Skip to content

Instantly share code, notes, and snippets.

@PatWalters
Last active March 6, 2024 19:46
Show Gist options
  • Star 11 You must be signed in to star a gist
  • Fork 3 You must be signed in to fork a gist
  • Save PatWalters/1b7600dd6d195e2cb8dded8454e1777e to your computer and use it in GitHub Desktop.
Save PatWalters/1b7600dd6d195e2cb8dded8454e1777e to your computer and use it in GitHub Desktop.
A Collection of Things I Frequently Forget How To Do With Seaborn Scatterplots
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Index'></a>\n",
"### A Collection of Things I Frequently Forget How To Do With Seaborn Scatterplots###\n",
"\n",
"This is a collection of Seaborn tricks that I use infrequently enough to forget, and have to lookup again in Stack Overflow. I wrote this notebook as a cheat sheet to hopefully save a little time. Here's the list of topcis covered. \n",
"* [Set the plot aesthetics](#Set_the_plot_aesthetics)\n",
"* [Put the plot on a log scale and set the axis limits](#Put_the_plot_on_a_log_scale_and_set_the_axis_limits)\n",
"* [Convert exponential tick labels to numeric](#Convert_exponential_tick_labels_to_numeric)\n",
"* [Add a unity line and lines at 5-fold error](#Add_a_unity_line_and_lines_at_5_fold_error)\n",
"* [Add Greek characters to axis labels](#Add_Greek_characters_to_axis_labels)\n",
"* [Move the legend outside the plot](#Move_the_legend_outside_the_plot)\n",
"* [Add a text label to the plot](#Add_a_text_label_to_the_plot)\n",
"* [Customize the plot colors](#Customize_the_plot_colors)\n",
"* [A quick boxplot as a sanity check](#A_quick_boxplot_as_a_sanity_check)\n",
"* [Putting it all together](#Putting_it_all_together)\n",
"\n",
"At any topic you can click on [...](#Index) to return here. \n",
"\n",
"Any additions and suggestions would be greatly appreciated! "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"from matplotlib.ticker import FormatStrFormatter\n",
"from sklearn.metrics import r2_score"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"https://raw.githubusercontent.com/PatWalters/workshop/master/data/seaborn_scatterplot_example.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>SMILES</th>\n",
" <th>Name</th>\n",
" <th>Experimental IC50(uM)</th>\n",
" <th>Predicted IC50(uM)</th>\n",
" <th>MW</th>\n",
" <th>LogP</th>\n",
" <th>HBD</th>\n",
" <th>HBA</th>\n",
" <th>TPSA</th>\n",
" <th>Rot</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>CC(C)(C)c1ccc(cc1)C(O)CCCN2CCC(CC2)C(O)(c3cccc...</td>\n",
" <td>19569</td>\n",
" <td>0.1</td>\n",
" <td>0.2</td>\n",
" <td>471.7</td>\n",
" <td>6.4</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>43.7</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>OCc1cc(Cl)ccc1NC(=O)NC2CCN(Cc3ccn(c3)c4ccc(cc4...</td>\n",
" <td>564591</td>\n",
" <td>3.3</td>\n",
" <td>2.8</td>\n",
" <td>507.0</td>\n",
" <td>5.4</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>69.5</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>CC1(C)N(CCn2c(Nc3ccc(F)cc3)c(nc12)c4ccc(F)cc4)...</td>\n",
" <td>1354598</td>\n",
" <td>13.4</td>\n",
" <td>18.1</td>\n",
" <td>411.5</td>\n",
" <td>3.6</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>76.2</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>CC1(C)CC[C@]23CC[C@@]4(C)[C@]5(C)CC[C@H]6C(C)(...</td>\n",
" <td>1948305</td>\n",
" <td>40.0</td>\n",
" <td>7.5</td>\n",
" <td>570.8</td>\n",
" <td>7.5</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>78.2</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>COC(=O)C1(COc2ccc3ncc(F)c(CCC45CCC(CC4)(CO5)NC...</td>\n",
" <td>1958050</td>\n",
" <td>1.6</td>\n",
" <td>10.8</td>\n",
" <td>591.6</td>\n",
" <td>3.6</td>\n",
" <td>2</td>\n",
" <td>10</td>\n",
" <td>133.8</td>\n",
" <td>10</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" SMILES Name \\\n",
"0 CC(C)(C)c1ccc(cc1)C(O)CCCN2CCC(CC2)C(O)(c3cccc... 19569 \n",
"1 OCc1cc(Cl)ccc1NC(=O)NC2CCN(Cc3ccn(c3)c4ccc(cc4... 564591 \n",
"2 CC1(C)N(CCn2c(Nc3ccc(F)cc3)c(nc12)c4ccc(F)cc4)... 1354598 \n",
"3 CC1(C)CC[C@]23CC[C@@]4(C)[C@]5(C)CC[C@H]6C(C)(... 1948305 \n",
"4 COC(=O)C1(COc2ccc3ncc(F)c(CCC45CCC(CC4)(CO5)NC... 1958050 \n",
"\n",
" Experimental IC50(uM) Predicted IC50(uM) MW LogP HBD HBA TPSA \\\n",
"0 0.1 0.2 471.7 6.4 2 3 43.7 \n",
"1 3.3 2.8 507.0 5.4 3 4 69.5 \n",
"2 13.4 18.1 411.5 3.6 2 5 76.2 \n",
"3 40.0 7.5 570.8 7.5 0 4 78.2 \n",
"4 1.6 10.8 591.6 3.6 2 10 133.8 \n",
"\n",
" Rot \n",
"0 8 \n",
"1 6 \n",
"2 4 \n",
"3 1 \n",
"4 10 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's the vanilla scatterplot, there's a lot we can do to improve this"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = sns.scatterplot(\"Experimental IC50(uM)\",\"Predicted IC50(uM)\",hue=\"LogP\",data=df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Set_the_plot_aesthetics'></a>\n",
"### **Set the plot aesthetics** ### \n",
"* Plot size\n",
"* Plot style (darkgrid, whitegrid, dark, white, ticks) \n",
"* Plot context (notebook, paper, talk, poster) \n",
"\n",
"[...](#Index)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"sns.set(rc={'figure.figsize': (10, 10)})\n",
"sns.set_style('whitegrid')\n",
"sns.set_context('talk')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Draw the plot with the aesthetics defined above"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.scatterplot(\"Experimental IC50(uM)\",\"Predicted IC50(uM)\",hue=\"LogP\",data=df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Put_the_plot_on_a_log_scale_and_set_the_axis_limits'></a>\n",
"### Put the plot on a log scale and set the axis limits ###\n",
"Redraw the plot above on a log scale\n",
"\n",
"[...](#Index)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.scatterplot(\"Experimental IC50(uM)\",\"Predicted IC50(uM)\",hue=\"LogP\",data=df)\n",
"ax.set(xscale=\"log\",yscale=\"log\")\n",
"ax.set(xlim=[0.001,100],ylim=[0.001,100]); #note the semicolon to suppress output from this command"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Convert_exponential_tick_labels_to_numeric'></a>\n",
"### Convert exponential tick labels to numeric ###\n",
"I don't like having explonents in the tick labels, let's fix that\n",
"\n",
"[...](#Index)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.scatterplot(\"Experimental IC50(uM)\",\"Predicted IC50(uM)\",hue=\"LogP\",data=df)\n",
"ax.set(xscale=\"log\",yscale=\"log\")\n",
"ax.set(xlim=[0.001,100],ylim=[0.001,100])\n",
"# define the tick values\n",
"ticks = [0.01, 0.1, 1, 10, 100]\n",
"ax.set_yticks(ticks)\n",
"ax.set_xticks(ticks)\n",
"# define how the ticks are formatted\n",
"ax.xaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"ax.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Add_a_unity_line_and_lines_at_5_fold_error'></a>\n",
"### Add a unity line and lines at 5-fold error ###\n",
"Redraw the plot with a unity line and lines defining 5-fold error\n",
"\n",
"[...](#Index)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.scatterplot(\"Experimental IC50(uM)\",\"Predicted IC50(uM)\",hue=\"LogP\",data=df)\n",
"ax.set(xscale=\"log\",yscale=\"log\")\n",
"ax.set(xlim=[0.001,100],ylim=[0.001,100])\n",
"# define the tick values\n",
"ticks = [0.01, 0.1, 1, 10, 100]\n",
"ax.set_yticks(ticks)\n",
"ax.set_xticks(ticks)\n",
"# define how the ticks are formatted\n",
"ax.xaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"ax.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"# add the unity line\n",
"linemin = -1\n",
"linemax = 100\n",
"ax.plot([linemin,linemax],[linemin,linemax],color=\"grey\",linewidth=2,linestyle=\"--\");\n",
"# add lines at plus and minus 5-fold error\n",
"ax.plot([linemin,linemax],[linemin*5,linemax*5],color=\"grey\",linewidth=2,linestyle=\"--\")\n",
"ax.plot([linemin*5,linemax*5],[linemin,linemax],color=\"grey\",linewidth=2,linestyle=\"--\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Add_Greek_characters_to_axis_labels'></a>\n",
"### Add Greek characters to axis labels ###\n",
