"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axs = plt.subplots(nrows=nrow, ncols=ncol, figsize=(ncol*3, nrow*3))\n",
+ "\n",
+ "k = 0\n",
+ "for i in range(0, nrow):\n",
+ " for j in range(0, ncol):\n",
+ " if k < len(metrics):\n",
+ " plot_response_metric(data=data, metric=metrics[k], bins=10, ax=axs[i, j])\n",
+ " else:\n",
+ " axs[i, j].axis('off')\n",
+ " k += 1\n",
+ "\n",
+ "fig.set_layout_engine('tight')\n",
+ "fig.suptitle(f'Distribution of drug response values in \"{dataset_name}\"')\n",
+ "\n",
+ "# uncomment next line to save plot\n",
+ "# fig.savefig(f'{dataset_prefix}.png')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "For temporary import (development) of tabulated experiments files, i.e. the data that should normally be located in the `experiments` object of the data loaded via `cd.DatasetLoader()` we can also use pandas directly"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## Datasets from October (before allowing hill slope to be positive)\n",
+ "\n",
+ "# experiment = \"GDSC_v2\"\n",
+ "# file_name = \"gdsc2Output.tsv\"\n",
+ "\n",
+ "# experiment = \"CTRP\"\n",
+ "# file_name = \"ctrpOutput.tsv\"\n",
+ "\n",
+ "# experiment = \"NCI60\"\n",
+ "# file_name = \"nciOutput.tsv\"\n",
+ "\n",
+ "# data_experiments = pd.read_csv(file_name, sep='\\t')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## Dataset from 2024-11-01 (after allowing hill slope to be positive)\n",
+ "\n",
+ "# experiment = \"GDSC_v2-HillSlope+_R2-leq0-excluded\"\n",
+ "# file_name = \"gdsc2AllCurve.tsv\"\n",
+ "\n",
+ "experiment = \"CTRP-HillSlope+_R2-leq0-excluded\"\n",
+ "file_name = \"ctrpAllCurve.tsv\"\n",
+ "\n",
+ "# experiment = \"Prism-HillSlope+_R2-leq0-included\"\n",
+ "# file_name = \"prismAllCurve.tsv\"\n",
+ "\n",
+ "data_experiments = pd.read_csv(file_name, sep='\\t')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Alternatively we just extract the `experiments` object of the data and prepare it for further plotting"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "experiment = \"BeatAML\"\n",
+ "data_experiments = data.experiments"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We prepare the data table such that each drug_response_metric has it's own column with associated values"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data_plot = prepare_2d_hist_data(data_experiments, r2=0)\n",
+ "# data_plot = _prepare_2d_hist_data(data_experiments)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Finally we define the metrics we want to plot, generate the figure and save it."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# metrics = [\n",
+ "# \"aac\", \"auc\", \"dss\",\n",
+ "# \"fit_auc\", \"fit_ec50\", \"fit_ec50se\",\n",
+ "# \"fit_einf\", \"fit_hs\", \"fit_ic50\",\n",
+ "# \"fit_r2\",\n",
+ "# ]\n",
+ "\n",
+ "# metrics = [\"auc\", \"fit_auc\", \"fit_ec50\", \"fit_hs\", \"fit_r2\"]\n",
+ "metrics = [\"fit_auc\", \"auc\", \"fit_ic50\", \"fit_r2\"]\n",
+ "\n",
+ "# setting up the \"theme context\" aswell as the style\n",
+ "sns.set_theme(context=\"paper\")\n",
+ "sns.set_style(\"darkgrid\",{\"axes.facecolor\": \".9\"})\n",
+ "\n",
+ "# defining a color palette for the 2D histogram\n",
+ "joint_color_p = sns.color_palette(\"flare\", as_cmap=True)\n",
+ "\n",
+ "# generating an empty seaborn PairGrid object based on the plotting data\n",
+ "# the grid will be n x n where n is the number of metrics we plot \n",
+ "pg = sns.PairGrid(\n",
+ " data_plot,\n",
+ " vars=metrics\n",
+ " )\n",
+ "\n",
+ "# generating the diagonal i.e. histograms of the drug response metric \n",
+ "# value distributions\n",
+ "pg.map_diag(sns.histplot, bins=25, facecolor=\"dimgrey\")\n",
+ "\n",
+ "# generating the lower triangle of the grid where we plot 2D histograms\n",
+ "# of metric1 vs metric2 distributions\n",
+ "pg.map_lower(sns.histplot, bins=25, cmap=joint_color_p)\n",
+ "\n",
+ "# subsampling the plotting data to 500 datapoints \n",
+ "if data_plot.shape[0] > 500:\n",
+ " pg.data = data_plot.sample(n=500, random_state=42)\n",
+ "\n",
+ "# plotting the subsampled data as scatter plot in the upper triangle\n",
+ "# points are sized according to the inverse of their \"fit_r2\" value\n",
+ "# (larger points have a smaller \"fit_r2 value\")\n",
+ "# additionally the points are also colored according to their \"fit_r2\"\n",
+ "# value where darker hues are larger values\n",
+ "pg.map_upper(\n",
+ " sns.scatterplot,\n",
+ " size=max(pg.data[\"fit_r2\"])-pg.data[\"fit_r2\"],\n",
+ " hue=pg.data[\"fit_r2\"],\n",
+ " )\n",
+ "# plotting a 2D kernel density distribution over the subsampled data \n",
+ "# points in the upper triangle\n",
+ "pg.map_upper(sns.kdeplot, levels=5, color=\"black\", linewidths=1 )\n",
+ "\n",
+ "# adjusting the size of the top margin of grid and giving the plot a \n",
+ "# title\n",
+ "pg.figure.subplots_adjust(top=.95)\n",
+ "pg.figure.suptitle(f\"{experiment}\")\n",
+ "\n",
+ "# saving the plot according to the experiment name\n",
+ "pg.savefig(f\"{experiment}-combined.pdf\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
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