{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Spatially Explicit Markov Methods \n", "\n", "**Author: Serge Rey , Wei Kang **" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "\n", "This notebook introduces Discrete Markov Chains (DMC) model and its two variants which explicitly incorporate spatial effects. We will demonstrate the usage of these methods by an empirical study for understanding [regional income dynamics in the US](#Regional-income-dynamics-in-the-US). The dataset is the per capita incomes observed annually from 1929 to 2009 for the lower 48 US states.\n", "\n", "* [Classic Markov](#Classic-Markov)\n", "* [Spatial Markov](#Spatial-Markov)\n", "* [LISA Markov](#LISA-Markov)\n", "\n", "Note that a full execution of this notebook requires **pandas**, **matplotlib** and light-weight geovisualization package pysal-**splot**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Classic Markov\n", "\n", "```\n", "giddy.markov.Markov(self, class_ids, classes=None)\n", "```\n", "\n", "We start with a look at a simple example of classic DMC methods implemented in PySAL-giddy. A Markov chain may be in one of $k$ different states/classes at any point in time. These states are exhaustive and mutually exclusive. If one had a time series of remote sensing images used to develop land use classifications, then the states could be defined as the specific land use classes and interest would center on the transitions in and out of different classes for each pixel.\n", "\n", "For example, suppose there are 5 pixels, each of which takes on one of 3 states (a,b,c) at 3 consecutive periods:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "c = np.array([['b','a','c'],['c','c','a'],['c','b','c'],['a','a','b'],['a','b','c']])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "So the first pixel was in state ‘b’ in period 1, state ‘a’ in period 2, and state ‘c’ in period 3. Each pixel's trajectory (row) owns [Markov property](https://en.wikipedia.org/wiki/Markov_property), meaning that which state a pixel takes on today is only dependent on its immediate past. \n", "\n", "Let's suppose that all the 5 pixels are governed by the same transition dynamics rule. That is, each trajectory is a realization of a Discrete Markov Chain process. We could pool all the 5 trajectories from which to estimate a transition probability matrix. To do that, we utlize the **Markov** class in **giddy**:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import giddy\n", "m = giddy.markov.Markov(c)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this way, we create a **Markov** instance - $m$. Its attribute $classes$ gives 3 unique classes these pixels can take on, which are 'a','b' and 'c'." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['a' 'b' 'c']\n" ] } ], "source": [ "print(m.classes)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3\n" ] } ], "source": [ "print(len(m.classes))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to extracting the unique states as an attribute, our **Markov** instance will also have the attribute *trnasitions* which is a transition matrix counting the number of transitions from one state to another. Since there are 3 unique states, we will have a $(3,3)$ transtion matrix:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1. 2. 1.]\n", " [1. 0. 2.]\n", " [1. 1. 1.]]\n" ] } ], "source": [ "print(m.transitions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above transition matrix indicates that of the four pixels that began a transition interval in state ‘a’, 1 remained in that state, 2 transitioned to state ‘b’ and 1 transitioned to state ‘c’. Another attribute $p$ gives the transtion probability matrix which is the transition dynamics rule ubiquitous to all the 5 pixels across the 3 periods. The maximum likehood estimator for each element $p_{i,j}$ is shown below where $n_{i,j}$ is the number of transitions from state $i$ to state $j$ and $k$ is the number of states (here $k=3$):\n", "\n", "$$\\hat{p}_{i,j} = \\frac{n_{i,j}}{\\sum_{q=1}^k n_{i,q} }$$\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.25 0.5 0.25 ]\n", " [0.33333333 0. 0.66666667]\n", " [0.33333333 0.33333333 0.33333333]]\n" ] } ], "source": [ "print(m.p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This means that if any of the 5 pixels was in state 'c', the probability of staying at 'c' or transitioning to any other states ('a', 'b') in the next period is the same (0.333). If a pixel was in state 'b', there is a high possibility that it would take on state 'c' in the next period because $\\hat{p}_{2,3}=0.667$. \n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.30769231, 0.28846154, 0.40384615])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m.steady_state # steady state distribution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This simple example illustrates the basic creation of a Markov instance, but the small sample size makes it unrealistic for the more advanced features of this approach. For a larger example, we will look at an application of Markov methods to understanding regional income dynamics in the US. Here we will load in data on per capita incomes observed annually from 1929 to 2010 for the lower 48 US states:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Regional income dynamics in the US\n", "Firstly, we load in data on per capita incomes observed annually from 1929 to 2009 for the lower 48 US states. We use the example dataset in [**libpysal**](https://github.com/pysal/libpysal) which was downloaded from [US Bureau of Economic Analysis](https://www.bea.gov)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(81, 48)\n" ] } ], "source": [ "import libpysal\n", "f = libpysal.io.open(libpysal.examples.get_path(\"usjoin.csv\"))\n", "pci = np.array([f.by_col[str(y)] for y in range(1929,2010)])\n", "print(pci.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first row of the array is the per capita incomes for the 48 US states for the year 1929:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 323 600 310 991 634 1024 1032 518 347 507 948 607 581 532\n", " 393 414 601 768 906 790 599 286 621 592 596 868 686 918\n", " 410 1152 332 382 771 455 668 772 874 271 426 378 479 551\n", " 634 434 741 460 673 675]\n" ] } ], "source": [ "print(pci[0, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to apply the classic Markov approach to this series, we first have to discretize the distribution by defining our classes. There are many ways to do this including quantiles classification scheme, equal interval classification scheme, Fisher Jenks classification scheme, etc. For a list of classification methods, please refer to the pysal package [**mapclassify**](https://github.com/pysal/mapclassify). \n", "\n", "Here we will use the quintiles for each annual income distribution to define the classes. It should be noted that using quintiles for the pooled income distribution to define the classes will result in a different interpretation of the income dynamics. Quintiles for each annual income distribution (the former) will reveal more of relative income dynamics while those for the pooled income distribution (the latter) will provide insights in absolute dynamics." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Absolute Dynamics')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "years = range(1929,2010)\n", "names = np.array(f.by_col(\"Name\"))\n", "order1929 = np.argsort(pci[0,:])\n", "order2009 = np.argsort(pci[-1,:])\n", "names1929 = names[order1929[::-1]]\n", "names2009 = names[order2009[::-1]]\n", "first_last = np.vstack((names1929,names2009))\n", "from pylab import rcParams\n", "rcParams['figure.figsize'] = 15,10\n", "plt.plot(years,pci)\n", "for i in range(48):\n", " plt.text(1915,54530-(i*1159), first_last[0][i],fontsize=12)\n", " plt.text(2010.5,54530-(i*1159), first_last[1][i],fontsize=12)\n", "plt.xlim((years[0], years[-1]))\n", "plt.ylim((0, 54530))\n", "plt.ylabel(r\"$y_{i,t}$\",fontsize=14)\n", "plt.xlabel('Years',fontsize=12)\n", "plt.title('Absolute Dynamics',fontsize=18)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Relative Dynamics')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "years = range(1929,2010)\n", "rpci= (pci.T / pci.mean(axis=1)).T\n", "names = np.array(f.by_col(\"Name\"))\n", "order1929 = np.argsort(rpci[0,:])\n", "order2009 = np.argsort(rpci[-1,:])\n", "names1929 = names[order1929[::-1]]\n", "names2009 = names[order2009[::-1]]\n", "first_last = np.vstack((names1929,names2009))\n", "from pylab import rcParams\n", "rcParams['figure.figsize'] = 15,10\n", "plt.plot(years,rpci)\n", "for i in range(48):\n", " plt.text(1915,1.91-(i*0.041), first_last[0][i],fontsize=12)\n", " plt.text(2010.5,1.91-(i*0.041), first_last[1][i],fontsize=12)\n", "plt.xlim((years[0], years[-1]))\n", "plt.ylim((0, 1.94))\n", "plt.ylabel(r\"$y_{i,t}/\\bar{y}_t$\",fontsize=14)\n", "plt.xlabel('Years',fontsize=12)\n", "plt.title('Relative Dynamics',fontsize=18)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 2 0 4 2 4 4 1 0 1 4 2 2 1 0 1 2 3 4 4 2 0 2 2 2 4 3 4 0 4 0 0 3 1 3 3 4\n", " 0 1 0 1 2 2 1 3 1 3 3]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/weikang/anaconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] } ], "source": [ "import mapclassify as mc\n", "q5 = np.array([mc.Quantiles(y,k=5).yb for y in pci]).transpose()\n", "print(q5[:, 0])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Alabama', 'Arizona', 'Arkansas', 'California', 'Colorado', 'Connecticut', 'Delaware', 'Florida', 'Georgia', 'Idaho', 'Illinois', 'Indiana', 'Iowa', 'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland', 'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', 'Montana', 'Nebraska', 'Nevada', 'New Hampshire', 'New Jersey', 'New Mexico', 'New York', 'North Carolina', 'North Dakota', 'Ohio', 'Oklahoma', 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina', 'South Dakota', 'Tennessee', 'Texas', 'Utah', 'Vermont', 'Virginia', 'Washington', 'West Virginia', 'Wisconsin', 'Wyoming']\n" ] } ], "source": [ "print(f.by_col(\"Name\"))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "A number of things need to be noted here. First, we are relying on the classification methods in [**mapclassify**](https://github.com/pysal/mapclassify) for defining our quintiles. The class *Quantiles* uses quintiles ($k=5$) as the default and will create an instance of this class that has multiple attributes, the one we are extracting in the first line is $yb$ - the class id for each observation. The second thing to note is the transpose operator which gets our resulting array $q5$ in the proper structure required for use of Markov. Thus we see that the first spatial unit (Alabama with an income of 323) fell in the first quintile in 1929, while the last unit (Wyoming with an income of 675) fell in the fourth quintile.\n", "\n", "So now we have a time series for each state of its quintile membership. For example, Colorado’s quintile time series is:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2 3 2 2 3 2 2 3 2 2 2 2 2 2 2 2 3 2 3 2 3 2 3 3 3 2 2 3 3 3 3 3 3 3 3 3 3\n", " 2 2 2 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4\n", " 3 3 3 4 3 3 3]\n" ] } ], "source": [ "print(q5[4, :])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "indicating that it has occupied the 3rd, 4th and 5th quintiles in the distribution at the first 3 periods. To summarize the transition dynamics for all units, we instantiate a Markov object:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "m5 = giddy.markov.Markov(q5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The number of transitions between any two quintile classes could be counted:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[729. 71. 1. 0. 0.]\n", " [ 72. 567. 80. 3. 0.]\n", " [ 0. 81. 631. 86. 2.]\n", " [ 0. 3. 86. 573. 56.]\n", " [ 0. 0. 1. 57. 741.]]\n" ] } ], "source": [ "print(m5.transitions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By assuming the first-order Markov property, time homogeneity, spatial homogeneity and spatial independence, a transition probability matrix could be estimated which holds for all the 48 US states across 1929-2010:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.91011236 0.0886392 0.00124844 0. 0. ]\n", " [0.09972299 0.78531856 0.11080332 0.00415512 0. ]\n", " [0. 0.10125 0.78875 0.1075 0.0025 ]\n", " [0. 0.00417827 0.11977716 0.79805014 0.07799443]\n", " [0. 0. 0.00125156 0.07133917 0.92740926]]\n" ] } ], "source": [ "print(m5.p)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "The fact that each of the 5 diagonal elements is larger than $0.78$ indicates a high stability of US regional income dynamics system." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another very important feature of DMC model is the steady state distribution $\\pi$ (also called limiting distribution) defined as $\\pi p = \\pi$. The attribute $steady\\_state$ gives $\\pi$ as follows:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.20774716 0.18725774 0.20740537 0.18821787 0.20937187]\n" ] } ], "source": [ "print(m5.steady_state)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the distribution at $t$ is a steady state distribution as shown above, then any distribution afterwards is the same distribution. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the transition probability matrix in hand, we can estimate the first mean passage time which is the average number of steps to go from a state/class to another state for the first time:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 4.81354357 11.50292712 29.60921231 53.38594954 103.59816743]\n", " [ 42.04774505 5.34023324 18.74455332 42.50023268 92.71316899]\n", " [ 69.25849753 27.21075248 4.82147603 25.27184624 75.43305672]\n", " [ 84.90689329 42.85914824 17.18082642 5.31299186 51.60953369]\n", " [ 98.41295543 56.36521038 30.66046735 14.21158356 4.77619083]]\n" ] } ], "source": [ "print(giddy.ergodic.fmpt(m5.p))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Thus, for a state with income in the first quintile, it takes on average 11.5 years for it to first enter the second quintile, 29.6 to get to the third quintile, 53.4 years to enter the fourth, and 103.6 years to reach the richest quintile." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Regional context and Moran's Is" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus far we have treated all the spatial units as independent to estimate the transition probabilities. This hides an implicit assumption: the movement of a spatial unit in the income distribution is independent of the movement of its neighbors or the position of the neighbors in the distribution. But what if spatial context matters??\n", "\n", "We could plot the choropleth maps of per capita incomes of US states to get a first impression of the spatial distribution." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " AREA PERIMETER STATE_ STATE_ID STATE_NAME STATE_FIPS_x SUB_REGION \\\n", "0 20.750 34.956 1 1 Washington 53 Pacific \n", "1 45.132 34.527 2 2 Montana 30 Mtn \n", "2 9.571 18.899 3 3 Maine 23 N Eng \n", "3 21.874 21.353 4 4 North Dakota 38 W N Cen \n", "4 22.598 22.746 5 5 South Dakota 46 W N Cen \n", "\n", " STATE_ABBR geometry Name \\\n", "0 WA (POLYGON ((-122.400749206543 48.22539520263672... Washington \n", "1 MT POLYGON ((-111.4746322631836 44.70223999023438... Montana \n", "2 ME (POLYGON ((-69.77778625488281 44.0740737915039... Maine \n", "3 ND POLYGON ((-98.73005676269531 45.93829727172852... North Dakota \n", "4 SD POLYGON ((-102.7879333496094 42.99532318115234... South Dakota \n", "\n", " ... 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 \n", "0 ... 31528 32053 32206 32934 34984 35738 38477 40782 41588 40619 \n", "1 ... 22569 24342 24699 25963 27517 28987 30942 32625 33293 32699 \n", "2 ... 25623 27068 27731 28727 30201 30721 32340 33620 34906 35268 \n", "3 ... 25068 26118 26770 29109 29676 31644 32856 35882 39009 38672 \n", "4 ... 26115 27531 27727 30072 31765 32726 33320 35998 38188 36499 \n", "\n", "[5 rows x 92 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_table = gpd.read_file(libpysal.examples.get_path('us48.shp'))\n", "income_table = pd.read_csv(libpysal.examples.get_path(\"usjoin.csv\"))\n", "complete_table = geo_table.merge(income_table,left_on='STATE_NAME',right_on='Name')\n", "complete_table.head()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/weikang/anaconda3/lib/python3.6/site-packages/pysal/__init__.py:65: VisibleDeprecationWarning: PySAL's API will be changed on 2018-12-31. The last release made with this API is version 1.14.4. A preview of the next API version is provided in the `pysal` 2.0 prelease candidate. The API changes and a guide on how to change imports is provided at https://pysal.org/about\n", " ), VisibleDeprecationWarning)\n", "/Users/weikang/anaconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "index_year = range(1929,2010,15)\n", "fig, axes = plt.subplots(nrows=2, ncols=3,figsize = (15,7))\n", "for i in range(2):\n", " for j in range(3):\n", " ax = axes[i,j]\n", " complete_table.plot(ax=ax, column=str(index_year[i*3+j]), cmap='OrRd', scheme='quantiles', legend=True)\n", " ax.set_title('Per Capita Income %s Quintiles'%str(index_year[i*3+j]))\n", " ax.axis('off')\n", " leg = ax.get_legend()\n", " leg.set_bbox_to_anchor((0.8, 0.15, 0.16, 0.2))\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is quite obvious that the per capita incomes are not randomly distributed: we could spot clusters in the mid-south, south-east and north-east. Let's proceed to calculate Moran's I, a widely used measure of global spatial autocorrelation, to aid the visual interpretation." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from esda.moran import Moran\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "w = libpysal.io.open(libpysal.examples.get_path(\"states48.gal\")).read()\n", "w.transform = 'R'\n", "mits = [Moran(cs, w) for cs in pci]\n", "res = np.array([(mi.I, mi.EI, mi.seI_norm, mi.sim[974]) for mi in mits])\n", "years = np.arange(1929,2010)\n", "fig, ax = plt.subplots(nrows=1, ncols=1,figsize = (10,5) )\n", "ax.plot(years, res[:,0], label='Moran\\'s I')\n", "#plot(years, res[:,1], label='E[I]')\n", "ax.plot(years, res[:,1]+1.96*res[:,2], label='Upper bound',linestyle='dashed')\n", "ax.plot(years, res[:,1]-1.96*res[:,2], label='Lower bound',linestyle='dashed')\n", "ax.set_title(\"Global spatial autocorrelation for annual US per capita incomes\",fontdict={'fontsize':15})\n", "ax.set_xlim([1929,2009])\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the above figure we could observe that Moran's I value was always positive and significant for each year across 1929-2009. In other words, US regional income series are not independent of each other and regional context could be important in shaping the regional income dynamics. However, the classic Markov approach is silent on this issue. \n", "We turn to the spatially explict Markov methods - **Spatial Markov** and **LISA Markov** - for an explicit incorporation of space in understanding US regional income distribution dynamics." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### [Spatial Markov](http://onlinelibrary.wiley.com/doi/10.1111/j.1538-4632.2001.tb00444.x/full)\n", "\n", "```\n", "giddy.markov.Spatial_Markov(y, w, k=4, m=4, permutations=0, fixed=True, discrete=False, cutoffs=None, lag_cutoffs=None, variable_name=None)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spatial Markov is an extension to class Markov allowing for a more comprehensive analysis of the spatial dimensions of the transitional dynamics (Rey, 2001). Here, whether the transition probabilities are dependent on regional context is investigated and quantified. Rather than estimating one transition probability matrix, spatial Markov requires estimation of $k$ transition probability matrices, each of which is conditional on the regional context at the preceding period. The regional context is usually formalized by spatial lag - the weighted average income level of neighbors:\n", "\n", "$$z_{r,t} = \\sum_{s=1}^{n} w_{r,s} y_{s,t}$$\n", "\n", "where $W$ is the spatial weight matrix and $w_{r,s}$ represents the weight that spatial unit $s$ contributes to the local context of spatial unit $r$ at time period $t$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to the construction of a **Markov** instance, we could create a **Spatial Markov** instance by utilizing the $Spatial\\_Markov$ class in **giddy**. The only difference between the adoption of $Markov$ and $Spatial\\_Markov$ class is that the latter accepts the original continuous income data while the former requires a pre-classification/discretization. In other words, here we do not need to apply the classification methods in [**mapclassify**](https://github.com/pysal/mapclassify) as we did earlier. In fact, the **Spatial Markov** class nested the quantile classification methods and all we need to do is set the desired number of classes $k$ when creating the $Spatial\\_Markov$ instance. Here, we set $k=5$ (quintile classes) as before.\n", "\n", "Different from before, quintiles are defined for the pooled relative incomes (by standardizing by each period by the mean). This is achieved by setting the parameter $fixed$ as *True*. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "giddy.markov.Spatial_Markov?" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/weikang/anaconda3/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] } ], "source": [ "sm = giddy.markov.Spatial_Markov(rpci.T, w, fixed = True, k = 5,m=5) # spatial_markov instance o " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can next examine the global transition probability matrix for relative incomes." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.91461837 0.07503234 0.00905563 0.00129366 0. ]\n", " [0.06570302 0.82654402 0.10512484 0.00131406 0.00131406]\n", " [0.00520833 0.10286458 0.79427083 0.09505208 0.00260417]\n", " [0. 0.00913838 0.09399478 0.84856397 0.04830287]\n", " [0. 0. 0. 0.06217617 0.93782383]]\n" ] } ], "source": [ "print(sm.p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Spatial Markov allows us to compare the global transition dynamics to those conditioned on regional context. More specifically, the transition dynamics are split across economies who have spatial lags in different quintiles at the preceding year. In our example we have 5 classes, so 5 different conditioned transition probability matrices are estimated - P(LAG0), P(LAG1), P(LAG2), P(LAG3), and P(LAG4)." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------------------------------------\n", " Spatial Markov Test \n", "--------------------------------------------------------------\n", "Number of classes: 5\n", "Number of transitions: 3840\n", "Number of regimes: 5\n", "Regime names: LAG0, LAG1, LAG2, LAG3, LAG4\n", "--------------------------------------------------------------\n", " Test LR Chi-2\n", " Stat. 170.659 200.624\n", " DOF 60 60\n", "p-value 0.000 0.000\n", "--------------------------------------------------------------\n", "P(H0) C0 C1 C2 C3 C4\n", " C0 0.915 0.075 0.009 0.001 0.000\n", " C1 0.066 0.827 0.105 0.001 0.001\n", " C2 0.005 0.103 0.794 0.095 0.003\n", " C3 0.000 0.009 0.094 0.849 0.048\n", " C4 0.000 0.000 0.000 0.062 0.938\n", "--------------------------------------------------------------\n", "P(LAG0) C0 C1 C2 C3 C4\n", " C0 0.963 0.030 0.006 0.000 0.000\n", " C1 0.060 0.832 0.107 0.000 0.000\n", " C2 0.000 0.140 0.740 0.120 0.000\n", " C3 0.000 0.036 0.321 0.571 0.071\n", " C4 0.000 0.000 0.000 0.167 0.833\n", "--------------------------------------------------------------\n", "P(LAG1) C0 C1 C2 C3 C4\n", " C0 0.798 0.168 0.034 0.000 0.000\n", " C1 0.075 0.882 0.042 0.000 0.000\n", " C2 0.005 0.070 0.866 0.059 0.000\n", " C3 0.000 0.000 0.064 0.902 0.034\n", " C4 0.000 0.000 0.000 0.194 0.806\n", "--------------------------------------------------------------\n", "P(LAG2) C0 C1 C2 C3 C4\n", " C0 0.847 0.153 0.000 0.000 0.000\n", " C1 0.081 0.789 0.129 0.000 0.000\n", " C2 0.005 0.098 0.793 0.098 0.005\n", " C3 0.000 0.000 0.094 0.871 0.035\n", " C4 0.000 0.000 0.000 0.102 0.898\n", "--------------------------------------------------------------\n", "P(LAG3) C0 C1 C2 C3 C4\n", " C0 0.885 0.098 0.000 0.016 0.000\n", " C1 0.039 0.814 0.140 0.000 0.008\n", " C2 0.005 0.094 0.777 0.119 0.005\n", " C3 0.000 0.023 0.129 0.754 0.094\n", " C4 0.000 0.000 0.000 0.097 0.903\n", "--------------------------------------------------------------\n", "P(LAG4) C0 C1 C2 C3 C4\n", " C0 0.333 0.667 0.000 0.000 0.000\n", " C1 0.048 0.774 0.161 0.016 0.000\n", " C2 0.011 0.161 0.747 0.080 0.000\n", " C3 0.000 0.010 0.062 0.896 0.031\n", " C4 0.000 0.000 0.000 0.024 0.976\n", "--------------------------------------------------------------\n" ] } ], "source": [ "sm.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualize the (spatial) Markov transition probability matrix" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (5,5))\n", "im = ax.imshow(sm.p,cmap = \"coolwarm\",vmin=0, vmax=1)\n", "# Loop over data dimensions and create text annotations.\n", "for i in range(len(sm.p)):\n", " for j in range(len(sm.p)):\n", " text = ax.text(j, i, round(sm.p[i, j], 2),\n", " ha=\"center\", va=\"center\", color=\"w\")\n", "ax.figure.colorbar(im, ax=ax)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2,3,figsize = (15,10)) \n", "\n", "for i in range(2):\n", " for j in range(3):\n", " ax = axes[i,j]\n", " if i==1 and j==2:\n", " ax.axis('off')\n", " continue\n", " # Loop over data dimensions and create text annotations.\n", " p_temp = sm.P[i*3+j]\n", " for x in range(len(p_temp)):\n", " for y in range(len(p_temp)):\n", " text = ax.text(y, x, round(p_temp[x, y], 2),\n", " ha=\"center\", va=\"center\", color=\"w\")\n", " im = ax.imshow(p_temp,cmap = \"coolwarm\",vmin=0, vmax=1)\n", " ax.set_title(\"Spatial Lag %d\"%(i*3+j),fontsize=18) \n", "fig.subplots_adjust(right=0.92)\n", "cbar_ax = fig.add_axes([0.95, 0.228, 0.01, 0.5])\n", "fig.colorbar(im, cax=cbar_ax)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2,3,figsize = (15,10)) \n", "for i in range(2):\n", " for j in range(3):\n", " ax = axes[i,j]\n", " if i==0 and j==0:\n", " p_temp = sm.p\n", " im = ax.imshow(p_temp,cmap = \"coolwarm\",vmin=0, vmax=1)\n", " ax.set_title(\"Pooled\",fontsize=18) \n", " else:\n", " p_temp = sm.P[i*3+j-1]\n", " im = ax.imshow(p_temp,cmap = \"coolwarm\",vmin=0, vmax=1)\n", " ax.set_title(\"Spatial Lag %d\"%(i*3+j),fontsize=18) \n", " for x in range(len(p_temp)):\n", " for y in range(len(p_temp)):\n", " text = ax.text(y, x, round(p_temp[x, y], 2),\n", " ha=\"center\", va=\"center\", color=\"w\")\n", " \n", "fig.subplots_adjust(right=0.92)\n", "cbar_ax = fig.add_axes([0.95, 0.228, 0.01, 0.5])\n", "fig.colorbar(im, cax=cbar_ax)\n", "#fig.savefig('spatial_markov_us.png', dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The probability of a poor state remaining poor is 0.963 if their neighbors are in the 1st quintile and 0.798 if their neighbors are in the 2nd quintile. The probability of a rich economy remaining rich is 0.977 if their neighbors are in the 5th quintile, but if their neighbors are in the 4th quintile this drops to 0.903.\n", "\n", "We can also explore the different steady state distributions implied by these different transition probabilities:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.43509425 0.2635327 0.20363044 0.06841983 0.02932278]\n", " [0.13391287 0.33993305 0.25153036 0.23343016 0.04119356]\n", " [0.12124869 0.21137444 0.2635101 0.29013417 0.1137326 ]\n", " [0.0776413 0.19748806 0.25352636 0.22480415 0.24654013]\n", " [0.01776781 0.19964349 0.19009833 0.25524697 0.3372434 ]]\n" ] } ], "source": [ "print(sm.S)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The long run distribution for states with poor (rich) neighbors has 0.435 (0.018) of the values in the first quintile, 0.263 (0.200) in the second quintile, 0.204 (0.190) in the third, 0.0684 (0.255) in the fourth and 0.029 (0.337) in the fifth quintile. And, finally the spatially conditional first mean passage times:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[[ 2.29835259 28.95614035 46.14285714 80.80952381 279.42857143]\n", " [ 33.86549708 3.79459555 22.57142857 57.23809524 255.85714286]\n", " [ 43.60233918 9.73684211 4.91085714 34.66666667 233.28571429]\n", " [ 46.62865497 12.76315789 6.25714286 14.61564626 198.61904762]\n", " [ 52.62865497 18.76315789 12.25714286 6. 34.1031746 ]]\n", "\n", " [[ 7.46754205 9.70574606 25.76785714 74.53116883 194.23446197]\n", " [ 27.76691978 2.94175577 24.97142857 73.73474026 193.4380334 ]\n", " [ 53.57477715 28.48447637 3.97566318 48.76331169 168.46660482]\n", " [ 72.03631562 46.94601483 18.46153846 4.28393653 119.70329314]\n", " [ 77.17917276 52.08887197 23.6043956 5.14285714 24.27564033]]\n", "\n", " [[ 8.24751154 6.53333333 18.38765432 40.70864198 112.76732026]\n", " [ 47.35040872 4.73094099 11.85432099 34.17530864 106.23398693]\n", " [ 69.42288828 24.76666667 3.794921 22.32098765 94.37966594]\n", " [ 83.72288828 39.06666667 14.3 3.44668119 76.36702977]\n", " [ 93.52288828 48.86666667 24.1 9.8 8.79255406]]\n", "\n", " [[ 12.87974382 13.34847151 19.83446328 28.47257282 55.82395142]\n", " [ 99.46114206 5.06359731 10.54545198 23.05133495 49.68944423]\n", " [117.76777159 23.03735526 3.94436301 15.0843986 43.57927247]\n", " [127.89752089 32.4393006 14.56853107 4.44831643 31.63099455]\n", " [138.24752089 42.7893006 24.91853107 10.35 4.05613474]]\n", "\n", " [[ 56.2815534 1.5 10.57236842 27.02173913 110.54347826]\n", " [ 82.9223301 5.00892857 9.07236842 25.52173913 109.04347826]\n", " [ 97.17718447 19.53125 5.26043557 21.42391304 104.94565217]\n", " [127.1407767 48.74107143 33.29605263 3.91777427 83.52173913]\n", " [169.6407767 91.24107143 75.79605263 42.5 2.96521739]]]\n" ] } ], "source": [ "print(sm.F)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "States in the first income quintile with neighbors in the first quintile return to the first quintile after 2.298 years, after leaving the first quintile. They enter the fourth quintile 80.810 years after leaving the first quintile, on average. Poor states within neighbors in the fourth quintile return to the first quintile, on average, after 12.88 years, and would enter the fourth quintile after 28.473 years." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tests for this conditional type of spatial dependence include Likelihood Ratio (LR) test and $\\chi^2$ test (Bickenbach and Bode, 2003) as well as a test based on information theory (Kullback et al., 1962). For the first two tests, we could proceed as follows to acquire their statistics, DOF and p-value." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------------------------\n", " Markov Homogeneity Test \n", "--------------------------------------------------\n", "Number of classes: 5\n", "Number of transitions: 3840\n", "Number of regimes: 5\n", "Regime names: 0, 1, 2, 3, 4\n", "--------------------------------------------------\n", " Test LR Chi-2\n", " Stat. 170.659 200.624\n", " DOF 60 60\n", "p-value 0.000 0.000\n", "--------------------------------------------------\n", "P(H0) 0 1 2 3 4\n", " 0 0.915 0.075 0.009 0.001 0.000\n", " 1 0.066 0.827 0.105 0.001 0.001\n", " 2 0.005 0.103 0.794 0.095 0.003\n", " 3 0.000 0.009 0.094 0.849 0.048\n", " 4 0.000 0.000 0.000 0.062 0.938\n", "--------------------------------------------------\n", "P(0) 0 1 2 3 4\n", " 0 0.963 0.030 0.006 0.000 0.000\n", " 1 0.060 0.832 0.107 0.000 0.000\n", " 2 0.000 0.140 0.740 0.120 0.000\n", " 3 0.000 0.036 0.321 0.571 0.071\n", " 4 0.000 0.000 0.000 0.167 0.833\n", "--------------------------------------------------\n", "P(1) 0 1 2 3 4\n", " 0 0.798 0.168 0.034 0.000 0.000\n", " 1 0.075 0.882 0.042 0.000 0.000\n", " 2 0.005 0.070 0.866 0.059 0.000\n", " 3 0.000 0.000 0.064 0.902 0.034\n", " 4 0.000 0.000 0.000 0.194 0.806\n", "--------------------------------------------------\n", "P(2) 0 1 2 3 4\n", " 0 0.847 0.153 0.000 0.000 0.000\n", " 1 0.081 0.789 0.129 0.000 0.000\n", " 2 0.005 0.098 0.793 0.098 0.005\n", " 3 0.000 0.000 0.094 0.871 0.035\n", " 4 0.000 0.000 0.000 0.102 0.898\n", "--------------------------------------------------\n", "P(3) 0 1 2 3 4\n", " 0 0.885 0.098 0.000 0.016 0.000\n", " 1 0.039 0.814 0.140 0.000 0.008\n", " 2 0.005 0.094 0.777 0.119 0.005\n", " 3 0.000 0.023 0.129 0.754 0.094\n", " 4 0.000 0.000 0.000 0.097 0.903\n", "--------------------------------------------------\n", "P(4) 0 1 2 3 4\n", " 0 0.333 0.667 0.000 0.000 0.000\n", " 1 0.048 0.774 0.161 0.016 0.000\n", " 2 0.011 0.161 0.747 0.080 0.000\n", " 3 0.000 0.010 0.062 0.896 0.031\n", " 4 0.000 0.000 0.000 0.024 0.976\n", "--------------------------------------------------\n" ] } ], "source": [ "giddy.markov.Homogeneity_Results(sm.T).summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the above summary table, we can observe that the observed LR test statistic is 170.659 and the observed $\\chi^2$ test statistic is 200.624. Their p-values are 0.000, which leads to the rejection of the null hypothesis of conditional spatial independence. \n", "\n", "For the last (information theory-based) test, we call the function $kullback$. The result is consistent with LR and $\\chi^2$ tests. As shown below, the observed test statistic is 230.03 and its p-value is 2.22e-16, leading to the rejection of the null." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'Conditional homogeneity': 230.0266246375395, 'Conditional homogeneity dof': 80, 'Conditional homogeneity pvalue': 2.220446049250313e-16}\n" ] } ], "source": [ "print(giddy.markov.kullback(sm.T))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### LISA Markov\n", "\n", "```\n", "giddy.markov.LISA_Markov(self, y, w, permutations=0, significance_level=0.05, geoda_quads=False)\n", "```\n", "\n", "The Spatial Markov conditions the transitions on the value of the spatial lag for an observation at the beginning of the transition period. An alternative approach to spatial dynamics is to consider the joint transitions of an observation and its spatial lag in the distribution. By exploiting the form of the static LISA and embedding it in a dynamic context we develop the LISA Markov in which the states of the chain are defined as the four quadrants in the Moran scatter plot, namely, HH(=1), LH(=2), LL(=3), HL(=4). Continuing on with our US example, the LISA transitions are:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1 2 3 4]\n" ] } ], "source": [ "lm = giddy.markov.LISA_Markov(pci.T, w)\n", "print(lm.classes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The LISA transitions are:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1.087e+03 4.400e+01 4.000e+00 3.400e+01]\n", " [4.100e+01 4.700e+02 3.600e+01 1.000e+00]\n", " [5.000e+00 3.400e+01 1.422e+03 3.900e+01]\n", " [3.000e+01 1.000e+00 4.000e+01 5.520e+02]]\n" ] } ], "source": [ "print(lm.transitions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and the estimated transition probability matrix is:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.92985458 0.03763901 0.00342173 0.02908469]\n", " [0.07481752 0.85766423 0.06569343 0.00182482]\n", " [0.00333333 0.02266667 0.948 0.026 ]\n", " [0.04815409 0.00160514 0.06420546 0.88603531]]\n" ] } ], "source": [ "print(lm.p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The diagonal elements indicate the staying probabilities and we see that there is greater mobility for observations in quadrants 2 (LH) and 4 (HL) than 1 (HH) and 3 (LL).\n", "\n", "The implied long run steady state distribution of the chain is:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.28561505 0.14190226 0.40493672 0.16754598]\n" ] } ], "source": [ "print(lm.steady_state)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "again reflecting the dominance of quadrants 1 and 3 (positive autocorrelation). The first mean passage time for the LISAs is:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 3.50121609 37.93025465 40.55772829 43.17412009]\n", " [31.72800152 7.04710419 28.68182751 49.91485137]\n", " [52.44489385 47.42097495 2.46952168 43.75609676]\n", " [38.76794022 51.51755827 26.31568558 5.96851095]]\n" ] } ], "source": [ "print(giddy.ergodic.fmpt(lm.p))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To test for dependence between the dynamics of the region and its neighbors, we turn to $\\chi^2$ test of independence. Here, the $\\chi^2$ statistic, its p-value and degrees of freedom can be obtained from the attribute $chi\\_2$. As the p-value is 0.0, the null of independence is clearly rejected." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1058.2079036003051, 0.0, 9)\n" ] } ], "source": [ "print(lm.chi_2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Next steps\n", "\n", "* Simulation/prediction of Markov chain and spatial Markov chain" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### References\n", "\n", "* Rey, S. J. 2001. “[Spatial Empirics for Economic Growth and Convergence](http://onlinelibrary.wiley.com/doi/10.1111/j.1538-4632.2001.tb00444.x/full).” Geographical Analysis 33 (3). Wiley Online Library: 195–214.\n", "* Bickenbach, F., and E. Bode. 2003. “[Evaluating the Markov Property in Studies of Economic Convergence](http://journals.sagepub.com/doi/abs/10.1177/0160017603253789?journalCode=irxa).” International Regional Science Review 26 (3): 363–92.\n", "* Kullback, S., M. Kupperman, and H. H. Ku. 1962. “[Tests for Contingency Tables and Markov Chains](https://www.jstor.org/stable/1266291?seq=1#page_scan_tab_contents).” Technometrics: A Journal of Statistics for the Physical, Chemical, and Engineering Sciences 4 (4). JSTOR: 573–608." ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }