQ0VFOmTFF8fLzFY8+dO6c5c+Zo4MCBDvX71q1bGjRokNUg4aZNm2rYsGGG7/VLL72khIQEfffdd5o6darhJPXKlSvVqFGjbM/uY8k/Awrc3d3VqVMnDRo0yOJ3TpK6d++umJgYTZ06VQsXLjRsY8mSJQ4HCv/3v//VwYMHDY/x9PTUoEGD1KdPnwzvIQICAhQQEKDAwED169dPERER+vjjj3Xo0CGH+pTVrAWililTJot6goxwfqwLCgqyGOQZGRmpa9euqVChQg7VbUugcHJysrZs2WJ1a2hLwsPDLZYVK1ZMlSpVcqheWxnde0rS8OHDLT5fBAQEKCIiwllds6hu3boaNWqUnnrqKYvHtGvXTomJiVq6dKkmTJhgGPixadMmXbp0SQ8//LAzumu3nPacaJann35ao0ePVu3atS0e06pVK7377rtau3atxo4da7hoLjIyUgcOHDA1GDIn+eabb7Rnzx7DYzw8PNSrVy8NGDDA4nlr1KiR+vTpo9jYWM2aNcvq82tu5ubmplatWmno0KEqXbp0hsc8++yzateuncaOHavVq1fr008/NXxWio+P1zvvvJOpXYk2bdpkdTFC8eLFNXLkSMMF9F26dFFcXJymTZumhQsXWlwAkJSUpKFDh+rnn3+2OP5lr4yChHPad/rQoUP68MMPDY8pVKiQhgwZoq5duypPnjwZHpP+DDl79mzNmDHDcIebUaNGKTAwUIULFzZs19JYW0JCgipWrGjxdYMHD1ZISIhh3c5mbZypQYMGioqKyrAsODhYU6dOdUa3slS1atU0YsQI1apVy2J5ixYtNGzYMIWHh+vjjz+2GpiYPg5u7bMjSW3atLEYKCzd3a0vs4HCBw8etJgsRJJefPFFw7kSZ0q/pln77fLy8lL//v3Vq1cviwv4mjRpogEDBujChQuaPn26QkNDc+QOW9nt6tWrGjZsmOF7kzdvXvXu3Vt9+vSxOIYuSV27dlVcXJzmzp2rr7/+2jDwc//+/VqzZo3Dz1X2KF68uIKDgxUYGKgKFSqoYMGC8vHxUUJCgm7evKkLFy7I19dX7du3V/v27S3Ws3z5co0YMcJi+YYNG1SuXDln/BNypE8//dRwtxzpbtKk9957z3BOtF+/fjp9+rTGjx+vjRs3WjzuwoUL+vDDD+/t6goAAPCgIl0dADjg2Wef1bp169StWzebBr68vLzUpUsXrVq1SsWLF7e7vcGDB2vRokWGD8T3q1Klir799lu1aNHC8Lhly5YZBkJlRoECBTR//nxNmjTJpuBYHx8f9e3bVz/88IPVAZHr169bDKg2kpSUpHfffdfwmBo1auiXX35Rp06dbJokKVWqlKZOnWo4yJPe9ty5c+3qb7obN25o2LBhhpkQHn/8ca1Zs0YDBw40nPxNV7JkSU2ePFlTp06Vr6+vxeOuXLmizz77zKF+51Znz561+jkpUaKEli1bpnfeecdwgDNdevD5qlWrLE5Cpps5c2a2BFHkRk2aNNEvv/yiefPmqUuXLqpSpYoKFy4sDw8PeXp6yt/fX+XKlbP6nkvS559/rv3791ss9/b21owZM/T5558bBiymq1evntasWaPmzZsbHjdlyhSbsqnby9PTU5999plmzJhhU0Cvh4eHOnTooHXr1qlGjRqGxyYmJmrChAlmdTVTvv76a8OMU/ny5dO8efM0ceJEm36LvLy81LNnTy1btszqYpT58+dbzbhnyYQJEwwD+jw8PDRx4kTNmjXLpvPn5eWlV199VWvWrNHTTz9teOxHH33ktN9+MwUEBCg0NFQff/yxTd+5woUL64MPPtAHH3xgeNyJEyccusZeuHDB6kKjwoULa+nSpRo4cKDNgRaBgYFasWKFunXrZnefsoNRJlNJOSZw7kHF+bGuRo0aFgPk0tLSDDObGomNjbUapJfOloBiS4wChYOCgkzPqJWbeXh46KOPPtLixYsNg4TTeXp6qnv37goNDZWPj4/F41JSUmzK3psVXPE50c3NTW+++aZWr15tGFCYzt3dXa1atdKqVasUEBBgeGxmgjdzsgsXLmjatGmGxxQpUkShoaEaOXKkTcHdBQsWtPn5NTfKnz+/Zs6cqS+++MKmf5+Hh4deeeUVrV271uq4XHh4uGF2cyOXL1/W8OHDDb/TDRs21Pr1623aZcvf319jxozRwoUL5efnZ/G4M2fOaM6cOQ712Zqc+J2Oj4/XoEGDDAMJn376af3888/q0aOHxSDhdF5eXho4cKCWL19u+Nxy/fr1B2587UHi5uamIUOGaPny5RaDhP+pdu3aWrlypdXF4zExMfrqq69sqrNJkyaGO1eEh4crJibGprossXYvm50LkxctWmR1N7ISJUpo5cqVCgkJsWmXj0ceeUTjxo3TkiVLrF6XHkQTJkwwXNgREBCgFStWaOTIkTaNofv7+yskJOTezptGZs2aZXd/7eHv769PPvlEW7du1ahRo9S0aVM9+uij8vPzU548eeTr66tixYqpatWqNiWpwP+3detWq/ceb7zxhpYtW2bTnOhjjz2mmTNnavTo0YbPxKtXr9bevXvt7i8AAIArIVAYAOxUvXp1zZs3z6FstuXKldNXX30lDw8Pm18zZMgQhYSEyN3dvku2p6enJk2aZLjl4c2bN23a2sdehQoV0pIlS9SgQQO7X1umTBmFhoZazXi2bNkynTt3zq66165daxhAUaVKFS1YsMChQb8BAwZYzcjw008/ObRV54wZMwyz1jz++ONaunSpypYta3fdwcHBmjFjhuFncunSpRYzfriiiRMnGgbRlS5dWt9//72eeeYZu+uuWLGivv/+e8Otv9PS0jRq1CiXzdxkluHDh2v27NkOfe7/6dSpU4aDk97e3lq4cKGef/55u+r19PTUtGnT9OKLL1o8Jjo6WosWLbKrXlvanTNnjtq1a2f3a4sWLaoFCxZYDRbetm1btge037p1SwsWLLBY7uHhofnz5zuUvbxixYqaNm2a4UB/dHS0duzYYXfdx48f19KlSy2W58mTR//973/VoUMHu+suUaKElixZoieffNLiMdHR0YbvW07wyCOPaNWqVXr22Wftfm2PHj2sbsv6v//9z+56v/rqK8MMk76+vnYt6rpfejBbv3797H5tVrO2sMGWiT84D+fHujx58hg+ozhyXZekLVu2GGa8ut+2bdscvs8zyrgUFBTkUJ2uyNPTU7NmzXJoEUaVKlU0atQow2O2bt3qaNdM5WrPiW5ubpowYYLeeustu8c/SpcurU8//dTwmJxy3sz2n//8x/Aexd/fX99++62qV69ud93pz6+ulN3Oz89PCxcuVNOmTe1+bbFixbRw4ULDrK6SHM5UN2XKFMNgqxdffFGzZs1Svnz57Kq3Vq1aWrhwoWGig1mzZpm+mDCnfqdnzpxpuNi0Ro0aWrJkid3jvhUqVNDSpUsNg/GXLVv2QI2vPUg++ugjDRkyxO5FW56enho/frxhFlLpbmC8URbfdF5eXmrWrJnF8pSUFMOMw7YwChQOCAhQnTp1MlW/o27dumU1oLp48eL67rvvrF7HMxIYGKjly5c7lATGVUVFRWnNmjUWy/39/bV06VKHxtDr1aun8ePHGx4TGRmp48eP2123LcqVK6cff/xRnTt3JgjYZElJSfrwww8N58lGjx6tYcOG2X1N7dOnj8aMGWN4jCtkrwcAAMgMAoUBwA7+/v6aNm2a1dXMRqpVq2bzlkgNGjTQkCFDHG4rX758ev311w2PMXsFbZ48eTRt2jSHBtzSBQQEaObMmfL29rZ4THJyshYvXmxXvcuWLbNYlp59MzPndvTo0SpYsKDF8itXrljNavBPf/31l+bNm2ex3NvbWzNnznR4i2RJql+/vuEASlJSUo7JmuVsERER+vnnny2W+/n5ac6cOZkaFC5atKjmzJljeM5OnTpl+Hl90A0ePNjqtc0eEydONMwMO3bsWNWsWdOhut3d3TVhwgTDzEJGW8E64pNPPlG9evUcfr2vr6+mT59uddFEdgeb/vLLL4ZBcW+88YbVgGcjgYGBVifrHAkomzJlilJSUiyWh4SE6LnnnrO73nTp1ymjrIGhoaEOLVzJCunBG7ZkgLbE2r3TwYMH7aovJiZGq1atMjxm3Lhxmbr3kaSRI0c6FLSSlawFkNiSkQnOw/mxjVFA7c6dOx2q056Ai5s3bzqUuTgqKsriQkkPDw/Vr1/f7jpd1ZQpU9SwYUOHX9+pUyfDDNyHDx+2OTDcWVzxOXH48OEOLZRKFxQUpKpVq1osv3Llii5duuRw/TnRpUuX9MMPPxge89lnn+mJJ55wuI2iRYtq5syZNmWkzg0+//xzhxZ2pcufP7++/vprw90jjh07Zvdzwh9//GF4v1muXDlNmTLFrsQD96tatarhPfL169e1fPlyh+q2JCd+py9fvqzZs2dbLC9SpIi++uorwwzMRkqVKqVx48ZZLE9OTs7252iYr3fv3uratavDr3dzc9O4ceMMr9WJiYkKDQ21qT5r8w7r1q2zq3/3O3funOHYdsuWLa1m4XaW5cuXGy628PDw0IwZMzI11lCqVCnNnj07U/MHrmTFihWG41vvvfee1WQwRlq3bm31GcfRhZ5GHn74YS1atEglS5Y0vW7czfx9+vRpi+Vt27ZVnz59HK6/V69ehkkjwsLCdOTIEYfrBwAAyO0IFAYAOwwZMsSUVeOvvvqq1WPy5MmjsWPHZrqt1q1bG26danZG4ddee01169bNdD3lypVT3759DY+xNhh1vzt37hj+W5977rlMZybNly+funTpYniMvcFJS5cuNcwONGDAAD322GN21ZmRbt26GW7J+9NPP2W6jdxg+vTphuUhISGmZLAtWbKk3nnnHcNjvv7662wPQMiJatSoocGDB5tW3+HDhw2zobzwwgtWt4G0pmDBghoxYoTF8itXrigsLCxTbaRr1qyZXn755UzXExAQoOHDhxses2HDBl27di3TbTnKaDLA09PTpt9aa6z9Dtl7TY+KitLGjRstlpctW9Zqm7YoXry44ffk/Pnz+vXXXzPdjjN8/PHHmb7OPv7446pWrZrFcnvP26pVq5SQkGCxvE6dOg5l8P6n9KxrtmwJnl2sBaIaBc3A+Tg/tmnUqJHFzIZnzpyxO9NfQkKCtm/fnmGZpYWP1rZszkh4eLjFsmeffdbhoCZX07lzZwUHB2eqjrx586pt27YWy+/cuaOjR49mqo3McrXnxIYNG6p///6ZrsfaIq/ff/89023kJEuWLDF8ZgwODjZlEVKZMmWsZmfLDTp06JCpBXnpSpcurZ49exoe891339lV57Rp05Sampphmbu7u7788ku7Mwn/U//+/Q2vCytXrsxU/ffLqd9pa5mTJ06caLjI1xbBwcGGGVV/+OEHm8cykfOVL19ew4YNy3Q9Xl5eVnc0+P777y1eJ+5Xu3Ztw/mL8PBwh8dyrN3DtmrVyqF6zfDtt98alg8YMMChzLb/VLFiRatjug8Ko3G5YsWKGd5P28rscTlbTJo0yXDRIByXlJSkGTNmWCwvXry4Pv7440y3M27cOMNFC6tXr850GwAAALkVgcIAYCM/Pz+rQaC2euqpp1S4cGHDY+rWrWtKQKKPj48qVapksfz8+fOZbuN+b775pml1DRgwwHBgMyYmxnD73fudP3/ecIvfzGTfvJ+1Le4tZQHLSGpqqmGGpkceecSUiRfp7sSTUYbWU6dOufz2iGfOnNG2bdsslj/55JPq0aOHae21b99egYGBFssvXryoLVu2mNaeq3j33Xft3rbUiNFEgru7u95++21T2gkODjaccFy7dq0p7Zh5DW7fvr0qV65ssTw5OdmhQCeznDx50mLZ008/bZjh3VZlypRR6dKlLZbbc02XrE/svfvuu4ZbAtuje/fuhtlDLQW1Zac6deqodevWptRllH0sLi7OcKv2f7L2/czM7g//FBAQoE6dOplWn9lu375tWG7W5xeO4fzYpkiRIoZBAvZmpQoLC8sw6KhYsWIWv8+bNm2yO7O7UaCwUZbkB0mhQoU0cuRIU+oyWnAiyTALlrO52nOip6enPvzwQ7u3Fs5ITj5vzvDjjz9aLMuTJ4+GDh1qWluvvPKKypcvb1p9Wc3Hx8e0ZztJev311w0zdm/ZssVwodn9Ll++rM2bN1ssb9GiheG4nq3c3d0NA5x///13u59vMpJTv9MJCQmGwdDVqlUzbXeP3r17Wyy7cuWKIiIiTGkH2W/EiBGmLcZr1KiRYfKNv/76y6adAd3c3AwDdpOTk+3aDeN+RmNAJUqUsPqddZYjR47o+PHjFssLFy6sfv36mdbeK6+8YlpduZnRuFytWrVMyS5dq1YtwyQ4Z8+ezXQb9wsKClKDBg1MrRP/3y+//KKrV69aLB84cKApGbsfffRRvfDCCxbLH5SkOAAAABkhUBgAbOTt7W1qFi5rK5E8QMsAACAASURBVNhbtmxpWltGW2HHxMSY1o5kbqYyHx8fde/e3fAYo8mU+3l7e6tnz54W/zNrILNKlSqGkyFGW6D90969ew0nXV9++WVT3+8mTZoYZqhxtexL//Tdd98ZBmwMHjxYefPmNa09Nzc3wyyzkkzf+jO3q1ixYqa2if2n+Ph4rVmzxmJ5s2bNTJsM9/DwMMykYdZWeWZeE9zc3Kxu9WbrNdgZnnvuOYvXdDMnbYw+c/Zc0yUZbg1dokQJq4tN7OHp6akXX3zRYrkzsq5klrXMbPaoUKGCYfmNGzdsqufatWv67bffLJaXL1/ecNGHI3Jy1ldrGazMCAiB4zg/tjMKrLX3N9lSwETTpk3VrFmzDMsuX75s97210QLJJk2a2FWXq2rbtq3hIhl7mPU74gyu9pwYFBRkuDDLHuXLlze81mXneTPb4cOHdebMGYvlDRs2zNR23//k5uZmdcF7TtaoUSMVLVrUtPr8/f0Ns5fHx8dr586dNtW1dOlSw8zQZi4Gfemll+Th4WGx3Izn0pz6nV67dq3h85uZ73Pjxo1VrFgxi+VmPf8jexUuXNi04PJ01pKU2DoG06ZNG8PydevW2dyndLGxsYaBysHBwdn2vGG0c5N0d8eJzGZlx7+1a9fO4rhcixYtTGnD09PTcLHM9evXTWknXU5euO0KQkNDLZY9/PDDVncSsEeHDh0sll24cEGnTp0yrS0AAIDcxLxoFwCAXQICAgzLzdgKK51RlpObN28qKSnJcKIgO7Vu3VqTJ0+2GMBpSyYF6e4q4vfff9/MrmXI09NTfn5+FicrjLaH/SdrEwfWBn3t5e3trcqVK2vXrl0ZlhtlCXAFRoPtBQoUUOPGjU1vs3r16ipfvryOHTuWYXlYWJgSEhJydNBYVjL7fdi5c6du3rxpsdyszKbp6tatq2+++SbDssuXL+vMmTOmTaia5bnnnpOfn5/F92nfvn1Z3KP/b+DAgVnSjlFAhD3X9LNnzxpmOmndurXpk2q1atXSsmXLMiw7ceKEqW2ZwcxspwUKFDAstzWoICIiwnARSWa3tweQPRo3bqwvv/wywzJL98IZSU1N1aZNmzIse+GFF1SzZk0FBARkmDVpw4YNNi+AioqKsrgTTKlSpUzZicYV5MTfEWdwtedEM89b3rx5lS9fPov3rq4UKGztc2DGdt+uxMxFv+latGihRYsWWSzfu3evTeMIRhk6K1asqCeeeMKh/mXEz89PlStXtvgcFxERkekgqZz6nTbKoFqoUCFTM0i6ubmpdu3aFhcmk1HYNZi521W6xo0by8fHx+JOIbaOg6dfO44ePZph+a5du3Tt2jXDOYN/2rx5s1JSUiyWmz2GZg+jnTeku4skYL7Ro0dnSTtmjcvZgjF454mLizP8/WvWrJmp9xCBgYHy8PBQUlJShuURERGmLqoDAADILcgoDADZxNrE4+OPP25aW/nz5zcsN3vltZkeeeQR1axZ02J5ZGSkzds5ZhWj99ueLYaNJv4qVKjglIAAozqvXLliens5xYULFywG60p3JwCdNVBotLr99u3b2rNnj1PahbR9+3aLZb6+vmrYsKGp7dWsWdNwgjoyMtLU9szg7e2t559/3mJ5dHS06dv85TRZcU2XpObNm9tcl63KlStnscxoqz9XYO3ex9agAqNswpJMv04AyBrPPPOMxYWbV69e1ZEjR2yqZ//+/YqOjv7X3/38/FSnTh25u7tb/B21lvnsfkbBD85YzAbzfkecgedEY0bnzpUChY2Cxdzd3dk2Ows8++yzKlKkiMXyAwcOWK0jOjra8DnQaIcQR9WqVctiWU58JjXjO52SkmL4W9q0aVPTg8lr165tsczW+ww8eHx8fAyfMQ8dOmQx6O2fjBYOJScnGwbPZ8RoUcPjjz9uuKOhM6Wmphpeb8uWLUswYC5n9DtgbVcd5BxhYWGGiw0s7cbjKB8fH1WuXNli+eHDh01tDwAAILcgUBgAsom1DL5mZvi1luHAnkCn7FCjRg2LZcnJyTp9+nTWdcYGZmSETE1N1aFDhyyWP/3005luIyNjx47V4cOHM/zv3XffdUqbOYG1zBNG21NnlrW6rQWpwXFGW8FWr15d3t7eprbn4+Ojhx56yGL58ePHTW3PLEbXYEmGQfauwKwsv0bbcnt4eFjd4twRlStXtnhNtzUTUW5l7d7H1slVo8+3p6dntk2GAsgcNzc3NWrUyGK5rdvFWwqYCAoKupcNydKE59GjR21+jjG6V3XmfeqDzNrvSGJiYhb15O94TrTO6NzZ+vufGxgFGpYvX14FCxbMwt48mNzd3Q23Q7eUyfN+u3btMhyTq1evnkN9M/LYY49ZLDt9+rRhEM//Y+++w6K68v+Bv4feUYqIqCiQ2MWGHcWCRhR7i34tMWqyGlvUaMyuRrObqGuJCSrGxNhS1KjRIFEQSywoigUb9mBDFBBpwlDm94c/3Rjn3jvlTgHer+fZ59nM5845xxnm1s/5HFOQ4zd94cIFZGdnC8aN/Tnn5ubiwYMHsvdJ5YPYKoNKpRIpKSkatSO1atHevXs1HlNhYaHoZPvw8HCN25Lb3bt3kZ+fLxgXmxxBZYPcq2+RaYhdY9vZ2Unef9aF2LG4vN/PJiIiIhLCRGEiIjJ7Yg9eAP2XOjVH9+7dE334XLduXYP0a2VlBVtbW7X/M8RSneZC6gGe1N+gPvz8/ODk5CQYF0sEIN0VFhaKJucY6jfm7e0tGLt7965B+tSX1N//7du3jTSSsk3sWOXv7y/rBKEXFAqF4D6dyylqRuzvOyAgQNZlEYnIuMQq8eqbKPzXKsKtW7cWXE1G06rCQonC9vb2ohULqfzhdSIBz5fZvnfvnmDcUAnj9Lo33nhDMJaRkSG5gtfVq1cFYwqFwiCTCcWuSZVKJR4+fCh7n6Ym9jkDhtl3in3OAER/w1Sxvfnmm6JxTe+D+/j4ICgoSDB+/PhxZGVladTW0aNHRZNxe/XqpVE7hnDz5k3RuFhFUSIyHrFjcUBAACwtLWXvU+xYzOMwERERVVRMFCYiIrMnlaRWHh9iSCXeGeJhUUUmVsnV1dUVPj4+ButboVCIPshlEqZhSFVKMlSSRZUqVQRj6enpBulTX3Xq1BGt4pSammrE0ZRdYr9l7tPN16NHjwRjvr6+RhyJeSjrq1SUd/x+tNO+fXvBBMeEhAQUFxeLvv/69etqJx3Z2Ni8UuXX2toanTt3VtuG2BLOL9y/fx/3799XG2vTpg0nflQwvE4kAHjw4IHoUttcYt14pBL6pK6VxBLcqlevLjqpWFdi16SA+V6X6kPsc7axsYGfn5/sfVbEz5nkoe9+5a/69OkjGCsqKtLoXBQQn9zWqFEjkx53pD4PQ/y+iUh7YpMcDHUf3tPTUzDG4zARERFVVCz5QEREZq9q1aqi8YyMDFn7S09Px/nz53Hx4kX8+eefuHv3LjIyMpCVlYWCggIUFRWJPpSTg1hiEgC4u7sbtP+K5s6dO4IxsQpBcqldu7ZgpbjymAhvDqSW+p4xYwZmzJhhnMH8f5mZmUbtT1P29vaoVKmS4Pjk3gfLrbCwEJcvX8b58+dx48YNpKSk4PHjx8jMzER+fj6USqVkMpi+SktLRW9Ac59ungoLC5GbmysYlzo/KY+kEhLz8vIMktBCmuH3ox0XFxc0a9YMCQkJr8Vyc3Nx/vx50eVPY2Ji1L7eunVrODs7v/Ja9+7dsXPnzte2PXPmDDIzM+Hm5ibYT3x8vGBMrCoylU+8TiRAOrGhevXqRhoJeXl5icalrpXErkvv3r1rkgQ3c70u1YfY56xUKk0yycLcr6PJdPTdr/xVWFgY5s+fL7gaQXR0NAYNGiTaRmlpKeLi4gTj4eHhGo/HEKSOiTVq1DDSSEhIfn4+Lly4gKSkJNy6dQspKSlIT09HZmYmnj17BqVSKVrMgcq+p0+f4smTJ4LxX375Bb/88osRRwQ8e/YMz549g729vVH7JSIiIjI1JgoTEZHZc3BwgKWlpeANI6mlHDXx4MED7NixAzExMbh06ZLJK66JLecGgEkeMsvOzhaMVa5c2eD9/z2Z5K+ys7NRWFjIanEy03R5RWMqKCgw9RAEOTk5CT4wlmMfLLfCwkLExMQgKioKx44dk9ynGppU/46OjkYaCWkjLy9PNG6M44O5kToW5ebm8hzFhPj9aK9Tp05qE4UB4NixY6KJwkIV2EJDQ197rUOHDnBwcHjteFBSUoK4uDjRBI2TJ08Kxv5auZgqBl4nEiB9/i02+YDk5eDgIBqXuu40x2upZ8+emXoIsuP1P5Ultra2sLKyEpzQLJZs93eurq4ICQkRnOB2/PhxPH36FK6uroJtnD17VjAZV6FQoFevXhqPxxB4TDRPubm5iIqKQnR0NBISEgST1aliMMfjMAAmChMREVGFJL4uJRERkZkQS6IqLCzUud0bN25g8uTJ6NChA5YtW4aLFy+aPEkYkE5O4gNgeYk9cDfGZy2WKAyUzwd1pib1GzMFffZlhib2OzCnm/35+fmIjIxEu3btMGXKFMTGxpo8SfjFuMRI7QPINKT+tqUSQ8ojqX+zOe5bKxJ+P9oTS7Q9fvy4YCwtLQ0XLlx47XWFQqE2UdjOzg4dOnRQ25bYUs4ABFedePPNN+Hj4yP6Xip/eJ1IgHSCoYuLi5FGQlK/OanzSbHVK0zFnK7v5GKO50Dl8XMm+Yid12v7t9O7d2/BWFFRkeDktxfE4i1btjT5Sjti99IcHBxgY2NjxNFQVlYWFi9ejDZt2mDOnDk4evQo93dklsdhgMdiIiIiqpiYKExERGWCWKKwLhf0RUVFWLJkCXr27ImoqCiUlpbqMzzZFRUVicY501leYkl8xqj0KZUkyEoz8jPH5GtzXmZPzodUhnLkyBF0794dixcvNrvlcqX26XZ2dkYaCWlD6tzA2traSCMxH56enqJxc0x2qUj4/WivTp06qFatmtrYuXPnBM8XYmNj1U4uDAwMRJUqVdS+56233lL7+tGjRwXP9e7evYv79++