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@rwarren
Created September 27, 2017 01:54
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('1.13.1', '0.8.1')"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.__version__, sns.__version__"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"cmap = sns.cubehelix_palette(8, start=2.8, rot=0, dark=0.1, light=.9, reverse=False, as_cmap=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Get the raw color value diffs...\n",
"cm_diffs_blue = np.diff(cmap.colors.T[2])\n",
"# Also get the color values for a linspace (in case it is an issue with .colors)... \n",
"mapped_diffs_blue = np.diff(cmap(np.linspace(0,1, 255)).T[2])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7efbd4eb10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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m60DzotcbXQeb0yFsLiHmgig6UAavyvdWV7z/HaK9UEdBBLwMnDY6n8Ns+sWC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\ncMstt+ylkWXyThJhf+phuN+6a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6UwlzjOJ0kwHoX+3e0TuPdLIxk9KI/zBoUI6Bqv7DjI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\nuwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7efba95250>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.gcf()\n",
"sns.set_style(\"darkgrid\")\n",
"fig, (ax0, ax1) = plt.subplots(ncols=2, figsize=(12,4))\n",
"ax0.set_title(\"diff in .colors (blue)\")\n",
"ax0.plot(cm_diffs_blue)\n",
"ax1.set_title(\"diff in mapped values (blue)\")\n",
"ax1.plot(mapped_diffs_blue)\n",
"plt.show()"
]
}
],
"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": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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