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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plotting with Seaborn"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# jupyter magics\n",
"%matplotlib inline\n",
"%config IPCompleter.greedy=True\n",
"\n",
"# multiple output\n",
"from IPython.core.interactiveshell import InteractiveShell\n",
"InteractiveShell.ast_node_interactivity = \"all\""
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from matplotlib import pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Seaborn styles"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def simple_plot():\n",
" np.random.seed(100)\n",
" data = np.random.normal(size=(20, 6)) \n",
" sns.boxplot(data=data)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.set_style(\"whitegrid\"):\n",
" simple_plot();"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.set_style(\"darkgrid\"):\n",
" simple_plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Context allows tailoring of the plot scale"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 4));\n",
"sns.set_context(\"paper\")\n",
"plt.subplot(121);\n",
"simple_plot();\n",
"sns.set_context(\"talk\", font_scale=1.5)\n",
"plt.subplot(122);\n",
"simple_plot();"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"sns.set(style=\"darkgrid\", context='talk')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data plotting"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### We will continue working with the fmri dataset of seaborn.\n",
"Load the data:"
]
},
{
"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>subject</th>\n",
" <th>timepoint</th>\n",
" <th>event</th>\n",
" <th>region</th>\n",
" <th>signal</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>s13</td>\n",
" <td>18</td>\n",
" <td>stim</td>\n",
" <td>parietal</td>\n",
" <td>-0.017552</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>s5</td>\n",
" <td>14</td>\n",
" <td>stim</td>\n",
" <td>parietal</td>\n",
" <td>-0.080883</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>s12</td>\n",
" <td>18</td>\n",
" <td>stim</td>\n",
" <td>parietal</td>\n",
" <td>-0.081033</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>s11</td>\n",
" <td>18</td>\n",
" <td>stim</td>\n",
" <td>parietal</td>\n",
" <td>-0.046134</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>s10</td>\n",
" <td>18</td>\n",
" <td>stim</td>\n",
" <td>parietal</td>\n",
" <td>-0.037970</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" subject timepoint event region signal\n",
"0 s13 18 stim parietal -0.017552\n",
"1 s5 14 stim parietal -0.080883\n",
"2 s12 18 stim parietal -0.081033\n",
"3 s11 18 stim parietal -0.046134\n",
"4 s10 18 stim parietal -0.037970"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"csv_df = pd.read_csv('https://raw.githubusercontent.com/mwaskom/seaborn-data/master/fmri.csv')\n",
"csv_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Figure-level and axes-level plots\n",
"\n",
"Some plots, e.g. `FacetGrid`, `jointplot`, `catplot`, `lmplot` are **figure-level** plot, i.e. they create a new figure internally, figure size manipulation through `height` and `aspect` arguments.\n",
"\n",
"Other plots, e.g. `violinplot`, `boxplot`, `swarmplot` are **axes-level** plots, i.e. they can use existing `plt` axes."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Histogram plots"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 4));\n",
"plt.subplot(131);\n",
"plt.hist(csv_df['signal'][csv_df['region']=='frontal'].to_numpy(), 50, alpha=.2);\n",
"plt.hist(csv_df['signal'][csv_df['region']=='parietal'].to_numpy(), 50, alpha=.2);\n",
"\n",
"plt.subplot(132);\n",
"sns.distplot(csv_df['signal'][csv_df['region']=='frontal']);\n",
"sns.distplot(csv_df['signal'][csv_df['region']=='parietal']);\n",
"\n",
"plt.subplot(133);\n",
"sns.kdeplot(csv_df['signal'][csv_df['region']=='frontal'], label='frontal');\n",
"sns.kdeplot(csv_df['signal'][csv_df['region']=='parietal'], label='parietal');\n",
"plt.tight_layout();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Faceted histograms"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"grid = sns.FacetGrid(csv_df, row=\"event\", col=\"region\", margin_titles=True)\n",
"grid.map(plt.hist, \"signal\", bins=np.linspace(-.1, .5, 30));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Factor plots and bar plots"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 932.175x451.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(data=csv_df, x=\"subject\", y=\"signal\", hue='event', kind=\"box\", height=6.27, aspect=11.7/6.27);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Density estimates, joint plots, hexplots"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(data=csv_df, x='signal', y=\"timepoint\",kind='hex');\n",
"sns.jointplot(data=csv_df, x='signal', y=\"timepoint\",kind='reg');\n",
"sns.jointplot(data=csv_df, x='signal', y=\"timepoint\",kind='kde');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Swarmplots, stripplots and boxplots"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 4));\n",
"plt.subplot(131);\n",
"sns.swarmplot(data=csv_df[(csv_df['timepoint']==7)], x='event', y='signal');\n",
"plt.title('Swarmplot');\n",
"\n",
"plt.subplot(132);\n",
"sns.stripplot(data=csv_df[(csv_df['timepoint']==7)], x='event', y='signal');\n",
"plt.title('Stripplot');\n",
"\n",
"plt.subplot(133);\n",
"ax=sns.swarmplot(data=csv_df[(csv_df['timepoint']==7)], x='event', y='signal', zorder=1);\n",
"sns.boxplot(data=csv_df[(csv_df['timepoint']==7)], x='event', y='signal', boxprops={'facecolor':'None', \"zorder\":10},\n",
" width=.5, showfliers=False, whiskerprops={'linewidth':0}, ax=ax);\n",
"plt.title('Swarmplot + boxplot');\n",
"\n",
"plt.tight_layout();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Violin plots"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot(data=csv_df[(csv_df['timepoint']==7)], x='event', y='signal');"
]
}
],
"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": "3.7.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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