rjXXq1Ent61S+8TqRAOm/AyZFGY/UJB2pyaC8LjUOc5g8+ndC1WKJAHkLZnTp0kX0vmN0dLTo+8UmtYWHh2s1FkMQOybyeGhcu3btQteuXREZGWm2iaFkGuZ4HAbK5zkPERERkRQmChMRUZkgdgNd2yTfjIwMDBs2DKtWrZJ8wGYqCoVCrzhpR+zzNMbDdqmHg7xpJT9z/O2bQzVzIWJ/g+Yw0SIiIgKjR48WTKYyd9ynmyeph4oVcd8slAD5QlpampFGQurw+9GNUFVhpVKJhIQEtTGhymrqqgm/0KlTJ7X7lWfPnuHo0aNq3yNUTfhFe1Tx8DqRAOnv2dLS0kgjIanzQalrJXNMFjXn61Jd8XOmskbOezC2traCE9YA4NixY8jOzlYbu3XrFm7duqU2ZmVlhR49emg1FkMQOybyeGgcJSUl+Ne//oVp06aZ3cR9Mg/meBwGeCwmIiKiisnK1AMgIiLShFhSn62trcbtPHnyBMOHD8e1a9ckt3V0dESrVq3QrFkz+Pr6wtfXF+7u7rC3t4e9vb1gv8HBwXonq0klJxUUFGj17yZxtra2gjPbjVEBQarCX0Vc3t7Q+LBAO+ZcoWXx4sWIjIyU3E6hUKBBgwZo06YN/Pz84OvrCx8fn5f7dHt7e1hYvD6P8ssvv8RXX32l1xg12aeT+ZE6zlbE6qzVq1cXjScnJ6Nbt25GGg39Hb8f3XTq1Ak//vij2tjx48fRsWPHV17LycnByZMn1W4v9vk6Ozujbdu2OHTo0GuxmJgYdO3a9bXXhfpxcXFBs2bNBPui8ovXiQRI/x2Ya9W28kjf6s4WFhZmMfGyvOP1P5U1ct0Hf6FPnz7Ytm2bYF+xsbEYMGDAa7GYmBjBNtu3b4/KlStrPRa5ia30w6q2hqdSqTB9+nTs3r1bclsrKysEBgaiVatWqF27Nnx9feHt7Q07Ozs4ODjAzs5ObeL3zJkzsX37dkMMn4xE3f1WIiIiIjINJgoTEZHZU6lUgpUNAM2T1EpLSzFlyhTJJOGgoCCMHz8eHTp0MNmy4lLL0Ofm5sLV1dVIoyn/7O3tBR+m5uTkGLx/qWQzsSUHSTdSD1bWrl0rmXAlN1PtbzSRlZUlGDNlMsrOnTslk4Q9PT0xatQoDB06FG5ubkYa2auk9ul8eGWenJycYG1tLfiQtiImCtepU0c0fuXKFSONhNTh96Obtm3bwtbWVu0yzseOHXvttUOHDkGpVL72up+fH/z9/UX76t69u9pE4YMHD6K0tPS1B6hCicLBwcGwsuItvYqI14kE8NzSnIjdqwKkr5VsbW0FVxjq2LEjZs+erfPYdOXt7W30Pg1N7HuoW7culi9fbsTRPOfu7m70PqnsELsXqctk7datW6Nq1ap4+PCh2nh0dLTaROH9+/cLthkeHq71OAxB7JhYUFCA4uJinjcbUEREhGSSsK+vL8aMGYN+/frBycnJSCMjcyJ1PjRp0iSEhYUZaTT/4+XlZfQ+iYiIiEyNV0dERGT2njx5IlphxcXFRaN2fvrpJ8FlfYHnCUELFy40yU2Jv5N6uFsRk5MMyd3dHRkZGWpjUg/+5PDkyRPBmI2NjckrtpZH9vb2onE3NzfJhKuKROxvVNN9sNzS09Mxb9480W0GDRqE+fPnSyZTGJqjoyOsrKwEl9rjPt08KRQKuLu7Cz5MNcbxwdzUrVtXNJ6cnGykkfxPRkYGVq5cKRgPCAjAsGHDjDgi0+H3oxt7e3u0atUKf/zxx2uxK1euIDMz85WJJrGxsWrbCQ0NlewrNDQU//znP19bTjojIwOJiYkICgp6+dqdO3cEVynp1KmTZF9UPvE6kQBIVnDk34HxPH36VDQuda3k4OAgmCisUql4TSoTset/pVLJz5nMSk5OjuC9A0C3ezAWFhYIDw/H2rVr1caPHTuG7OzsV9p+/Pgxzp07p3Z7W1tbjc59jUGTY2KlSpWMNJqK5erVq6IrcCkUCvzjH//AtGnTWNm9gpNaLdHOzo7HYiIiIiIjYaIwERGZvbt374rGPT09JdsoLCzEihUrBOMODg7YunWrZIKFsVSpUkU0Llbdk7Tn7e0tWGla6u9PDmKJOzVr1jR4/xURf2Oay8jIEK1K5uHhYcTR/M+qVatEkyAmTZqEadOmGXFEwiwsLODp6YnU1FS1cbFEbDItb29vwUTh69evG3k0pufu7o6aNWvizp07auN37tzB48ePNTo3k0tSUhLWr18vGH/77beNNhZT4/eju5CQELWJwiqVCidOnHg5kbCoqEhtRWAA6Natm2Q/bm5uaNmyJeLj41+L7d+//5VE4RMnTqhtQ6FQoEOHDpJ9UfnEc1gCpO+BpKWlGWkk9ODBA9G41Hfl6ekpOGmZv2f5iO07pZK9iYxN3/2KkD59+ggmCiuVSuzfvx/9+/d/+dqBAwcEC3d07tzZbCrDSt2TSk1NZaKwgSxbtuy1CZB/9cUXX2Dw4MFGHBGZK6lrGB6LiYiIiIzHQnoTIiIi07p9+7ZovGrVqpJt7Nu3D+np6YLxuXPnmk2SMAD4+PiIxoWSWkk3tWvXFozdvn1bdMk/fSmVSty6dUsw7ufnZ7C+KzKp5VSlHsxUJGJ/n4Bm+2C5FRYWYvv27YLxVq1aYcqUKUYckbRq1aoJxipiwmlZIbYPvnr1KlQqlRFHYx7atWsnGFOpVPj999+NOBrg0qVLonF/f38jjcQ88PvRjViF3mPHjr38//Hx8WonqVSpUgVNmjTRqK/u3burff3vlYpPnjypdrvGjRubbJIOmR6vEwl4fv5tbW0tGDdFBfmKKiUlRTQuda0kdl3Ka1L5iH3OT548QX5+vhFHQyROaNLfC7reg6lfvz7efPNNwXh0dPQr/x0TEyO4bXh4uE5jMITq1auLxq9cuWKkkVQsqampiIuLE4z369ePScL0kqurKxwdHQXjPOchIiIiMh4mChMRkdlLSkoSjWuSYLB//37BmIeHxysVE8xBzZo1RZdk4oM/edWvX18wplKpJJNc9HHt2jXRJQUDAgIM1ndF5ufnBwsL4VPhU6dOGXE05u3ChQuicVMkeZ04cUI0gX/s2LGi368piC2hd+3aNdEqLGQ6Yt9bbm4u/vzzT+MNxkwEBweLxn/77TcjjeQ5qf11YGCgkUZiHvj96MbX11dw4tjx48df/n+hhIkuXbpAoVBo1Fe3bt3Ubvvnn3++MnFEKFE4JCREo36ofOJ1IgGAtbU1atWqJRjn34HxXL58WTBWuXJluLm5ib5f7Ho/PT1dcuI8aUbsmrW0tBSJiYlGHA2ROENOtOvdu7dg7OjRoy/vs+Tn579yDvxXTk5OopPsjE3qvqnYfpp0J1ZxGgDGjx9vxNFQWSA2EZ/34YmIiIiMx7yenhMREakhdqNA6gHZC2fPnhWMdenSBVZWVroMzWAsLCxEk5MuXrxoxNGUf1IV4I4ePWqwvsWqLwDPK6OS/JycnEQrSfMG5f8kJCSIxsUq0hiK2D7d1tbWLJOoxCYkFBQU4ObNm0YcDWmqefPmonGxiUjlVUhIiOgys2fOnMH9+/eNMpb8/HzRfZStrS0aNWpklLGYC34/uhM6dqSkpODevXtQqVSC523dunXTuJ+qVasKJki/qCqckpIiWFXJnBIzyPh4nUgviJ1bJicno6CgwIijqZiKiopEf3OaXCdJHQelrsVIM40bNxaN8/qfzInY/Q5ra2vRe1lS+vTpIzi5TalUvjzX/eOPP1BYWKh2u+7du8PW1lbnMcjNy8tLdFLGmTNnjDga3djb2wvGzPV4fu7cOcGYr6+v6PkqVUxi5zxpaWmSqzQQERERkTyYKExERGYtLS1NdOZ/w4YNJW9OFhYWii5fJLVEmamIJYhevHjRIEkekZGR6Nmzp9r/bdu2Tfb+zEVAQACqVasmGN+xY4dolQR97Nq1SzBma2uLli1bGqRfguhnm5qaKvpwpqIoLCwUrCIDAJ6enqhRo4YRR/ScWGWtqlWrwtLS0oij0Uzr1q1F4/v27ZO9zxs3bgju099//33Z+yuPGjZsKLo8orGrs5oDOzs7vPXWW4JxlUqFyMhIo4zl4MGDgg+wAaBt27awsbExyljMBb8f3Ykl4B47dgxJSUlIS0t7Lebk5IQ2bdpo1Vf37t3Vvv5i8sGJEyfUxj08PMwquZpMg9eJBIhfyzx79gwHDhww4mgqpsTEROTl5QnGmzVrJtlGUFCQaEX633//Xaex0avq168vOpFq7969UKlURhwRkXoFBQWiEwQaNWqk1/mzj4+P6GTY6OhoAOITYsPDw3Xu31BatGghGDt37hzu3LljxNFoz8XFRTCWl5dnlvsnsfty5vqshUxL6hnHi/0PERERERkWE4WJiMis7dixQ/RmmCZJlNnZ2aJtiC3dakodOnQQjKlUKuzevVv2Po8cOYIrV66o/Z+hEmXNRZcuXQRjDx8+xJEjR2Tv8+zZs6LL1rdp08asqnSUN507dxaNr1271kgjMV8xMTHIzc0VjJuq4vXTp08FY2JJnabk5+cn+rBEbNKArpKSkgT36RkZGbL3Vx5ZW1uLHo8vXrwo+1KmWVlZsrZnCP/3f/8nGv/5559x/fp1g49jy5YtonGhZMzyjt+Pblq2bCl4DDl+/DhiYmLUxkJCQrRO2BBK5j5//jwePXqEkydPqo137NhRNKGMKgZeJxIAtGvXTjReEScziSkuLpa9TanPWJP7VV5eXmjQoIFg/I8//kBycrLWY6NX2djYoH379oLxGzduMLmetGaI419sbKzoRLugoCC9++jbt69g7I8//kBWVhYOHjyoNu7u7o62bdvqPQa5SU3aM8T9FjmJJQqrVCq1kxVNTey+hbnelyPTCgkJEV3Vc8OGDVAqlUYcEREREVHFxERhIiKSlZwX80qlEps3bxbdJjQ0VLIdqQdCmZmZWo1LzIMHD5Ceni5LW0FBQfDy8hKMb9u2TdaHXZmZmUhMTBSM67O0XVkwYMAA0fjy5ctlfwiwZMkS0fiQIUNk7Y9e1b59e1SqVEkwHhMTY7BEKrEHP/qQ+4bq999/Lxrv2rWrrP1pSmzfJ+c+HXiebCuXsLAwwditW7cEE8N0JZTUBpT/fbqcevbsKRr/z3/+I1tf9+7dw9atW2Vrz1AaN24smqBUUlKCzz//3KBjuHDhAo4ePSoYd3JyEv3NlWf8fnRjY2MjmPhw/PhxxMbGqo1pcj3yd76+vqhbt+5rr6tUKuzfv1/weCBW9ZgqDl4nEgDUrFlTNMH04MGDslZQLCwsNPuKjGIOHTqEhw8fytZedna2aKKwk5OT5IoiL0hV51y1apVWY9OGoa5LzVGvXr1E45GRkQar2lmRPueKJDMzE3v37pW1zR9++EE03q1bN737CAsLE5zkplQqsXDhQjx58kRtvEePHqKJfqbSrVs30cl0P/74I/Lz82XrT+77w5UrVxaNyzk5OTU1VZZ2SkpKBGNyTkwvLS3FpUuXZGuPTMfFxQXBwcGC8UePHuGXX34xSN9FRUWc3EhERET0/zFRmIiIZLV69WrZ2tq0aZPozStvb280bdpUsh2x5QWB55W75PLZZ5/J9gDA0tJStMrDn3/+ifXr18vSF/D8ZrRQkqGtrS0CAwM1bsvS0lI0bo5LpjVu3BgNGzYUjCclJUnesNfGnj17EB8fLxj38vISrXJM+rO1tRVNEC8tLcW0adNkf6iXn5+PAQMG4IsvvhC9sa4LOffB+/btw7lz5wTjdnZ2klWZDUVsv/7w4UPZkgDi4uJw6NAhWdoCgIEDB4rGP/vsM9n+Ju7evStaFctU1aDLoq5du8LT01MwHh8fL8uy0CUlJfjoo49QUFCgd1vGMHXqVNH44cOHsWPHDoP0rVKp8O9//1t0mwEDBkieA5Zn/H50I5SIm5GRrHrN6wAAIABJREFUgRs3brz2uo2NDUJCQnTqS6ii8oYNG9ReA1lZWYlWQzQHYtcA5nj+X1aV5etEklefPn0EY0qlUtZJId99951syUWmUFBQIPvnIbbySmhoqMarAw0YMEC0Mn1UVBT27Nmj9Ril/Prrr+jevbvsq2OYq9DQUNFz+sTERHzzzTey9xsfH4+QkBAcP35c9rbLGrEE07J6nrBo0SLZElDj4+ORkJAgGK9WrRqaNGmidz+VKlUSXZ1AbOKq1MQGU/H29kazZs0E42lpaVi5cqVs/a1bt062tgCgfv36onG5JpXfuXMHv/76qyxtiV3LJScny1bIYNOmTeWmsr5Ukn1Z3Q9qY9iwYaLxhQsXiq6+qKt//etfGD16tOAkCCIiIqKKhInCREQkq2+//Vb0pqambt26heXLl4tuM2zYMI2W3nV2dhadmZ+QkIBHjx5pPca/W7NmDfbt2ye6jbaVnUaNGiX6wOirr76S5WHdjRs3RKvUdOvWTeOHXIB0cnZeXp7GbRnT5MmTReNLliyR5WbV48ePJRNoxo4da5ZVOsqbd955R/Q3dvnyZVmrhRYUFOD999/H5cuXsXbtWowcOVLWShtRUVGyLDedkZGBTz/9VHSbPn36mCzJq2bNmqLxqKgovfu4desWpk+fLrmdNvv1gIAA0WqQly9fxqZNmzRuT4hKpcKsWbMEx2Zvb69TBcyKysbGBiNGjBDd5pNPPtH7+LBgwQKcOHFCrzaMqXnz5ujfv7/oNv/85z9x5swZ2ftes2YNTp06JRi3t7fH+++/L3u/ZQm/H91om/TbunVrODs769SXUKKw0GoGLVq0EF2W2ByInRfIWcWNyu51Islr8ODBcHBwEIzHxMTgjz/+0Lufixcv4quvvtK7HVOLiorC9u3b9W7nxo0bkgmlw4cP17g9Nzc3DB48WHSbOXPmyJo4c+DAAcyePRt37tzBwIEDsXPnTtnaNlfW1tZ49913RbdZunSpaAV1bSUlJeEf//gH0tLSMGrUKKxZs0a2tssisfMEscR7c5aSkoJ58+bp3c6zZ88wd+5c0W00vQ+uCbEJR0K8vb3RokULWfo3hJEjR4rGv/vuO1y7dk3vfs6ePYuvv/5a73b+qk6dOrCzsxOM7969W+9J5SUlJZgxYwaKior0aueFGjVqCMby8vJEJ65r6tSpU/jiiy9Et5G7AIMhldXnJXLq1KkT3nzzTcF4bm4uJk+eLGvRjqVLl2Lr1q04evQoevfujYsXL8rWNhEREVFZxERhIiKSVXFxMSZOnCj4gFsTGRkZGD9+vOjDZHt7ewwdOlTjNsUqLiiVSixevFirMf7d6tWrsWjRIsnttK0SWLVqVQwZMkQwnpubi/feew85OTlatftXqampGD9+vOgNmFGjRmnVpqurq2j81q1bWrVnLF27dhW96Z2Tk4N3331Xr8Ty7OxsjBs3DmlpaYLb+Pr6SialkTyqVasm+fe9efNmLFiwQO/KDpmZmRg9evQrS7HHx8ejd+/eslY2nz17tl4TNp49e/byYaYQhUKB0aNH69yHvqSq6KxevRqZmZk6t3/58mW8/fbbyM7OltxW2/365MmTRR/uLVy4ULTauBSVSoV58+aJJpz27dvX7JPNzM0777wDDw8PwXhWVhaGDx+u0/lPYWEh5syZI0uSuLHNnj0b7u7ugvGCggKMHj1alklkL2zduhVLliwR3WbcuHHw8vKSrc+yit+P9qpWrYp69eppvL0+ky7q1q2LWrVqaby9rpWLjUnsGuDZs2d48OCBEUdTvpXV60SSl4uLi2Rltg8//BC3b9/WuY+7d+/i/fffl60yoKl98sknOHLkiM7vz8rKwj/+8Q/R30WTJk1EK1uqM2nSJDg6OgrGc3Jy8Pbbb+Pq1atatavOr7/+igkTJrz8TgsKCjB9+nR8+umnsiWQmatRo0bB29tbMF5cXIx33nlHlsl7R44cwYgRI15eU5aUlGDRokWYOHFihUgGU0fsGlSf/ZSpbd++HStWrND5/aWlpZg1axZu3rwpuI2Dg4NW98GldOnSReuJ3+Hh4bIlKhtCjx49RJNXlUol3nvvPTx+/FjnPm7cuIHx48fLfky0srJCgwYNBONpaWl63S8oLS3FJ598gtOnT+vcxt9JrfK4ZMkSvZI9jx49ijFjxkh+1mVlRSZAfB8ImO/zEjlZWFjgo48+Et3m4sWLGDVqlEb3ZMWUlJRgwYIFr1QTv3//PgYNGoRt27bp1TYRERFRWcZEYSIikl1GRgaGDh2KY8eOaf3elJQUDBs2TPLGyJgxY0QTH/6uW7duovEdO3botARZeno63n//ffz3v//VaHtdbl59+OGHov/WixcvYtiwYbh//77WbSclJWHo0KGilWnCwsK0fsjl5eUFe3t7wXhMTIxW7RnT559/Llqd6/bt2xg8eDCuXLmiddspKSl4++23kZSUJLrdJ598IjoGktfkyZNFHyYAwPr16zFlyhRkZWXp1MeJEyfQp08ftclYqampGDp0qGhirjZeJH7pUlk4PT0do0ePlnx40Lt3b9SpU0fXIeotODhYdB/z5MkTvPPOO1rfVFapVFi/fj0GDRqk8cOjZ8+eadVHYGAgBg0aJBhXKpV49913daqKnJubi2nTpmHz5s2C2zg5OWHq1Klat13ROTo6Sj7MSE1NRb9+/bBhwwaNK03Hx8ejf//++Pnnn+UYptF5eHhg6dKlsLAQvrWQm5uLESNG4Ntvv9Wr2k92djZmzpyJ2bNno7S0VHC7unXrYsKECTr3U57w+9GNpgm5CoVC7+rsUtcofyVWkd5c+Pr6isbN+RqgLCqL14kkv4kTJ4om6WdmZmLYsGG4cOGC1m2fO3cOQ4cOLVdJ/kqlEuPHj8fWrVu1fm9qaipGjBghmswHQPKcUR1PT0/MnDlTdJu0tDQMHToUcXFxWrcPPK/sPm/ePHz44YdqE682btyIzz//XKe2ywpbW1t89tlnotvk5uZi9OjR2LZtm06ThYuKivDVV19hzJgxaidr/P777xX2ekxsgtSdO3d0us9mLlasWIFPP/1U6wTSwsJCzJgxQ/L6f+zYsXBzc9NniK+wtbUVXN1CSK9evWTr3xCsrKwkV4VKSUnB0KFDdUrIPHr0KAYPHizrqmB/FR4eLhpfunSpTkUGMjMzMWHCBJ2Oe2KkroNu3bqFiRMnap0srFQqsWzZMowZM0ajSRXa3pMzJalJolIrVZYXnTt3Ro8ePUS3SUhIwNChQ3Hjxg2d+rh37x5GjBiB9evXvxYrLCzErFmzsHfvXp3aJiIiIirrmChMREQG8eTJE4wcORIff/yxRg8mCwoK8N133yE8PFyyGp+3tzfee+89rcYTHh4ueUN16dKlmDhxokYPwTIyMrB8+XJ07txZqwfeulQtcHV1xYIFC0S3uXTpEsLCwrB27VqNbqI9fvwYCxcuxMCBA3H37l3B7SpVqoR//vOfWo/Z0tIS9evXFx2vuhs15iAgIAAff/yx6DZ37txBv379sHjxYo2qlubm5mL16tXo1auX5IOPkSNHomvXrlqNmfTj6OiIJUuWwNraWnS7qKgodO7cGevXr9f4RvT169cxbdo0DB8+XHRfOGrUKFmrKxYUFGDq1Kl4//33NVpasbi4GNu3b0fPnj1Fl4sHnieaSj3ENjRnZ2f069dPdJsLFy6gZ8+eOHz4sGR7xcXF2Lt3L3r27IkFCxZo9aAhPT1d421f+Pjjj1GtWjXBeEFBASZPnoxJkyZJJiIAz6tk/PbbbwgLC5NMEP/oo4/g6emp9ZgJGDhwoOTDsPz8fMyfPx8dOnTA4sWLcezYMTx69AhKpRJKpRKPHz9GQkIC1qxZg969e2P48OFl+oE4AHTo0EEy2aGoqAiff/45wsPDER0drXEiNfA8KefLL79EaGio5HLhLi4u+PrrrznZ5i/4/WhP00ThwMBAVKlSRa++3nrrLY228/HxwRtvvKFXX8bQqFEj0XhERARSUlKMNJryryxeJ5L8XF1dMWfOHNFt0tLSMGjQICxfvlyjKtPp6en497//jSFDhiA1NVWuoZqNwsJCzJ49G2PGjNHoPKyoqAhbtmxBeHg4Ll26JLptjx490Lp1a53GNWLECHTs2FF0m6dPn2LcuHF45513ND6HLCwsxM8//4xu3bqJVqSsVKkSxo0bp9WYy6LOnTtLVuJWKpWYNWsWBgwYoPHKCyUlJYiOjkZ4eDi+/PJLwQlYNjY2mDJlitbjLg+kzhPmzZtXppL+/m7jxo0IDw9HXFycRknmx48fR9++ffHrr7+Kble9enWD/Db79u2r8ba1a9dGw4YNZR+D3MLDw9GmTRvRbW7fvo0+ffogMjJSdDXDF+7du4dZs2Zh1KhROhcP0ES/fv1EK8vn5eVhxIgR2L17t0Z/X9nZ2fjmm2/QvXt3g0zWq1WrluQx68CBA+jXrx/OnTsn2V5hYSG2bduG0NBQREREaHxNWlhYqHflWWOpUqWK6L3f2NhYxMbGGnFEpvPZZ5+JVvgHgOTkZISFhWH+/PkaP1PLzMzEkiVL8NZbb4muDtCsWTM+fyEiIqIKy8rUAyAiovJLpVJhy5Yt+OWXXxAUFIR27dqhbt26cHd3h62tLXJzc5GSkoLTp08jJiZGo5ttCoUCCxcu1Hp5NAcHB0yePBmffvqp6Ha///47YmNj0blzZ7Rp0wYBAQGoVKkSiouLkZmZiStXriAhIQHHjx/XKoniBV0r8fTo0QPjxo3D2rVrBbfJycnBF198ga+//hohISFo0aIF/Pz8UKlSJahUKjx58gS3bt1CfHw8Dh8+LFnlwsLCAitWrEDVqlV1GnPbtm2RmJgoGF+wYAFOnDiBnj17ombNmrCwsEBmZiZu3LgBOzs7DB8+XKd+5TBq1ChcunQJv/zyi+A2SqUSkZGRWLduHTp27Ig2bdrA398flStXhkKhwNOnT3H79m2cPHkSBw8e1OjBfNOmTSUf8pJhBAUFYcGCBZJJ4llZWViwYAEWL16M9u3bo3379vDy8oKnp+fL/VpqaiqSk5Nx9OhRXL58WbLvli1bSlY90VVMTAxiYmLQuHFjdOzYEfXq1UOVKlVgb2+PZ8+e4e7duzh79ixiYmLw8OFDjdr85JNPRJNcjWXSpEnYvXs3cnNzBbe5f/8+3nnnHdSpUwddu3ZFYGAg3N3dYWNjg+zsbKSkpODs2bM4cOCAzlVhHjx4oNUy9cDzhI5Vq1ZhyJAhotVV9uzZgz179qB58+Zo37496tatCy8vL9ja2uLp06dIS0vDqVOncPDgQY2SOPr164f/+7//02qs9KrFixejf//+kkvjPnz4EJGRkYiMjDTSyEzrgw8+QHp6OjZu3Ci6XXJyMj744AO4ubmhQ4cOCAwMRO3ateHq6gobGxvk5OQgJycH6enpuHDhApKSknDlyhWNKt3a2NggIiIC/v7+cv2zyg1+P9pp1qwZKlWqJHltom81YeB5srG3t7fkPrwsVBMGnicMVKtWTfCaJzMzE3369MHw4cPRunVruLm54dmzZ3j06BGuXr2K0NDQMpGEYk7K4nUiyW/QoEGIi4sTTQRSKpX4+uuvsW7dOnTt2hWtWrVC7dq14ezsjKKiIjx58gTXrl3DiRMncOzYMRQVFRnxX2Aahw4dwqFDh9CwYUOEhISgfv368PT0hIODA/Lz81+5VtJk9Rd3d3fJ5H0xCoUCX331FQYNGiQ52fPw4cM4fPgwateujdDQ0Jf32tzd3VFYWIinT5/ixo0bOH/+PA4fPix6zQQ8r8S5dOlSs7jOM4Z58+bh9u3biI+PF93uRVVtb29vhIaGolGjRvDw8IC7uztKSkqQnZ2NW7du4eLFizh48KBGE8nnzp1bYY91bdq0gUKhEExyPH36NHr27Inhw4ejUaNGcHJyQnZ2Nu7du4fk5GRMnz5ddGUhc3D9+nWMGzcO1apVQ2hoKBo3bgwfHx84OTmhqKgIaWlpuHjxIvbv34/k5GTJ9iwsLLBo0SLRBFJdtWnTBl5eXhrt36Sq3ZoLhUKBxYsXIywsTHRiTF5eHhYvXozIyEiEhoYiKCgItWrVgrOzMwoLC5GRkfHyvt6pU6dEV0yRi7OzMwYOHIgNGzYIbpObm4upU6di9erV6NatGxo3bgwPDw9YWVkhLy8P6enpuHHjBk6fPo2EhAStK1xra+bMmTh27JjoM5Lk5GT0798fzZo1Q0hICBo0aAA3NzdYWloiKysLt27dQmJiIg4ePCh5rBLy4MEDuLi46PrPMKq2bdti586damMqlQoTJ05Enz590KVLF/j4+KC0tBTp6em4fv06qlevbvaVvTXl5uaGb7/9FoMHDxZ9ZlJcXIwNGzZg06ZNaNq0KTp16gRfX194eHjA2dkZ+fn5Lz+fhIQEnDx5UvKZnaenJ1asWAErK6bIEBERUcXEsyAiIpKVuhu+JSUlOHHihOgsXk1NmTIFwcHBOr13xIgRiIuLw5EjR0S3Ky4ufplcpwtLS0vBhImsrCxkZ2frdPNq1qxZSEtLk6wWmZubi6ioKJ2WrX/BwsICX3zxhc6fNfD8YeXKlStFb6YKfc6hoaEmTRQGgM8//xy5ubmSy1AplUpZZvwHBgbi+++/N/sqe+XZkCFDkJOTo9FyqwUFBdi/fz/279+vV5+NGjXC2rVrJasZa0rooVtSUhKSkpL0bn/gwIEYMmSI3u3IwcvLCwsWLMCHH34oue3Vq1dx9epVnfoR26cD0LkyYuPGjREREYEJEyZIJmIkJiaKTrzQRMeOHcv9UsLG4OrqinXr1uHtt9/WOLleGy4uLggKCtJ5SWlTmjdvHhQKheiDzRcyMzPx66+/SlbP0pS9vT0iIyPRvn17Wdorj/j9aM7S0hLt27eXPJfu1q2b3n0pFAp069ZN8nvRtMqxqSkUCgwePBhffvml4DbZ2dlYvXo1Vq9e/VqsQYMGFTZ5Sh9l7TqRDGPJkiUYOHCgZIJpXl4edu3ahV27dmndhyaTKMxVq1atcPLkSbWxixcv4uLFi3q1b2Njg5UrV8Ld3V2vdpydnbF+/XqMGDFCo5VFbt++jW+++UavPi0sLLB48eIyMylFDtbW1oiMjMSYMWM0us5KTU2VnHCliRkzZkhWMy7PfH190bp1a9EE7T///BP/+c9/1MYmT55sVonCDRs2xO3bt9UmuT148ECj824pM2fOlKyQqysLCwv06tUL3333neS2vXv3NsgYDMHHxwcREREYM2aM5ITG7OxsbN++XXJlFGP58MMPERcXh3v37olup889LjnVr18fU6ZMwdKlSyW3PXPmDM6cOaNTP1L35e7cuYO6devq1LaxDRkyRDBRGPjfim/q/iZHjx5dbhKFAaBevXr49ttvMXbsWMkCK6WlpbLcG61UqRI2btwIHx8fvdohIiIiKsssTD0AIiIqXz777DNYWBjm8DJkyBBMmjRJ5/crFAp8/fXXaNCggYyjetV7772HHj16iG6jyXJb6lhYWGDp0qUYNGiQTu/XlK2tLZYvX653P2V9lruVlRVWrFhh8M8beF7FY+PGjWWm+kF5NnbsWHzxxRdGSdhu27YtNm7cCGdnZ9nanDt3LmxtbWVr769CQkLw73//2yBt66pv376YOnWqwdqvX7++ZHKtrvt0AOjSpQtWrVplkOpAf9WzZ0+sWbPGYH8bFY2vry+2bt2K2rVry9qut7c3fvjhB4OepxiSQqHAvHnzMHfuXKNWZqlRowa2bdvGpDUJ/H60I5Us5efnJ1t15O7du4vGbW1t0bZtW1n6MoZhw4bB1dXV1MOoUMradSIZhpOTE77//nvUqlXLIO2HhYVh4sSJBmnbGMaMGYNp06YZpG0rKyssWbIELVu2lKW9qlWr4qeffkLTpk1laU+MnZ0dli9fjr59+xq8L3Pj7OyMDRs2oEuXLgbvy9LSEnPmzMGECRMM3pe5e//99009BNkEBQVh1apVBrvOHjVqFN577z2DtP2CJr/9Bg0awM/Pz6DjkFtwcDAWL14MS0tLg7Q/cuRIg7Tr7OyMpUuXGmzcNjY2st9DmzhxokHPDdu1a4eZM2eKbqPPfTlja9myJZo3b27qYZiNVq1aYfPmzfD09DR4Xz4+Pvjhhx9Qp04dg/dFREREZM6YKExERLIaMGAAVq9eDScnJ1nbHTt2LD7//HMoFAq92nFxccEPP/wge1UuR0dHLF26FLNmzUJAQIDotvrMfLa0tMSiRYswb948g9yI9vPzw44dO2RbUm7u3Ll6V9QxJWtrayxatAjz5883SNUSS0tLTJs2DZs2bZI1WZT0M2TIEGzZsgU1a9Y0SPsWFhYYO3YsNmzYIHsiTfv27bF582ZUqVJF1nbDw8MRGRlplhWvJ0+ejE8//VT2sfXp0wdbtmyRTM7St5pFly5dsG3bNtkSzv7KxsYGc+fOxddff22W311ZVr16dezatQt9+vSRpb1u3bph165dZTZJ+K9Gjx6N7du344033jBoPwqFAkOGDMFvv/2G+vXrG7Sv8oTfj2Y6duwoOvkxNDRUtr6CgoJEz5dbt24NOzs72fozNA8PD8ydO9fUw6hwytp1IhmGt7c3tmzZgsDAQFnbHTVqFFasWGGUJA5DqVSpEiZNmoT58+fLOmHG0dERq1atkn2StIeHB3766SeMHj3aYJPxfX19sW3btgr9u3ZwcMA333yDGTNmGOx6ydPTE+vWrcPYsWMN0n5ZExwcXG4mnFSuXBnBwcHYvHmzrPc+FQoFJk2ahHnz5snWppAGDRpI3scuq/uIfv36YeXKlbI+o7C0tMSsWbPw8ccfy9bm3wUFBWHp0qWyT+50d3fHxo0bDTKBc+HChfjHP/4h6/FKoVDg3Xffxbp169CkSRPRbfW9L2dsixYtKlPXd4YWGBiIqKgotGvXzmB9dOjQAbt27UK9evUM1gcRERFRWcFEYSIikl1oaCiioqJkWV7Y3d0dK1euxJw5c/ROEn7BxcUF69atw6effirLTZmQkBBERUWhX79+ACD5UC46OlrvPkeNGoXo6Gh06NBB77aA5w+3ZsyYgT179sh6w8TNzQ3r168v08nCADBixAj8/vvvslaaad++PXbu3IlJkyYZ7MEf6S4wMBD79u3DpEmTZK322rRpU+zcuRNz5swxWIWQ5s2bIyoqSpaHOU5OTpg/fz5WrFhh1ommI0eOxM6dO/Hmm2/q3Za3tzciIiKwfPlyODo6wsfHRzQpIjU1Ve/qJXXr1kVUVBQmTZoEBwcHvdp6ITQ0FPv27cPo0aNlaY9e5+TkhOXLl+Onn35CixYtdGqjVatW2LBhAyIjI+Hh4SHzCE2nUaNG+O233zBv3jyDJBV17NgRO3bswBdffMFq/Drg9yPNzc0NjRs3Fox369ZNtr4sLS1FzzHL4lLw/fr1w/Tp0009jAqprFwnkuF4enpiy5YtGDdunN5JRp6enli9ejXmzZsHS0tLuLm5yTRK43sx9hEjRmD79u2yVJNr0qQJdu3aha5du+rdljovJv398ssvkklS2rC3t8fUqVOxd+/ecjFJTV8KhQITJkxAdHQ0OnbsKFu71tbWGD16NPbv31/mVlYwtAULFhjsd2NMlStXBvD8Hkx0dLQs54dVq1bFt99+a7AK6OqITX5VKBTo2bOn0cYitxcTcuWo4BoQEIAff/zR4FWeAaB3797YvHkzqlWrJkt7YWFh2LNnj2yV7/9OoVBg5syZ2LRpE7y9vfVuLyAgAJs2bcInn3wCa2trNGjQQPScJjExEWlpaXr3ayx+fn5Ys2aNbPf/ygNPT09s2rQJy5Ytk+Vv6AVvb2989dVXWL9+fZk+jyUiIiKSE7NSiIjIIGrWrImNGzdi48aN6Nixo9YJce7u7vjggw9w4MAB9OjRwyBjHDlyJA4dOoQJEya8vLmrKSsrK3Tp0gU///wz1q1bB19f35exli1bit7ouXnzJpKTk3Ue9wu1a9fG+vXrsWPHDvTu3VunirfVqlXDzJkzceTIEUyYMMEg1acaNGiA7du3o3PnzrK3bUw1a9bE2rVrsWvXLvTv31+nm3n29vbo1asXfvrpJ2zcuBENGzY0wEhJLra2tpg2bRqOHDmC6dOn67zUoq2tLd566y389NNP2L59Oxo1aiTzSF/n4eGBFStWYOfOnQgLC9M6ydfJyQmjR49GXFwcRowYYaBRyqtevXqIiorC8uXLdfpt+fv749NPP0VcXBzCwsJeiUk9MN6zZ4/W/f3di7+3P/74A1OmTEGNGjV0aqNfv37YvXs31qxZ88qxiQynVatW2Lp1K/bs2YMPPvgATZs2FZxg4OHhgY4dO2LGjBmIi4vDTz/99FriQEFBgWBfFhYWBlvaVm42NjYYNWoUDh8+jP/+979o1aqVXpO+qlevjnHjxmHfvn34/vvvZa+WWNHw+5EmlKBbpUoVWRO2AOCtt97SehzmbuLEiYiIiICPj4+ph1LhlJXrRDIcGxsbfPzxx9izZw969eoFa2trrd5fo0YNzJ49GwcPHkT37t1fvl6WJwBXqlTp5f9v1KgR9uzZg2XLlul0bVa/fn0sW7YM27dv1/kaURtNmjTBjh07sHnzZvTo0UPn36Ovry9mzZqF48ePY/Lkyfxd/42fnx++//577Nq1CwMGDNC5CmnVqlUxceJE/PHHH5g7dy5Xj1LD1tYWq1atwtSpU2WdmG1sf72X7OnpicjISGzduhVdunTReqKGl5cXpk+fjri4OKOf+/Xp00fwOqB58+Zl/lyudu3a2LZtGyIiInS6RqlTpw4WLlyIPXv2ICgoyAAjVK9ly5aIjY3F9OnTdZrcaWtri549e2Lnzp2IiIiQfeUxddq0aYO4uDh89tlnqF27ttbvb9iwIZYtW4bo6OhXVvdydHQU/exLS0uxd+9encZsKsHBwdiyZYssSezlSd+2s3uCAAAgAElEQVS+fXHo0CEsWbIEQUFBOt2jUCgUaN68OZYtW4ZDhw7JvuoDERERUVmnUKlUKlMPgoiIyo4vv/wSX331lWD8ypUrah82PH78GIcPH0ZiYiJu3LiBe/fuITs7G4WFhbC1tYWLiwtq1aqFevXqITg4GG3btjXqQ4uCggKcOnUKp06dejkL/enTp8jOzoaFhQWcnJxQvXp11KlTBy1atECnTp1EH5KdP38eWVlZgvHAwMBXHlTJIS8vDydPnsSpU6eQnJyMu3fvIiMjA8+ePYNKpYKjoyPc3NzwxhtvoGHDhujYsaPRE1XPnz+P2NhYxMfHIzU1FU+ePIFCoYCrqysqV66MgIAANGzYEG3btjX7JNr8/HwkJCQgISEBycnJuHPnDjIyMpCfnw+FQgFnZ2c4OzujZs2aaNiwIRo3boz27dsbrVpAdHQ0rl27pjbm4uKCMWPGGGUc5U1ycjISEhJw/vx5/Pnnn7h//z5yc3NRUFAAGxsbODo6olKlSvDz84O/vz9atGiBtm3byrak3C+//IKPPvpIMB4bGwt/f//XXs/Ozsbhw4dx+vRpXL16Fffu3UNWVhYKCgpgbW0NZ2dn+Pr6ok6dOmjXrh06dOhQph/YAcDVq1dx8uRJnD59Gjdu3MDTp0+RlZWFoqIi2Nvbw8vLC35+fmjSpAnat28vus9JS0sTneDh5eWFunXryv5vuHDhAk6ePImkpCSkpKQgNTUVeXl5KCwshIODA5ydnVGrVi3UrVsXrVq1QnBwsE7JQGQY6enpyM3NRUlJCezs7ODm5qbR9zNr1ixs27ZNbczR0REXLlyQe6hG8+TJE8THx+PMmTO4ffs2UlJSkJWVhby8PBQVFcHGxgb29vbw8PCAl5cX/P39Ua9ePbRo0cIoiTgVHb8fMoTCwkLExsbi8OHDSEpKQkZGBrKzs2Fvb49KlSqhSpUqqFevHho2bIiuXbuy0pMBlIXrRDKsx48f4+DBgzhx4gSuXr368pwSwMvzYl9fXwQGBqJt27Zo0qSJbCs6lQU3b97EkSNHXh7/Xnw+xcXFsLe3h7u7O/z9/dG0aVOz+H3k5ubixIkTL6/t/vqbLi0thb29PZycnFCtWrWXx+rg4GAeq7VUWFiIhIQEnD59GleuXMGdO3fw6NEj5Ofno6Sk5OXnXKVKFQQEBKBOnTpo3769waqvFxcXIyIiQjDeunVrtG7d2iB9G1JGRgaio6Nx5MgRXL9+HZmZmSgoKICzszNcXFzg4+ODhg0bolGjRujevbvBVmaS2+PHj3HkyBGcOnUKN27cwN27d5GTk4PCwkLY2dnB1dUVtWrVQoMGDRAcHIw2bdroXQVeV/fv30eHDh2g7lHx/Pnzy8zkcU1du3YNhw4dwpkzZ3Dz5k08fvz45b1cBwcHVK1aFbVr10azZs0QHBystgJ9YWGh6G998uTJmDp1qmxjLi4uxokTJ3D8+HFcuHDh5X6/oKAAFhYWsLOzg7u7O6pXr466deu+HLsp7+upVCpcuHABCQkJOHXqFFJSUl7elystLX35Wfv7+6NZs2YICQkRPU6lpKTgzz//FIz7+vqiVq1a8v9DjCA+Ph5xcXFISEjAo0ePkJWVBSsrK7i6usLNzQ1vvvnmy3P0inYsf/jw4ct7FDdv3sTdu3fx9OnTl3/7jo6OL5+/+Pv7IzAwEMHBwWV6chsRERGRoTFRmIiItKJrojAREelP10RhIio7xo4diwMHDqiN1apVSzBGREREREREpI2vv/4ay5cvf+11S0tLnDhxggl3ahg7UZiIiIiIiEguFqYeABERERERERE9l5SUJBirXr26EUdCRERERERE5dmOHTvUvt6uXTsmCRMREREREZUzTBQmIiIiIiIiMgM3b95Eenq6YLxBgwZGHA0RERERERGVV4mJiUhJSVEbCw8PN/JoiIiIiIiIyNCYKExERERERESkofz8fBQUFBikbaFqTi80b97cIP0SERERERFRxSJ0/WljY4Nu3boZeTRERERERERkaFamHgARERERERFRWaBSqfDhhx9CoVBg5cqVsLCQb+5tTk4ONm/eLBi3s7NDu3btZOuPiIiIiIiIKqZnz57ht99+UxsLCQmBs7OzkUdEREREREREhsaKwkREREREREQaWLx4MWJiYrBv3z7MmTMHpaWlsrW9YMEC5OTkCMZDQ0Nhb28vW39ERERERERUMe3evRu5ublqY7179zbyaIiIiIiIiMgYmChMREREREREJGHnzp1Ys2bNy//eunUrPvjgA+Tl5end9oYNG7B9+3bRbd555x29+yEiIiIiIqKKraioCCtXrlQbc3d3R5cuXYw8IiIiIiIiIjIGJgoTERERERERiUhMTMTHH3/82ut79+5F3759kZiYqFO7paWlWLhwIebPny+6XdeuXdGkSROd+iAiIiIiIiJ6ISIiAvfu3VMbGzp0KGxtbY08IiIiIiIiIjIGJgoTERERERERiVi3bh2USqXa2M2bNzF48GBMmjQJSUlJGrWnUqmwb98+9OnTB998843oto6Ojvjkk0+0HjMRERERERHRX0VHRwtWE7axscHw4cONPCIiIiIiIiIyFitTD4CIiIiIiIjInC1YsADnzp1Damqq2rhKpcKePXuwZ88e+Pn5oUOHDmjQoAFq1KgBJycnKJVKPHnyBGlpaTh9+jTi4+MF21LXt6+vr5z/HCIiIiIiIqpA8vPzsXr1akRGRqK0tFTtNqNHj0bVqlWNPDIiIiIiIiIyFiYKExEREREREYlwd3fHxo0bMXLkSMkE31u3buHWrVuy9Dt58mT069dPlraIiIiIiIio/Hr27BlOnDgBd3d3AEBOTg5u376Ns2fPIjY2Frm5uYLvdXd3x4QJE4w1VCIiIiIiIjIBJgoTERERERERSfD398fWrVsxfvx4XLlyxeD9TZs2DZMmTTJ4P0RERERERFT2ZWRk4N1339X6fQqFAosWLYKLi4sBRkVERERERETmwsLUAyAiIiIiIiIqC3x8fLBz506MHz8elpaWBunD1dUVERERTBImIiIiIiIigxs3bhw6d+5s6mEQERERERGRgTFRmIiIiIiIiEhDNjY2mD17Nvbu3YsePXpAoVDI0q6FhQX69++PvXv3IiwsTJY2iYiIiIiIiIQMGzYMs2bNMvUwiIiIiIiIyAisTD0AIiIiIiIiorLG398fK1euREpKCrZu3Ypff/0VqampWrfj5uaGXr16YcSIEfD39zfASImIiIiIiIj+x8rKCpMmTcIHH3wg2+RXIiIiIiIiMm9MFCYiIiIiIiLSka+vL2bOnImZM2fi6tWrOHbsGC5fvozr16/j4cOHyM3NRWFhIWxsbODo6IiqVauiZs2aaNCgAVq0aIHmzZvD0tLS1P8MIiIiIiIiqgBatWqF2bNnIzAw0NRDISIiIiIiIiNSqFQqlakHQURERERERERERERERERE2svLy8M333yDq1ev4tq1a3j06BFKSkpQuXJlVK9eHa1atUJoaCgaN25s6qESERERERGRCTBRmIiIiIiIiIiIiIiIiIiIiIiIiIiIqByyMPUAiIiIiIiIiIiIiIiIiIiIiIiIiIiISH5MFCYiIiIiIiIiIiIiIiIiIiIiIiIiIiqHmChMRERERERERERERERERERERERERERUDjFRmIiIiIiIiIiIiIiIiIiIiIiIiIiIqBxiojAREREREREREREREREREREREREREVE5xERhIiIiIiIiIiIiIiIiIiIiIiIiIiKicoiJwkREREREREREREREREREREREREREROUQE4WJiIiIiIiIiIiIiIiIiIiIiIiIiIjKISYKExERERERERERERERERERERERERERlUNMFCYiIiIiIiIiIiIiIiIiIiIiIiIiIiqHmChMRERERERERERERERERERERERERERUDjFRmIiIiIiIiIiIiIiIiIiIiIiIiIiIqBxiojAREREREREREREREREREREREREREVE5ZGXqARCZm+LiYqSmpiIzMxM5OTlQKpVQKBSwt7eHg4MDXFxc4OPjA2tra4OPJTMzE3fu3EFubi6USiUcHBxQqVIl1KpVC3Z2dgbvn4iIiIiIiIiIiIiIiIiIiIiIiIjKLiYKk1l68OABTp8+jbNnzyIgIADDhw83aH/5+flITEzEpUuXkJKSgpKSEtHtLS0t4ePjgzp16qB169ZwdnaWbSylpaVITEzE4cOH8ejRI8H+33jjDYSGhqJGjRqy9U1ERERERERERERERERERERERERE5YdCpVKpTD0IIgDIycnB2bNnkZiYiNTU1JevBwYGGixROD8/H3FxcYiPj0dxcbFObVhaWqJp06YICwuDk5OTXuPJysrChg0bcP/+fY3f0759e/Tq1QsWFhZ69U1ERERERERERERERERERERERERE5QsrCpNJFRcX4/Lly0hMTMTVq1dRWlpqtL6vXr2KrVu3IicnR692SkpKcPr0aSQnJ2PIkCGoU6eOTu08fvwYq1evRm5urlbvO3r0KJ48eYIRI0YwWZiIiIiIiIiIiIiIiIiIiIiIiIiIXmKiMJnEnTt3kJiYiPPnzyM/P9/o/R87dgy7d++GnAW1c3NzsW7dOgwcOBBBQUFavbegoAAbNmxQmyRcvXp11KxZE7a2tnj69CmuXbv22naXLl1CbGwsunfvrte/gYiIiIiIiIiIiIiIiIiIiIiIiIjKDyYKk9E8ffoUZ86cQWJiIh49emSyccTHx2PXrl2S23l4eMDT0xMODg6wsLBAXl4eUlNT8eTJE8H3qFQqbN++HY6Ojqhfv77GYzp06NBrn4mzszOGDRsGf3//V14vLi5GXFwc4uLiXnn94MGDaN68OTw8PDTuFwBKS0tZiZiIiIiIiIiIiIiIiIiIiIiIiIioHGKiMBlUUVERLl68iMTERFy/fl3WCr66uHXrlmiSsKOjIzp06IBmzZrB1dVV7TZpaWk4ePAgzp49q/bfU1paip9//hkfffQRnJycJMdUUFCAo0ePvvKatbU1xo8fDy8vr9e2t7KyQvfu3aFSqXDgwIFX+j148CAGDRok2ecLeXl5iIiIQHBwMFq3bs2EYSIiIiIiIiIiIiIiIiIiIiIiIqJyhInCZBA5OTnYt28fkpKSUFBQYOrhAHietLx161aUlpaqjdevXx9Dhw6FnZ2daDteXl4YOnQoAgMD8eOPP6KwsPC1bQoKChAbG4t+/fpJjuv69etQKpWvvBYcHKw2SfivQkNDcebMGWRlZb187cqVK1CpVFAoFJL9AsBvv/2GjIwM/Prrrzhz5gz69++PatWqafReIiIiIiIiIiIiIiIiIiIiIiIiIjJvLB9KBvHo0SMkJCRonCRsbW0NR0dHg47p2LFjyMzMVBtr2rQpRo0aJZkk/Ff16tXDqFGjBKvwnjx5Erm5uZLt3L59+7XXmjVrJvk+S0tLNG3a9JXXcnNz8ejRI8n3As8TlM+cOfPyv+/cuYODBw9q9F4iIiIiIiIiIiIiIiIiIiIiIiIiMn9MFCaTUSgU8PPzw8CBA/Gvf/0LdevWNVhfpaWlOHr0qNqYl5cXBg4cqHEV3r8KCAhASEiIYJ/JycmSbTx9+vSV/7axsUGVKlU06t/Hx0eyPXWKioqwffv2V16zt7dH7969NeqXiIiIiIiIiIiIiIiIiIiIiIiIiP4fO3f6ZVV9pwv8e2qAGqBkEhFlRgizoqIoCE600cQYSTBpibbaJhoVzVp39bp3rbv6H7i9bhRFjRqHNmriGI1o1KiMThhwQlFQwYFRxiqoAqrOuS+6bzrVVcguqF2n6tTn847ffn5nP7xQ3jxrt38l+S5A59O3b9+YOHFinHDCCdGzZ882eeenn34au3btavbZueeeG6WlpYf822eccUYsXbo09u7d2+TZqlWr4qSTTvrW+7W1tY3+XF5envjdFRUVTc5279590HsvvfRSk68rn3/++dG9e/fE7wYAAAAAAAAAAADaN0Nh2kRlZWUcf/zxMXHixBgwYECbv3/16tXNnldVVcXYsWMP67crKip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      "text/plain": [
