Last active
October 30, 2017 00:13
-
-
Save sjsrey/f98977d78cdcacddc2f6a8891539cb80 to your computer and use it in GitHub Desktop.
Exploring joy plots for use in regional income inequality dynamics
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Regional Income Distribution Dynamics in the US 1929-2009\n", | |
"\n", | |
"*Author:* [sjsrey](https://github.com/sjsrey)\n", | |
"\n", | |
"This gist explores the use of [joy plots](https://twitter.com/JennyBryan/status/856674638981550080) for the evolution of per-capita income distributions for the lower 48 United States over 1929-2009.\n", | |
"\n", | |
"The joy plot code is based on a working prototype by [ljwolf](http://nbviewer.jupyter.org/gist/ljwolf/37c89ddb704c013debb9d205c3acb25b).\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import pysal as ps\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"from seaborn.distributions import _statsmodels_univariate_kde\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# Source http://nbviewer.jupyter.org/gist/ljwolf/37c89ddb704c013debb9d205c3acb25b\n", | |
"def joyplot(data, ax=None, \n", | |
" flatten = .1, #rescale the height of each distribution to avoid overlap. If large, will flatten out each of the KDEs\n", | |
" linecolor='k', \n", | |
" shadecolor='w',\n", | |
" shade=True, \n", | |
" line_kws = None,\n", | |
" kde_kws=None,\n", | |
" fig_kws=None,\n", | |
" shade_kws=None):\n", | |
" line_kws = dict() if line_kws is None else line_kws\n", | |
" kde_kws = (dict(kernel='gau', bw='scott',\n", | |
" gridsize=100, cut=3,\n", | |
" clip=None) if kde_kws is None else kde_kws)\n", | |
" fig_kws = dict(figsize=(5,5)) if fig_kws is None else fig_kws\n", | |
" shade_kws = (dict(alpha=.75, \n", | |
" clip_on=True, \n", | |
" zorder=1, \n", | |
" color=None) if shade_kws is None else shade_kws)\n", | |
" if kde_kws.get('clip',None) is None:\n", | |
" kde_kws['clip'] = (-np.inf, np.inf)\n", | |
" if ax is None:\n", | |
" f,ax = plt.subplots(1,1, **fig_kws)\n", | |
" T,N = data.shape\n", | |
" dsupport = np.array([])\n", | |
" for i, row in enumerate(data):\n", | |
" x,y = _statsmodels_univariate_kde(row, **kde_kws)\n", | |
" y = np.max(np.c_[np.zeros_like(y), y], axis=1)\n", | |
" y = y/(flatten*y.max()) + i\n", | |
" ax.plot(x,y,color=linecolor,**line_kws)\n", | |
" #print(y)\n", | |
" if shade:\n", | |
" if shade_kws.get('color', None) is None:\n", | |
" shade_kws['color'] = shadecolor\n", | |
" ax.fill_between(x, i, y, \n", | |
" **shade_kws)\n", | |
" dsupport = np.concatenate((dsupport, x))\n", | |
" ax.set_xlim(np.min(dsupport)*.75, np.max(dsupport)*1.25)\n", | |
" return f,ax" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(81, 48)" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"f = ps.open(ps.examples.get_path(\"usjoin.csv\"))\n", | |
"pci = np.array([f.by_col[str(y)] for y in range(1929,2010)])\n", | |
"pci.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"rpci = (pci.T / pci.mean(axis=1)).T" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([[ 0.5250254 , 0.97527938, 0.50389434, ..., 0.74771419,\n", | |
" 1.09393837, 1.0971893 ],\n", | |
" [ 0.49080882, 0.95588235, 0.41911765, ..., 0.75 ,\n", | |
" 1.08088235, 1.07536765],\n", | |
" [ 0.49080203, 0.93997352, 0.4710823 , ..., 0.78002465,\n", | |
" 1.02761674, 1.04295431],\n", | |
" ..., \n", | |
" [ 0.86148267, 0.90139505, 0.83675961, ..., 0.80172182,\n", | |
" 0.96519561, 1.17025154],\n", | |
" [ 0.86252252, 0.87897455, 0.83574199, ..., 0.82168155,\n", | |
" 0.96173403, 1.18730553],\n", | |
" [ 0.86746356, 0.86216858, 0.84647177, ..., 0.85587911,\n", | |
" 0.95890284, 1.14242645]])" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"rpci" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([ 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", | |
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", | |
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", | |
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", | |
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", | |
" 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", | |
" 1., 1., 1.])" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"rpci.mean(axis=1)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Nominal state per capita incomes" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/serge/anaconda3/envs/pysal2/lib/python2.7/site-packages/matplotlib/axes/_axes.py:545: UserWarning: No labelled objects found. Use label='...' kwarg on individual plots.\n", | |
" warnings.warn(\"No labelled objects found. \"\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAn0AAAFACAYAAADJf8ojAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMzMzM6sCLvrMzMzMqsD/A2/pIJMQjfClAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f690177cf10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"xmin = pci.min()\n", | |
"xmax = pci.max()\n", | |
"\n", | |
"xmin,xmax\n", | |
"\n", | |
"f,ax = joyplot(pci/1., shade=True, \n", | |
" shadecolor='lightgrey', linecolor='k', \n", | |
" fig_kws=dict(figsize=(5*2.1,5))) \n", | |
"ax.set_xlim(0, xmax)\n", | |
"ax.legend(ncol=2, fontsize=16)\n", | |
"ax.set_ylabel(\"Years since 1929\")\n", | |
"ax.set_xlabel(\"Nominal USD\")\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAn0AAAFACAYAAADJf8ojAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+XIAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f68fdf00410>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"xmin = pci.min()\n", | |
"xmax = pci.max()\n", | |
"\n", | |
"xmin,xmax\n", | |
"\n", | |
"f,ax = joyplot(np.flipud(pci)/1., shade=True, \n", | |
" shadecolor='lightgrey', linecolor='k', \n", | |
" fig_kws=dict(figsize=(5*2.1,5))) \n", | |
"ax.set_xlim(0, xmax)\n", | |
"ax.legend(ncol=2, fontsize=16)\n", | |
"ax.set_ylabel(\"Year before 2010\")\n", | |
"ax.set_xlabel(\"Nominal USD\")\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Mean normalized incomes" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAn0AAAFACAYAAADJf8ojAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f690177c710>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"xmin = 0.\n", | |
"xmax = rpci.max()\n", | |
"f,ax = joyplot(rpci.T/1., shade=True, \n", | |
" shadecolor='lightgrey', linecolor='k', \n", | |
" fig_kws=dict(figsize=(5*2.1,5))) \n", | |
"ax.set_xlim(xmin, xmax)\n", | |
"ax.legend(ncol=2, fontsize=16)\n", | |
"ax.set_ylabel(\"Years since 1929\")\n", | |
"ax.set_xlabel(\"US average = 1\")\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Constant dollars" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"#source https://data.bls.gov/pdq/SurveyOutputServlet\n", | |
"cpi = \"\"\"\n", | |
" 17.1\n", | |
"16.7\n", | |
"15.2\n", | |
"13.7\n", | |
"13.0\n", | |
"13.4\n", | |
"13.7\n", | |
"13.9\n", | |
"14.4\n", | |
"14.1\n", | |
"13.9\n", | |
"14.0\n", | |
"14.7\n", | |
"16.3\n", | |
"17.3\n", | |
"17.6\n", | |
"18.0\n", | |
"19.5\n", | |
"22.3\n", | |
"24.1\n", | |
"23.8\n", | |
"24.1\n", | |
"26.0\n", | |
"26.5\n", | |
"26.7\n", | |
"26.9\n", | |
"26.8\n", | |
"27.2\n", | |
"28.1\n", | |
"28.9\n", | |
"29.1\n", | |
"29.6\n", | |
"29.9\n", | |
"30.2\n", | |
"30.6\n", | |
"31.0\n", | |
"31.5\n", | |
"32.4\n", | |
"33.4\n", | |
"34.8\n", | |
"36.7\n", | |
"38.8\n", | |
"40.5\n", | |
"41.8\n", | |
"44.4\n", | |
"49.3\n", | |
"53.8\n", | |
"56.9\n", | |
"60.6\n", | |
"65.2\n", | |
"72.6\n", | |
"82.4\n", | |
"90.9\n", | |
"96.5\n", | |
"99.6\n", | |
"103.9\n", | |
"107.6\n", | |
"109.6\n", | |
"113.6\n", | |
"118.3\n", | |
"124.0\n", | |
"130.7\n", | |
"136.2\n", | |
"140.3\n", | |
"144.5\n", | |
"148.2\n", | |
"152.4\n", | |
"156.9\n", | |
"160.5\n", | |
"163.0\n", | |
"166.6\n", | |
"172.2\n", | |
"177.1\n", | |
"179.9\n", | |
"184.0\n", | |
"188.9\n", | |
"195.3\n", | |
"201.6\n", | |
"207.342\n", | |
"215.303\n", | |
"214.537\n", | |
"218.056\"\"\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"cpi = np.array([float(value) for value in cpi.split()])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"deflator = cpi[-1]/cpi" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"deflator = deflator[:-1] #stop at 2009" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"81" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(deflator)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(81, 48)" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"pci.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"pci_2009_100 = np.dot(np.diag(deflator),pci)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAEICAYAAAC0+DhzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f68fdf00090>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"pci_mean = pci.mean(axis=1)\n", | |
"pci_2009_100_mean = pci_2009_100.mean(axis=1)\n", | |
"years = np.arange(1929,2010)\n", | |
"plt.plot(years, pci_mean, label='nominal')\n", | |
"plt.plot(years, pci_2009_100_mean, label='real')\n", | |
"plt.title(\"Mean State Per Capita Income\")\n", | |
"plt.legend()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAooAAAFACAYAAAA7713DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIYRdEigKIYQQQgi7JFAUQgghhBB2/X9g2RvVuhLo9QAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f6901731450>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"xmin = pci_2009_100.min()\n", | |
"xmax = pci_2009_100.max()\n", | |
"\n", | |
"xmin,xmax\n", | |
"\n", | |
"f,ax = joyplot(pci_2009_100/1., shade=True, \n", | |
" shadecolor='lightgrey', linecolor='k', \n", | |
" fig_kws=dict(figsize=(5*2.1,5))) \n", | |
"ax.set_xlim(0, xmax)\n", | |
"ax.legend(ncol=2, fontsize=16)\n", | |
"ax.set_ylabel(\"Year\")\n", | |
"yticks = ax.get_yticks().tolist()\n", | |
"yticks = [-20, 1929, 1949, 1969, 1989, 2009, 100.0]\n", | |
"ax.set_yticklabels(yticks)\n", | |
"\n", | |
"ax.set_xlabel(\"Constant 2009 USD\")\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAooAAAFACAYAAAA7713DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f68f77c6f10>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"xmin = pci_2009_100.min()\n", | |
"xmax = pci_2009_100.max()\n", | |
"\n", | |
"xmin,xmax\n", | |
"\n", | |
"f,ax = joyplot(np.flipud(pci_2009_100)/1., shade=True, \n", | |
" shadecolor='lightgrey', linecolor='k', \n", | |
" fig_kws=dict(figsize=(5*2.1,5))) \n", | |
"ax.set_xlim(0, xmax)\n", | |
"ax.legend(ncol=2, fontsize=16)\n", | |
"ax.set_ylabel(\"Year\")\n", | |
"ax.set_xlabel(\"Constant 2009 USD\")\n", | |
"#print(ax.yaxis.get_major_ticks()[2].label)\n", | |
"yticks = ax.get_yticks().tolist()\n", | |
"yticks = [-20, 2009, 1989, 1969, 1949, 1929, 100]\n", | |
"ax.set_yticklabels(yticks)\n", | |
"#print(ax.get_majorticklabels())\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"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 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment