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@mwaskom
Last active June 13, 2020 21:17
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Demo of some features from WIP seaborn.histplot
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 1\n",
"%aimport seaborn.distributions"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import seaborn as sns; sns.set()\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams['figure.constrained_layout.use'] = True"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"tips = sns.load_dataset(\"tips\")\n",
"diamonds = sns.load_dataset(\"diamonds\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Options for bin parameterization"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x216 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bin_params = [\n",
" # bins, binwidth, binrange\n",
" (\"auto\", None, None),\n",
" (None, 2, None),\n",
" (None, 1, (0, 30)),\n",
" (20, None, (0, 50)),\n",
"]\n",
"\n",
"ncol = len(bin_params)\n",
"f, axs = plt.subplots(1, ncol, figsize=(4 * ncol, 3))\n",
"for ax, params in zip(axs, bin_params):\n",
" bins, binwidth, binrange = params\n",
" sns.histplot(tips, x=\"total_bill\", bins=bins, binwidth=binwidth, binrange=binrange, ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Options for resolving multiple hue semantic levels"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x216 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"methods = \"layer\", \"dodge\", \"stack\", \"fill\"\n",
"ncol = len(methods)\n",
"f, axs = plt.subplots(1, ncol, figsize=(4 * ncol, 3))\n",
"for method, ax in zip(methods, axs):\n",
" sns.histplot(tips, x=\"total_bill\", hue=\"time\", multiple=method, ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Simple parameterization of appearance"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x864 with 30 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hues = None, \"time\", \"time\", \"time\", \"time\"\n",
"methods = \"layer\", \"layer\", \"dodge\", \"stack\", \"fill\"\n",
"elements = \"bars\", \"step\", \"poly\", \"bars\", \"step\", \"poly\"\n",
"fills = True, True, True, False, False, False\n",
"\n",
"ncol = len(hues)\n",
"nrow = len(elements)\n",
"\n",
"f, axs = plt.subplots(nrow, ncol, figsize=(ncol * 3, nrow * 2))\n",
"\n",
"for i, ax_row in enumerate(axs):\n",
" for j, ax in enumerate(ax_row):\n",
" sns.histplot(\n",
" data=tips, x=\"total_bill\",\n",
" hue=hues[j], multiple=methods[j],\n",
" element=elements[i], fill=fills[i],\n",
" ax=ax\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Options for normalized bin statistic"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"stats = \"count\", \"density\", \"probability\"\n",
"ncol = len(stats)\n",
"f, axs = plt.subplots(2, ncol, figsize=(4 * ncol, 6))\n",
"for stat, ax_col in zip(stats, axs.T):\n",
" sns.histplot(tips, x=\"total_bill\", stat=stat, ax=ax_col[0])\n",
" sns.histplot(tips, x=\"total_bill\", hue=\"time\", multiple=\"stack\", stat=stat, ax=ax_col[1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## KDE smoothing on count or probability histograms"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"stats = \"count\", \"density\", \"probability\"\n",
"ncol = len(stats)\n",
"f, axs = plt.subplots(2, ncol, figsize=(4 * ncol, 6))\n",
"for stat, ax_col in zip(stats, axs.T):\n",
" sns.histplot(tips, x=\"total_bill\", stat=stat, kde=True, ax=ax_col[0])\n",
" sns.histplot(tips, x=\"total_bill\", hue=\"time\", multiple=\"stack\", stat=stat, kde=True, ax=ax_col[1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Centered, integer bins for discrete distributions"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11c76e2b0>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.random.poisson(4, 10000)\n",
"sns.histplot(x, discrete=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Experimental support for categorical or datetime data"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11cccf400>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(tips, x=\"day\", discrete=True, shrink=.8)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11afc8b20>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dates = np.arange(\"2000\", \"2020\", dtype=\"datetime64[D]\")\n",
"data = dates[np.random.binomial(20 * 365, .5, 200)]\n",
"sns.histplot(data, bins=20, kde=True, fill=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Log-space binning"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11b365cd0>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(diamonds[\"price\"], log_scale=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Adaptive line widths"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x864 with 24 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"elements = \"bars\", \"step\", \"poly\"\n",
"fills = True, False\n",
"\n",
"nrow = len(elements) * len(fills)\n",
"ncol = 4\n",
"\n",
"f, axs = plt.subplots(nrow, ncol, figsize=(ncol * 4, nrow * 2))\n",
"\n",
"for j, ax_col in enumerate(axs.T, 1):\n",
" x = np.random.normal(0, 1, 10 ** j)\n",
" for i, ax in enumerate(ax_col):\n",
" sns.histplot(\n",
" x=x,\n",
" element=elements[i // 2], fill=fills[i % 2],\n",
" ax=ax\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 144x100.8 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 288x201.6 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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//PO54oorcu2112bChAnZsmXL6H21Wi0tLS0H9Xw7dvRnZKR2mKfkQPZ98Q4NDTd4kuaYYZ9mmGVfkDTDLEnzzJEkfX2vN2S/1eqkhu2bt2ddmlMj16W1teWAB13q+iLtJ598Mp/+9KfzF3/xF7n00ktzwgknpK+vb/T+vr6+dHR01HMEAICDVrdAeumll3LVVVfl1ltvTXd3d5LkzDPPzObNm7N169bs3bs369aty/Tp0+s1AgDAIanbKbY77rgjAwMDWbFixei2+fPnZ8WKFVm8eHEGBgbS2dmZWbNm1WsEAIBDUrdAWr58eZYvX/6W991777312i0AwK/MJ2kDABQEEgBAQSABABQEEgBAQSABABQEEgBAQSABABQEEgBAQSABABQEEgBAQSABABQEEgBAQSABABQEEgBAQSABABQEEgBAQSABABQEEgBAQSABABQEEgBAQSABABQEEgBAQSABABQEEgBAQSABABQEEgBAQSABABQEEgBAQSABABQEEgBAodLoAQAOt6HhkVSrkxq2/1/e98DgcHbt3NOwWYBDI5CAd522SmuuWf1oY/bdVsnQ0PDo7Vuu7mzIHMCvxik2AICCQAIAKAgkAICCQAIAKAgkAICCQAIAKHibf5M65v1HZWK75QGARvATuElNbK807HNcSj7HBYD3GqfYAAAKAgkAoCCQAAAKAgkAoCCQAAAKAgkAoCCQAAAKAgkAoCCQAAAKAgkAoCCQAAAKAgkAoCCQAAAKAgkAoCCQAAAKAgkAoCCQAAAKAgkAoCCQAAAKAgkAoCCQAAAKAgkAoCCQAAAKdQ+k/v7+zJ49O9u3b0+SbNiwIT09Penq6sqqVavqvXsAgINW10B6+umn88lPfjJbtmxJkrzxxhtZtmxZbr/99tx///155pln8uijj9ZzBACAg1bXQLrrrrty4403pqOjI0myadOmTJ06NSeddFIqlUp6enqyfv36eo4AAHDQKvV88i9/+cv73X755ZdTrVZHb3d0dKS3t/egnnPy5KMPy2xHgra2ui7PQWuGeZphhn3M8mbNMkfS2FnKfVerkxo0Cb/MOjSnZl2Xcf0OMjIykpaWltHbtVptv9tjsWNHf0ZGaod7tKZTrU7K0NBwo8fYTzPM0wwz7NMMs+z7QdwMsyTNM0fSuFna2ipv2ndf3+sNmYVfqFYnWYcm1Mh1aW1tOeBBl3F9F9sJJ5yQvr6+0dt9fX2jp98AAJrFuAbSmWeemc2bN2fr1q3Zu3dv1q1bl+nTp4/nCAAA72hcT7FNnDgxK1asyOLFizMwMJDOzs7MmjVrPEcAAHhH4xJI//Ef/zH662nTpuXee+8dj90CABwSn6QNAFAQSAAAheb50BKAd6Gh4ZGm+ZyXgcHh7Nq5p9FjwBFBIAHUUVulNdesbo5LKt1ydWejR4AjhlNsAAAFgQQAUBBIAAAFgQQAUBBIAAAFgQQAUBBIAAAFgQQAUBBIAAAFgQQAUBBIAAAFgQQAUHCxWoD3iKHhkVSrkxo9RgYGh7Nr555GjwEHJJAA3iPaKq25ZvWjjR4jt1zd2egR4B05xQYAUBBIAAAFgQQAUBBIAAAFgQQAUPAuNgDGVaM+buCt9ukjB3g7AgmAcdWIjxtoa6tkaGj4Tdt95ABvxyk2AICCQAIAKAgkAICCQAIAKAgkAICCQAIAKAgkAICCQAIAKAgkAICCQAIAKAgkAICCQAIAKAgkAIBCpdEDAADN45j3H5WJ7eOXB9XqpLe9b2BwOLt27hm3WX6ZQAIARk1sr+Sa1Y+Oy77a2ioZGhp+2/tvubpzXOZ4K06xAQAUBBIAQEEgAQAUBBIAQEEgAQAUBBIAQEEgAQAUBBIAQEEgAQAUBBIAQEEgAQAUBBIAQMHFan/JeF/BGIDGGhoeOeDV5MfT0PDetFUmNHoM/n9q4JeM5xWM30kjr2AM8F7RVmltqu/7zTCLnz8/5xQbAEBBIAEAFAQSAEBBIAEAFAQSAEBBIAEAFAQSAEBBIAEAFAQSAEChIYF033335aKLLkpXV1e+/e1vN2IEAIC3Ne6XGunt7c2qVauyZs2atLe3Z/78+Tn33HNzyimnjPcoAABvadwDacOGDTnvvPNy7LHHJklmzpyZ9evX57Of/eyYfn9ra0s9x8sHJk2s6/MfjGaa5dhJEzM81PiLKDbT30kzzFJp+/k/4WaYJWmeOZLGzVJpq7zp34q/lzcb7zneal0aNcuBNMss4zXHgdZln3r93H+n522p1Wq1uuz5bfzt3/5tdu/enaVLlyZJ7r777mzatCk33XTTeI4BAPC2xv01SCMjI2lp+UW11Wq1/W4DADTauAfSCSeckL6+vtHbfX196ejoGO8xAADe1rgH0vnnn5+NGzfmlVdeyZ49e/Lggw9m+vTp4z0GAMDbGvcXaR9//PFZunRpFi5cmKGhocybNy9nnHHGeI8BAPC2xv1F2gAAzc4naQMAFAQSAEBBIAEAFAQSAEBBIPGW+vv7M3v27Gzfvj3Jzy8R09PTk66urqxatarB0703ffOb30x3d3e6u7uzcuXKJNalGaxevToXXXRRuru7c+eddyaxLs3iq1/9aq677rokyXPPPZe5c+dm5syZuf766zM8PNzg6d57FixYkO7u7lxyySW55JJL8vTTTzf3xetrUPiv//qv2uzZs2unn356bdu2bbU9e/bUOjs7ay+++GJtaGiotmjRotojjzzS6DHfUx577LHaH/7hH9YGBgZqg4ODtYULF9buu+8+69Jgjz/+eG3+/Pm1oaGh2p49e2ozZsyoPffcc9alCWzYsKF27rnn1j73uc/VarVarbu7u/bUU0/VarVa7fOf/3zt29/+diPHe88ZGRmp/f7v/35taGhodNv//d//1WbMmFF79dVXaz/72c9qPT09teeff76BU+7PESTe5K677sqNN944+gnnmzZtytSpU3PSSSelUqmkp6cn69evb/CU7y3VajXXXXdd2tvb09bWlpNPPjlbtmyxLg32kY98JN/61rdSqVSyY8eO7N27N7t27bIuDfbaa69l1apVufLKK5MkP/nJT/LGG2/krLPOSpLMnTvXmoyzH//4x0mSRYsW5eKLL84///M/73fx+l//9V8fvXh9sxBIvMmXv/zl/N7v/d7o7ZdffjnVanX0dkdHR3p7exsx2nvWqaeeOvrNfcuWLXnggQfS0tJiXZpAW1tbbrvttnR3d2fatGn+vTSBG264IUuXLs0xxxyT5M3fw6rVqjUZZ7t27cq0adPyV3/1V/mHf/iH/Mu//Ev+93//t6n/rQgk3pELDDeP559/PosWLcq1116bk046ybo0iSVLlmTjxo156aWXsmXLFuvSQHfffXdOPPHETJs2bXSb72GNd/bZZ2flypWZNGlSjjvuuMybNy+33XZbU6/LuF9qhCOPCww3hyeffDJLlizJsmXL0t3dnSeeeMK6NNgLL7yQwcHB/M7v/E6OOuqodHV1Zf369ZkwYcLoY6zL+Lr//vvT19eXSy65JDt37szu3bvT0tKy37+Vn/70p9ZknP3whz/M0NDQaLjWarVMmTKlqb+HOYLEOzrzzDOzefPmbN26NXv37s26detcYHicvfTSS7nqqqty6623pru7O4l1aQbbt2/P8uXLMzg4mMHBwTz00EOZP3++dWmgO++8M+vWrcs999yTJUuW5KMf/WhuvvnmTJw4MU8++WSS5J577rEm4+z111/PypUrMzAwkP7+/qxduza33HJLU1+83hEk3tHEiROzYsWKLF68OAMDA+ns7MysWbMaPdZ7yh133JGBgYGsWLFidNv8+fOtS4N1dnZm06ZNmTNnTiZMmJCurq50d3fnuOOOsy5N5tZbb83y5cvT39+f008/PQsXLmz0SO8pM2bMyNNPP505c+ZkZGQkn/rUp3LOOec09cXrXawWAKDgFBsAQEEgAQAUBBIAQEEgAQAUBBIAQEEgAQAUBBLQUIsWLcorr7zyKz/m8ccfz+zZs99xf7/927/9ls/10EMP5Utf+lKSZMGCBVm/fn22b9+es88++x2fE3j38UGRQEM99thjh+Uxv6qPfexj+djHPlb3/QBHBkeQgIb5/Oc/nyS5/PLL88QTT2TBggXp6enJxRdfnO985ztvesxLL72Uhx9+OPPnz8/cuXNz4YUX5utf//pB7/frX/96Lr300lxyySV5+OGHkyRr1qzJFVdccZj+ZMCRzhEkoGFuvvnmrFmzJv/4j/+Yyy67LNdee226urrS29ubT3ziE5k6dep+j/nABz6Qa6+9NitWrMhv/dZvpbe3NzNmzDjoy0b85m/+Zr74xS/mf/7nf7JgwYI88MADdfoTAkcqgQQ03AsvvJCBgYF0dXUlSY4//vh0dXXl+9///n6vAWppacnf/M3f5JFHHsm6devywgsvpFarZc+ePQe1v09+8pNJktNOOy0nn3xynnrqqcP3hwHeFZxiAxqupaUlLS0t+22r1WoZHh7eb9vu3btz6aWX5tlnn82HPvShXHvttalUKjnYS0q2tv7iW9/IyEgqFf9XBPYnkICGmjBhQqZMmZJKpZIHH3wwSdLb25vvfve7Of/880cfMzw8nK1bt6a/vz9//ud/no9+9KN5/PHHMzg4mJGRkYPa59q1a5Mkzz77bF588cWceeaZh/cPBRzx/LcJaKhZs2bl05/+dG6//fZ86Utfyje+8Y3s3bs3V111Vc4777zRxyxYsCCrV6/OhRdemI9//ONpb2/PaaedllNOOSVbt25Ne3v7mPe5bdu2zJkzJy0tLfnLv/zLHHvssfX64wFHqJbawR6bBgB4l3MECXhX+bu/+7vcd999b3nfn/zJn+Tiiy8e54mAI5EjSAAABS/SBgAoCCQAgIJAAgAoCCQAgIJAAgAo/H9MtBx+Z+5VGwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x403.2 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for w in [2, 4, 8]:\n",
" f, ax = plt.subplots(figsize=(w, .7 * w))\n",
" sns.histplot(tips, x=\"total_bill\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "seaborn-refactor (py38)",
"language": "python",
"name": "seaborn-refactor"
},
"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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