       "<Figure size 3200x2400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = quart.plot(y=UBI_COLS, color=UBI_COLORS)\n",
    "ax.legend_.remove()\n",
    "ax.text(2.8, 2, TUBI_LABEL, horizontalalignment='center', \n",
    "        color=TUBI_COLOR, size=12)\n",
    "ax.text(2.8, -0.2, UBI_LABEL, horizontalalignment='center', \n",
    "        color=UBI_COLOR, size=12)\n",
    "plt.axhline(y=0, c='gray', linestyle='dashed', linewidth=0.3, zorder=-1)\n",
    "sns.despine(left=True, bottom=True)\n",
    "ax.set(xlabel='Quartile of income after taxes and transfers (baseline)',\n",
    "       ylabel=YLAB,\n",
    "       xticks=[1, 2, 3, 4])\n",
    "ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(\n",
    "    lambda y, _: '{:.0%}'.format(y / 100)))\n",
    "plt.title('Impact of replacing CTC with child benefit by quartile', \n",
    "          loc='left')\n",
    "ax.grid(color='#f5f5f5', axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bottom quartile\n",
    "\n",
    "In 5% increments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "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>ubi_afti_pctchg</th>\n",
       "      <th>tubi_afti_pctchg</th>\n",
       "      <th>keep_afti_pp</th>\n",
       "      <th>s006</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aftertax_income_ventile</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>116.71</td>\n",
       "      <td>161.76</td>\n",
       "      <td>1217.63</td>\n",
       "      <td>2.28e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>16.70</td>\n",
       "      <td>24.71</td>\n",
       "      <td>6484.21</td>\n",
       "      <td>2.29e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.53</td>\n",
       "      <td>9.72</td>\n",
       "      <td>9779.67</td>\n",
       "      <td>2.29e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.11</td>\n",
       "      <td>5.24</td>\n",
       "      <td>11848.72</td>\n",
       "      <td>2.29e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.78</td>\n",
       "      <td>3.58</td>\n",
       "      <td>12617.82</td>\n",
       "      <td>2.29e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         ubi_afti_pctchg  tubi_afti_pctchg  keep_afti_pp  \\\n",
       "aftertax_income_ventile                                                    \n",
       "1                                 116.71            161.76       1217.63   \n",
       "2                                  16.70             24.71       6484.21   \n",
       "3                                   5.53              9.72       9779.67   \n",
       "4                                   2.11              5.24      11848.72   \n",
       "5                                   0.78              3.58      12617.82   \n",
       "\n",
       "                             s006  \n",
       "aftertax_income_ventile            \n",
       "1                        2.28e+06  \n",
       "2                        2.29e+06  \n",
       "3                        2.29e+06  \n",
       "4                        2.29e+06  \n",
       "5                        2.29e+06  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vent.loc[:5, ['ubi_afti_pctchg', 'tubi_afti_pctchg', 'keep_afti_pp', 's006']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\$1,065 per person per year is roughly $2.92 per day. 2.4M households in each ventile."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mghenis/miniconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
      "  series.name = label\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3200x2400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = vent[:5].plot(x='percentile', y=UBI_COLS, color=UBI_COLORS)\n",
    "ax.legend_.remove()\n",
    "# Using UBI_LABEL3 and TUBI_LABEL3 does not work.\n",
    "ax.text(9.7, 40, '\\$2,000\\n(current\\nmaximum)', horizontalalignment='center', \n",
    "        color=TUBI_COLOR, size=12)\n",
    "ax.text(4.3, 20, rn_ubi_str + '\\n(revenue-\\nneutral)', \n",
    "        horizontalalignment='center',\n",
    "        multialignment='center', color=UBI_COLOR, size=12)\n",
    "plt.axhline(y=0, c='gray', linestyle='dashed', linewidth=0.3, zorder=-1)\n",
    "sns.despine(left=True, bottom=True)\n",
    "ax.set(xlabel=\n",
    "       'Percentile of income after taxes and transfers (baseline, 5% groups)',\n",
    "       ylabel=YLAB,\n",
    "       xlim=[0, 25])\n",
    "ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(\n",
    "    lambda y, _: '{:.0%}'.format(y / 100))) \n",
    "plt.title('Impact of replacing CTC with child benefit (bottom 25%)', \n",
    "          loc='left')\n",
    "ax.grid(color='#f5f5f5', axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Impact on upper 75%."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "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>ubi_afti_pctchg</th>\n",
       "      <th>tubi_afti_pctchg</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aftertax_income_2percentile</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>-0.41</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>-0.30</td>\n",
       "      <td>0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>0.19</td>\n",
       "      <td>0.41</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             ubi_afti_pctchg  tubi_afti_pctchg\n",
       "aftertax_income_2percentile                                   \n",
       "48                                     -0.41              0.12\n",
       "49                                     -0.30              0.14\n",
       "50                                      0.19              0.41"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twopct.loc[48:, UBI_COLS]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mghenis/miniconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
      "  series.name = label\n"
     ]
    },
    {
     "data": {
      "image/png": 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qCQ8P14QJE0y2FSlSRH5+fk6OCMDTqEyZMjZvm14SmIcOHWr2xcE6deqoY8eOqlChgnLlyqVbt27p6NGjWrFihXbt2vXE+tevX9d7772npUuXOjrsFOvYsaNWrlyp48ePP9G2ZMkStWrVSmXLlk2FyAAAQHpHAjMAAHgqXLx4UTNmzDDbXr58eRKYHezevXv6448/zLYXLFhQY8aMcWJEANKbWrVqycXFRQkJCSbbPT09qSiFh5YvX66PPvrIoqq+Li4uKlOmjKpVq6aXXnpJzz33nDw8PJSQkKCIiAjdunVLp06d0uHDh/XHH38oJibGsL/4+HiNHDlSbm5uatGihb3+SRkK+wdJHHls37Ztm9asWWOyLV++fCQwI92pXbu22c+0JNWtW9d5wQB46h08eNCwvVevXim+PqtTp442bNhgtr1q1arKmjWrTX0vWrRIoaGhJtuaN2+e7hKYJ0+erLCwMJNto0aNsvnvBACWypUrl9q1a2fz9ulhNpG9e/eafHnHxcVFEyZMUKdOnR5bnj9/fjVq1EiNGjXSihUr9NFHHz1x7btv3z4dOnRIVapUsSmmmJgYxcbGKnv27DZtbykXFxd98sknevPNN59oS0hI0AcffKAff/xRLi5MAg8AAKxDAjMAAACc4siRI4qNjTXb3qVLF7m7uzsxIgDpTeHChdW7d2/NmzfPZPvo0aPl4eHh5KiQFq1Zs8ai5NgcOXKoZ8+e6tixowoWLGhR35GRkVq2bJkWL15sWAUzISFBI0aMUNGiRS2qQOTn52e3qmjTp083fHFr+fLlqlq1ql3GskV63D9wHI7tgOX8/Pz0888/Kzw8/Im2EiVKqEePHs4PCsBT69ChQ2bbXFxc7HJMatWqlVasWKHffvvtiTYPDw998MEHKR4jIzh79qzZmecqVaqkJk2aODkiAI7Srl27FCUJp9T48eO1ZMkSk22dOnWy+dotPj5eN27cSEloTjF79myTy/38/J5IXv6vTp06KSwsTNOmTXuibc6cOTYnMM+ePVurVq3SJ598ogYNGtjUh6XKlSun+vXr6+eff36iLTg4WIGBgWrdurVDYwAAABkPCcwAAABwilOnThm216lTx0mRAEjPRo8ereeff14rV67UP//8oyxZsqhUqVLq06ePGjdunNrhIQ04efKkRcmxzZs317hx45Q3b16r+vf09NTAgQPVvXv3h9VlzImOjtbgwYP1008/kYD5/7B/YArHdsAyhQoV0po1azRt2jQdOHBAt27dUv78+VW/fn0NHTrU4VXXAOBRJ0+eNNtWsmRJFShQIMVjZMmSRd99951mzJihzZs36+rVq8qePbsqV64sPz8/lSpVKsVjZARffvml4uLiTLbZ6yVJAAgPD9fq1atNtrm6uqp79+42933jxg3Fx8ebbHNxcdHJkyeVJUvqprZERkYqKCjoieVFihTRgAEDLOrjnXfe0Zo1axQSEvLY8gMHDigqKkrZsmWzKqazZ89q9uzZiomJUd++feXj46OxY8cqf/78VvVjjSFDhphMYJYevFDv4+MjV1dXh40PAAAyHhKYAQAA4BSmqoQlyZIli0qWLOnEaACkZ127dlXXrl1TOwykQffu3dO7776r+/fvm13HxcVFY8eOVbdu3VI0Vvbs2fXVV1+pdOnS+vzzz82ud+HCBU2bNk0ffvhhisbLCNg/MMKxHbBM0aJFDavsA4CzREREmG179dVX7TZOjhw59MEHH1Bt2Yy//vpLmzZtMtlWsWJFVa9e3ckRAciolixZoqioKJNtPj4+evbZZ23u+8qVK2bb8ufPn+rJy5J08OBBk0nWHTp0sDi+zJkzq1OnTvL3939seUxMjH799VfVqlXLqpjGjBmjmJiYh/+9ceNG7d+/Xz///LNy5cplVV+WKlOmjNkqzOfPn1dAQIC6dOnikLEBAEDG5JLaAQAAAODpYPRgy9PTU5kzZ3ZiNACAjOirr77SP//8Y7Y9U6ZMmjx5coqTYx/Vv39/de7c2XCdpUuX6vz583YbM71i/wAAAGQct27dMtvm5eXlxEiebrNmzTI7u0nv3r2dHA2AjOr+/ftaunSp2faUHm+uXbtmtq1gwYIp6ttezp49a3J5tWrVrOrH3PrJzWD5X6tWrdKhQ4eeWN60aVOHJS8nMaq2PWvWLLOzAgAAAJhCAjMAAACc4s6dO2bbrJ0aDQCA/woNDdXixYsN1/Hz81ObNm3sPva4ceMMZxKIjY3V119/bfdx0xP2DwAAQMYRExOj6Ohos+3c53GOy5cva9u2bSbbChUqpIYNGzo5IgAZ1apVq3Tz5k2TbdWqVUtx5f2rV6+abStQoECK+rYXc//+okWLWtVPkSJFrOrflLCwsCeqOEsPqlWPGDHCqnhsUbNmTRUrVsxk25UrV7R161aHxwAAADIOEpgBAADgFOaqwQAAYA+TJ09+bNrM//L29tbgwYMdMnaWLFk0fPhww3V+/PFHwyp1GR37BwAAIOPgHk/asGzZMrNVLt98801mOwNgF/Hx8Vq4cKHZ9l69eqV4DKME5rRSgdncPQNPT0+r+jG3vtEMlv/16aefmlx/3LhxVsdji0yZMhnOdrVkyRKHxwAAADIOEpgBAAAAAEC6dvHiRf34449m27NkyaJJkyYpU6ZMDouhfv36qlChgtn26OhoBQYGOmz8tIz9AwAAANhXdHS0AgICzLa3aNHCidEAyMh++uknnT9/3mRb8eLFVb9+/RSPkR4SmBMSEkwud3GxLuXG3L2P2NhYi7bfu3ev/ve//z2xvF69emrWrJlVsaREy5Ytzb4oExQUpODgYKfFAgAA0jcSmAEAAAAAeAqEh4frwoUL+ueff3Tp0iXdu3cvtUOym4CAAMMqcO3btzc7taU9tWnTxrDd3PTOGR37BwAAALCvHTt26ObNmybbSpcurRdffNHJEQHIqObOnWu2rWfPnnZ5GfnatWtm29JKAnNaEB0drY8++uiJ5R4eHvrkk0+cGku+fPlUtWpVs+2rVq1yYjQAACA9y5LaAQAAHCMiIkJ79+7V4cOHdebMGZ0/f16RkZGKioqSm5ubPDw8VLBgQZUoUUIVKlRQvXr19Pzzz9s01uXLl7Vz504dPXpUf//9ty5fvqy7d+8qOjpanp6eypUrl/LkyaNXX31V3t7e8vb2Vr58+ez8L7be9evXtWfPHgUFBemff/7RxYsXdfv2bUVHRytbtmzy9PRU0aJFVbp0adWsWVPVqlWTq6trqsSakJCg48ePa9++fQoODtbZs2d17do13b17V7GxsfL09Hz4ty5RooTKly+vChUqqGTJkla//W1P0dHR2r9/v37//XedOHFC586dU2RkpG7fvq24uDhlzZpV+fLl0/PPP69XX31VlStXVo0aNeTu7m71WPfu3dOFCxfMthu1SVJoaKhOnTpltj1v3rxp4nNrJDY2VgcPHtSxY8d0/PhxnTt3Trdu3VJkZKQSEhLk4eEhLy8vvfDCC3r55Zcffh9z5sxptxiuXLlidiq127dvm90uLi7O8O+fpHDhwvLw8LA5Pmc5deqUNm/erF9//VVnz55VeHi44uLilCtXLr366qsaOHCgvL297TJWcHCw9u/fr6NHj+rMmTMKDw/XrVu35OLiIg8PDz377LMqUqSIXn/9dVWtWlXly5d3aIVLS0VGRmr37t0KCgp6+Dt1+/ZtRUVFyd3dXZ6enipSpIheeeUV1ahRQzVr1lS2bNlSO2y7uXLlivbt26fffvtNZ8+e1fnz53Xnzh1FRUUpa9asypUrl3LlyqVnnnlG5cuXV/ny5VWuXDnlyJEjVeMODg5WUFCQjh8/rlOnTunmzZu6ffu27t27Jzc3N3l6euq5557TSy+9pPLly6t27doZ9iHDjRs3tHfvXh08eFB///23Lly4oDt37jz8rnt5eSlfvnyqVKmSqlWrpvLly9v0+5YSx48f17Zt27Rv3z6dPn1ad+7ceWKd/Pnzq3Tp0qpSpYqaNm2qF154wWRf27ZtM3t8b9OmTapOTRwfH68ffvjBbHumTJnUt29fp8TSpEkTjR8/XvHx8Sbbg4KCdP/+fWXNmtUp8aQF7B84ktG5p/TgfMOc+Pj4ZM8/ixcv7rBrwKioKO3fv1/79+/XyZMnFRIS8vCaPWfOnPLy8np4HV29enVVrVrVKVMBO4MzrxPtLemaa//+/Tpx4oT+/fdfhYeH6/79+w+vt7y8vFSyZElVq1ZN1apVU/78+VM77DTn+vXr+uWXX3Tw4EGdOXNGly5d0p07d5SYmCgPDw8988wzeuGFF1S2bFnVqFFD5cqVS+2Qners2bPau3evfv31V507d+7hfbb4+Hh5eHgob968Kl68uMqVK6fatWurTJkyqRrv3bt3tWvXLh09elTHjh3T1atXFRERoaioKGXLlk05c+ZUkSJFVKJEiYff57RyfyU2NlZBQUEP77edO3dO4eHhioqKSnPf6ZiYGO3du1dHjhzRsWPHFBoaqoiICN29e1dZs2ZVjhw59Pzzz6t48eKqWLGiatSooUKFCqV4XHO/lclViQwLC0v2d9bV1VXFixe3ObbknD171jDOuLg4s223b982jN/RsVti06ZNZtuovmybqKgo7d27V4cOHdLJkyd14cKFh8cENzc35ciRQ4ULF9ZLL72k6tWrq3bt2sqVK1dqhy0pfT3rkB6cix86dEiHDx/W0aNHFRISolu3bunOnTtyc3NT9uzZVahQIRUtWlTly5dXjRo1Uv07J0nnz5/X5s2bH94LunnzpqKjo5UzZ06VLFlSPXv2VKNGjVI7TLvat2+fjh8/brLNy8tLbdu2tcs4V65cMdtWoEABu4yRUlmymE6tSUxMtOp+u7lKzpb0MWPGDIWEhDyx3M/Pzy6/+9by8fHRvn37TLZt3rxZY8eOTRPPIgAAQNqWKdGoBA4AwCrTp0/XjBkzzLZ/8cUXateunVV9Dh8+XGvWrDHZ1rVrV3388cePLTty5IjmzZunX375RTExMVaNVbNmTQ0YMEDVq1e3aP0dO3ZowYIFOnjwoFXjuLi4qFmzZnrnnXdUqlQpq7Y1xejv/vHHH6tr166PLTt06JDmzJmjvXv3mk1eMCVv3rzq2LGj+vbt67QHxyEhIVq5cqXWrFmjGzduWL194cKF1bVrV7Vv396pD7v/+usvLVmyRFu2bDFMGjDFw8NDzZs3V8+ePVWyZEmLtzt48KDefvtta0O1mK+vr/z8/BzWf0qcOXNGixcv1k8//aTw8HCrtnV3d9cbb7yhLl26qEqVKimOxeiYZQ/Lly83fKvfETp16qRDhw6ZbGvfvr38/f0f/veJEyc0ceJE7d+/37DPHj16aOzYsTbHFB0drVWrVikgIEAnTpywatuCBQuqXbt26tmzp3Lnzm1zDEl++OEHjRgxwmRbv379NGrUqMeWnThxQrNnz9a2bdus+p3KmTOn3nzzTb3zzjt65plnUhTzo4wefvTv318jR46021j3799XYGCgVq5cqWPHjlm9vbu7u1q1aqXu3bvb5ffTUpGRkVq6dKkCAwN15swZq7evWLGiunXrJh8fH7u8VOPt7W32N7Ft27aaPHmyxX0Z/XY8++yzOnDgwBPLk861fv75Z8MH3v+VJ08e9e/fX127dnV4cuTOnTv11Vdf6Y8//rB622rVqsnX1/eJ34SaNWvq0qVLJrcJDg5O1aSyPXv2qHv37mbba9WqpcWLFzstno4dOyooKMhs+6pVq1SpUiWHxpDcdYkzf0/ZP6ZFR0erYsWKZiuhDx06VO+++65dxqpdu7YuXrz4xPIhQ4ZoyJAhdhmjbt26ZqcUbtGihb766ivD7W09tjv63HP37t3Jvuhr7blEaGioZs+ercDAQJMvlpjj5uam9u3ba9CgQXr22Wct3i4tSY3rRHNq1aql0NBQk23Nmzd/4hgaFhamefPmac2aNQoLC7N4HBcXFzVv3lxDhgyxS6X577//3mTFtSSWfGYfdfHiRdWuXdts+4QJE9S5c2erYjQSHBysWbNmacuWLVadRxUuXFjdunXT22+//dhLjUbXauXKldPatWtTHHNKWPM5S0xM1MaNGzV//nyrz+Fefvll9ejRQ2+99ZZ2YDgoAAAgAElEQVRTXyoLDg7Wd999p02bNunu3bsWb5clSxbVqFFDvXv3Vs2aNe0Si9HfevHixapVq9Zjy27evKn58+frhx9+sOp+m72/05YICQnR4sWL9b///c+qez6ZMmVSpUqV1L17dzVt2tTm5CFHJgwWKlRIe/bsMVznn3/+UcOGDc22G91vN/pcpJQlsTtSVFSUKleubPZccs+ePXZJZDO65yM9eNG1RIkSKR5HSv7e7qJFi1SnTp0U99WsWTN9/fXXjy0LCQnRnDlztHHjRqvOz9zd3dW8eXMNGjRIRYsWtXg7Ixn5WYf0INF68eLFWrt2rWHCqimvvfaaOnfurDfffNMuyddG1xLVq1fXsmXLHv73+fPnNWnSJG3bts1s8qkkNWzYUN9++22KY0tLunfvbvZ4N3jwYL333nt2GadChQqKiIgw2bZ3714999xzdhknJfz9/U1Woz527JhV36Pw8HBVrFjxieW9e/fWmDFjzG536tQptWzZ8omXc1599VWtX78+VYoL3Lx5U97e3ma/FwEBAapcubKTowIAAOlN6pVkBADY1aVLl9SnTx+99dZb2rp1q9XJy9KDmwBdunTRsGHDDB88nD59+uHNLWuTl6UHbxdv2LBBzZs315gxY2yK1VKPTqN35coV9enTR506ddKuXbusuqEnPXhg+c0336h+/foKDAy0d6iPuXLlikaPHq033nhD3377rU3Jy9KDqsMTJ05U9erVtXjxYsOpu+3h/Pnz8vX1VcuWLbV69WqrH0pLDyopr1q1Sj4+Pho2bJhVD4efNqGhoRo2bJiaNm2q5cuXW528LD1Intm4caM6deqkzp076+TJkw6I9Okwe/ZstW7dOtnk5ZTasGGDGjZsqHHjxlmdvCw9qJo/c+ZM1a5dWwsXLjS86Z5Sj35/IyMjNXz4cLVo0UIbN260+th/+/ZtLV68WA0aNNDChQsdfjyzp7i4OH3//feqW7euRo0aZVPysvT/E9d9fHw0YMAAs1PF2ktMTIzmzp2runXraurUqTYlL0sPEn6HDBmiZs2amUwITqv+ey50/fp1DRw48OG5ljVJN9KDc5JJkyapXr16+v333+0Z6kNhYWHq06ePevfubVPysiQdOHBAnTp1kp+f32MPjmz5jXEWc5VekjRr1sxJkTxQtmxZw3Zb9016xf4xzd3d3fDFUXudT5w4ccJk8rIkbd++3S5jXL582WzysiTVq1fPLuOkd9HR0fr888/VoEEDLV++3KrkGOnB7/KyZctUr149rVy50kFROkZ6vk5MSEjQ/PnzVbduXc2dO9fqcRMSEhQYGKjGjRsnm8ifkd2/f19jx459eC1g7XnUhQsX9Nlnn+mNN96w27ErLQkODlarVq3k6+tr0+/Q6dOn9cEHH8jHx8dshUR7unr1qkaMGKEWLVpo9erVViUvSw+uj3bt2vUwKf3cuXMOivSBRxM8ExMTtWDBAtWtW1dz5syx+n6bM7/TkZGRmjhxoho3bqzvvvvO6vPxxMREHT58WIMHD1aLFi2eunPQjG7nzp1mk5eLFSuWKlU404tH76VER0dr0qRJatiwoQICAqw+P4uOjtaaNWvUuHFjTZ482erfN2ul12cd0oNzgaTxZs2aZXXysvRglqnRo0erYcOGTn2BYO3atWrSpIm2bNni0PuoaVFwcLDZv7Wbm9sTCfW2io6ONpu87OLiYtdiFimRJ08ek8uTm/3zv8xdo5vrX3rwuz5mzJgnkpddXFz02WefpdrMaHny5FHp0qXNtv/0009OjAYAAKRXJDADQAawfft2NWnSRD///LNd+lu7dq06depk8sHcihUr1LJlS8OqZZZKTEzUihUr1LlzZ4c9fEy6qXfgwAE1bdrULn+jmzdvys/PT2PGjLH6xqAl1q5dq0aNGikgIMBu/d+7d08ff/yxevXqZXMydHLWr18vHx8fbdiwwS6JhQkJCQ9vDu7evdsOEWYsgYGBatq0qdauXWu3G6cHDhxQq1atNHPmzHSVHJoWjBs3zuEPKiIjIzVgwAD5+vqavclpjTt37ujTTz9V165dzd4gTqmkY3BwcLCaNWumNWvWpPizdffuXX366afq37+/7t+/b48wHers2bN666239NFHH+natWt263fr1q1q2rSpwx7YhISEqF27dvL397fb5+P06dPq0qWLJkyY4PCHevYQFRX18P/v3btXTZs21ebNm1Pc79WrV/X2229r27ZtKe7rUcHBwfLx8bHb+WBgYKDatGmjs2fPKjo6+rG/R1qTXKJn/fr1nRTJA6+99pphu6OTdNIa9o95Rom9R48etcv3zuhY89dff9mlKqHRS60uLi4WV8rLyC5evKjWrVvr22+/TfELvPfv39cHH3ygqVOn2ik6x0rP14nh4eHq0qWLJk6caHWC5n/FxcXpq6++0vDhw59IOsjokj7/y5YtS/G16+XLl9WvXz9NmjQpwyQQrVmzRm3atLFL4vHp06fVrl07rVq1yg6RmbZt2zY1btxYP/zwg132wcGDB+Xj46P169fbITrTkpI8IyIi1LVrV3322WdWJyn+l6O/00eOHFHTpk01f/58uxR+OHHihNq2bWuyaiTSpx07dphts8cMaxlZ0r2qS5cuqU2bNpo3b16K71HExsZq9uzZ6tChg0NfNk+Pzzok6e+//1br1q01derUFJ9TSQ9ejuvevbsmTJjgsJiTfPvttxo2bFi6uAfpCEbVpFu0aKH8+fPbZZyrV6+abcufP7+yZMlil3FSylzFeWtfQD58+LDJ5S+88ILZbb7//nv99ttvTyzv1q2bXn/9davGt7f/znTxKHvf/wQAABkTCcwAkM4tW7ZM/fv3T/GN9/86fvy4BgwY8NhN8okTJzqkYvKRI0c0aNAgh9xsunnzprZt26YePXro1q1bdu17xYoVGjJkiN3iTkhI0Icffqhhw4bZfX8m2bVrlzp06GDXJLrExESNHTtW7733nl1uQP5XWFiYevfu/diUbU+zpM+Jn5+fQz4nsbGx+vLLL/XOO++YreSCx3399ddaunSpQ8c4c+aMWrZsqa1bt9q97wMHDujNN980vFFsq5s3b+rYsWPq0KGDLl26ZNe+t2/fru7du6fpz+nu3bvVqlUrh1XbvX79unr16qUNGzbYtd89e/aoRYsWDqnelpiYqEWLFqlXr15pOiFWkuLj4xUdHa3169erd+/edn0IGRUVpXfffVfBwcF26e/3339Xx44d7fr7Lj1IZO/QoYOOHDli137t6datW4bV6IsVK2a3B2qWKleunCpWrGj2fx4eHk6NJzWxf4zVrVvXbFtMTIzZh5rWSO5hoT0qmRolMJcrV05eXl4pHiM9Cw4O1ptvvqlTp07Ztd9vvvkmTV8jpffrxNDQULVt29amWaeMrFmzJt0kn9vD2bNn1b59e50+fdqu/c6bN0/Dhw9P90nMCxYs0PDhw+16ny0mJkajRo3S4sWL7dZnki+++EL9+/e3qYq6kfv37+u9994zTJJKiXv37ik0NFTt2rWz+4xJjvhOL1myRJ06ddLly5ft2m98fLz8/f01btw4u/aL1GH0++Tt7e3ESNKfsLAwhYSEqG3btnafie7o0aPq2LGjrl+/btd+k6SnZx1JfvrpJ7Vu3dru5wKStGjRIg0cONBhL4etX79en3/+uUP6Tg9CQ0O1adMms+29e/e221hG96ULFixot3FSqkqVKiaTqZcvX27xdycxMdHky2YuLi6qVq2ayW2uXbumyZMnP7G8YMGCev/99y0a15GMEphDQ0PtUowFAABkbCQwA0A6tmvXLo0bN85hlVKPHDmiadOmSZL8/f01f/58h4wjSUFBQQ6ZevG3336Tr6+vw25ibdq0SRMmTEhxP4mJiRoyZIiWL19uh6iMnTt3Tn379lV0dHSK+0pMTNTo0aMd/uA8Pj5eY8eO1ffff+/QcdK6hIQEjRgxwimfk61bt6p3795pPsEwtf3+++8Onzb277//VufOnQ2nZk+pf//91yGVmENCQtSrVy+HvZRx+PBhDR06NE0mLmzdulV9+/Z1SMLOo+Lj4zVs2DCTFThssWfPHvXr189h+yzJ3r171bt3b7v8FjnSunXrHFZVLSYmRu+//36KE1YuXLigPn366Pbt23aK7HFhYWEaMGCAQ/q2h1OnThkeA8qXL+/EaB4oXLiwVq9ebfZ/o0ePdnpMqYX9Y6xgwYIqWbKk2fZ9+/alqP/Q0FDDBHLJPtWQDh06ZLbNKEn7afDvv/+qW7duDpsFx9/fXyEhIQ7pOyXS+3ViWFiYunXrpn///deu/SaZP3++fv31V4f0nZZcv35dPXr0sGmKeEusW7cuXf8dg4KCNHHiRIf1/8knn2jLli127W/OnDl268+Uzz//3CH3fS5cuKBu3brp7Nmzdu9bsu93esGCBRo/frxDZ6xZunTpU52QlxGEhIQYJriTwGwsIiJC3bp1c8iL/NKD+3j9+vVzSMXe9PKs49H+fH19HVp8YNu2bXr//fft/owsNDRUH374oV37TG8WLFhg9veoRo0aeuWVV+w2ltH3sUCBAnYbJ6Vy5MihypUrP7E8JCREs2fPtqiPJUuWmEzoN3r59+OPPzZ53+/jjz9W9uzZLRrXkcqVK2dYJdveL4UCAICMJ23MtwEAsIm5ZLZcuXKpQYMGKlu2rIoVKyZPT09JDyqgXb58Wb/++qt27dplUSWARYsWycPDw3CKwQoVKqhGjRoqU6aMvLy85O7ursjISIWHh+vPP/9UUFCQjh07luxYs2fPVvv27fX8888nu66lzN3MdXFxkbe398MbLXny5JG7u7vu3Lmjc+fO6fDhw9q+fbtFVWWWLFmiChUqqGXLljbH+fnnn2vjxo3JrpcnTx41aNBAFSpUUKFChZQ7d25FR0crIiJCZ86c0aFDh7R3795k3/b+888/NX36dI0cOdLmmCVp8uTJFk1N6uHhobp168rb21vFihVT7ty5lZCQoBs3bujcuXPas2ePDh48mOzN1/Hjx+uFF15QzZo1UxR3ejV27FitXbs22fXc3NxUp04dVatWTSVKlJCXl5cSExMVERGhf/75RwcOHNDu3buTTRw8dOiQBg4cqAULFsjFhffeTLF3Jb3/Cg0NVefOnZNNenF1dVXVqlVVv359FS5cWPnz51dUVJRu3Lihv/76Szt27Ei20snff/+tESNG2HVKWaOE6Ndff1116tRR6dKllT9/fmXLlk137tzR+fPn9dtvv2n79u0W/U5t27ZNc+bM0cCBA+0Wd0r9+eefGjp0aLLHtMyZM6tGjRry9vZWqVKllDt3brm6uio8PFxXrlxRUFCQdu3alez+j4mJ0dChQ7VlyxZlzZrV5rhPnDihfv36WZRUXK5cOdWuXVslS5ZUwYIF5ebmpvDwcF29elUHDhywKO6DBw9qzJgxmjJlis0xO9qHH35oMvkyc+bMqlWrlqpWrapXXnlFuXPnVmJiom7duqWQkBAdPnxYO3bsSPYlkJMnT+r7779Xz549bYovNjZWgwcPVlhYWLLr5s2bVy1btlStWrX08ssvK2/evMqUKZMiIyN19uxZHTt2TJs2bdIff/zxxLaOTmhPiXPnzhm2v/jii06KBKawf5JXr149s+cTKa0SaUlyclBQkCIjIx9eM1rr0qVLhi9Z1atXz6Z+Mwqj5MHXX39dtWvXVpkyZZQnTx5lzZpVERERunbtmn799Vf9/PPPySbW3Lt3T5MmTXJ4UqG10vt14oEDB8y2vfjii6pfv75ef/115c+fXx4eHrp9+7auX7+uo0ePaufOnckmlSckJGj8+PF2n0UjLUlISNDgwYMtqraWNWtW1a9fX1WrVlXx4sWVK1cuxcXFPbzPERQUpN27d5t86ctRL/Q7g7mZMzJlyqRKlSqpevXqKl26tPLkySMPDw/duXNHFy9e1JEjR7R9+/ZkZ95ITEzU+++/r1KlSqlIkSIpinXy5Mn67rvvkl2vUKFCatiwocqXL69nnnlGHh4eCgsL06VLl7Rnzx7t27cv2fPKTz75RK+++qrKlSuXopgfNX/+fLMvVKWl7/SKFSv02WefJbtevnz51KBBA1WpUkXPPPOMPD09H15DJl2LhYeHG/bx7bffqmzZsmrSpEmKYkbqMEoEK1y4sJ577jknRpP+xMfH68KFCybbXnrpJdWvX1+vvfaann32WWXPnl1RUVG6ePGifv/9d23fvt3sto/6/fffNWHCBIu+09ZIL886JGnnzp3y8/NL9jlFzpw5Va9ePdWsWVPPPvusvLy8dOvWLV2/fl1BQUHauXNnsufEGzZs0Ouvv64+ffqkKOZHpcWXBJ0pIiLC8Hzenn9ryfYKzLGxsbp9+7bu3LmjuLg4ZcuWTV5eXim6P5qcAQMGmLxemD59unLlyqWuXbua3TYwMNDsC2z9+/c3uXzHjh366aefnljeuHFjvfHGGxZG7VhZs2bVSy+9ZHamuUOHDqldu3ZOjgoAAKQnJDADQAaSN29eDRkyRO3bt5ebm5vZ9dq3b6/o6GitWbNG/v7+hg8PYmNjNX36dJNt1apV04gRI1S2bFmz2/v4+Eh6cNPu008/NZyCPD4+XosWLdJHH31kdp2UypQpk9q1aydfX18VKlTI5Dre3t7q0KGDoqKitGzZMs2cOTPZByzjxo1TtWrVbJoCe+/evckmDHp5eWn48OFq06aN3N3dTa7ToEEDDRgwQOfPn9eUKVOSfXCycOFCdenSxezfITm7du1KdnpPDw8PvfPOO+rWrZty5sxpdr0+ffrowoULmjFjhtasWWN2vfj4eL3//vvaunWrcuXK9Vhb1apVDavpHDx4UG+//bbZ9kWLFqlOnToG/5rUtX79+mQrL7u5ualHjx7q27ev8ubNa3KdWrVqqUePHgoPD9f8+fO1YMECw+qfu3bt0uTJky1Odp88ebLJ6cwkydfX1+znslChQtqzZ49FY6R1mTNnVs2aNdWwYUO9+uqrKly4sHLmzKnExETdv39f169fN6xIkCQuLk5DhgwxTOLNlCmTWrVqpZEjR+rZZ581uU6zZs00fPhw7du3TxMmTDBMZN6+fbsCAgLUoUOH5P+hNmrUqJGGDh1qtuJk5cqV1bZtW40fP17r1q3T5MmTk03OnDFjhho0aGBYxdJZoqOj5evrm2ziavv27fXuu+8aHoPfeustRUdHa8WKFZoyZYphxZoLFy5owYIFGjRokE1x3717V++++26yycsNGjTQsGHDDP/Wb775pqKjo7Vy5UrNmDHD8OH52rVrVadOHbVo0cKmuB3tv4kOLi4u6tixo959912z3zlJ6tq1q27evKkZM2ZoyZIlhmMsX77c5gTmb775Rn/++afhOm5ubnr33XfVp08fk+cQ+fLlU758+eTt7a1+/fopKChIn376qY4fP25TTM6WXIJssWLFnBQJTGH/JK9u3bpmk09PnDih8PBws1WYkmNJAnNcXJx27typVq1a2TSGUQLNM888o9KlS9vUr6WMzj0lafjw4WavL/Lly6egoCBHhWZW9erVNXr0aL366qtm12nTpo1iYmIUEBCgSZMmGVbw27Fjh65cuZJmKpOltetEe3nttdf0wQcfqGrVqmbXadGihT788ENt3LhR48aNM3yZ78SJEzp27JhdkzTTkm+//VaHDx82XMfV1VW9evXSgAEDzO63OnXqqE+fPoqIiNC8efOSvX5NzzJlyqQWLVpo6NCheuGFF0yuU7lyZbVp00bjxo3T+vXr9cUXXxheK927d0+jRo1K0SxOO3bsSPYliYIFC2rkyJGGyW5vv/22IiMjNXPmTC1ZssTsiwmxsbEaOnSoNm/ebPb+l7VMJS+nte/08ePH9fHHHxuu4+XlpSFDhqhz587KnDmzyXWSriHnz5+vOXPmGM4INHr0aHl7eytPnjyG45q71xYdHa1SpUqZ3c7X11d+fn6GfTtacveZatWqpdDQUJNtzZs314wZMxwRVooZVfw22icwz9vbW8OHD1fFihVNticl9I4ZM0bbtm3TxIkTk01kXrFihZo0aaJatWo5ImRJafNZh/SgIMP7779vWE0+W7Zs6t+/v/r162c22bR169aKj4/XypUr9eWXX+rmzZtm+5s8ebLq1q3r8JdkK1eurCZNmqhMmTIqWrSocubMKRcXF92/f19hYWEOq47tbEuXLjV7H/Kll15S7dq17Tqe0YtZjyYwnz17Vtu3b9dvv/2mU6dO6cKFCyZ/5/Pnz6/SpUurUqVKaty4sV0/F7Vq1ZK3t/cT15IJCQkaN26cNm/erC5duqhixYry8vJSZGSk/vjjDwUEBGjr1q0m+yxbtqwaNmz4xPJ79+5p3LhxTyzPkSOHyeWpqUyZMmYTmJO7LgAAAKCUHgBkEJUrV9amTZvUpUsXw+TlJO7u7nr77be1bt06wzeYzfH19dXSpUsNk5cfVbZsWX3//fdq1qyZ4XqrV6922JRiuXLl0nfffafPP//coqTdbNmyqW/fvvrf//6nEiVKGK5769Yts4neRmJjY5OdiqxixYrasmWLOnbsaNHDmyJFimjGjBkaMWJEsmMvXLjQqniT3L59W8OGDTOsdvTiiy8qMDBQgwYNMnwonaRw4cKaPHmyZsyYIQ8PD7PrXb9+XVOnTrUp7vTq/PnzyX5OChUqpNWrV2vUqFFmk5cflZQUv27dOrMPR5PMnTs3VZI70qP69etry5YtWrRokd5++22VLVtWefLkkaurq9zc3OTp6akSJUok+zeXpGnTpum3334z2541a1bNmTNH06ZNM0ykTFKjRg0FBgaqadOmhutNmTLFooos1nJzc9PUqVM1Z84cixKNXV1d1b59e23atMnsA6QkMTExmjRpkr1CTZFZs2YZVmnJnj27Fi1aJH9/f4t+i9zd3dWjRw+tXr062QdH3333nc0PSiZNmmSYaOjq6ip/f3/NmzfPov3n7u6u7t27KzAwUK+99prhup988olDpxO1l3z58mnFihX69NNPLfrO5cmTR+PHj9f48eMN1/vnn39sOsZeunQp2Reg8uTJo4CAAA0aNMjiBBBvb2+tWbNGXbp0sTqm1GBU+VVKW1ONPo3YP8mrWLGi2cS9xMREw0qwRiIiIix+SGhJorM5RgnMdevWVaZMmWzuO6NxdXXVJ598omXLlhkmLydxc3NT165dtWLFCmXLls3sevHx8RZVO3aGjHidmClTJg0ePFjr1683THRM4uLiohYtWmjdunXKly+f4bopSSpNyy5duqSZM2carpM3b16tWLFCI0eOtCjpPHfu3BZfv6ZHOXPm1Ny5czV9+nSL/n2urq566623tHHjxmTvyx08eNCwGryRq1evavjw4Ybf6dq1a2vr1q0WVer09PTUmDFjtGTJEuXIkcPseiEhIVqwYIFNMScnLX6n7927p3fffdcwOf+1117T5s2b1a1bN7PJy0nc3d01aNAg/fDDD4bXLbdu3Xrq7q9lFCdPnjTbxguC1nFxcdGoUaO0YsWKZO89Ja3fuHFjbdy4UY0aNUp2/c8++yzZCsS2SovPOqQHSZx+fn6GL308//zz+vHHH+Xr65tspdzMmTOrc+fO2rBhg2ESamxsrCZMmGBTzJaoWLGi1q9fr4CAAPXs2VOVKlVSvnz55O7uLldXV+XMmVNFixbVSy+95LAYnCU6OtrwZfxevXrZ/TrvypUrZtvy5s2rgIAANWnSRG+88Yb8/f21detWhYSEmJ1h4fr169q1a5emTp2qRo0aqXXr1tqyZYvdZu/48ssvzZ4XHDhwQIMGDVLVqlVVsmRJVa5cWb179zabvJw7d2599dVXZse5dOnSE8uHDRuW5u6nlClTxmzbhQsX0vTsbgAAIPWRwAwAGUCFChW0aNEim96IL1GihL7++mu5urpavM2QIUPk5+cnFxfrfkbc3Nz0+eefG05deefOHcMqzbby8vLS8uXLbap4UKxYMa1YsSLZG8CrV6+2aAq5R23cuNEwsaNs2bJavHhxsg9JTBkwYIA6depkuM6GDRtsumkzZ84cwyo/L774ogICAlS8eHGr+27evLnmzJlj+JkMCAgwWyElI/L39zdM7nvhhRe0atUqw5tE5pQqVUqrVq0yvAGcmJio0aNHZ9hKV/YyfPhwzZ8/36bP/X+dO3fO8IFt1qxZtWTJEpOVGYy4ublp5syZaty4sdl1wsLCtHTpUqv6tWTcBQsWqE2bNlZvmz9/fi1evDjZB0m7d+9O9UT7u3fvavHixWbbXV1d9d1339lU7b1UqVKaOXOmYfXusLAw7du3z+q+//77bwUEBJhtz5w5s7755hu1b9/e6r4LFSqk5cuX65VXXjG7TlhYmOHfLS147rnntG7dOlWuXNnqbbt16/ZwRgpzfvnlF6v7/frrrw0rcnp4eFj1stmjkpLs+vXrZ/W2zpbcCxeWvNQDx2H/JC9z5syG1yi2HNelB1M2G1U8e9Tu3bttPs87dOiQ2ba6deva1GdG5Obmpnnz5tn0ckjZsmU1evRow3V27dpla2h2ldGuEzNlyqRJkybpvffes/r+xwsvvKAvvvjCcJ20st/s7csvvzQ8R/H09NT333+vChUqWN130vVrcolX6UmOHDm0ZMkSNWjQwOptn3nmGS1ZsiTZiqvTpk2zKbYpU6YYJqA1btxY8+bNU/bs2a3qt0qVKlqyZIlhAYZ58+bZ/SXHtPqdnjt3ruFLsBUrVtTy5cutvu9bsmRJBQQEGL4ksHr16qfq/lpGEB8fr7///ttse0Y6PjpapkyZNGXKFPXr18/qZMwcOXLom2++UZMmTQzXO336tAIDA1MSpklp9VmH9GCmLaPnO8WKFdMPP/xg9flggQIFFBAQYPhsac+ePQ55tpT0UuHrr79u977TotWrV5s9p8+bN69at25t9zGNKjCPHj1ao3IYkV8AACAASURBVEePNpxVMDl//PGH3nnnHXXq1MlwFk9LFSxYULNnzzZ8IcsSHh4e+vrrr01+rv/66y999913TywvW7Zsmiw6YPSdTkxM1JkzZ5wYDQAASG9IYAaAdM7T01MzZ840rESUnPLly1s8ZXCtWrU0ZMgQm8fKnj273nnnHcN1jKbBs0XmzJk1c+bMFE2hly9fPs2dO9ewIkBcXJyWLVtmVb+rV68225ZUrTQl+/aDDz5Q7ty5zbZfv35dp06dsqrPa9euadGiRWbbs2bNqrlz59o81bUk1axZU2PGjDHbHhsbm2aqjDlaUFCQNm/ebLY9R44cWrBggU2V1JPkz59fCxYsMNxn586dM/y8Pu18fX2TPbZZw9/f37CS7rhx41SpUiWb+nZxcdGkSZMMKzEZTelri88++0w1atSweXsPDw/Nnj072Zc5UjsJdsuWLYbJegMHDrSooo853t7eateuneE6tiS6TZkyxbAikJ+fn9544w2r+02SdJwyqrK4YsUKu1VBsbekpBJLKhqZk9y5059//mlVfzdv3tS6desM15kwYUKKpw8eOXKkTck0zpRcYounp6eTIoEp7B/LGCX67t+/36Y+zVV3MuXOnTs2VXoODQ01m9Tg6uqqmjVrWt1nRjVlypQUTbPcsWNHwwpbwcHBFiesO0pGvE4cPny4TS9wJalbt67KlStntv369euG1ebSoytXruh///uf4TpTp07Vyy+/bPMY+fPn19y5cy2q4J0eTJs2zaYXzpLkzJlTs2bNMpxt48yZM1ZfJ/z111+G55slSpTQlClTrCqI8Khy5coZniPfunVLP/zwg019m5MWv9NXr17V/PnzzbbnzZtXX3/9tc0JUkWKFDGsSBoXF5fq19Gwzr///qvo6Giz7fZ4qf5p4evrm6JEzMyZM1v0m2YqATEl0vKzjqioKMOXZrJmzapvvvlGzzzzjFX9JvHy8tLUqVMNK9Hbu4J/27Zt9fHHHxsWFMhIEhISDP+GnTt3tniGL2sY/X7as6hKUFCQWrVqZfi8xVIVK1bUunXrVLRoUZu2L1iwoFatWqXq1as/0RYfH6/Ro0c/cb82S5YsmjhxotUvYjlDcn+HlCSgAwCAjC/tnd0AAKwyZMiQFCUuJunevXuy62TOnFnjxo1L8VgtW7Y0nALX3m/J9+zZ0+RNAGuVKFFCffv2NVxnzZo1Fk8Ld//+fcN/6xtvvJHim87Zs2fX22+/bbiOtUlTAQEBhtWUBgwYYPNNm0d16dLFcGrlDRs2pHiM9GD27NmG7X5+fnZ5OFG4cGGNGjXKcJ1Zs2alemJEWlSxYkX5+vrarb/g4GDDqdwbNWqkDh06pGiM3Llza8SIEWbbr1+/rr1796ZojCRNmjRR27ZtU9xPvnz5NHz4cMN1tm3bpvDw8BSPZSujpAA3NzeLfmuTk9zvkLXH9NDQUG3fvt1se/HixZMd0xIFCxY0/J5cvHhRR48eTfE4jvDpp5+m+Dj74osvqnz58mbbrd1v69atM3xoXa1aNZsqnv9XUpU6S6Z2Ty3JJcg64sEaLMf+sUydOnXMPoAMCQmxujJidHS09uzZY7LNXJKC0bmHOQcPHjTbVrly5RRXo8ooOnXqpObNm6eojyxZshgm2Ny/fz/VHwhntOvE2rVrq3///inuJ7mXz/74448Uj5GWLF++3PCasXnz5nZ5OapYsWKGyezpRfv/Y+++w6K42r+BfxekLL0jakQpgopgVxDFhhp7wxrsLSqWaGKJjwWjURPFXmJii8YWWwIWsKOCqIliAbGCBZEqItL3/cMXf0Z2zmyZXZbl/lxXrut55h7mHLfMzsy5z30GDFBqomApR0dHjBgxgrnPvn375DrmunXrOJdl19HRwZo1a+SuvPy58ePHM88Lhw8fVur4n9LU7zRfpelly5YxJx/Lonv37vD29uaMHzt2TOZnmaT88RWioArMsvH09ERQUJDSxxGLxbzjJbdv30ZcXJzSbZXS1LEO4MP1ICsRddasWcwVumTRpEkT9O3blzN+9uxZvHnzRqk2Sjk6OiI4OFiQY1UUJ0+e5FwVwMDAQGWVf1NTU1VyXGnevXuHyZMnC1KsxdnZGX///TemT58u8+Q6Q0NDjBs3DsePH0e9evWk7rNz507cuXOnzPZRo0YpXaxAVapWrcqcFFHe96uEEEII0WyUwEwIIRWYiYkJb3KqrOrXrw8rKyvmPj4+PoIkSorFYs4bc+BDEpOQJk+eLNixJkyYwEwYz8jIYC6j/Knnz58zZ48rU630U35+fsy4PEvBlZSUMCtaVatWTZABIeDDgBirou2TJ0+0fpnLxMREXLx4kTPu7u6OYcOGCdZe//790bx5c854cnIyzp07J1h72mLevHmCVj3Ys2cPZ0xHRwczZswQpJ3u3bszB0LDwsIEaUfIc3D//v2ZyzUWFRUplIAlFNYShB4eHsyK+LKqXbs2HB0dOePyLu954MABzsQE4MPnm7W0szwCAwOZ1Va5ku3Kk7e3N3r27CnIsVjV2rKzszmX55SG7/upzGoZn7OxscGgQYMEO57Q3r9/z4wL9fkliqH3RzbW1tZo0KABZ1zeqpmXLl2SmgxlZ2fH+X0+c+aM3JXwWQnMrKrSlYmlpSVmzZolyLFYE2GADxUZy4u23Sfq6+tj0aJFci8nL40mv2+q8Pfff3PGdHV1MX36dMHaCggIgKurq2DHUzexWCzYvR0AfP3118wK5+fOnWNOgPtUSkoKzp49yxnv2rUr87merHR0dJiJ17GxsXLf30ijqd/p/Px8ZpJ2o0aNBFsNZfTo0Zyx1NRUxMTECNIOUT3Wc3NTU1ONnnyqSSZOnCjYszxvb2906dKFuY8Q1V5LaepYB/BhIhOXatWqYfDgwXL1j8uoUaM4YwUFBXKtRsPy7bffMgvxaKNffvmFM9a7d2/e1fEUkZ2dzTv5WWglJSWYM2eOIM+RjY2NERQUhMjISISEhKBPnz5wc3ODtbU19PT0YGlpCRcXF3Tt2hXLli3DxYsXMXv2bM7z9cuXLxESElJm+xdffCHo8z6hiUQi1KxZkzMuxDUdIYQQQrQXJTATQkgFZmhoKGjVMtagOQB069ZNsLZYs4QzMjIEawcQtrKbWCxGYGAgcx/WIM+nDA0NMWLECM7/+AZFZOXl5cUcpMnKypL5WNevX2cOBvfr10/Q17t9+/bMij7aVq3qc/v27WMmkkyZMkXQ5etEIhGzKi8AwZdwrejq1q2r1HK/n8vNzcVff/3FGe/SpYtgg/R6enrMSn7yJktxEfKcIBKJMGbMGOY+sp6DVaFjx46c5/SAgADB2mF95uQ5pwNgLvFdvXp13kkw8tDX10fnzp054/JWIVYHvkp28nBzc2PG3759K9NxMjMzcevWLc64q6srczKKIjS5Si4rAR+AIIkqRHH0/siOlfAr728y1yBshw4dOJMrUlJS5L62ZiUztG/fXq5jaavevXszJ+/IQ6jfEVXQtvvEtm3bMieMycPV1ZV5rivP901ocXFxnBX7gA8VcGvXri1YeyKRiHcivibz8/ODra2tYMczMzNjVnvPzc3FlStXZDrW/v37mZW0hUye69u3L/T09DjjQtyXaup3OiwsjHn/JuTr3K5dO9jZ2XHGhbr/J6qXkpLCGRNi0nRlIfQ97rhx45hxIZ9VaepYR0xMDB4+fMgZHz9+vGATWN3c3JiTxIU4p5mbm/MmpmubqKgozutokUjETBxXBuu89nkfvL29MXfuXPzxxx+4dOkSbt26hfv37yM6OhqhoaH48ccf4e/vL1PieUlJCWbMmCHYhEIzMzP06tULK1euxIkTJ3Dt2jXcv38fN27cQHh4ONavX48BAwbwJoEvXLgQ7969K7M9ODhY4xPqra2tOWOyvs+EEEIIqZyEy3ghhBBS4fHdOPMlOMuDVRUmJycHhYWFzAGM8tSzZ0/89NNPnIml169fl+k4NWrUwPz584XsmlT6+vowMTHhHERhLfP7Ob6Hf7169ZKrb3wMDQ3h6emJqKgoqXFWtVNtwHpAbG5ujnbt2gneZuPGjeHq6ooHDx5IjV+6dAn5+fkancymTkK/DleuXEFOTg5nXKhKsKV8fHywZcsWqbGUlBQkJiYKNtArlI4dO8LExITzdbpx44aae/R/Jk2apJZ2WIka8pzTk5KSkJSUxBnv2bOn4MmFLVq04Fyi8dGjR4K2JQQhq8PyVcKSNdkhJiaGObmFlbhCCNFc7dq1w5o1a6TGuK6FpSkpKcGZM2ekxjp16oSmTZvCxsYGaWlpZeIREREyT8x68eIFZwXAmjVrCrJyjzbQxN8RVdC2+0Qh37cqVarA2NiY89pVmxKY+T4HrMmTlZGQk5FLde3aFb///jtn/Pr16zI9R2BVI6xbty7q1KmjUP+kMTExgaenJ+d9XExMjNKrgWjqd5pVIdTS0hKtW7eWu39cRCIRWrZsyTlhmiowVxysBDCqvlx+GjZsCEdHR86JPPHx8cjJyYGJiYmae8ZPqLEO1jlNV1dX0OI4wIdnmjdv3pQau3btmtLH19PTE3TFvYqAVX25TZs2Klv5QpbE1m7dumHWrFmoUaOG1LidnR3s7OxQr149DBw4EK9fv8bKlStx6NAh5sTqnJwczJkzB3/88YdGTLA+ceIETp8+XWZ7jx49BC0yoSqsBObU1FQ19oQQQgghFU3luvImhBDCxPeQ08XFRbC2TE1NmfE3b94I1pbQqlWrhqZNm3LG7927J/OynOrCer3lWSqaNSDp5uamkkQF1jG1+aHHy5cvOZOIgQ8Dk6pKIh4wYABn7P3794I8BCbSRUZGcsaMjIzQpk0bQdtr2rQpc+D83r17grYnBENDQ/j7+3PG09PTmUm52kAd53QA+PLLL2U+lqycnZ05Y9KS6bQJ37WPrMkOrOrLAAQ/TxBC1KNBgwacE0rT0tIQHx8v03H++ecfpKenl9luYmICb29v6OjocP6OShso5RIdHc0ZU8UkOyLc74gq0H0iG+u906YEZlaCk46OjqDJmES6Zs2aMRNHuBK9PpWens68D2StqKKoFi1acMY08Z5UiO90cXEx87e0Q4cOgie5t2zZkjMm63UGKX9UgVlzsYoOFBcXa+xKgkKNdVy6dIkz1rx5c8FXTWD9diQnJyMzM1PQ9rRdfHw8Lly4wBkfPXq0ytp2dXXFN998A29v7zLjHUZGRtiwYQPWrVvHmbwsjZ2dHZYvX47t27czV24BPqwsdOLECYX6LqS3b98iODi4zHYzMzPMmzevHHokP1bhqrS0NN5VugghhBBSeVECMyGEkI/4Kh4LWRGZb/a6PAlY5aFJkyacsaKiIsGWnRKKELPHS0pKcOfOHc64h4eH0m1Is2DBAsTFxUn9r6I8uFEEayALYC8zriy+Y/MlzxHFsZb0bdy4MQwNDQVtTywWw97enjPOWvqxPLHOwQCYyf/aQKiKIKzBMz09Pd6l6hXh6enJeU6XtapPRcV37VNYWCjTcVifb319fdStW1eufhFCNINIJGJWVGJdI3yKq2pm27ZtP1ag5FoKOSEhQeb7GNa1qiqvUyszvt+RgoICNfXkv+g+kR/rvZP1978iYCVAurq6UmKdGujo6KBevXqc8YSEBN5jREVFMZ/JtWrVSqG+sdSqVYsz9vTpUxQXFwvepjKE+E7fvn0b2dnZnHF1v845OTl4+fKl4G0S4WVkZHDG6DxbvvieVWnqMzZA+bGO1NRU5m+Mj4+Pol3jVLt2bWZc258NCo1Vfdnd3R2+vr4qa9ve3h6TJ0/Gnj17cPPmTezZswdBQUHw8/PDwYMHlSqw0Lp1a+zevZu3+vnatWsVbkMoP/30k9RJKrNnz4atrW059Eh+rATmoqIimlhACCGEEE6UwEwIIYQogDUgBCi/ZK0mev78OXNQ3N3dXSXtVqlSBQYGBlL/U8WSq5qCb2CR7zOoDCcnJ+ZDPVaCAlFcfn4+c0BAVd8xBwcHztizZ89U0qay+D7/T548UVNPKjbWb5Wzs7OgE5dKiUQiznO6qqrKaxvW59vFxUXQJbIJIerFqlysbALzp1WXW7Zsybn6jqxVmLkSmMViMbPCI9E+dJ9IACAvLw/Pnz/njKsqkZ2UxVrePT09nXfFs/v373PGRCKRSiY5su5JCwoK8OrVK8HbLG+s1xlQzbmT9ToDYH6HiebIy8vjjPGtrkhUqyKPFyjb9/I4p9nb2zMnlNA5TXYvX75EWFgYZ3zUqFFq64uBgQG8vb0xffp0bN++XZBJ+l5eXli8eDFzn4SEBFy9elXpthR18+ZN/PHHH2W2N23aFAMHDiyHHimGr/jK+/fv1dQTQgghhFQ0lMBMCCGEKIDvoZ42Dq7wJQSqYhCrMmNV5TA3N0f16tVV1rZIJGIOMFNyqGrwVZZSVfKHnZ0dZywtLU0lbSrLzc2NOUiRnJysxt5UXKzvMp3TNdfr1685Y46OjmrsiWao6Kt6aDt6f+Tj6+vLmXgZExODoqIi5t8/ePBA6mQofX39/1RF1tPTQ/v27aUegysB+lMvXrzAixcvpMakLftLtBvdJxLgQ+ILa0loviqJRDh16tRhxvnulR49esQZq1GjBm8FQ0Ww7kkBzb0vVQbrddbX14eTk5PgbVbG11kbsRKY6RqsfNnY2DCrpGryeIGyYx18Cc6qeKapp6fHrPZK5zTZbdu2jXMFAVtbW/Ts2VPNPRJer1690L17d+Y+hw8fVlNv/quoqAhz584tcy2tr6+PJUuWMFfie/XqFfbs2YPx48fD398fjRs3hru7O1q2bInu3btjzpw5OHHiBN69e6fqf8bHPrPk5+erpR+EEEIIqXioHAUhhBCigKpVqzLj6enpgraXlpaGW7du4c6dO3j69CmePXuG9PR0ZGVlIS8vD4WFhczBQiGwEqYAwNraWqXtVzZJSUmcMVZFJaHUrl2bs7KeJj9wr8j4lmOcOXMmZs6cqZ7O/H+spUnLk1gshoWFBWf/hD4HCy0/Px/37t3DrVu38PDhQyQmJiI1NRUZGRnIzc1FQUEBb5KaskpKSpiDOXRO10z5+fnIycnhjPNdn2gjvkH6d+/eqSTRhsiG3h/5mJmZoXHjxoiJiSkTy8nJwa1bt5jLO4eHh0vd3rJlS5iamv5nW+fOnXHkyJEy+/7zzz/IyMiAlZUVZztRUVGcMVYVaaKd6D6RAPxJQjVq1FBTT4i9vT0zznevxLovffbsmUoSa/lo6n2pMlivc0FBQblM/tD0+2jyASuBmW/yIFG9qlWrIjU1VWpMk79jyo518D3TbN26tbxdUpo2/naoQnZ2Nvbv388ZDwwM1JqVvoKCghAWFsY5kfrChQtq7tEHv/76K+Lj48tsHz9+POc4UGpqKtauXYsDBw5ITT5//fo1Xr9+jXv37mH//v2wsrLC119/ja+++kqlk134Pius3zBCCCGEVG6UwEwIIYQowMjICLq6upzVUvmW5JTFy5cvcfjwYYSHh+Pu3bvlXqEuNzeXGafkE2FlZ2dzxljVJYTyeZLLp7Kzs5Gfn0+VXQSWlZVV3l0oQ5MfKpqYmHAORghxDhZafn4+wsPDERoaisuXL/OeU1WNr31jY2M19YTIg69iijp+HzQN329RTk4OXaOUI3p/5NeuXTupCcwAcPnyZWYCM1f1ZH9//zLb2rRpAyMjozK/B8XFxThz5gwCAgI422EtrftppWdSOdB9IgH4r79ZkyKIsIyMjJhxvvtOTbyX0sblxun+nyiqoKCAM0YJzOWPdd2jiefXUsqOdWjiOU0bfztU4ffff+d81mRoaIihQ4equUeq4+rqijZt2nAmKr9+/RqPHj2Cs7Oz2vqUlJSEtWvXltleq1YtTJw4UerfXL16FV9//bVc37uMjAwsWbIEx44dwy+//KKyAghUgZkQQgghiqK7WUIIIURBrOQuZW7EHz58iClTpqBNmzZYtWoV7ty5U+7JywB/0hQNTAuLlQigjtealcAM0ENgVVDXUm7y0OSHiqzvAWtAT91yc3OxefNmtGrVClOnTkVERES5Jy+X9ouF7xxAygffZ5svYUUb8f2bNfHcWpnQ+yM/VgLwlStXOGMpKSm4fft2me0ikUhqArOhoSHatGkj9VinT59m9pFrlY46deqgevXqzL8l2ofuEwnAn/hoZmampp4Qvu8c3/Uka7WP8qJJ93dC0cRrIG18nbWRSCRSKEbUg/UsRZOfsQHKjXXQOa1iys/Px86dOznjffv21bqJ8tLujT919+5dNfXkg/nz50u9jl6yZInUCeHHjx/HsGHDFJ40cOfOHfTu3RuPHz9W6O/58E2kUfWKg4QQQgipuCiBmRBCCFEQ66GeIg/ICgsL8fPPP6Nbt24IDQ1FSUmJMt0TnLSlqD4lFovV1JPKgZVcqI7KqHzJi1SZR3iamBTOVXlFE7CS4jRlkCIyMhKdO3fGihUrNG7pSr5zuqGhoZp6QuTBd22gp6enpp5oDltbW2ZcE5NwKhN6f+Tn5uaGatWqSY3dvHmT83ohIiJC6qRHLy8v2NnZSf2bLl26SN1+6dIlzmu9Z8+e4cWLF1Jj7dq1k7qdaDe6TyQA/+dAW5Yerwj4Jg/xJaHRfal6aMKk1s9RUlHFwFrhhO9cTFSvIjyr4qLMWAed0yqmw4cPIy0tTWpMJBJh1KhRau6R6jVt2pQZf/TokZp6Ahw7dgwXL14ss71fv37w9vYus/3u3buYOXOm0uf6169fY/z48Xj79q1Sx5GG75qNVvQkhBBCCBdKYCaEEEIUxHoIJm/ycXp6OoYMGYKNGzdq7MNmvioeVOVDWKzXUx1JAHyDlto4gFjeNPG7rwnV37mwPoOaMAFk/fr1GDFiBGeSl6ajc7pm4kv+qYznZq7EzFIpKSlq6gmRht4fxXBVYS4oKEBMTIzUWEREhNTtrApT7dq1k3peef/+PS5duiT1b7iqL5cej1Q+dJ9IAP73WVdXV009IXzXg3z3SpqY8KXJ96WKoteZKIqV/KWJn6vKRsjxAnVTpu/02at4SkpK8Ouvv3LG27VrBycnJzX2SD1cXV2ZEw2Sk5PV0o83b97ghx9+KLPdysoKc+bMKbO9oKAAkyZN4pxo3KVLF2zbtg3Xrl1DfHw8rly5gpCQEDRq1Ejq/o8ePcKiRYuU+0dIwTeZgQpmEEIIIYRLlfLuACGEEFJRsZIN5ZlJnJmZiaFDhyIhIYF3X2NjY7Ro0QKNGzeGo6MjHB0dYW1tDbFYDLFYzNlu69atlU6i40uaysvLoxnUAjIwMOB84KOOZfn4KiLyVXUi8qNBffmwzsHlXeFtxYoV2Lx5M+9+IpEI9evXh7e3N5ycnODo6Ijq1at/PKeLxWKpS++tXr0aa9euVaqPspzTiebh+52tjNVsa9SowYzHx8ejU6dOauoN+Ry9P4pp164d/vjjD6mxK1euwM/P7z/b3r59i6tXr0rdn/X6mpqawsfHB+fPny8TCw8PR8eOHcts52rHzMwMjRs35myLaC+6TyQA/+dAEyszaitlq2Hr6OhofJKdNqD7f6IoqsCs2TT5WRUfZcY6pD27IpotPDwcT5484YyPHj1ajb1RH5FIBEtLS85rU66K1EL78ccfkZ6eXmb73LlzYWVlVWb7vn37kJSUVGa7vr4+Vq9eXWZ1papVq6JXr17o2bMn1q1bh9WrV5f526NHj2LixImCJqrzFcWhBGZCCCGEcKEEZkIIIUQBEokE2dnZnHFZH0iWlJRg6tSpvMnLzZo1w7hx49CmTZtyWx6e7+FCTk4OzM3N1dQb7ScWizkfpKliea/P8SXBsZYVJIrhGwzYunUrbyKY0MrrfCOLrKwszlh5JskcOXKEN3nZ1tYWw4cPx6BBg6Q+lFYHvnO6OiZKEPmZmJhAT0+Pc2CxMiYwu7m5MeNxcXFq6gmRht4fxfj4+MDAwAD5+fllYpcvXy6z7fz581KXdXZycoKzszOzrc6dO0tNYD537hxKSkrKJCNwJTC3bt0aVarQY8bKiO4TCUDXlpqE9awK4L9XMjAw4Ew+8fPzw+zZsxXum6IcHBzU3qaqsd4Hd3d3hISEqLE3H1hbW6u9TSI/1vmWL3GMqN6bN284Y5o8oUvZsQ7Wv83Kygp79uxRuG+KoutPtq1bt3LGSostaCsLCwvOYj/S7sGFFhMTg4MHD5bZ7u3tjb59+5bZLpFIsGXLFqnHWrZsWZnk5U+JRCJMmTIFqampZb6HJSUl+OWXX7Bs2TI5/wXc+ApiUAIzIYQQQrjQyAIhhBCigMzMTGZFGjMzM5mOs3fvXs7lmYEPiUrLli1D165d5e6j0Pge+lXGpClVsra2ljoLH+AfkBRCZmYmZ0xfX1/jq4ZURGKxmBm3srLiTQSrTFifUVnPwUJLS0vDggULmPsEBARg0aJF5f7A1tjYGFWqVOFc5pPO6ZpJJBLB2toar169khpXx++DpnF3d2fG4+Pj1dST/5Oeno4NGzZwxl1cXDBkyBA19qj80PujGLFYjBYtWuDixYtlYnFxccjIyPjPBJiIiAipx/H39+dty9/fH/PmzUNxcfF/tqenp+PGjRto1qzZx21JSUmcA73t2rXjbYtoJ7pPJABgaWnJjNPnQH1YyXMA/72SkZERZxKkRCKhe1KBsO7/CwoK6HUmnKysrDirprImehP1yMjI4IyV17MqWSg71sFaqS8nJ4fOaRomJiYG//77L2dcW6svl2I9k5U2MVhIBQUFmDdvHiQSyX+2GxgY4IcffpD6N/Hx8UhOTi6z3dvbG71795ap3dmzZyM0NLTMdaK0yczK4Ft1xcLCQtD2CCGEEKI9KIGZEEIIUcCzZ8+YcVtbW95j5OfnY82aNZxxIyMjHDhwgDfxQ13s7OyYcXpILiwHBwfOytx8nz8hsBKKatasqfL2KyP6jskuPT2dWcXNxsZGjb35S+6F9wAAIABJREFUPxs3bmQmZwQFBWH69Olq7BE3HR0d2NraSn0ADrATxEn5cnBw4ExgfvDggZp7U/6sra1Rs2ZNqUtpAh8SLlNTU2W6NhNKbGwsduzYwRkfPHiw2vpS3uj9UVzbtm2lJjBLJBJER0d/nOBYWFjIOejYqVMn3nasrKzQvHlzREVFlYmdPn36PwnM0dHRUo8hEonQpk0b3raIdqJrWALwPwNJSUlRU0/Iy5cvmXG+98rW1pZzMjV9n4XDOnfyJaGTyo0+O5rt+fPnnDF13vPIS9mxDtbnsqCgAO/fv+ct3EDUh6uaLwBUrVoV3bp1U2Nv1I+1uqWqi7Zs3rwZDx8+LLN98uTJqF27ttS/kbYKEwAMHTpU5naNjY3Rp0+fMs9CXr9+jQcPHsDV1VXmY7GwVgKwtLTU6Er0hBBCCClfOvy7EEIIIeRzXJUuSlWtWpX3GKdOnUJaWhpnfP78+RqTvAwA1atXZ8a5km2JYrgeWAEfPn+sB23KKigowOPHjznjTk5OKmu7MuNbFpdvILoyYX0+AdnOwULLz8/HoUOHOOMtWrTA1KlT1dgjftWqVeOMVcZE2IqCdQ6+f/9+mSoulUGrVq04YxKJBCdOnFBjb4C7d+8y487OzmrqiWag90cxrIrGnw5gRkVFSZ08Y2dnh4YNG8rUVufOnaVu/7yy89WrV6Xu5+npWW6Th0j5o/tEAny4/tbT0+OMl0fF/coqMTGRGee7V2Ldl9I9qXBYr3NmZiZvBUNSebESRWmSQflKTk5mfnft7e3V2Bv5KDvWQc80K46EhARm1d3AwEDmNZ02YK1epsoV8x4/foyNGzeW2e7q6opx48Zx/h3X97NFixZytc+1v5DPgFmvLd/EV0IIIYRUbpTATAghhCggNjaWGZcl8eH06dOcMRsbG/Tt21fufqlSzZo1mcvB0YCksOrVq8cZk0gkvMk3ykhISEBRURFn3MXFRWVtV2ZOTk7Q0eG+PL927Zoae6PZbt++zYyXR/JZdHQ0c2LBmDFjmO9veWAt4ZmQkIDi4mI19obIivW+5eTk4OnTp+rrjIZo3bo1M/7333+rqScf8J2vvby81NQTzUDvj2IcHR05J7RduXLl4/8ODw+Xuk+HDh0gEolkaqtTp05S93369Ol/BjO5Epjbtm0rUztEO9F9IgEAPT091KpVizNOnwP1uXfvHmfM0tISVlZWzL9n3e+npaXxJrkR2bDuWUtKSnDjxg019oZUJKwEsNTUVMHbk/V6kvA/q9Lk56nKjnXwxemZpubYunUr58R3IyMjDBkyRG19uXnzJlauXCn1P1aRCGUUFhYiIyODM67KSunz5s1DQUHBf7aJRCIsWbKEmTQurb8mJiawtraWq/0aNWpI3S7kKnysKvSaPImDEEIIIeVPs0bQCSGEkAqC9dCNb+Cu1L///ssZ69ChA6pUqaJI11RGR0eHmTR1584dNfZG+/FVzLt06ZLK2j5z5gwzLu/sfiIbExMTZuVtetj/f2JiYpjxOnXqqKkn/4d1TjcwMNDI5C7WRIm8vDw8evRIjb0hsmrSpAkzzpogpa3atm0LExMTzvg///yDFy9eqKUvubm5zHOUgYEBGjRooJa+aAp6fxTH9duRmJiI58+fQyKRcF63derUSeZ2qlatypm4XVqFOTExkbNyGqtaNNF+dJ9ISrGuLePj45GXl6fG3lROhYWFzO+cLPdJfL+DfPdiRDaenp7MON3/Ey6slQ9ycnIETUQDALFYzIy/f/9e0PYqMr7zo6urq5p6Ij9lxzrot6NiePXqFf766y/OeP/+/WFubq62/iQnJ2PDhg1S/1uzZo1K2oyLiyuTRPwpvmriijp48CCio6PLbB80aBCaNm3K/FtpVY1NTU3l7oOZmZnU7UJW72clMPOt3EMIIYSQyo0SmAkhhBA5paSkMCvaeHh4wMDAgHmM/Px85tJpXLOhyxsrcfXOnTsqST7ZvHkzunXrJvW/gwcPCt6epnBxcUG1atU444cPH0ZJSYlK2j527BhnzMDAAM2bN1dJuwTM1zY5OZmZJFtZ5Ofn/6fy5OdsbW3xxRdfqLFHH7AqkVWtWhW6urpq7I1sWrZsyYyfOnVK8DYfPnzIeU6fMGGC4O1pIw8PDxgbG3PG1V3NVhMYGhqiS5cunHGJRILNmzerpS/nzp1Dfn4+Z9zHxwf6+vpq6YumoPdHcazE4MuXLyM2NhYpKSllYiYmJvD29parrc6dO0vdXjopQtpgK/Bh5RhNSvom5YPuEwnAvpd5//49zp49q8beVE43btzAu3fvOOONGzfmPUazZs2YFVdPnDihUN/If9WrV485wevkyZOcFTJJ5caXBCv0by5fkhzrnFPZnDt3jjNWpUoVjVnp5XNCjHXY2toyizKcP3+ekt01wLZt21BYWCg1pqOjg5EjR6q1P6zE+OfPnws+IQPgrzauiqIY6enpWLZsWZntNjY2mDVrFu/fSxsDUmSVP67rO67PhLzy8vKQnp7OGWdNeiWEEEIIoQRmQgghRE6HDx9mDiLIktyZnZ3NPAZrCd7y1KZNG86YRCJhzuBXVGRkJOLi4qT+p6oEXk3RoUMHztirV68QGRkpeJv//vsvnj59yhn39vbmfWhNFNe+fXtmfOvWrWrqieYKDw9HTk4OZ7y8KoS/efOGM8ZKNi1PTk5OzAkzrMkMioqNjeU8p7MecpP/o6enx/w9vnPnDnPwURFCVmNRla+++ooZ37dvHx48eKDyfuzfv58Z50oS1Xb0/iimefPmnL8hV65cQXh4uNRY27Zt5U7E5koyv3XrFl6/fo2rV69Kjfv5+dHS4oTuEwkAoFWrVsx4ZZxkxVJUVCT4MfleY1meV9nb26N+/fqc8YsXLyI+Pl7uvpH/0tfXh6+vL2f84cOHlPRPpHJ2dmau2vfs2TNB2+Oq2FkqOTlZ0PYqqn///Zc5sd3Dw0Njn/cLMdYBsJ9jZ2Vl0QSzcpadnY19+/Zxxjt27AhHR0c19ujDhAxDQ0POON8qkYo4efIkM66KyblLliyRmow9f/583nNsRcKqvgyUz4qJhBBCCKk4KIGZEEKI1mMtCaXIsXbv3s3cx9/fn/c4fANVGRkZcvWL5eXLl0hLSxPkWM2aNYO9vT1n/ODBg4IOwmVkZODGjRuccVZlB23Qr18/ZjwkJETwwfmff/6ZGR84cKCg7ZH/8vX1hYWFBWc8PDxcZQlerIqUyhDyHAwA27dvZ8Y7duwoaHuyYp37hDynA/zVQuTRtWtXztjjx485E9YUxZVsB2j/OV1I3bp1Y8aXLFkiWFvPnz/HgQMHBDueqnh6ejITp4qLi7F06VKV9uH27du4dOkSZ9zExIT5ndNm9P4oRl9fHz4+PlJjV65cQUREhNSYLPcjn3N0dIS7u3uZ7RKJBKdPn+b8PWBViSaVB90nEgCoWbMmM/H13LlzSEpKEqy9/Px8QY+nbufPn8erV68EO152djYzgdnExIR3BZZSPXr0YMY3btwoV9/koar7Uk3UvXt3Znzz5s0qq8JcmV5nbaOvr89MMkxISBC0PSsrK2Y8Li5OsLbUmQwtVMXRUup8VqWJYx0A/zntt99+U9m5h85p/Pbs2cMsCDFq1Cg19uaDKlWqoFGjRpzxI0eOCNre06dPERUVxRl3dHQUfGXUS5cu4ejRo2W2+/n58X5nSklb1U+R6wOucSRFqjlLw7cCACUwE0IIIYSFEpgJIYRovU2bNgl2rN9//535MNXBwYH50KUUa5lI4EOlM6EsXrxYsId4urq66N27N2f86dOn2LFjhyBtAR8erHE9lDUwMJBr6T1pD3o+pYlLc3p6esLDw4MzHhsbiz179gjWXlhYGPMhnr29PbOaBlGegYEBM3G9pKQE06dPF/zBfG5uLvr164cff/wRxcXFgh5byHPwqVOncPPmTc64oaEhbxVrVWGd11+9eiVYcsKZM2dw/vx5QY4FAP3792fGFy9eLNhn4tmzZ8wqYuVVPbsi6tixI2xtbTnjUVFRgizvXVxcjO+++w55eXlKH0sdpk2bxoxfuHABhw8fVknbEokEP/zwA3Offv368V4DajN6fxTDlSCcnp6Ohw8fltmur6+Ptm3bKtQWVwXqnTt3Sr0HqlKlCrN6pCZg3QNo4vV/RVWR7xOJsHr16sUZKygoEHSyym+//VahK3/m5eUJ/nqwEpP8/f1lXk2pX79+zEr+oaGhCAsLk7uPfI4ePYrOnTsLvpqIpvL392de09+4cQO//PKL4O1GRUWhbdu2uHLliuDHrmhYlYw1+TrBzc2NMyZ0hfQaNWowK4RGR0cL0k5RURE2bNggyLFksWXLFsHe49u3b+P48ePMfb788ktB2gI0c6wD4H+O/ezZM957MkU8ePAAfn5+tNIDQ0FBAXbu3MkZb9CggcyVtoXGSu6Pjo7GP//8I1hbmzZtYn7vhX6mnJ+fj//9739ltovFYixevFjm41haWpbZ9vbtW7n7k52dLXU7q5iKPFi/P/b29rwTYgghhBBSuVECMyGEEK3366+/IiYmRunjPH78GCEhIcx9hgwZItMSyqamplIfPJSKiYnB69ev5e7j57Zs2YJTp04x95G3Etbw4cOZA1lr164VZBDx4cOHzKo+nTp1knnwDeBPGn/37p3Mx1KnKVOmMOM///wznj59qnQ7qampvA+Rx4wZwxzcIcIYOXIk8zt27949Qaur5uXlYcKECbh37x62bt2KYcOGIT09XbDjh4aGCrJseHp6OhYuXMjcp1evXuWWfFazZk1mPDQ0VOk2Hj9+jBkzZvDuJ8953cXFhVk98969e/j9999lPh4XiUSCWbNmcfZNLBYrVDG0stLX10dgYCBzn++//17p34fg4GDBBqTVoUmTJujbty9zn3nz5gk6AFZqy5YtuHbtGmdcLBZjwoQJgrdbkdD7oxh5k5FbtmwJU1NThdriSmDmWv2hadOmGr/kLeu6IDc3V4090X4V9T6RCGvAgAEwMjLijIeHh+PixYtKt3Pnzh2sXbtW6eOUt9DQUBw6dEjp4zx8+JA30XXo0KEyH8/KygoDBgxg7jN37lxBnkWUOnv2LGbPno2kpCT0799f8KqLmkhPTw+jR49m7rNy5UpmxXl5xcbG4uuvv0ZKSgqGDx+OLVu2CHbsioh1ncCaEFDemjZtyhkTOoFZJBKhQYMGnPHbt2/j0aNHSrezatUqPH78WOnjyOrGjRuCJALn5eVh1qxZzBXyWrVqJejqEJo41lGK755qz549vMne8khKSsLIkSPx+vVrTJ06FYsXLxZ01Q9tceTIEeZY05gxY9TYm//q0aMH5z2ERCLBwoULBXlPIyMjcfDgQeY+AQEBSrfzqXXr1iExMbHM9mnTpslV6ZkrgTkrK0uu/jx79kzqdqESi//991/OWLNmzQRpgxBCCCHaixKYCSGEaL2ioiJMmjSJc+BdFunp6Rg3bhxzkFssFmPQoEEyH7Nhw4acsYKCAqxYsUKuPn5u06ZNWL58Oe9+8lZVrFq1KgYOHMgZz8nJwfjx4xWaBV4qOTkZ48aNY1aZHT58uFzHNDc3Z8bV+ZBcHh07dmQOTLx9+xajR49WKuE9OzsbY8eORUpKCuc+jo6OvMlyRBjVqlXj/Xzv3r0bwcHBSleLycjIwIgRI3Dp0qWP26KiotCzZ09BK8HPnj1bqcGV9+/ffxxk5SISiTBixAiF21AW65wOfDgnZ2RkKHz8e/fuYfDgwZzVMj4l73l9ypQpzAGpZcuWMauz85FIJFiwYAEzEbZ3794anwSnaUaOHAkbGxvOeFZWFoYOHarQ9U9+fj7mzp0rSPK6us2ePRvW1tac8by8PIwYMUKQAd9SBw4cwM8//8zcZ+zYsbC3txeszYqK3h/5Va1aFXXr1pV5f2Umg7i7u6NWrVoy769opWd1Yt0DvH//Hi9fvlRjb7RbRb1PJMIyMzPDkCFDmPt88803ePLkicJtPHv2DBMmTOCswl3RfP/994iMjFT477OysvD1118zvxcNGzZE48aN5TpuUFAQjI2NOeNv377F4MGDcf/+fbmOK83Ro0cxceLEj+9pXl4eZsyYgYULF6KwsFDp42uy4cOHw8HBgTNeVFSEkSNHCjKpMDIyEoGBgR/vKYuLi7F8+XJMmjRJYyf1qxrrHlSZ85SqsVYvSkpKkjupjQ/f846ffvpJqeP/+eef5ZJMv2rVKqUmmxcXF2PmzJm8SeOjRo1SuA1pNHWsA/hQadrT05O5zzfffCPIJP+7d+9i8ODB/7me3759O7766iukpqYqfXxtIZFI8Ouvv3LGHRwcBK0QLi8bGxt0796dM37nzh3MmTNHqTYeP36Mb7/9lrmPt7c33N3dlWrnUwkJCdi6dWuZ7XXr1sXIkSPlOpaLi4vU7fI+q+Wa1C3PMwAW1lhCeVX4JoQQQkjFQQnMhBBCKoX09HQMGjQIly9flvtvExMTMWTIEN4E11GjRjETMj7XqVMnZvzw4cMKLZ2XlpaGCRMmyPzwWJFl4b/55hvmv/XOnTsYMmQIXrx4IfexY2NjMWjQIGYln65du8o9+GZvbw+xWMwZDw8Pl+t46rR06VJmNbMnT55gwIABiIuLk/vYiYmJGDx4MGJjY5n7ff/998w+EGFNmTIFX3zxBXOfHTt2YOrUqQoPTEVHR6NXr15Sk8SSk5MxaNAgZsKwPEoT0hSpxJyWloYRI0bg+vXrzP169uzJXEZV1Vq3bs08x2RmZmLkyJEyJSB/SiKRYMeOHQgICJB5AOb9+/dyteHl5cWsMlJQUIDRo0crNMCUk5OD6dOnY/fu3Zz7mJiYYNq0aXIfu7IzNjbGd999x9wnOTkZffr0wc6dO2WuWBMVFYW+ffti3759QnRT7WxsbLBy5Uro6HA/7sjJyUFgYCB+/fVXFBcXK9xWdnY2vv32W8yePZtZccvd3R0TJ05UuB1tQu+PYmRNFBaJREpXs+e7R/kUq4K/pnB0dGTGNfkeoCKqiPeJRHiTJk1iTh7IyMjAkCFDcPv2bbmPffPmTQwaNEirJh8UFBRg3LhxOHDggNx/m5ycjMDAQN7qp3zXjNLY2tryJvukpKRg0KBBOHPmjNzHBz5Uwl+wYAG++eYbqQnpu3btwtKlSxU6dkVhYGDAu4x8Tk4ORowYgYMHDyo0ibmwsBBr167FqFGjpE4iOXHiRKW9H2MlbSUlJSn0nE0d3N3dOVf2k0gkglbtBsBMLgQ+XE+x7vm5FBUVYfXq1Zg1a5bSE/QVUVJSgmnTpuG3336Tu/13795h8uTJvNWEmzRpopJrZk0c6wA+3I8sXboUenp6nPsUFBRg2rRp2LRpk0KVdSUSCfbs2YOAgACpq3vExMRg+PDh5fKZ0kQRERHM64QRI0aU+4qLQUFBzM/MoUOHMGPGDIVW0ImLi8PgwYN5i7/MnDlT7mOzSJuEpaOjg6VLl8r9evv4+EjdLs95Ny8vD8eOHSuz3dLSEvXq1ZOrP9K8ePGCOY7QsmVLpdsghBBCiHajBGZCCCGVRmZmJoYNG4Y5c+bINGCal5eH3377DT169OCtaODg4IDx48fL1Z8ePXrwLs+0cuVKTJo0SabBufT0dISEhKB9+/ZyDcQrUpHA3NwcwcHBzH3u3r2Lrl27YuvWrTJVcklNTcWyZcvQv39/zuWsAMDCwgLz5s2Tu8+6urrMhzF3797Fjh075D6uOri4uPBWGkhKSkKfPn2wYsUKmaq85uTkYNOmTejevTvvgMywYcPQsWNHufpMlGNsbIyff/6Z+fAW+LDkcPv27bFjxw6Zk1YfPHiA6dOnY+jQocxz4fDhwwWtRpmXl4dp06ZhwoQJSEhI4N2/qKgIhw4dQrdu3TgrRJQyMTHhHVxXNVNTU/Tp04e5z+3bt9GtWzdcuHCB93hFRUU4efIkunXrhuDgYLmSktPS0mTet9ScOXNQrVo1znheXh6mTJmCoKAgmZaHLS4uxt9//42uXbvyJq5/9913sLW1lbvPBOjfvz9vsmJubi4WLVqENm3aYMWKFbh8+TJev36NgoICFBQUIDU1FTExMdiyZQt69uyJoUOHauxAvazatGnDm4RRWFiIpUuXokePHjh+/LhcA6fJyclYvXo1/P39eZd9NzMzw7p162gS0Cfo/ZGfrAnMXl5esLOzU6qtLl26yLRf9erV4erqqlRb6sBa8hwA1q9fL3VZX6KYinifSIRnbm6OuXPnMvdJSUlBQEAAQkJCZKrKnZaWhh9++AEDBw6UmqxU0eXn52P27NkYNWqUTNdhhYWF2L9/P3r06IG7d+8y9/3yyy8VThoJDAyEn58fc583b95g7NixGDlypMzXkPn5+di3bx86derEXPHDwsICY8eOlavPFVH79u15K5cXFBRg1qxZ6Nevn8wrVRQXF+P48ePo0aMHVq9ezTkxTF9fH1OnTpW739qA7zphwYIFck8QVgeRSMSsZsn3DEVebm5uaNasGXOfBQsWYNWqVTIVyigqKsLff/+NHj16YO3ateWaaFpSUoIlS5Zg6NCh+Oeff3j3l0gkOH36NLp3745Tp04x99XV1cX//vc/obpahqaNdZSqV68epk+fztynpKQEP/30E7p27YozZ84wJ5yWkkgkiIyMREBAAP73v/9xftZEIhFmzpzJXGmsMpFWBbiUiYkJcwUVdXF0dMTXX3/N3OfIkSPo3r07jh07JtPzgbdv3+LHH39E7969ece/Bg0ahEaNGsnVZz7BwcFlVtUMDAyEl5eX3MdycXFBzZo1y2yPiorC0aNHZTrGypUrkZmZWWa7n58fc4K5rG7evMkZs7a25qwiTQghhBBSqnyn1BFCCCFqJpFIsH//fvz5559o1qwZWrVqBXd3d1hbW8PAwAA5OTlITEzE9evXER4eLlNlU5FIhGXLlsHExESuvhgZGWHKlClYuHAhc78TJ04gIiIC7du3h7e3N1xcXGBhYYGioiJkZGQgLi4OMTExuHLlikJVCxStXPTll19i7NixzIdgpQ+K1q1bh7Zt26Jp06ZwcnKChYUFJBIJMjMz8fjxY0RFReHChQu8S8Dq6OhgzZo1qFq1qkJ99vHxYVYhCQ4ORnR0NLp164aaNWtCR0cHGRkZePjwIQwNDTF06FCF2hXC8OHDcffuXfz555+c+xQUFGDz5s3Ytm0b/Pz84O3tDWdnZ1haWkIkEuHNmzd48uQJrl69inPnzsmUMNCoUSPewWeiGs2aNUNwcDBv8npWVhaCg4OxYsUK+Pr6wtfXF/b29rC1tf14XktOTkZ8fDwuXbqEe/fu8bbdvHlzzJgxQ6h/yn+Eh4cjPDwcnp6e8PPzQ926dWFnZwexWIz379/j2bNn+PfffxEeHo5Xr17JdMzvv/+emXyrLkFBQfjrr7+Qk5PDuc+LFy8wcuRIuLm5oWPHjvDy8oK1tTX09fWRnZ2NxMRE/Pvvvzh79izS09MV6sfLly9Rt25duf7G3NwcGzduxMCBA5nLT4eFhSEsLAxNmjSBr68v3N3dYW9vDwMDA7x58wYpKSm4du0azp07J1NySZ8+ffDVV1/J1VfyXytWrEDfvn15lzh+9eoVNm/ejM2bN6upZ+Vr8uTJSEtLw65du5j7xcfHY/LkybCyskKbNm3g5eWF2rVrw9zcHPr6+nj79i3evn2LtLQ03L59G7GxsYiLi5OpMrC+vj7Wr18PZ2dnof5ZWoPeH/k0btwYFhYWvPcmylZfBj4kQTs4OPCewytC9WXgQ2XFatWqcd7zZGRkoFevXhg6dChatmwJKysrvH//Hq9fv8b9+/fh7+8PDw8PNfe6YquI94lEeAEBAThz5gxzcnVBQQHWrVuHbdu2oWPHjmjRogVq164NU1NTFBYWIjMzEwkJCYiOjsbly5fLVLHTRufPn8f58+fh4eGBtm3bol69erC1tYWRkRFyc3P/c68ky2o51tbWvJMKWEQiEdauXYuAgADeSagXLlzAhQsXULt2bfj7+3981mZtbY38/Hy8efMGDx8+xK1bt3DhwgXmPRMAVKlSBStXrtSI+zx1WLBgAZ48ecK7HHxpFXIHBwf4+/ujQYMGsLGxgbW1NYqLi5GdnY3Hjx/jzp07OHfunEwT3OfPn19pf+u8vb0hEok4E2ivX7+Obt26YejQoWjQoAFMTEyQnZ2N58+fIz4+HjNmzGCuxKRKHTp04EygjY6OFry9kSNHMhOjJRIJ1q9fjwMHDqBLly5o3rw57OzsYGxsjNzcXGRlZeHx48e4ffs2Ll68KPfqVKoWHR2N/v37o06dOmjXrh3q16+PqlWrwtjYGPn5+Xj58iViY2Nx6tQpmSe/TZgwAZ6enirttyaNdXxqwoQJePDgAY4cOcLc7+HDhxg7diysra3Rvn17NG7cGLa2trC1tYVEIsHbt2+RmJiIu3fv4vz58zI9Z5owYQLat2+vcN+1ybVr15hjIf3794eZmZkae8Rt0qRJiIqKYp5nnj59iunTp2PZsmXw9fVF06ZN4eDg8HHlj7S0NLx48QIXL17E5cuXmc83Szk5Oalk7MPFxQX79+/Hvn37sHz5chgZGSn1rH3cuHFSJ2vOmTMHRkZGzJWUfv31V2zbtq3MdpFIpPBEhc+xPmdUGIcQQgghsqAEZkIIIVpP2oPo4uJiREdHC/JAd+rUqWjdurVCfxsYGIgzZ84gMjKSuV9RUdHHpD9F6OrqciZyZGVlITs7W6GHVbNmzUJKSgpvdc2cnByEhoYiNDRU7jZK6ejo4Mcff1T4tQY+DKJu2LCBWdWB63X29/cv1wRmAFi6dClycnJw8uRJ5n4FBQWIiIhARESEUu15eXlh+/btGl+VUJsNHDgQb9++lWnZ3Ly8PJw+fRqnT59Wqs0GDRpg69atvNWfZcU1GBgbG4vY2Filj9+/f3+NqBYCAPb29ggODsY333zDu+8Agf6xAAAgAElEQVT9+/dx//59hdphndMBKFxJ0tPTE+vXr8fEiRN5E0Ru3Lih9LK0fn5+Wr8ktDqYm5tj27ZtGDx4sMxJ//IwMzNDs2bNFF4avDwtWLAAIpEIO3fu5N03IyMDR48elbl6DR+xWIzNmzfD19dXkONpI3p/ZKerqwtfX1/ea2nWoKWsRCIROnXqxPu+yFoVuryJRCIMGDAAq1ev5twnOzsbmzZtwqZNm8rE6tevX2mTupRR0e4TiWr8/PPP6N+/P2/i67t373Ds2DGpy1rzkWVyh6Zq0aIFrl69KjV2584d3LlzR6nj6+vrY8OGDbC2tlbqOKamptixYwcCAwNlWonlyZMn+OWXX5RqU0dHBytWrKgwk2WEoKenh82bN2PUqFEy3WclJyfzTgSTxcyZM3mrP2szR0dHtGzZkpk4/vTpUyxZskRqbMqUKeWWwOzv7w89PT2p9+63b99GamqqoCsddenSBV26dOF9Jvn69Wvs2rVLkM+nKnE9q0pISJBp1TA+vr6+vKvOKEqTxzo+tWzZMuTm5vJWqgY+rCx58OBBHDx4UKk2Bw8eXO4rtGkS1u+xrq4uRo4cqcbesOnp6X0srPD48WPmvikpKTh06BDvikt8rKys8OuvvyqVrM8iEokwePBgdOzYES9evFCqnYCAAGzdurXMM9/8/HxMmDABXbp0QUBAADw9PWFmZoasrCxcv34dv//+O+d5oUePHnBzc1O4T59ijUN9+eWXgrRBCCGEEO2m/JoQhBBCiIZbvHixIMsgSTNw4EAEBQUp/PcikQjr1q1D/fr1BezVf40fP573IQFriScWHR0drFy5EgEBAQr9vawMDAwQEhKidDs1atRA9+7dBeqV+lWpUgVr1qxR+esNfKhCs2vXLo2pwlCZjRkzBj/++KNaEsl9fHywa9cumJqaCnbM+fPnw8DAQLDjfapt27b44YcfVHJsRfXu3Vtlg1TAh6U4+ZJ+FT2nAx+qOG3cuBHGxsYKH0MW3bp1w5YtW1T22ahsHB0dceDAAdSuXVvQ4zo4OGDPnj0qvU5RJZF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\n",
      "text/plain": [
       "<Figure size 3200x2400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = twopct[13:].plot(x='percentile', y=UBI_COLS, color=UBI_COLORS)\n",
    "# ax.legend(UBI_LABELS)  # If new data.\n",
    "ax.legend_.remove()\n",
    "ax.text(38, 0.97, TUBI_LABEL2, horizontalalignment='center', \n",
    "        color=TUBI_COLOR, size=12)\n",
    "ax.text(70, -0.55, UBI_LABEL2, horizontalalignment='center',\n",
    "        color=UBI_COLOR, size=12)\n",
    "plt.axhline(y=0, c='gray', linestyle='dashed', linewidth=0.3, zorder=-1)\n",
    "sns.despine(left=True, bottom=True)\n",
    "ax.set(xlabel=\n",
    "       'Percentile of income after taxes and transfers (baseline, 2% groups)',\n",
    "       ylabel=YLAB)\n",
    "ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(\n",
    "    lambda y, _: '{:.1%}'.format(y / 100))) \n",
    "plt.title('Impact of replacing CTC with child benefit (upper 75%)',\n",
    "          loc='left')\n",
    "ax.grid(color='#f5f5f5', axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Top 1% does better off. 2nd percentile is basically flat."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "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>ubi_afti_pctchg</th>\n",
       "      <th>tubi_afti_pctchg</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aftertax_income_percentile</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>-0.26</td>\n",
       "      <td>0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>-0.11</td>\n",
       "      <td>0.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>0.34</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            ubi_afti_pctchg  tubi_afti_pctchg\n",
       "aftertax_income_percentile                                   \n",
       "98                                    -0.26              0.14\n",
       "99                                    -0.11              0.22\n",
       "100                                    0.34              0.50"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pct.loc[98:, ['ubi_afti_pctchg', 'tubi_afti_pctchg']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ubi_afti_pctchg     0.19\n",
       "tubi_afti_pctchg    0.41\n",
       "Name: 50, dtype: float64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twopct.loc[50, ['ubi_afti_pctchg', 'tubi_afti_pctchg']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inequality"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Gini"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "ginis = pd.DataFrame({\n",
    "    'keep': [gini(tu.afti_keep, tu.s006)],\n",
    "    'repeal': [gini(tu.afti_repeal, tu.s006)],\n",
    "    'ubi': [gini(tu.afti_ubi, tu.s006)],\n",
    "    'tubi': [gini(tu.afti_tubi, tu.s006)]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     keep  repeal    tubi     ubi\n",
      "0  0.4511  0.4602  0.4414  0.4464\n"
     ]
    }
   ],
   "source": [
    "with pd.option_context('precision', 4):\n",
    "    print(ginis)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Poverty"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "tu['fpl'] = fpl(tu.XTOT)\n",
    "tu['fpl_pp'] = tu.fpl / tu.XTOT\n",
    "# Using $10k per person.\n",
    "tu['pov_10k'] = 10000 * tu.XTOT\n",
    "# $1.90 per day in 2011 dollars = $2.10 in 2018 dollars = $780/year.\n",
    "EXTREME_POVERTY_LINE = 780\n",
    "tu['extreme_pov'] = EXTREME_POVERTY_LINE * tu.XTOT"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Average FPL per person (in tax units with children)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7646.0"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weighted_mean(tu, 'fpl_pp').round()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compare to average of 2.54 per 2017 Census data (https://www.statista.com/statistics/183648/average-size-of-households-in-the-us/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7399"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AVG_HH_SIZE = 2.54\n",
    "round(fpl(AVG_HH_SIZE) / AVG_HH_SIZE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Count "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "def pov_rate(metric, afti, pov_line):\n",
    "    return ((tu[metric] * (tu[afti] < tu[pov_line])).sum() / \n",
    "                      tu[metric].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "pov = pd.DataFrame([(metric, afti, pov_line) \n",
    "                    for metric in ['s006', 'n24_m']\n",
    "                    for afti in ['afti_repeal', 'afti_keep', \n",
    "                                 'afti_ubi', 'afti_tubi']\n",
    "                    for pov_line in ['fpl', 'pov_10k', 'extreme_pov']])\n",
    "pov.columns = ['metric', 'afti', 'pov_line']\n",
    "pov['pov_rate'] = pov.apply(lambda x: pov_rate(x.metric, x.afti, x.pov_line), \n",
    "                            axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Widen for plotting.\n",
    "pov_wide_n24 = pov[pov.metric == 'n24_m'].pivot_table(\n",
    "    index='pov_line', columns='afti')\n",
    "pov_wide_n24.columns = ['afti_keep', 'afti_repeal', 'afti_tubi', 'afti_ubi']\n",
    "pov_wide_n24 = pov_wide_n24[['afti_repeal', 'afti_keep', 'afti_ubi', \n",
    "                             'afti_tubi']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3200x2400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "REPEAL_COLOR = '#e57373'  # Red from material.io/color.\n",
    "KEEP_COLOR = '#bdbdbd'  # Light gray from material.io/color.\n",
    "ax = pov_wide_n24.plot.bar(\n",
    "    color=[REPEAL_COLOR, KEEP_COLOR, UBI_COLOR, TUBI_COLOR])\n",
    "ax.set_xticklabels(('Extreme*', 'FPL*', '$10k pp'))\n",
    "sns.despine(left=True, bottom=True)\n",
    "# Use text instead of legend.\n",
    "ax.legend_.remove()\n",
    "LEFT_X = -0.28\n",
    "ax.text(LEFT_X, 0.235, 'Repeal CTC', horizontalalignment='left',\n",
    "        color=REPEAL_COLOR, size=8, weight='bold')\n",
    "ax.text(LEFT_X, 0.225, 'No change to CTC', horizontalalignment='left',\n",
    "        color=KEEP_COLOR, size=8, weight='bold')\n",
    "ax.text(LEFT_X, 0.215, rn_ubi_str + ' child benefit', \n",
    "        horizontalalignment='left', color=UBI_COLOR, size=8, weight='bold')\n",
    "ax.text(LEFT_X, 0.205, '$2,000 child benefit', \n",
    "        horizontalalignment='left', color=TUBI_COLOR, size=8, weight='bold')\n",
    "ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(\n",
    "    lambda y, _: '{:.0%}'.format(y)))\n",
    "plt.title('Children in poverty, after taxes and transfers', \n",
    "          loc='left')\n",
    "ax.text(LEFT_X, 0.06, '*Not official poverty lines',\n",
    "        horizontalalignment='left', color=KEEP_COLOR, size=6)\n",
    "ax.set(xlabel='')\n",
    "ax.grid(color='#f5f5f5', axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Relative reductions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "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>afti_repeal</th>\n",
       "      <th>afti_keep</th>\n",
       "      <th>afti_ubi</th>\n",
       "      <th>afti_tubi</th>\n",
       "      <th>ubi_reduction</th>\n",
       "      <th>tubi_reduction</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pov_line</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>extreme_pov</th>\n",
       "      <td>1.76</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.19</td>\n",
       "      <td>75.03</td>\n",
       "      <td>89.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fpl</th>\n",
       "      <td>11.30</td>\n",
       "      <td>10.31</td>\n",
       "      <td>8.89</td>\n",
       "      <td>8.08</td>\n",
       "      <td>13.85</td>\n",
       "      <td>21.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pov_10k</th>\n",
       "      <td>23.58</td>\n",
       "      <td>20.07</td>\n",
       "      <td>19.11</td>\n",
       "      <td>17.44</td>\n",
       "      <td>4.82</td>\n",
       "      <td>13.12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             afti_repeal  afti_keep  afti_ubi  afti_tubi  ubi_reduction  \\\n",
       "pov_line                                                                  \n",
       "extreme_pov         1.76       1.75      0.44       0.19          75.03   \n",
       "fpl                11.30      10.31      8.89       8.08          13.85   \n",
       "pov_10k            23.58      20.07     19.11      17.44           4.82   \n",
       "\n",
       "             tubi_reduction  \n",
       "pov_line                     \n",
       "extreme_pov           89.42  \n",
       "fpl                   21.64  \n",
       "pov_10k               13.12  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pov_wide_n24['ubi_reduction'] = 1 - (\n",
    "    pov_wide_n24.afti_ubi / pov_wide_n24.afti_keep)\n",
    "pov_wide_n24['tubi_reduction'] = 1 - (\n",
    "    pov_wide_n24.afti_tubi / pov_wide_n24.afti_keep)\n",
    "pov_wide_n24 * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Appendix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tax units in poverty"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Widen and reorder for plotting.\n",
    "pov_wide = pov.pivot_table(index=['pov_line', 'metric'], columns='afti')\n",
    "pov_wide.columns = ['afti_keep', 'afti_repeal', 'afti_tubi', 'afti_ubi']\n",
    "pov_wide = pov_wide[['afti_repeal', 'afti_keep', 'afti_ubi', 'afti_tubi']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3200x2400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "REPEAL_COLOR = '#e57373'  # Red from material.io/color.\n",
    "KEEP_COLOR = '#bdbdbd'  # Light gray from material.io/color.\n",
    "ax = pov_wide.plot.bar(color=[REPEAL_COLOR, KEEP_COLOR, UBI_COLOR, \n",
    "                              TUBI_COLOR])\n",
    "ax.set_xticklabels(('Extreme, children*', 'Extreme, HHs with children*',\n",
    "                    'FPL, children*', 'FPL, HHs with children*', \n",
    "                    '$10k pp, children', '$10k pp, HHs with children'))\n",
    "sns.despine(left=True, bottom=True)\n",
    "# Use text instead of legend.\n",
    "ax.legend_.remove()\n",
    "LEFT_X = -0.4\n",
    "ax.text(LEFT_X, 0.24, 'Repeal CTC', horizontalalignment='left',\n",
    "        color=REPEAL_COLOR, size=8, weight='bold')\n",
    "ax.text(LEFT_X, 0.23, 'No change to CTC', horizontalalignment='left',\n",
    "        color=KEEP_COLOR, size=8, weight='bold')\n",
    "ax.text(LEFT_X, 0.22, rn_ubi_str + ' child benefit', \n",
    "        horizontalalignment='left', color=UBI_COLOR, size=8, weight='bold')\n",
    "ax.text(LEFT_X, 0.21, '$2,000 child benefit', \n",
    "        horizontalalignment='left', color=TUBI_COLOR, size=8, weight='bold')\n",
    "ax.yaxis.set_major_formatter(mpl.ticker.FuncFormatter(\n",
    "    lambda y, _: '{:.0%}'.format(y)))\n",
    "plt.title('Children and tax units with children in poverty, ' +\n",
    "          'after taxes and transfers', \n",
    "          loc='left')\n",
    "ax.text(LEFT_X, 0.06, '*Not official poverty lines',\n",
    "        horizontalalignment='left', color=KEEP_COLOR, size=6)\n",
    "ax.set(xlabel='')\n",
    "plt.show()"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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   "title_cell": "Table of Contents",
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