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@armish
Created March 18, 2016 21:24
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Applying Mt Sinai branding to seaborn plots
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{
"cells": [
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import seaborn as sns\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def sinplot(flip=1):\n",
" x = np.linspace(0, 14, 100)\n",
" for i in range(1, 7):\n",
" plt.plot(x, np.sin(x + i * .5) * (7 - i) * flip)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAASUAAABGCAYAAACKcII3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAWdJREFUeJzt1yFOA0EAhtFdiqhAcAQSBLLhKJyl5+hZOEqzEkHCERAI\nDBkcQZC6sl/gPTvmV9/MzGOMCaDiYu0BAN+JEpAiSkCKKAEpogSkiBKQcnnq8P1jjO1m/q0twD+x\nLMdpt7v/MS4no7TdzNP8+HqeVQHj4Xp6ujqsPeNs7t720+3Nfu0ZZ/P8cpjm+W9emmOMaVmOa89Y\nhe8bkCJKQIooASmiBKSIEpAiSkCKKAEpogSkiBKQIkpAiigBKaIEpIgSkCJKQIooASmiBKSIEpAi\nSkCKKAEpogSkiBKQIkpAiigBKaIEpIgSkCJKQIooASmiBKSIEpAiSkCKKAEpogSkiBKQIkpAiigB\nKaIEpIgSkCJKQIooASmiBKSIEpAiSkCKKAEpogSkiBKQIkpAiigBKaIEpIgSkCJKQIooASmiBKSI\nEpAiSkDKPMZYewPAFy8lIEWUgBRRAlJECUgRJSBFlICUT7QRHAYwt6gNAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x115b40990>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mount_sinai_palette = sns.color_palette([\"#00AEEF\", \"#D80B8C\", \"#221F72\", \"#000000\", \"#D0D0CE\"])\n",
"sns.palplot(mount_sinai_palette)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAECCAYAAAAB2kexAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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ElJ6fR8uCEGg7YfBsepeJyXUtTGBRoKNB1NgXSnlF4y0ev1TJ06A6PRyKuv/oekpOzbtN59mgCw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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117de2990>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_palette(mount_sinai_palette)\n",
"sinplot()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAqsAAABGCAYAAADrXt2EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nsQoAQKxnJQcvg0zzE1sAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1169b5f50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mount_sinai_cyans = [\"#00AEEF\", \"#00ADEF\", \"#01BAF2\", \"#16C2F4\", \"#3FC8F4\", \"#6ED0F7\", \n",
" \"#8DD8F8\", \"#AAE0FA\", \"#C7EAFD\", \"#E2F4FE\", \"#F0F9FE\", \"#FFFFFF\"]\n",
"mount_sinai_palette_cyan = sns.color_palette(mount_sinai_cyans)\n",
"sns.palplot(mount_sinai_palette_cyan)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11779ec90>"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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wnu3eKbClcHsjYWsahKkXRwq4rWo4v6ycX+68z2/MwL014TXrllZRfvRQKLL5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\n3kRECcTwJiJKIIY3EVECMbyJiBLo/wHJNE1mFsp8qwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117dd84d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"dark\")\n",
"x, y = np.random.multivariate_normal([0, 0], [[1, -.5], [-.5, 1]], size=300).T\n",
"cmap = sns.light_palette(mount_sinai_cyans[0], as_cmap=True)\n",
"sns.kdeplot(x, y, cmap=cmap, shade=False)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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