diff --git a/docs/agg.ipynb b/docs/agg.ipynb index 658a8f4..2e62818 100644 --- a/docs/agg.ipynb +++ b/docs/agg.ipynb @@ -59,8 +59,10 @@ "metadata": {}, "outputs": [], "source": [ - "base = mdf.calc_df(group_vars=['expanded_income', 'MARS', 'XTOT'],\n", - " metric_vars='aftertax_income')" + "base = mdf.calc_df(\n", + " group_vars=[\"expanded_income\", \"MARS\", \"XTOT\"],\n", + " metric_vars=\"aftertax_income\",\n", + ")" ] }, { @@ -71,9 +73,9 @@ "source": [ "reform = base.copy(deep=True)\n", "UBI_PP = 10000\n", - "reform['ubi'] = reform.XTOT * UBI_PP\n", - "reform['aftertax_income'] = reform.aftertax_income + reform.ubi\n", - "mdf.add_weighted_metrics(reform, 'aftertax_income')" + "reform[\"ubi\"] = reform.XTOT * UBI_PP\n", + "reform[\"aftertax_income\"] = reform.aftertax_income + reform.ubi\n", + "mdf.add_weighted_metrics(reform, \"aftertax_income\")" ] }, { @@ -159,7 +161,7 @@ } ], "source": [ - "mdf.agg(base, reform, 'MARS', 'aftertax_income')" + "mdf.agg(base, reform, \"MARS\", \"aftertax_income\")" ] }, { @@ -254,7 +256,7 @@ } ], "source": [ - "mdf.agg(base, reform, 'MARS', 'aftertax_income', 'expanded_income')" + "mdf.agg(base, reform, \"MARS\", \"aftertax_income\", \"expanded_income\")" ] }, { @@ -349,9 +351,9 @@ } ], "source": [ - "mdf.add_weighted_metrics(reform, 'ubi') # Creates ubi_m = ubi * s006 / 1e6.\n", + "mdf.add_weighted_metrics(reform, \"ubi\") # Creates ubi_m = ubi * s006 / 1e6.\n", "\n", - "mdf.agg(base, reform, 'MARS', 'aftertax_income', reform_metrics='ubi_m')" + "mdf.agg(base, reform, \"MARS\", \"aftertax_income\", reform_metrics=\"ubi_m\")" ] } ], diff --git a/docs/charts.ipynb b/docs/charts.ipynb deleted file mode 100644 index 0715af5..0000000 --- a/docs/charts.ipynb +++ /dev/null @@ -1,263 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# `microdf` charts\n", - "\n", - "This example requires `taxcalc` to be installed.\n", - "\n", - "## Setup" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "\n", - "import microdf as mdf" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/mghenis/anaconda3/lib/python3.7/site-packages/microdf/style.py:24: MatplotlibDeprecationWarning: \n", - "The createFontList function was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use FontManager.addfont instead.\n", - " fm.fontManager.ttflist += fm.createFontList([\"Roboto-Regular.ttf\"])\n" - ] - } - ], - "source": [ - "mdf.set_plot_style()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Prepare data" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "base = mdf.calc_df(group_vars=['expanded_income', 'MARS'],\n", - " metric_vars=['aftertax_income', 'XTOT'])" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "reform = base.copy(deep=True)\n", - "UBI_PP = 10000\n", - "reform['ubi'] = reform.XTOT * UBI_PP\n", - "reform['aftertax_income'] = reform.aftertax_income + reform.ubi\n", - "mdf.add_weighted_metrics(reform, 'aftertax_income')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Charts\n", - "\n", - "### Change to income percentiles" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = mdf.quantile_chg_plot(df1=base, df2=reform,\n", - " col1='aftertax_income', col2='aftertax_income',\n", - " w1='XTOT_m', w2='XTOT_m')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Percent change to income percentiles" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mdf.quantile_pct_chg_plot(df1=base, df2=reform,\n", - " col1='aftertax_income', col2='aftertax_income',\n", - " w1='XTOT_m', w2='XTOT_m')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Make the title and labels more descriptive to this data." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mdf.quantile_pct_chg_plot(df1=base, df2=reform,\n", - " col1='aftertax_income', col2='aftertax_income',\n", - " w1='XTOT_m', w2='XTOT_m')\n", - "# Note: Must set `loc='left'`, otherwise two titles will overlap.\n", - "plt.title('Change to disposable income percentiles', loc='left')\n", - "plt.xlabel('Disposable income percentile')\n", - "plt.ylabel('Change to disposable income at the percentile boundary')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Other percentiles and labels" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mdf.quantile_chg_plot(df1=base, df2=reform,\n", - " col1='aftertax_income', col2='aftertax_income',\n", - " w1='XTOT_m', w2='XTOT_m',\n", - " q=np.arange(0.25, 1, 0.25),\n", - " label1='Old', label2='New')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mdf.quantile_chg_plot(df1=base, df2=reform,\n", - " col1='aftertax_income', col2='aftertax_income',\n", - " w1='XTOT_m', w2='XTOT_m',\n", - " q=np.arange(0.05, 1, 0.05))\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.9" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/custom_taxes.ipynb b/docs/custom_taxes.ipynb index 88d8b5c..11159bf 100644 --- a/docs/custom_taxes.ipynb +++ b/docs/custom_taxes.ipynb @@ -58,9 +58,10 @@ "metadata": {}, "outputs": [], "source": [ - "df = mdf.calc_df(group_vars=['expanded_income', 'aftertax_income'] +\n", - " mdf.ECI_REMOVE_COLS,\n", - " metric_vars=['XTOT'])\n", + "df = mdf.calc_df(\n", + " group_vars=[\"expanded_income\", \"aftertax_income\"] + mdf.ECI_REMOVE_COLS,\n", + " metric_vars=[\"XTOT\"],\n", + ")\n", "df.columns" ] }, @@ -77,7 +78,7 @@ "metadata": {}, "outputs": [], "source": [ - "df['tpc_eci'] = mdf.tpc_eci(df)" + "df[\"tpc_eci\"] = mdf.tpc_eci(df)" ] }, { @@ -155,7 +156,7 @@ "metadata": {}, "outputs": [], "source": [ - "mdf.add_vat(df, total=500e9, name='vat2')\n", + "mdf.add_vat(df, total=500e9, name=\"vat2\")\n", "df.columns" ] }, @@ -165,7 +166,7 @@ "metadata": {}, "outputs": [], "source": [ - "mdf.weighted_sum(df, 'vat', 's006') / 1e9" + "mdf.weighted_sum(df, \"vat\", \"s006\") / 1e9" ] }, { @@ -174,7 +175,7 @@ "metadata": {}, "outputs": [], "source": [ - "mdf.weighted_sum(df, 'vat2', 's006') / 1e9" + "mdf.weighted_sum(df, \"vat2\", \"s006\") / 1e9" ] }, { @@ -190,8 +191,9 @@ "metadata": {}, "outputs": [], "source": [ - "mdf.add_custom_tax(df, 'tpc_eci', 'XTOT_m', 'aftertax_income', \n", - " mdf.VAT_INCIDENCE, 'vat3', 1e12)" + "mdf.add_custom_tax(\n", + " df, \"tpc_eci\", \"XTOT_m\", \"aftertax_income\", mdf.VAT_INCIDENCE, \"vat3\", 1e12\n", + ")" ] }, { @@ -200,7 +202,7 @@ "metadata": {}, "outputs": [], "source": [ - "mdf.weighted_sum(df, 'vat3', 's006') / 1e9" + "mdf.weighted_sum(df, \"vat3\", \"s006\") / 1e9" ] } ], diff --git a/docs/demo.ipynb b/docs/demo.ipynb index 9200e2b..39f131d 100644 --- a/docs/demo.ipynb +++ b/docs/demo.ipynb @@ -24,37 +24,7 @@ "import pandas as pd\n", "\n", "import taxcalc as tc\n", - "import microdf as mdf\n", - "\n", - "import matplotlib as mpl\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Chart options." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/mghenis/anaconda3/lib/python3.7/site-packages/microdf/style.py:24: MatplotlibDeprecationWarning: \n", - "The createFontList function was deprecated in Matplotlib 3.2 and will be removed two minor releases later. Use FontManager.addfont instead.\n", - " fm.fontManager.ttflist += fm.createFontList([\"Roboto-Regular.ttf\"])\n" - ] - } - ], - "source": [ - "mdf.set_plot_style()" + "import microdf as mdf" ] }, { @@ -70,8 +40,10 @@ "metadata": {}, "outputs": [], "source": [ - "base = mdf.calc_df(group_vars=['expanded_income', 'MARS'],\n", - " metric_vars=['aftertax_income', 'XTOT'])" + "base = mdf.calc_df(\n", + " group_vars=[\"expanded_income\", \"MARS\"],\n", + " metric_vars=[\"aftertax_income\", \"XTOT\"],\n", + ")" ] }, { @@ -111,10 +83,7 @@ "metadata": {}, "outputs": [], "source": [ - "CG_REFORM = {\n", - " 'CG_nodiff': {2019: True},\n", - " 'II_rt7': {2019: 0.7}\n", - "}" + "CG_REFORM = {\"CG_nodiff\": {2019: True}, \"II_rt7\": {2019: 0.7}}" ] }, { @@ -123,8 +92,12 @@ "metadata": {}, "outputs": [], "source": [ - "reform = mdf.calc_df(reform=CG_REFORM, group_vars=['MARS'], group_n65=True, \n", - " metric_vars=['aftertax_income', 'XTOT'])" + "reform = mdf.calc_df(\n", + " reform=CG_REFORM,\n", + " group_vars=[\"MARS\"],\n", + " group_n65=True,\n", + " metric_vars=[\"aftertax_income\", \"XTOT\"],\n", + ")" ] }, { @@ -206,7 +179,7 @@ } ], "source": [ - "mdf.add_weighted_metrics(reform, 'n65')\n", + "mdf.add_weighted_metrics(reform, \"n65\")\n", "\n", "n65_total_m = reform.n65_m.sum()\n", "n65_total_m" @@ -253,9 +226,9 @@ "metadata": {}, "outputs": [], "source": [ - "reform['ubi'] = senior_ubi * reform.n65\n", - "reform['aftertax_income'] = reform.aftertax_income + reform.ubi\n", - "mdf.add_weighted_metrics(reform, 'aftertax_income')" + "reform[\"ubi\"] = senior_ubi * reform.n65\n", + "reform[\"aftertax_income\"] = reform.aftertax_income + reform.ubi\n", + "mdf.add_weighted_metrics(reform, \"aftertax_income\")" ] }, { @@ -306,7 +279,7 @@ } ], "source": [ - "mdf.gini(base, 'aftertax_income', 's006')" + "mdf.gini(base, \"aftertax_income\", \"s006\")" ] }, { @@ -326,7 +299,7 @@ } ], "source": [ - "mdf.gini(reform, 'aftertax_income', 's006')" + "mdf.gini(reform, \"aftertax_income\", \"s006\")" ] }, { @@ -344,13 +317,13 @@ "metadata": {}, "outputs": [], "source": [ - "base['fpl'] = mdf.fpl(base.XTOT)\n", - "reform['fpl'] = mdf.fpl(reform.XTOT)\n", + "base[\"fpl\"] = mdf.fpl(base.XTOT)\n", + "reform[\"fpl\"] = mdf.fpl(reform.XTOT)\n", "\n", - "base['fpl_XTOT_m'] = np.where(base.aftertax_income < base.fpl,\n", - " base.XTOT_m, 0)\n", - "reform['fpl_XTOT_m'] = np.where(reform.aftertax_income < reform.fpl,\n", - " reform.XTOT_m, 0)" + "base[\"fpl_XTOT_m\"] = np.where(base.aftertax_income < base.fpl, base.XTOT_m, 0)\n", + "reform[\"fpl_XTOT_m\"] = np.where(\n", + " reform.aftertax_income < reform.fpl, reform.XTOT_m, 0\n", + ")" ] }, { @@ -408,4 +381,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/docs/gini.ipynb b/docs/gini.ipynb index 160ea6c..031aaf2 100644 --- a/docs/gini.ipynb +++ b/docs/gini.ipynb @@ -26,7 +26,7 @@ "source": [ "x = [-10, -1, 0, 5, 100]\n", "w = [1, 2, 3, 4, 5]\n", - "df = pd.DataFrame({'x': x, 'w': w})" + "df = pd.DataFrame({\"x\": x, \"w\": w})" ] }, { @@ -53,7 +53,7 @@ } ], "source": [ - "mdf.gini(df, 'x')" + "mdf.gini(df, \"x\")" ] }, { @@ -87,7 +87,7 @@ } ], "source": [ - "mdf.gini(df, 'x', negatives='zero')" + "mdf.gini(df, \"x\", negatives=\"zero\")" ] }, { @@ -107,7 +107,7 @@ } ], "source": [ - "mdf.gini(pd.DataFrame({'x': [0, 0, 0, 5, 100]}), 'x')" + "mdf.gini(pd.DataFrame({\"x\": [0, 0, 0, 5, 100]}), \"x\")" ] }, { @@ -134,7 +134,7 @@ } ], "source": [ - "mdf.gini(df, 'x', negatives='shift')" + "mdf.gini(df, \"x\", negatives=\"shift\")" ] }, { @@ -154,7 +154,7 @@ } ], "source": [ - "mdf.gini(pd.DataFrame({'x': [0, 9, 10, 15, 110]}), 'x')" + "mdf.gini(pd.DataFrame({\"x\": [0, 9, 10, 15, 110]}), \"x\")" ] }, { @@ -181,7 +181,7 @@ } ], "source": [ - "mdf.gini(df, 'x', 'w')" + "mdf.gini(df, \"x\", \"w\")" ] }, { @@ -201,12 +201,12 @@ } ], "source": [ - "mdf.gini(pd.DataFrame({'x': [-10,\n", - " -1, -1,\n", - " 0, 0, 0,\n", - " 5, 5, 5, 5,\n", - " 100, 100, 100, 100, 100]}),\n", - " 'x')" + "mdf.gini(\n", + " pd.DataFrame(\n", + " {\"x\": [-10, -1, -1, 0, 0, 0, 5, 5, 5, 5, 100, 100, 100, 100, 100]}\n", + " ),\n", + " \"x\",\n", + ")" ] } ], diff --git a/docs/income_measures.ipynb b/docs/income_measures.ipynb index 65e7339..e976863 100644 --- a/docs/income_measures.ipynb +++ b/docs/income_measures.ipynb @@ -57,9 +57,17 @@ "metadata": {}, "outputs": [], "source": [ - "df = mdf.calc_df(group_vars=['expanded_income', 'wic_ben', 'housing_ben', \n", - " 'vet_ben', 'mcare_ben', 'mcaid_ben'],\n", - " metric_vars=['XTOT'])" + "df = mdf.calc_df(\n", + " group_vars=[\n", + " \"expanded_income\",\n", + " \"wic_ben\",\n", + " \"housing_ben\",\n", + " \"vet_ben\",\n", + " \"mcare_ben\",\n", + " \"mcaid_ben\",\n", + " ],\n", + " metric_vars=[\"XTOT\"],\n", + ")" ] }, { @@ -75,7 +83,7 @@ "metadata": {}, "outputs": [], "source": [ - "df['tpc_eci'] = mdf.tpc_eci(df)" + "df[\"tpc_eci\"] = mdf.tpc_eci(df)" ] }, { diff --git a/docs/weighting.ipynb b/docs/weighting.ipynb index e7c71b7..f6f2f2d 100644 --- a/docs/weighting.ipynb +++ b/docs/weighting.ipynb @@ -72,7 +72,7 @@ } ], "source": [ - "df = mdf.calc_df(group_vars=['nu18'], metric_vars=['XTOT'])\n", + "df = mdf.calc_df(group_vars=[\"nu18\"], metric_vars=[\"XTOT\"])\n", "df.columns" ] }, @@ -206,7 +206,7 @@ } ], "source": [ - "df.groupby('nu18')[['s006_m', 'XTOT_m']].sum()" + "df.groupby(\"nu18\")[[\"s006_m\", \"XTOT_m\"]].sum()" ] }, { @@ -224,7 +224,7 @@ "metadata": {}, "outputs": [], "source": [ - "mdf.add_weighted_metrics(df, ['nu18'])" + "mdf.add_weighted_metrics(df, [\"nu18\"])" ] }, { @@ -343,7 +343,7 @@ } ], "source": [ - "df.groupby('nu18')[['nu18_m']].sum()" + "df.groupby(\"nu18\")[[\"nu18_m\"]].sum()" ] }, { @@ -370,9 +370,9 @@ } ], "source": [ - "total_children = mdf.weighted_sum(df, 'nu18', 's006')\n", + "total_children = mdf.weighted_sum(df, \"nu18\", \"s006\")\n", "# Fix this decimal.\n", - "'Total children: ' + str(round(total_children / 1e6)) + 'M.'" + "\"Total children: \" + str(round(total_children / 1e6)) + \"M.\"" ] }, { @@ -399,7 +399,7 @@ } ], "source": [ - "mdf.weighted_mean(df, 'nu18', 's006')" + "mdf.weighted_mean(df, \"nu18\", \"s006\")" ] }, { @@ -421,7 +421,7 @@ } ], "source": [ - "mdf.weighted_median(df, 'nu18', 's006')" + "mdf.weighted_median(df, \"nu18\", \"s006\")" ] }, { @@ -440,7 +440,7 @@ "outputs": [], "source": [ "decile_bounds = np.arange(0, 1.1, 0.1)\n", - "deciles = mdf.weighted_quantile(df, 'nu18', 's006', decile_bounds)\n", + "deciles = mdf.weighted_quantile(df, \"nu18\", \"s006\", decile_bounds)\n", "pd.DataFrame(deciles, index=decile_bounds)" ] } diff --git a/environment.yml b/environment.yml index 2fadc90..6779d22 100644 --- a/environment.yml +++ b/environment.yml @@ -4,12 +4,10 @@ channels: dependencies: - codecov - flake8 -- matplotlib - numpy - pandas - pip - pytest -- seaborn - setuptools - pip: - jupyter-book diff --git a/microdf/__init__.py b/microdf/__init__.py index 4cfec91..0182d9c 100644 --- a/microdf/__init__.py +++ b/microdf/__init__.py @@ -1,6 +1,4 @@ from .agg import agg, combine_base_reform, pctchg_base_reform -from .chart_utils import dollar_format, currency_format -from .charts import quantile_pct_chg_plot from .concat import concat from .constants import ( BENS, diff --git a/microdf/chart_utils.py b/microdf/chart_utils.py deleted file mode 100644 index c680e97..0000000 --- a/microdf/chart_utils.py +++ /dev/null @@ -1,27 +0,0 @@ -import matplotlib as mpl - - -def dollar_format(suffix=""): - """Dollar formatter for matplotlib. - - :param suffix: Suffix to append, e.g. 'B'. Defaults to ''. - :returns: FuncFormatter. - - """ - return currency_format(currency="USD", suffix=suffix) - - -def currency_format(currency="USD", suffix=""): - """Currency formatter for matplotlib. - - :param currency: Name of the currency, e.g. 'USD', 'GBP'. - :param suffix: Suffix to append, e.g. 'B'. Defaults to ''. - :returns: FuncFormatter. - - """ - - prefix = {"USD": "$", "GBP": "£"}[currency] - - return mpl.ticker.FuncFormatter( - lambda x, _: prefix + format(int(x), ",") + suffix - ) diff --git a/microdf/charts.py b/microdf/charts.py deleted file mode 100644 index 9d64ba4..0000000 --- a/microdf/charts.py +++ /dev/null @@ -1,48 +0,0 @@ -import matplotlib as mpl -import matplotlib.pyplot as plt -import numpy as np -import seaborn as sns - -import microdf as mdf - - -def quantile_pct_chg_plot(df1, df2, col1, col2, w1=None, w2=None, q=None): - """Create stem plot with percent change in decile boundaries. - - :param df1: DataFrame with first set of values. - :param df2: DataFrame with second set of values. - :param col1: Name of columns with values in df1. - :param col2: Name of columns with values in df2. - :param w1: Name of weight column in df1. - :param w2: Name of weight column in df2. - :param q: Quantiles. Defaults to decile boundaries. - :returns: Axis. - - """ - if q is None: - q = np.arange(0.1, 1, 0.1) - # Calculate weighted quantiles. - df = mdf.quantile_chg(df1, df2, col1, col2, w1, w2, q).transpose() - # Prepare dataset for plotting. - df.columns = ["base", "reform"] - df["pct_chg"] = df.reform / df.base - 1 - # Multiply by 100 pending github.com/matplotlib/matplotlib/issues/17113 - df.pct_chg *= 100 - df["index_newline"] = np.where( - df.index == "50th (median)", "50th\n(median)", df.index - ) - # Plot. - fig, ax = plt.subplots() - markerline, stemlines, baseline = ax.stem( - df.index_newline, df.pct_chg, use_line_collection=True - ) - plt.setp(baseline, color="gray", linewidth=0) - ax.yaxis.set_major_locator(mpl.ticker.MaxNLocator(integer=True)) - ax.yaxis.set_major_formatter(mpl.ticker.PercentFormatter(xmax=100)) - plt.title("Change to percentiles", loc="left") - plt.ylabel("Change at the percentile boundary") - plt.xlabel("Percentile") - sns.despine(left=True, bottom=True) - ax.grid(color=mdf.GRID_COLOR, axis="y") - plt.xticks(rotation=0) - return ax diff --git a/microdf/generic.py b/microdf/generic.py index a22e2b5..eace524 100644 --- a/microdf/generic.py +++ b/microdf/generic.py @@ -757,7 +757,7 @@ def squared_poverty_gap(self, income: str, threshold: str) -> float: :rtype: float """ gaps = (threshold - income)[threshold > income] - squared_gaps = gaps ** 2 + squared_gaps = gaps**2 return squared_gaps.sum() @get_args_as_micro_series() diff --git a/microdf/style.py b/microdf/style.py deleted file mode 100644 index 3915bb8..0000000 --- a/microdf/style.py +++ /dev/null @@ -1,49 +0,0 @@ -import matplotlib as mpl -import matplotlib.font_manager as fm -import seaborn as sns - - -TITLE_COLOR = "#212121" -AXIS_COLOR = "#757575" -GRID_COLOR = "#eeeeee" # Previously lighter #f5f5f5. -DPI = 200 - - -def set_plot_style(dpi: int = DPI): - """Set plot style. - - :param dpi: DPI for saving and displaying figures, defaults to microdf.DPI - (200). - :type dpi: int, optional - """ - - sns.set_style("white") - - # Set up Roboto. Must be downloaded in the current directory. - # See https://stackoverflow.com/a/51844978/1840471. - fm.fontManager.ttflist += fm.createFontList(["Roboto-Regular.ttf"]) - - STYLE = { - "savefig.dpi": dpi, - "figure.dpi": dpi, - "figure.figsize": (6.4, 4.8), # Default. - "font.sans-serif": "Roboto", - "font.family": "sans-serif", - # Set title text color to dark gray (https://material.io/color) not - # black. - "text.color": TITLE_COLOR, - # Axis titles and tick marks are medium gray. - "axes.labelcolor": AXIS_COLOR, - "xtick.color": AXIS_COLOR, - "ytick.color": AXIS_COLOR, - # Grid is light gray. - "axes.grid": True, - "grid.color": GRID_COLOR, - # Equivalent to seaborn.despine(left=True, bottom=True). - "axes.spines.left": False, - "axes.spines.right": False, - "axes.spines.top": False, - "axes.spines.bottom": False, - } - - mpl.rcParams.update(STYLE) diff --git a/microdf/tests/test_percentile_actual.csv b/microdf/tests/test_percentile_actual.csv index ebc0a40..93adab4 100644 --- a/microdf/tests/test_percentile_actual.csv +++ b/microdf/tests/test_percentile_actual.csv @@ -1,5 +1,5 @@ val_percentile,val,w -1,0.04936696707980226,5.0030480466019815 +1,0.04936696707980226,5.003048046601982 2,0.17830779834685495,5.114684559704431 3,0.2857988855674821,5.003202737366776 4,0.33805302460864795,4.733066370107501 @@ -7,95 +7,95 @@ val_percentile,val,w 6,0.6096331244255117,5.429420284539545 7,0.5985039643349068,4.348564066721563 8,0.7510884464659845,5.440450569600465 -9,1.0876105767407074,5.499343558417599 -10,0.8899045403172029,5.1538348751709435 -11,1.394683443411786,5.23502927227519 +9,1.0876105767407074,5.499343558417598 +10,0.8899045403172029,5.153834875170943 +11,1.3946834434117863,5.235029272275189 12,0.9305982112361821,4.417722946149524 13,0.9650569353812546,5.348799899633306 -14,1.3214822270450117,5.3325704209630524 -15,1.2715100776802908,5.061289605022857 -16,1.6720424048893725,5.305386843295495 -17,1.9424737512447825,5.255981017771979 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mdf.squared_poverty_gap(df, "income", "threshold"), - 25 ** 2 + 10 ** 2 + 5 ** 2, + 25**2 + 10**2 + 5**2, ) # Weighted - RES = 1 * (25 ** 2) + 2 * (10 ** 2) + 3 * (5 ** 2) + RES = 1 * (25**2) + 2 * (10**2) + 3 * (5**2) assert np.allclose( - mdf.squared_poverty_gap(df, "income", "threshold", "weight"), RES, + mdf.squared_poverty_gap(df, "income", "threshold", "weight"), + RES, ) assert np.allclose(md.squared_poverty_gap("income", "threshold"), RES) diff --git a/microdf/weighted.py b/microdf/weighted.py index ae29306..9d3b00d 100644 --- a/microdf/weighted.py +++ b/microdf/weighted.py @@ -33,7 +33,7 @@ def weighted_sum(df, col, w=None, groupby=None): """ def _weighted_sum(df, col, w): - """ For weighted sum with provided weight. """ + """For weighted sum with provided weight.""" return weight(df, col, w).sum() if groupby is None: @@ -59,7 +59,7 @@ def weighted_mean(df, col, w=None, groupby=None): """ def _weighted_mean(df, col, w=None): - """ For weighted mean with provided weight. """ + """For weighted mean with provided weight.""" return weighted_sum(df, col, w) / df[w].sum() if groupby is None: @@ -118,7 +118,7 @@ def weighted_median(df, col, w=None, groupby=None): """ def _weighted_median(df, col, w): - """ For weighted median with provided weight. """ + """For weighted median with provided weight.""" return weighted_quantile(df, col, w, 0.5) if groupby is None: diff --git a/setup.py b/setup.py index d1036c0..7e52626 100644 --- a/setup.py +++ b/setup.py @@ -10,11 +10,8 @@ license="MIT", packages=["microdf"], install_requires=[ - "matplotlib", - "matplotlib-label-lines", "numpy", "pandas", - "seaborn", ], extras_require={"taxcalc": ["taxcalc"]}, zip_safe=False,