"Let's get fancy and put real Greek characters in the axis labels.\n",
"\n",
"[...](#Index)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.scatterplot(\"Experimental IC50(uM)\",\"Predicted IC50(uM)\",hue=\"LogP\",data=df)\n",
"ax.set(xscale=\"log\",yscale=\"log\")\n",
"ax.set(xlim=[0.001,100],ylim=[0.001,100])\n",
"# define the tick values\n",
"ticks = [0.01, 0.1, 1, 10, 100]\n",
"ax.set_yticks(ticks)\n",
"ax.set_xticks(ticks)\n",
"# define how the ticks are formatted\n",
"ax.xaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"ax.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"# add the unity line\n",
"linemin = -1\n",
"linemax = 100\n",
"ax.plot([linemin,linemax],[linemin,linemax],color=\"grey\",linewidth=2,linestyle=\"--\")\n",
"# define the axis labels\n",
"ax.set_xlabel(\"Experimental IC50($\\mu$M)\");\n",
"ax.set_ylabel(\"Predicted IC50($\\mu$M)\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Move_the_legend_outside_the_plot'></a>\n",
"### Move the legend outside the plot ###\n",
"Let's make room for some labels\n",
"\n",
"[...](#Index)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.scatterplot(\"Experimental IC50(uM)\",\"Predicted IC50(uM)\",hue=\"LogP\",data=df)\n",
"ax.set(xscale=\"log\",yscale=\"log\")\n",
"ax.set(xlim=[0.001,100],ylim=[0.001,100])\n",
"# define the tick values\n",
"ticks = [0.01, 0.1, 1, 10, 100]\n",
"ax.set_yticks(ticks)\n",
"ax.set_xticks(ticks)\n",
"# define how the ticks are formatted\n",
"ax.xaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"ax.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"# add the unity line\n",
"linemin = -1\n",
"linemax = 100\n",
"ax.plot([linemin,linemax],[linemin,linemax],color=\"grey\",linewidth=2,linestyle=\"--\")\n",
"# define the axis labels\n",
"ax.set_xlabel(\"Experimental IC50($\\mu$M)\")\n",
"ax.set_ylabel(\"Predicted IC50($\\mu$M)\")\n",
"# move the legend\n",
"ax.legend(loc='upper left', bbox_to_anchor=(1.00, 0.75), ncol=1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Add_a_text_label_to_the_plot'></a>\n",
"### Add a text label to the plot ###\n",
"Note that we've also added a superscript on the label\n",
"\n",
"[...](#Index)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.scatterplot(\"Experimental IC50(uM)\",\"Predicted IC50(uM)\",hue=\"LogP\",data=df)\n",
"ax.set(xscale=\"log\",yscale=\"log\")\n",
"ax.set(xlim=[0.001,100],ylim=[0.001,100])\n",
"# define the tick values\n",
"ticks = [0.01, 0.1, 1, 10, 100]\n",
"ax.set_yticks(ticks)\n",
"ax.set_xticks(ticks)\n",
"# define how the ticks are formatted\n",
"ax.xaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"ax.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"# add the unity line\n",
"linemin = -1\n",
"linemax = 100\n",
"ax.plot([linemin,linemax],[linemin,linemax],color=\"grey\",linewidth=2,linestyle=\"--\")\n",
"# move the legend\n",
"ax.legend(loc='upper left', bbox_to_anchor=(1.00, 0.75), ncol=1)\n",
"# add some text\n",
"r_squared = r2_score(df['Experimental IC50(uM)'],df['Predicted IC50(uM)'])\n",
"ax.text(0.01,25,f\"$R^2 = {r_squared:.02f}$\",fontsize=18, fontweight='bold');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Customize_the_plot_colors'></a>\n",
"### Customize the plot colors ###\n",
"I've never been a fan of color gradients, I find them confusing. I prefer to bin the data and color by bins. Yes, I understand that binning has limitations, but it works for me. A few things to note in the plot below.\n",
"* Use the \"s\" argument to scatterplot to set the size of the points\n",
"* Set \"edgecolor\" to black in the same function to make the points show up (particularly the yellow ones)\n",
"* Loop over the handles for the legend items to set the edgecolor\n",
"* Scale the markers in the legend\n",
"* Set a new title for the legend\n",
"\n",
"[...](#Index)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# bin the LogP values\n",
"labels = [\"<3\",\"3-5\",\">5\"]\n",
"df['LogP_Bin'] = pd.cut(df.LogP,[-100,3,5,100],labels=labels)\n",
"# set up the color mappings\n",
"colors = ['green', 'yellow', 'red']\n",
"pal = {a:b for a,b in zip(labels,colors)}\n",
"# make the plot\n",
"ax = sns.scatterplot(\"Experimental IC50(uM)\",\"Predicted IC50(uM)\",hue=\"LogP_Bin\",\n",
" data=df,palette=pal,s=150,edgecolor='black')\n",
"# set the scale and limits for the plot\n",
"ax.set(xscale=\"log\",yscale=\"log\")\n",
"ax.set(xlim=[0.001,100],ylim=[0.001,100])\n",
"# define the tick values\n",
"ticks = [0.01, 0.1, 1, 10, 100]\n",
"ax.set_yticks(ticks)\n",
"ax.set_xticks(ticks)\n",
"# define how the ticks are formatted\n",
"ax.xaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"ax.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"# add the unity line\n",
"linemin = -1\n",
"linemax = 100\n",
"ax.plot([linemin,linemax],[linemin,linemax],color=\"grey\",linewidth=2,linestyle=\"--\")\n",
"# fix the legend\n",
"handles, labels = ax.get_legend_handles_labels()\n",
"for h in handles:\n",
" h.set_edgecolor('black')\n",
"ax.legend(title=\"LogP\",handles=handles[1:],markerscale=1.5);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='A_quick_boxplot_as_a_sanity_check'></a>\n",
"### A quick boxplot as a sanity check ###\n",
"I always like to double check that the colors on the scatterplot make sense. A boxplot provides an easy way to do this. \n",
"\n",
"[...](#Index)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'LogP Bin')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.boxplot(\"LogP_Bin\",\"Experimental IC50(uM)\",data=df,palette=[\"green\",\"yellow\",\"red\"])\n",
"ax.set_yscale(\"log\")\n",
"ticks = [0.01, 0.1, 1, 10, 100]\n",
"ax.set_yticks(ticks)\n",
"ax.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"ax.set_xlabel(\"LogP Bin\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Putting_it_all_together'></a>\n",
"### Putting it all together ###\n",
"Here's one example that pulls together all of the tricks shown above.\n",
"\n",
"[...](#Index)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# bin the LogP values\n",
"labels = [\"<3\",\"3-5\",\">5\"]\n",
"df['LogP_Bin'] = pd.cut(df.LogP,[-100,3,5,100],labels=labels)\n",
"# set up the color mappings\n",
"colors = ['green', 'yellow', 'red']\n",
"pal = {a:b for a,b in zip(labels,colors)}\n",
"# make the plot\n",
"ax = sns.scatterplot(\"Experimental IC50(uM)\",\"Predicted IC50(uM)\",hue=\"LogP_Bin\",\n",
" data=df,palette=pal,s=150,edgecolor='black')\n",
"# set the scale and limits for the plot\n",
"ax.set(xscale=\"log\",yscale=\"log\")\n",
"ax.set(xlim=[0.001,100],ylim=[0.001,100])\n",
"# define the tick values\n",
"ticks = [0.01, 0.1, 1, 10, 100]\n",
"ax.set_yticks(ticks)\n",
"ax.set_xticks(ticks)\n",
"# define how the ticks are formatted\n",
"ax.xaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"ax.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n",
"# add the unity line\n",
"linemin = -1\n",
"linemax = 100\n",
"ax.plot([linemin,linemax],[linemin,linemax],color=\"grey\",linewidth=2,linestyle=\"--\")\n",
"# add lines at plus and minus 5-fold error\n",
"ax.plot([linemin,linemax],[linemin*5,linemax*5],color=\"grey\",linewidth=2,linestyle=\"--\")\n",
"ax.plot([linemin*5,linemax*5],[linemin,linemax],color=\"grey\",linewidth=2,linestyle=\"--\");\n",
"# fix the legend\n",
"handles, labels = ax.get_legend_handles_labels()\n",
"for h in handles:\n",
" h.set_edgecolor('black')\n",
"ax.legend(title=\"LogP\",handles=handles[1:],markerscale=1.5,loc='upper left', bbox_to_anchor=(1.00, 0.75), ncol=1)\n",
"# define the axis labels\n",
"ax.set_xlabel(\"Experimental IC50($\\mu$M)\");\n",
"ax.set_ylabel(\"Predicted IC50($\\mu$M)\");\n",
"# add some text\n",
"r_squared = r2_score(df['Experimental IC50(uM)'],df['Predicted IC50(uM)'])\n",
"ax.text(0.01,25,f\"$R^2 = {r_squared:.02f}$\",fontsize=18, fontweight='bold')\n",
"# add a title\n",
"ax.set_title(\"hERG Model Performance\");"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment