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Seaborn clustermap with effortless row and column colorbars
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Seaborn clustermap with effortless row and column colorbars\n",
"\n",
"Ever made a `seaborn.clustermap` with `{row, col}_colors` and wished you didn't have to manually get the colors, convert the numpy RGB array into a Series only to pass it to the plotting function? After that, did you ever wish those colors were in colorbars neatly next to the color rows and adjusted to the figure size?\n",
"\n",
"I wrote a decorator for the clustermap function which allows one to pass numeric values (not colors) directly as arguments to `{row,col}_colors` and plots colormaps next to the dendrograms. It uses a set of sequencial colorbars, but can user other user-specified too.\n",
"\n",
"Coming up next is implementing this for string/object dtypes or pandas.Categorical."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from typing import List, Union, Optional\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"\n",
"SEQUENCIAL_CMAPS = [\n",
" \"Greys\", \"Purples\", \"Blues\", \"Greens\", \"Oranges\", \"Reds\",\n",
" \"YlOrBr\", \"YlOrRd\", \"OrRd\", \"PuRd\", \"RdPu\", \"BuPu\",\n",
" \"GnBu\", \"PuBu\", \"YlGnBu\", \"PuBuGn\", \"BuGn\", \"YlGn\",\n",
" \"binary\", \"gist_yarg\", \"gist_gray\", \"gray\", \"bone\", \"pink\",\n",
" \"spring\", \"summer\", \"autumn\", \"winter\", \"cool\", \"Wistia\",\n",
" \"hot\", \"afmhot\", \"gist_heat\", \"copper\"]"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def minmax_scale(x):\n",
" return (x - x.min()) / (x.max() - x.min())\n",
"\n",
"\n",
"def to_color_series(x: pd.Series, cmap: str = \"Greens\") -> pd.Series:\n",
" # return pd.Series(plt.get_cmap(cmap)(minmax(x)).tolist(), index=x.index, name=x.name).apply(matplotlib.colors.to_hex)\n",
" return pd.Series(\n",
" plt.get_cmap(cmap)(minmax_scale(x)).tolist(), index=x.index, name=x.name\n",
" # plt.get_cmap(cmap)(x).tolist(), index=x.index, name=x.name\n",
" ) # .apply(tuple)\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def to_color_dataframe(x: Union[pd.Series, pd.DataFrame], cmaps: Optional[Union[str, List[str]]] = None) -> pd.DataFrame:\n",
" if isinstance(x, pd.Series):\n",
" x = x.to_frame()\n",
" if cmaps is None:\n",
" cmaps = [plt.get_cmap(cmap) for cmap in SEQUENCIAL_CMAPS[: x.shape[1]]]\n",
" return pd.concat([to_color_series(x[col], cmap) for col, cmap in zip(x, cmaps)], axis=1)\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def add_extra_colorbars_to_clustermap(\n",
" grid: sns.matrix.ClusterGrid,\n",
" datas: Union[pd.Series, pd.DataFrame],\n",
" cmaps: Optional[Union[str, List[str]]] = None,\n",
" location=\"cols\",\n",
" **kwargs\n",
") -> None:\n",
" def add(data: pd.Series, cmap: str, bbox: List[List[int]], orientation: str) -> None:\n",
" ax = grid.fig.add_axes(matplotlib.transforms.Bbox(bbox))\n",
" norm = matplotlib.colors.Normalize(vmin=data.min(), vmax=data.max())\n",
" cb1 = matplotlib.colorbar.ColorbarBase(\n",
" ax, cmap=plt.get_cmap(cmap), norm=norm, orientation=orientation, label=data.name\n",
" )\n",
"\n",
" if isinstance(datas, pd.Series):\n",
" datas = datas.to_frame()\n",
" if cmaps is None:\n",
" cmaps = SEQUENCIAL_CMAPS[: datas.shape[1]]\n",
" if isinstance(cmaps, str):\n",
" cmaps = [cmaps]\n",
"\n",
" # get position to add new axis in existing figure\n",
" # # get_position() returns ((x0, y0), (x1, y1))\n",
" heat = grid.ax_heatmap.get_position()\n",
" cbar_spacing = 0.05\n",
" cbar_size = 0.025\n",
" if location in [\"col\", \"cols\", \"columns\"]:\n",
" orientation = \"vertical\"\n",
" dend = grid.ax_col_dendrogram.get_position()\n",
" y0 = dend.y0\n",
" y1 = dend.y1\n",
" for i, (data, cmap) in enumerate(zip(datas, cmaps)):\n",
" if i == 0:\n",
" x0 = heat.x1\n",
" x1 = heat.x1 + cbar_size\n",
" else:\n",
" x0 += cbar_size + cbar_spacing\n",
" x1 += cbar_size + cbar_spacing\n",
" add(datas[data], cmap, [[x0, y0], [x1, y1]], orientation)\n",
" else:\n",
" orientation = \"horizontal\"\n",
" dend = grid.ax_row_dendrogram.get_position()\n",
" x0 = dend.x0\n",
" x1 = dend.x1\n",
" for i, (data, cmap) in enumerate(zip(datas, cmaps)):\n",
" if i == 0:\n",
" y0 = dend.y0 - cbar_size\n",
" y1 = dend.y0\n",
" else:\n",
" y0 -= cbar_size + cbar_spacing\n",
" y1 -= cbar_size + cbar_spacing\n",
" add(datas[data], cmap, [[x0, y0], [x1, y1]], orientation)\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def add_colorbars(\n",
" grid,\n",
" rows: pd.DataFrame = None,\n",
" cols: pd.DataFrame = None,\n",
" row_cmaps: Optional[List[str]] = None,\n",
" col_cmaps: Optional[List[str]] = None\n",
") -> None:\n",
" if rows is not None:\n",
" add_extra_colorbars_to_clustermap(\n",
" grid, rows, location=\"row\", cmaps=row_cmaps)\n",
" if cols is not None:\n",
" add_extra_colorbars_to_clustermap(\n",
" grid, cols, location=\"cols\", cmaps=col_cmaps)\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def colorbars(f):\n",
" \"\"\"The actual decorator of seaborn.clustermap\"\"\"\n",
" def clustermap(*args, **kwargs):\n",
" cmaps = {\"row\": None, \"col\": None}\n",
" # capture \"row_cmaps\" and \"col_cmaps\" out of the kwargs\n",
" for arg in ['row', 'col']:\n",
" if arg + \"_colors_cmaps\" in kwargs:\n",
" cmaps[arg] = kwargs[arg + '_colors_cmaps']\n",
" del kwargs[arg + '_colors_cmaps']\n",
" # get dataframe with colors and respective colormaps for rows and cols\n",
" # instead of the original numberical values\n",
" _kwargs = dict(rows=None, cols=None)\n",
" for arg in ['row', 'col']:\n",
" if arg + \"_colors\" in kwargs:\n",
" if isinstance(kwargs[arg + \"_colors\"], (pd.DataFrame, pd.Series)):\n",
" _kwargs[arg + \"s\"] = kwargs[arg + \"_colors\"]\n",
" kwargs[arg + \"_colors\"] = to_color_dataframe(kwargs[arg + \"_colors\"], cmaps[arg])\n",
" grid = f(*args, **kwargs)\n",
" add_colorbars(grid, **_kwargs, row_cmaps=cmaps['row'], col_cmaps=cmaps['col'])\n",
" return grid\n",
" return clustermap"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Okay, this is the only relevant part if you'd like to use this. Simply decorate the clustermap function:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"sns.clustermap = colorbars(sns.clustermap)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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>mpg</th>\n",
" <th>cylinders</th>\n",
" <th>displacement</th>\n",
" <th>horsepower</th>\n",
" <th>weight</th>\n",
" <th>acceleration</th>\n",
" <th>model_year</th>\n",
" </tr>\n",
" <tr>\n",
" <th>name</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>chevrolet chevelle malibu</th>\n",
" <td>18.0</td>\n",
" <td>8</td>\n",
" <td>307.0</td>\n",
" <td>130.0</td>\n",
" <td>3504</td>\n",
" <td>12.0</td>\n",
" <td>70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>buick skylark 320</th>\n",
" <td>15.0</td>\n",
" <td>8</td>\n",
" <td>350.0</td>\n",
" <td>165.0</td>\n",
" <td>3693</td>\n",
" <td>11.5</td>\n",
" <td>70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>plymouth satellite</th>\n",
" <td>18.0</td>\n",
" <td>8</td>\n",
" <td>318.0</td>\n",
" <td>150.0</td>\n",
" <td>3436</td>\n",
" <td>11.0</td>\n",
" <td>70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>amc rebel sst</th>\n",
" <td>16.0</td>\n",
" <td>8</td>\n",
" <td>304.0</td>\n",
" <td>150.0</td>\n",
" <td>3433</td>\n",
" <td>12.0</td>\n",
" <td>70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ford torino</th>\n",
" <td>17.0</td>\n",
" <td>8</td>\n",
" <td>302.0</td>\n",
" <td>140.0</td>\n",
" <td>3449</td>\n",
" <td>10.5</td>\n",
" <td>70</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mpg cylinders displacement horsepower weight \\\n",
"name \n",
"chevrolet chevelle malibu 18.0 8 307.0 130.0 3504 \n",
"buick skylark 320 15.0 8 350.0 165.0 3693 \n",
"plymouth satellite 18.0 8 318.0 150.0 3436 \n",
"amc rebel sst 16.0 8 304.0 150.0 3433 \n",
"ford torino 17.0 8 302.0 140.0 3449 \n",
"\n",
" acceleration model_year \n",
"name \n",
"chevrolet chevelle malibu 12.0 70 \n",
"buick skylark 320 11.5 70 \n",
"plymouth satellite 11.0 70 \n",
"amc rebel sst 12.0 70 \n",
"ford torino 10.5 70 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Try it out on some data\n",
"data = sns.load_dataset(\"mpg\").dropna().set_index(\"name\")\n",
"data = data.loc[:, data.dtypes != \"object\"]\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# Make some summary row and column annotations\n",
"row = data.apply([np.mean, np.std], axis=1)\n",
"col = data.apply(np.trapz, axis=0).rename(\"trapz\") # notice how this is a Series and not a dataframe"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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>mean</th>\n",
" <th>std</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>chevrolet chevelle malibu</th>\n",
" <td>578.428571</td>\n",
" <td>1294.381430</td>\n",
" </tr>\n",
" <tr>\n",
" <th>buick skylark 320</th>\n",
" <td>616.071429</td>\n",
" <td>1362.380711</td>\n",
" </tr>\n",
" <tr>\n",
" <th>plymouth satellite</th>\n",
" <td>573.000000</td>\n",
" <td>1267.334868</td>\n",
" </tr>\n",
" <tr>\n",
" <th>amc rebel sst</th>\n",
" <td>570.428571</td>\n",
" <td>1266.757522</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ford torino</th>\n",
" <td>570.928571</td>\n",
" <td>1273.450183</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean std\n",
"chevrolet chevelle malibu 578.428571 1294.381430\n",
"buick skylark 320 616.071429 1362.380711\n",
"plymouth satellite 573.000000 1267.334868\n",
"amc rebel sst 570.428571 1266.757522\n",
"ford torino 570.928571 1273.450183"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"row.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"mpg 9166.3\n",
"cylinders 2139.0\n",
"displacement 75996.5\n",
"horsepower 40846.0\n",
"weight 1164101.0\n",
"Name: trapz, dtype: float64"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"col.head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.05, 'Decorated clustermap with custom row/column colors without need to get them manually.')"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"kwargs = dict(z_score=1, cmap=\"RdBu_r\", center=0, cbar_kws=dict(label=\"Z-score\"))\n",
"\n",
"# Original clustermap\n",
"grid = sns.clustermap(\n",
" data, **kwargs)\n",
"grid.fig.suptitle(\"Original clustermap without row/column colors.\", y=1.05)\n",
"\n",
"# Clustermap with extra colormaps (no need to convert numeric values to RGB values)\n",
"grid = sns.clustermap(\n",
" data, row_colors=row, col_colors=col, **kwargs)\n",
"grid.fig.suptitle(\"Decorated clustermap with row/column colors without need to get them manually.\", y=1.05)\n",
"\n",
"# Same as above with specific colormap colors\n",
"grid = sns.clustermap(\n",
" data, row_colors=row, col_colors=col,\n",
" row_colors_cmaps=['Greens', 'Oranges'],\n",
" col_colors_cmaps=['Purples'],\n",
" **kwargs)\n",
"grid.fig.suptitle(\"Decorated clustermap with custom row/column colors without need to get them manually.\", y=1.05)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Different aspect ratio:\n",
"grid = sns.clustermap(\n",
" data, row_colors=row, col_colors=col,\n",
" row_colors_cmaps=['Greens', 'Oranges'],\n",
" col_colors_cmaps=['Purples'],\n",
" figsize=(10, 5),\n",
" **kwargs)"
]
}
],
"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": "3.8.2"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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