diff --git a/docs/guide.ipynb b/docs/guide.ipynb index 68d121f..e2a235f 100644 --- a/docs/guide.ipynb +++ b/docs/guide.ipynb @@ -100,7 +100,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -478,7 +478,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -510,7 +510,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -577,7 +577,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -609,7 +609,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -650,7 +650,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -709,7 +709,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -722,12 +722,12 @@ ], "source": [ "fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(15,3))\n", - "plot_likert.plot_likert(data, plot_likert.scales.agree, \n", + "plot_likert.plot_likert(data, plot_likert.scales.agree,\n", " plot_percentage=False, # show absolute values\n", " ax=ax1, # show on the left-side subplot\n", - " legend=0, # hide the legend for the subplot, we'll show a single figure legend instead \n", + " legend=0, # hide the legend for the subplot, we'll show a single figure legend instead\n", " );\n", - "plot_likert.plot_likert(data, plot_likert.scales.agree, \n", + "plot_likert.plot_likert(data, plot_likert.scales.agree,\n", " plot_percentage=True, # show percentage values\n", " ax=ax2, # show on the right-side subplot\n", " legend=0, # hide the legend for the subplot, we'll show a single figure legend instead\n", @@ -740,6 +740,68 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Comparing plots on the same scale\n", + "\n", + "When you plot two different datasets (e.g. comparing responses from different groups or\n", + "surveys), each plot's x-axis is sized to fit its own data, so the two scales usually\n", + "won't match, and the plots can be hard to compare.\n", + "\n", + "To force several plots to the same scale, fix the axis with the `x_range` argument:\n", + "it sets how far the axis extends from the plot's center line.\n", + "Pass a single number for a symmetric range (e.g., `x_range=100` for 100% in each \n", + "direction) or a `(left, right)` pair for an asymmetric one. The values are in the units\n", + "of the plot: percentage points when plotting percentages, response counts otherwise.\n", + "\n", + "If some bars don't fit in the range you request, plot_likert will warn you that they\n", + "will be cut off." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rng = np.random.default_rng(seed=24)\n", + "other_data = pd.DataFrame(rng.choice(plot_likert.scales.agree, (30,2), p=[0.4, 0.3, 0.2, 0.05, 0.05]),\n", + " columns=['Q1','Q2'])\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(nrows=2, ncols=1, figsize=(9,5))\n", + "plot_likert.plot_likert(data, plot_likert.scales.agree,\n", + " plot_percentage=True,\n", + " ax=ax1, legend=0,\n", + " x_range=100, # let the axis run 100% in each direction on both plots\n", + " );\n", + "plot_likert.plot_likert(other_data, plot_likert.scales.agree,\n", + " plot_percentage=True,\n", + " ax=ax2, legend=0,\n", + " x_range=100,\n", + " );\n", + "\n", + "# display a single legend for the whole figure\n", + "handles, labels = ax1.get_legend_handles_labels()\n", + "fig.legend(handles, labels, bbox_to_anchor=(1.25, .9))\n", + "fig.tight_layout()\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -850,7 +912,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] diff --git a/plot_likert/plot_likert.py b/plot_likert/plot_likert.py index d9e86f9..b45d092 100644 --- a/plot_likert/plot_likert.py +++ b/plot_likert/plot_likert.py @@ -46,6 +46,38 @@ class PlotLikertError(ValueError): pass +XRange = typing.Union[float, typing.Tuple[float, float]] + + +def _normalize_x_range( + x_range: typing.Optional[XRange], +) -> typing.Optional[typing.Tuple[float, float]]: + """ + Validate the x_range argument and expand it into a (left, right) pair + of extents from the plot's center line. + """ + if x_range is None: + return None + + if isinstance(x_range, (tuple, list)): + if len(x_range) != 2: + raise PlotLikertError( + "x_range must be a single number or a (left, right) pair" + ) + left, right = (float(value) for value in x_range) + else: + left = right = float(x_range) + + if left < 0 or right < 0: + raise PlotLikertError("x_range values must not be negative") + if left == 0 and right == 0: + raise PlotLikertError( + "x_range must extend beyond the center line in at least one direction" + ) + + return left, right + + def plot_counts( counts: pd.DataFrame, scale: Scale, @@ -56,6 +88,7 @@ def plot_counts( compute_percentages: bool = False, bar_labels: bool = False, bar_labels_color: typing.Union[str, typing.List[str]] = "white", + x_range: typing.Optional[XRange] = None, **kwargs, ) -> matplotlib.axes.Axes: """ @@ -85,6 +118,14 @@ def plot_counts( Show a label with the value of each bar segment on top of it bar_labels_color : str or list of str = "white", If showing bar labels, use this color (or colors) for the text + x_range : float or tuple of (float, float), optional + Fix how far the x-axis extends from the plot's center line: + either a single number, used for both directions, or a (left, right) pair. + The values are in the same units as the plot: + percentage points when plotting percentages, response counts otherwise. + By default, the range is determined from the data; + fixing it explicitly gives multiple plots the same scale, + so they can be compared side by side. **kwargs Options to pass to pandas plotting method. @@ -111,6 +152,8 @@ def plot_counts( else: counts_are_percentages = False + x_range = _normalize_x_range(x_range) + # Pad each row/question from the left, so that they're centered around the middle (Neutral) response scale_middle = len(scale) // 2 @@ -143,17 +186,35 @@ def plot_counts( center_line.set_zorder(-1) # Compute and show x labels - max_width = int(round(padded_counts.sum(axis=1).max())) + if x_range is None: + # Size the axis to the data + max_width = int(round(padded_counts.sum(axis=1).max())) + left_edge = center + right_edge = max_width - center + else: + # Use the fixed range requested by the caller + left_edge, right_edge = x_range + bars_left = middles + bars_right = counts.sum(axis="columns") - middles + if (bars_left > left_edge).any() or (bars_right > right_edge).any(): + warn( + "Some of the response bars extend beyond the given x_range and will be cut off in the plot." + ) + if xtick_interval is None: num_ticks = axes.xaxis.get_tick_space() - interval = interval_helper.get_interval_for_scale(num_ticks, max_width) + interval = interval_helper.get_interval_for_scale( + num_ticks, int(round(left_edge + right_edge)) + ) else: interval = xtick_interval - right_edge = max_width - center right_labels = np.arange(interval, right_edge + interval, interval) + if x_range is not None: + # Don't put ticks beyond the requested range + right_labels = right_labels[right_labels <= right_edge] right_values = center + right_labels - left_labels = np.arange(0, center + 1, interval) + left_labels = np.arange(0, left_edge + 1, interval) left_values = center - left_labels xlabels = np.concatenate([left_labels, right_labels]) xvalues = np.concatenate([left_values, right_values]) @@ -161,8 +222,9 @@ def plot_counts( xlabels = [int(l) for l in xlabels if round(l) == l] # Ensure tick labels don't exceed number of participants - # (or, in the case of percentages, 100%) since that looks confusing - if HIDE_EXCESSIVE_TICK_LABELS: + # (or, in the case of percentages, 100%) since that looks confusing; unless the + # x-range was specified explicitly. + if HIDE_EXCESSIVE_TICK_LABELS and x_range is None: # Labels for tick values that are too high are hidden, # but the tick mark itself remains displayed. total_max = counts.sum(axis="columns").max() @@ -184,12 +246,21 @@ def plot_counts( # Adjust padding counts_sum = counts.sum(axis="columns").max() - # Pad the bars on the left (so there's a gap between the axis and the first section) - padding_left = counts_sum * PADDING_LEFT - # Tighten the padding on the right of the figure - padding_right = counts_sum * PADDING_RIGHT - x_min, x_max = axes.get_xlim() - axes.set_xlim(x_min - padding_left, x_max - padding_right) + if x_range is None: + # Pad the bars on the left (so there's a gap between the axis and the first section) + padding_left = counts_sum * PADDING_LEFT + # Tighten the padding on the right of the figure + padding_right = counts_sum * PADDING_RIGHT + x_min, x_max = axes.get_xlim() + axes.set_xlim(x_min - padding_left, x_max - padding_right) + else: + # Base the limits only on the requested range (not the data), + # so that plots sharing an x_range get identical axes + total_width = left_edge + right_edge + axes.set_xlim( + center - left_edge - total_width * PADDING_LEFT, + center + right_edge + total_width * PADDING_RIGHT, + ) # Add labels if bar_labels: @@ -350,6 +421,7 @@ def plot_likert( xtick_interval: typing.Optional[int] = None, bar_labels: bool = False, bar_labels_color: typing.Union[str, typing.List[str]] = "white", + x_range: typing.Optional[XRange] = None, **kwargs, ) -> matplotlib.axes.Axes: """ @@ -383,6 +455,14 @@ def plot_likert( Show a label with the value of each bar segment on top of it bar_labels_color : str or list of str = "white", If showing bar labels, use this color (or colors) for the text + x_range : float or tuple of (float, float), optional + Fix how far the x-axis extends from the plot's center line: + either a single number, used for both directions, or a (left, right) pair. + The values are in the same units as the plot: + percentage points when plotting percentages, response counts otherwise. + By default, the range is determined from the data; + fixing it explicitly gives multiple plots the same scale, + so they can be compared side by side. **kwargs Options to pass to pandas plotting method. @@ -411,6 +491,7 @@ def plot_likert( compute_percentages=plot_percentage, bar_labels=bar_labels, bar_labels_color=bar_labels_color, + x_range=x_range, **kwargs, ) diff --git a/tests/test_plot_likert.py b/tests/test_plot_likert.py new file mode 100644 index 0000000..c36aa71 --- /dev/null +++ b/tests/test_plot_likert.py @@ -0,0 +1,133 @@ +import unittest +import warnings + +import matplotlib + +matplotlib.use("Agg") + +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd + +import plot_likert +from plot_likert.plot_likert import PADDING_LEFT, PADDING_RIGHT, PlotLikertError + +SCALE = ["Disagree", "Neutral", "Agree"] + + +def make_counts(values_per_question): + return pd.DataFrame.from_dict(values_per_question, orient="index", columns=SCALE) + + +class TestXRange(unittest.TestCase): + def tearDown(self): + plt.close("all") + + def test_fixed_range_sets_ticks_labels_and_limits(self): + # One question, already summing to 100: + # middles = 30 + 20/2 = 40, so the center line sits at x=40 + counts = make_counts({"Q1": [30, 20, 50]}) + + axes = plot_likert.plot_counts( + counts, + SCALE, + compute_percentages=True, + x_range=(40, 40), + xtick_interval=20, + ) + + ticks = sorted(axes.get_xticks()) + self.assertEqual(ticks, [0, 20, 40, 60, 80]) + + labels = [label.get_text() for label in axes.get_xticklabels()] + self.assertEqual(sorted(labels), sorted(["40%", "20%", "0%", "20%", "40%"])) + + expected_xlim = (0 - 80 * PADDING_LEFT, 80 + 80 * PADDING_RIGHT) + np.testing.assert_allclose(axes.get_xlim(), expected_xlim) + + def test_plots_sharing_x_range_get_identical_axes(self): + counts_a = make_counts({"Q1": [10, 10, 80]}) + counts_b = make_counts({"Q1": [60, 20, 20]}) + + spans = [] + relative_ticks = [] + labels = [] + for counts, center in ((counts_a, 15), (counts_b, 70)): + axes = plot_likert.plot_counts( + counts, + SCALE, + compute_percentages=True, + x_range=100, + xtick_interval=25, + ) + x_min, x_max = axes.get_xlim() + spans.append(x_max - x_min) + relative_ticks.append(sorted(tick - center for tick in axes.get_xticks())) + labels.append(sorted(label.get_text() for label in axes.get_xticklabels())) + + self.assertEqual(spans[0], spans[1]) + self.assertEqual(relative_ticks[0], relative_ticks[1]) + self.assertEqual(labels[0], labels[1]) + + def test_single_number_is_symmetric(self): + counts = make_counts({"Q1": [30, 20, 50]}) + + axes_scalar = plot_likert.plot_counts( + counts, SCALE, compute_percentages=True, x_range=60, xtick_interval=25 + ) + axes_pair = plot_likert.plot_counts( + counts, SCALE, compute_percentages=True, x_range=(60, 60), xtick_interval=25 + ) + + np.testing.assert_allclose(axes_scalar.get_xlim(), axes_pair.get_xlim()) + np.testing.assert_allclose(axes_scalar.get_xticks(), axes_pair.get_xticks()) + + def test_works_with_raw_counts(self): + counts = make_counts({"Q1": [4, 2, 4]}) + + axes = plot_likert.plot_counts(counts, SCALE, x_range=(5, 5), xtick_interval=5) + + labels = [label.get_text() for label in axes.get_xticklabels()] + self.assertEqual(sorted(labels), sorted(["5", "0", "5"])) + + def test_passes_through_plot_likert(self): + responses = pd.DataFrame({"Q1": ["Agree", "Disagree", "Agree", "Neutral"]}) + + axes = plot_likert.plot_likert( + responses, SCALE, plot_percentage=True, x_range=100 + ) + + x_min, x_max = axes.get_xlim() + expected_span = 200 + 200 * PADDING_LEFT + 200 * PADDING_RIGHT + self.assertAlmostEqual(x_max - x_min, expected_span) + + def test_invalid_values_are_rejected(self): + counts = make_counts({"Q1": [30, 20, 50]}) + + for bad_x_range in (-10, (40, -10), (10, 20, 30), (0, 0)): + with self.assertRaises(PlotLikertError): + plot_likert.plot_counts( + counts, SCALE, compute_percentages=True, x_range=bad_x_range + ) + + def test_warns_when_bars_exceed_range(self): + counts = make_counts({"Q1": [30, 20, 50]}) + + with self.assertWarns(UserWarning): + plot_likert.plot_counts( + counts, SCALE, compute_percentages=True, x_range=(20, 60) + ) + + def test_no_warning_when_bars_fit(self): + counts = make_counts({"Q1": [30, 20, 50]}) + + with warnings.catch_warnings(record=True) as caught: + warnings.simplefilter("always") + plot_likert.plot_counts( + counts, SCALE, compute_percentages=True, x_range=(40, 60) + ) + self.assertEqual([str(w.message) for w in caught], []) + + +if __name__ == "__main__": + unittest.main()