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phobson/horizon.ipynb

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Implementing cubism.js horizon charts in python
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horizon.ipynb
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"name": "horizons"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
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"cells": [
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"cell_type": "markdown",
"metadata": {},
"source": [
"### Imports and function to implement horizons chart\n",
"See [Cubism.js](http://square.github.com/cubism/)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
" \n",
"def makeLayer(y, height):\n",
" neg=0.0\n",
" pos=0.0\n",
" if y > 0:\n",
" if y - height >= 0:\n",
" pos = height\n",
" y -= pos\n",
" else: \n",
" pos = y\n",
" elif y < 0:\n",
" if y + height <= 0:\n",
" neg = height\n",
" y += neg\n",
" else: \n",
" neg = -y\n",
" return pos, neg\n",
" \n",
"def horizonPlot(x, y, nfolds=3, negcolor='CornflowerBlue', poscolor='DarkGreen', **figkwargs):\n",
" fig, ax = plt.subplots(**figkwargs)\n",
" alpha = 1.0/nfolds\n",
" vlayer = np.vectorize(makeLayer)\n",
" height = np.ceil(np.abs(y).max()/nfolds)\n",
" while (y != 0).any():\n",
" \n",
" layer = vlayer(y,height)\n",
" y -= layer[0];\n",
" y += layer[1]\n",
" ax.fill_between(x, 0, layer[0], color=poscolor, alpha=alpha)\n",
" ax.fill_between(x, height-layer[1], height, color=negcolor, alpha=alpha)\n",
" \n",
" ax.set_yticks([])\n",
" ax.set_xlim([x.min(), x.max()])\n",
" ax.set_ylim([0, height])\n",
" ax.xaxis.grid(False)\n",
" ax.yaxis.grid(False)\n",
" \n",
" return fig\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generate some fake data and setup some other variables"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# data\n",
"x = np.linspace(0, np.pi*4, 137)\n",
"y = (2*np.random.normal(size=137) + x**2)\n",
"xx = np.hstack([-1*x[::-1], x])\n",
"yy = np.hstack([-1*y[::-1], y])\n",
"\n",
"# figure properties\n",
"figkwargs = dict(figsize=(12,2), dpi=300)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Normal area chart of the data\n",
"Overall, everything looks pretty smooth"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(**figkwargs)\n",
"pos = np.ma.masked_less(yy, 0)\n",
"neg = np.ma.masked_greater(yy, 0)\n",
"ax.fill_between(xx, neg, y2=0, color='CornflowerBlue', alpha=0.5)\n",
"ax.fill_between(xx, pos, y2=0, color='DarkGreen', alpha=0.5)\n",
"ax.xaxis.grid(False)\n",
"ax.yaxis.grid(False)\n",
"\n",
"ax.set_xlim([xx.min(), xx.max()])\n",
"ax.set_ylim([neg.min(), pos.max()])\n",
"ax.set_yticks([])\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 3,
"text": [
"[]"
]
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualize the data as a horizon chart\n",
"Notice how the variablitily of the data is much more apparent"
]
},
{
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"input": [
"fig = horizonPlot(xx, yy, nfolds=3, **figkwargs)"
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