From 391c51c110b02e54ae7da7380646d5836fdbeaf9 Mon Sep 17 00:00:00 2001 From: Max Ghenis Date: Thu, 1 Jul 2021 08:59:09 -0700 Subject: [PATCH 1/3] Remove quantile_chg_plot to drop matplotlib-label-lines dep --- environment.yml | 1 - microdf/__init__.py | 3 +-- microdf/charts.py | 58 --------------------------------------------- 3 files changed, 1 insertion(+), 61 deletions(-) diff --git a/environment.yml b/environment.yml index 13c28af..2fadc90 100644 --- a/environment.yml +++ b/environment.yml @@ -12,5 +12,4 @@ dependencies: - seaborn - setuptools - pip: - - matplotlib-label-lines - jupyter-book diff --git a/microdf/__init__.py b/microdf/__init__.py index 3e9d327..4cfec91 100644 --- a/microdf/__init__.py +++ b/microdf/__init__.py @@ -1,6 +1,6 @@ from .agg import agg, combine_base_reform, pctchg_base_reform from .chart_utils import dollar_format, currency_format -from .charts import quantile_chg_plot, quantile_pct_chg_plot +from .charts import quantile_pct_chg_plot from .concat import concat from .constants import ( BENS, @@ -86,7 +86,6 @@ "dollar_format", "currency_format", # charts.py - "quantile_chg_plot", "quantile_pct_chg_plot", # concat.py "concat", diff --git a/microdf/charts.py b/microdf/charts.py index a697de5..9d64ba4 100644 --- a/microdf/charts.py +++ b/microdf/charts.py @@ -1,4 +1,3 @@ -import labellines as ll import matplotlib as mpl import matplotlib.pyplot as plt import numpy as np @@ -7,63 +6,6 @@ import microdf as mdf -def quantile_chg_plot( - df1, - df2, - col1, - col2, - w1=None, - w2=None, - q=None, - label1="Base", - label2="Reform", - title="Change in disposable income percentiles", - currency="USD", -): - """Create plot with one line per quantile boundary between base and - reform. - - :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. - :param label1: Label for left side of x-axis. Defaults to 'Base'. - :param label2: Label for right side of x-axis. Defaults to 'Reform'. - :returns: Axis. - - """ - # Calculate the q default because it's later used for defining a color - # palette. - 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) - # Make shades of green, removing the lightest 10 shades. - with sns.color_palette(sns.color_palette("Greens", q.size + 11)[11:]): - ax = df.plot() - # Label the start and end points. - plt.xticks([0, 1], [label1, label2]) - # Label the lines instead of using a legend. - ax.get_legend().remove() - # Move line labels closer to the center. - ll.labelLines(plt.gca().get_lines(), xvals=(0.1, 0.9)) - # Formatting. - plt.title(title) - plt.ylim(0, None) - ax.grid(color=mdf.GRID_COLOR, axis="y") - formatter = mdf.currency_format(currency) - ax.yaxis.set_major_formatter(formatter) - ax.yaxis.set_minor_formatter(formatter) - sns.despine(left=True, bottom=True) - ax.axhline(0, color="lightgray", zorder=-1) - # Looks better narrower. - plt.gcf().set_size_inches(4, 6) - return ax - - def quantile_pct_chg_plot(df1, df2, col1, col2, w1=None, w2=None, q=None): """Create stem plot with percent change in decile boundaries. From 95494db4335d6f0d92f0cdec0bd0e830b7602bb4 Mon Sep 17 00:00:00 2001 From: Max Ghenis Date: Thu, 1 Jul 2021 08:59:43 -0700 Subject: [PATCH 2/3] Remove test --- microdf/tests/test_quantile_chg.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/microdf/tests/test_quantile_chg.py b/microdf/tests/test_quantile_chg.py index b64fb20..7ca165f 100644 --- a/microdf/tests/test_quantile_chg.py +++ b/microdf/tests/test_quantile_chg.py @@ -15,9 +15,5 @@ def test_quantile_chg(): mdf.quantile_chg(DF1, DF2, "v", "w", "v", "w") -def test_quantile_chg_plot(): - mdf.quantile_chg_plot(DF1, DF2, "v", "w", "v", "w") - - def test_quantile_pct_chg_plot(): mdf.quantile_pct_chg_plot(DF1, DF2, "v", "w", "v", "w") From cce49eb49be16748f200941b9ef9ad57b7fc91b0 Mon Sep 17 00:00:00 2001 From: Max Ghenis Date: Thu, 1 Jul 2021 09:04:56 -0700 Subject: [PATCH 3/3] Remove quantile_chg_plot demo --- docs/demo.ipynb | 30 +----------------------------- 1 file changed, 1 insertion(+), 29 deletions(-) diff --git a/docs/demo.ipynb b/docs/demo.ipynb index dc411c4..9200e2b 100644 --- a/docs/demo.ipynb +++ b/docs/demo.ipynb @@ -372,34 +372,6 @@ "source": [ "reform.fpl_XTOT_m.sum() / base.fpl_XTOT_m.sum() - 1" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Add chart." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = mdf.quantile_chg_plot(base, reform, 'aftertax_income', 'aftertax_income',\n", - " 'XTOT_m', 'XTOT_m')" - ] } ], "metadata": { @@ -436,4 +408,4 @@ }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file