From 5761ae2db9faaff267f3035cde657b4f01667c1e Mon Sep 17 00:00:00 2001 From: Ryan Lane Date: Thu, 10 Oct 2024 16:09:49 -0700 Subject: [PATCH] Rl/regression on all stats (#35) * Update 2_temporal-variation-in-motility-metrics.ipynb - add regression stats for all metrics, while still only plotting those in the pub (Figure 4) * Create figure-4_regression_stats.csv * Update 2_temporal-variation-in-motility-metrics.ipynb fix lint issue? * Update 2_temporal-variation-in-motility-metrics.ipynb now fix lint? --- ...mporal-variation-in-motility-metrics.ipynb | 107 +++++++++++++----- results/figure-4_regression_stats.csv | 12 ++ 2 files changed, 93 insertions(+), 26 deletions(-) create mode 100644 results/figure-4_regression_stats.csv diff --git a/notebooks/2_temporal-variation-in-motility-metrics.ipynb b/notebooks/2_temporal-variation-in-motility-metrics.ipynb index 9fae2f4..4f8a19f 100644 --- a/notebooks/2_temporal-variation-in-motility-metrics.ipynb +++ b/notebooks/2_temporal-variation-in-motility-metrics.ipynb @@ -74,7 +74,20 @@ "timelapse_duration = 20 / 60 # minutes\n", "\n", "# set metrics for regression analysis and map to axis labels for the plot\n", - "metrics = {\n", + "metrics_for_regression = [\n", + " \"total_time\",\n", + " \"total_distance\",\n", + " \"net_distance\",\n", + " \"max_sprint_length\",\n", + " \"confinement_ratio\",\n", + " \"mean_curvilinear_speed\",\n", + " \"mean_linear_speed\",\n", + " \"mean_angular_speed\",\n", + " \"num_rotations\",\n", + " \"num_direction_changes\",\n", + " \"pivot_rate\",\n", + "]\n", + "metrics_for_plot = {\n", " \"confinement_ratio\": \"Confinement ratio\",\n", " \"mean_curvilinear_speed\": \"Mean curvilinear speed (µm/s)\",\n", " \"mean_angular_speed\": \"Mean angular speed (rad/s)\",\n", @@ -98,7 +111,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -109,9 +122,13 @@ ], "source": [ "source = motility_dataframe.copy()\n", + "regression_dataframe = pd.DataFrame(columns=[\"metric\", \"r_squared\", \"p_value\"])\n", + "\n", + "# convert time lapse ID to time point\n", + "time_seconds = timelapse_duration * source[\"timelapse_ID\"].values\n", "\n", "# create figure\n", - "ncols = len(metrics)\n", + "ncols = len(metrics_for_plot)\n", "figsize = apc.mpl.get_figure_dimensions(\"full_wide\")\n", "fig, axes = plt.subplots(\n", " ncols=ncols,\n", @@ -120,41 +137,79 @@ " layout=\"constrained\",\n", ")\n", "\n", - "for i, (metric, ylabel) in enumerate(metrics.items()):\n", - " # convert time lapse ID to time point\n", - " time_seconds = timelapse_duration * source[\"timelapse_ID\"].values\n", - "\n", + "i_plot = 0 # counter for plotting\n", + "for i, metric in enumerate(metrics_for_regression):\n", " # regression stats\n", " slope, intercept, r_value, p_value, std_err = stats.linregress(time_seconds, source[metric])\n", " r_squared = np.sign(r_value) * r_value**2\n", "\n", - " # scatter plot with regression line\n", - " ax = axes.flat[i]\n", - " g = sns.regplot(\n", - " data=source,\n", - " scatter=True,\n", - " x=time_seconds,\n", - " y=metric,\n", - " line_kws={\"label\": f\"$r^2$ = {r_squared:.2f}\"},\n", - " scatter_kws={\"alpha\": 0.5},\n", - " color=\"#F28360\",\n", - " ax=ax,\n", - " )\n", + " # build up dataframe\n", + " regression_dataframe.loc[i, \"metric\"] = metric\n", + " regression_dataframe.loc[i, \"r_squared\"] = r_squared\n", + " regression_dataframe.loc[i, \"p_value\"] = p_value\n", "\n", - " # aesthetics\n", - " ax.set_xlabel(\"Time (min)\")\n", - " ax.set_ylabel(ylabel)\n", - " ax.legend(loc=1)\n", - " sns.despine(ax=ax)\n", - " apc.mpl.style_plot(ax, monospaced_axes=\"both\")\n", + " if metric in metrics_for_plot:\n", + " # scatter plot with regression line\n", + " ylabel = metrics_for_plot[metric]\n", + " ax = axes.flat[i_plot]\n", + " g = sns.regplot(\n", + " data=source,\n", + " scatter=True,\n", + " x=time_seconds,\n", + " y=metric,\n", + " line_kws={\"label\": f\"$r^2$ = {r_squared:.2f}\"},\n", + " scatter_kws={\"alpha\": 0.5},\n", + " color=\"#F28360\",\n", + " ax=ax,\n", + " )\n", + " # aesthetics\n", + " ax.set_xlabel(\"Time (min)\")\n", + " ax.set_ylabel(ylabel)\n", + " ax.legend(loc=1)\n", + " sns.despine(ax=ax)\n", + " apc.mpl.style_plot(ax, monospaced_axes=\"both\")\n", "\n", + " i_plot += 1\n", + "\n", + "# save output\n", + "regression_dataframe.to_csv(\"../results/figure-4_regression_stats.csv\", index=False)\n", "apc.mpl.save_figure(\"../results/figure-4.svg\")" ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f17db91e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " metric r_squared p_value\n", + "0 total_time 0.000001 0.993133\n", + "1 total_distance -0.009595 0.241149\n", + "2 net_distance -0.002543 0.546902\n", + "3 max_sprint_length -0.026991 0.04831\n", + "4 confinement_ratio 0.011444 0.200303\n", + "5 mean_curvilinear_speed -0.012137 0.187122\n", + "6 mean_linear_speed -0.002889 0.520791\n", + "7 mean_angular_speed 0.005343 0.382245\n", + "8 num_rotations 0.016233 0.126718\n", + "9 num_direction_changes 0.003874 0.457043\n", + "10 pivot_rate 0.000549 0.779748\n" + ] + } + ], + "source": [ + "# show regression stats\n", + "print(regression_dataframe)" + ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "tracking", "language": "python", "name": "python3" }, diff --git a/results/figure-4_regression_stats.csv b/results/figure-4_regression_stats.csv new file mode 100644 index 0000000..6c9945a --- /dev/null +++ b/results/figure-4_regression_stats.csv @@ -0,0 +1,12 @@ +metric,r_squared,p_value +total_time,5.197518430285827e-07,0.9931334032314063 +total_distance,-0.00959475130391382,0.24114878225117253 +net_distance,-0.0025433903557102043,0.5469015263053196 +max_sprint_length,-0.026991317300953038,0.0483097065754383 +confinement_ratio,0.011443825303996907,0.20030303575526734 +mean_curvilinear_speed,-0.012137111020249731,0.1871215004690094 +mean_linear_speed,-0.0028893196440754687,0.5207908237629552 +mean_angular_speed,0.0053433163859231084,0.382244766583136 +num_rotations,0.016233375435390343,0.12671752413538928 +num_direction_changes,0.0038740456096663244,0.4570425515346842 +pivot_rate,0.0005486351704206017,0.7797483234042711