{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Chapter 18 - Metric Predicted Variable with Multiple Metric Predictors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [18.1 - Multiple Linear Regression](#18.1---Multiple-Linear-Regression)\n", " - [18.1.4 - Redundant predictors](#18.1.4---Redundant-predictors)\n", "- [18.2 - Multiplicative Interaction of Metric Predictors](#18.2---Multiplicative-Interaction-of-Metric-Predictors)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# %load ../../standard_import.txt\n", "import pandas as pd\n", "import numpy as np\n", "import pymc as pm\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from matplotlib import gridspec\n", "from IPython.display import Image\n", "\n", "%matplotlib inline\n", "plt.style.use('seaborn-white')\n", "\n", "color = '#87ceeb'\n", "f_dict = {'size':16}" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "matplotlib: 3.5.1\n", "numpy : 1.22.3\n", "pandas : 1.4.1\n", "pymc : 4.0.0b6\n", "seaborn : 0.11.2\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -p matplotlib,numpy,pandas,pymc,seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 18.1 - Multiple Linear Regression\n", "#### Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 50 entries, 0 to 49\n", "Data columns (total 8 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 State 50 non-null object \n", " 1 Spend 50 non-null float64\n", " 2 StuTeaRat 50 non-null float64\n", " 3 Salary 50 non-null float64\n", " 4 PrcntTake 50 non-null int64 \n", " 5 SATV 50 non-null int64 \n", " 6 SATM 50 non-null int64 \n", " 7 SATT 50 non-null int64 \n", "dtypes: float64(3), int64(4), object(1)\n", "memory usage: 3.2+ KB\n" ] } ], "source": [ "df = pd.read_csv('data/Guber1999data.csv')\n", "df.info()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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StateSpendStuTeaRatSalaryPrcntTakeSATVSATMSATT
0Alabama4.40517.231.14484915381029
1Alaska8.96317.647.95147445489934
2Arizona4.77819.332.17527448496944
3Arkansas4.45917.128.93464825231005
4California4.99224.041.07845417485902
\n", "
" ], "text/plain": [ " State Spend StuTeaRat Salary PrcntTake SATV SATM SATT\n", "0 Alabama 4.405 17.2 31.144 8 491 538 1029\n", "1 Alaska 8.963 17.6 47.951 47 445 489 934\n", "2 Arizona 4.778 19.3 32.175 27 448 496 944\n", "3 Arkansas 4.459 17.1 28.934 6 482 523 1005\n", "4 California 4.992 24.0 41.078 45 417 485 902" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "X = df[['Spend', 'PrcntTake']]\n", "y = df['SATT']\n", "\n", "meanx = X.mean().to_numpy()\n", "scalex = X.std().to_numpy()\n", "zX = ((X-meanx)/scalex).to_numpy()\n", "\n", "meany = y.mean()\n", "scaley = y.std()\n", "zy = ((y-meany)/scaley).to_numpy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model (Kruschke, 2015)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": { "image/png": { "width": 400 } }, "output_type": "execute_result" } ], "source": [ "Image('images/fig18_4.png', width=400)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as model:\n", " \n", " zbeta0 = pm.Normal('zbeta0', mu=0, sigma=2)\n", " #zbeta1 = pm.Normal('zbetaj1', mu=0, sigma=2)\n", " #zbeta2 = pm.Normal('zbetaj2', mu=0, sigma=2)\n", " #zmu = zbeta0 + (zbeta1 * X[:,0]) + (zbeta2 * X[:,1])\n", " zbetaj = pm.Normal('zbetaj', mu=0, sigma=2, shape=(2))\n", " zmu = zbeta0 + pm.math.dot(zbetaj, zX.T)\n", " \n", " nu = pm.Exponential('nu', 1/29.)\n", " zsigma = pm.Uniform('zsigma', 10**-5, 10)\n", " \n", " likelihood = pm.StudentT('likelihood', nu=nu, mu=zmu, lam=1/zsigma**2, observed=zy)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "/home/xian/anaconda3/envs/pymc-dev-py39/lib/python3.9/site-packages/pymc/aesaraf.py:1005: UserWarning: The parameter 'updates' of aesara.function() expects an OrderedDict, got . Using a standard dictionary here results in non-deterministic behavior. You should use an OrderedDict if you are using Python 2.7 (collections.OrderedDict for older python), or use a list of (shared, update) pairs. Do not just convert your dictionary to this type before the call as the conversion will still be non-deterministic.\n", " aesara_function = aesara.function(\n", "Multiprocess sampling (4 chains in 2 jobs)\n", "NUTS: [zbeta0, zbetaj, nu, zsigma]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [44000/44000 00:50<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 10_000 draw iterations (4_000 + 40_000 draws total) took 51 seconds.\n" ] } ], "source": [ "with model:\n", " idata = pm.sample(10000, chains=4, target_accept=0.9)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with model:\n", " az.plot_trace(idata);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 18.5" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Transform parameters back to original scale\n", "beta0 = idata.posterior['zbeta0']*scaley + meany - (idata.posterior['zbetaj']*meanx/scalex).sum(axis=2)*scaley\n", "betaj = (idata.posterior['zbetaj']/scalex)*scaley\n", "scale = (idata.posterior['zsigma']*scaley)\n", "\n", "intercept = beta0\n", "spend = betaj.sel(zbetaj_dim_0=0)\n", "prcnttake = betaj.sel(zbetaj_dim_0=1)\n", "#normality = np.log10(trace['nu'])\n", "normality = idata.posterior['nu']\n", "\n", "fig, ([ax1, ax2, ax3], [ax4, ax5, ax6]) = plt.subplots(2,3, figsize=(12,6))\n", "\n", "\n", "for ax, estimate, title, xlabel in zip(fig.axes,\n", " [intercept, spend, prcnttake, scale, normality],\n", " ['Intercept', 'Spend', 'PrcntTake', 'Scale', 'Normality'],\n", " [r'$\\beta_0$', r'$\\beta_1$', r'$\\beta_2$', r'$\\sigma$', r'$\\nu$']):\n", " az.plot_posterior(estimate, point_estimate='mode', ax=ax, color=color)\n", " ax.set_title(title, fontdict=f_dict)\n", " ax.set_xlabel(xlabel, fontdict=f_dict)\n", "\n", "fig.tight_layout()\n", "ax6.set_visible(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we create the scatterplots of figure 18.5 using `pairplot()` in seaborn and then tweak the lower triangle." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DataFrame with the columns in correct order\n", "pair_plt = pd.DataFrame({'Intercept':intercept.values.flatten(),\n", " 'Spend':spend.values.flatten(),\n", " 'PrcntTake': prcnttake.values.flatten(),\n", " 'Scale':scale.values.flatten(),\n", " 'Normality': normality.values.flatten()},\n", " columns=['Intercept', 'Spend', 'PrcntTake', 'Scale', 'Normality'])\n", "\n", "# Correlation coefficients\n", "corr = np.round(np.corrcoef(pair_plt, rowvar=0), decimals=3)\n", "# Indexes of the lower triangle, below the diagonal\n", "lower_idx = np.tril(corr, -1).nonzero()\n", "\n", "# The seaborn pairplot\n", "pgrid = sns.pairplot(pair_plt, plot_kws={'edgecolor':color, 'facecolor':'none'})\n", "\n", "# Replace the plots on the diagonal with the parameter names\n", "for i, ax in enumerate(pgrid.diag_axes):\n", " ax.clear()\n", " ax.xaxis.set_visible(False)\n", " ax.yaxis.set_visible(False)\n", " ax.text(.5,.5, pair_plt.columns[i], transform=ax.transAxes, fontdict={'size':16, 'weight':'bold'}, ha='center') \n", "\n", "# Replace the lower triangle with the correlation coefficients\n", "for i, ax in enumerate(pgrid.axes[lower_idx]):\n", " #ax.clear()\n", " ax.collections[0].remove()\n", " ax.xaxis.set_visible(False)\n", " #ax.yaxis.set_visible(False)\n", " ax.text(.5,.5, corr[lower_idx][i], transform=ax.transAxes, fontdict=f_dict, ha='center')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 18.1.4 - Redundant predictors" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "X2 = X.assign(PropNotTake = (100-df['PrcntTake']) / 100)\n", "\n", "meanx2 = X2.mean().to_numpy()\n", "scalex2 = X2.std().to_numpy()\n", "zX2 = ((X2-meanx2)/scalex2).to_numpy()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(X2, plot_kws={'edgecolor':color, 'facecolor':'none'})" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as model2:\n", "\n", " zbeta0 = pm.Normal('zbeta0', mu=0, sigma=2)\n", " zbetaj = pm.Normal('zbetaj', mu=0, sigma=2, shape=(3))\n", " zmu = zbeta0 + pm.math.dot(zbetaj, zX2.T)\n", "\n", " nu = pm.Exponential('nu', 1/29.)\n", " zsigma = pm.Uniform('zsigma', 10**-5, 10)\n", "\n", " likelihood = pm.StudentT('likelihood', nu=nu, mu=zmu, lam=1/zsigma**2, observed=zy) " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "/home/xian/anaconda3/envs/pymc-dev-py39/lib/python3.9/site-packages/pymc/aesaraf.py:1005: UserWarning: The parameter 'updates' of aesara.function() expects an OrderedDict, got . Using a standard dictionary here results in non-deterministic behavior. You should use an OrderedDict if you are using Python 2.7 (collections.OrderedDict for older python), or use a list of (shared, update) pairs. Do not just convert your dictionary to this type before the call as the conversion will still be non-deterministic.\n", " aesara_function = aesara.function(\n", "Multiprocess sampling (4 chains in 2 jobs)\n", "NUTS: [zbeta0, zbetaj, nu, zsigma]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [24000/24000 03:44<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 225 seconds.\n" ] } ], "source": [ "with model2:\n", " idata2 = pm.sample(5000, chains=4, target_accept=0.9)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with model2:\n", " az.plot_trace(idata2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note**: The trace/histogram above for `zbetaj` may look like one of the chains got stuck (i.e., all its values are piled up just above zero). However, paying attention to the plotting, you can actually tell that it isn't a *chain* that is piled up above zero, it's is one of the parameters in the *array* of parameters stored in `zbetaj`. Specifically, it is the first parameter, which is the coefficient associated with the *Spend* variable." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 18.6" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Transform parameters back to original scale\n", "beta0 = idata2.posterior['zbeta0']*scaley + meany - (idata2.posterior['zbetaj']*meanx2/scalex2).sum(axis=2)*scaley\n", "betaj = (idata2.posterior['zbetaj']/scalex2)*scaley\n", "scale = (idata2.posterior['zsigma']*scaley)\n", "\n", "intercept = beta0\n", "spend = betaj.sel(zbetaj_dim_0=0)\n", "prcnttake = betaj.sel(zbetaj_dim_0=1)\n", "propnottake = betaj.sel(zbetaj_dim_0=2)\n", "#normality = np.log10(trace2['nu'])\n", "normality = idata2.posterior['nu']\n", "\n", "fig, ([ax1, ax2, ax3], [ax4, ax5, ax6]) = plt.subplots(2,3, figsize=(12,6))\n", "\n", "for ax, estimate, title, xlabel in zip(fig.axes,\n", " [intercept, spend, prcnttake, propnottake, scale, normality],\n", " ['Intercept', 'Spend', 'PrcntTake', 'PropNotTake', 'Scale', 'Normality'],\n", " [r'$\\beta_0$', r'$\\beta_1$', r'$\\beta_2$', r'$\\beta_3$', r'$\\sigma$', r'log10($\\nu$)']):\n", " pm.plot_posterior(estimate, point_estimate='mode', ax=ax, color=color)\n", " ax.set_title(title, fontdict=f_dict)\n", " ax.set_xlabel(xlabel, fontdict=f_dict)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DataFrame with the columns in correct order\n", "pair_plt = pd.DataFrame({'Intercept':intercept.values.flatten(),\n", " 'Spend':spend.values.flatten(),\n", " 'PrcntTake': prcnttake.values.flatten(),\n", " 'PropNotTake': propnottake.values.flatten(),\n", " 'Scale':scale.values.flatten(),\n", " 'Normality': normality.values.flatten()},\n", " columns=['Intercept', 'Spend', 'PrcntTake', 'PropNotTake', 'Scale', 'Normality'])\n", "\n", "# Correlation coefficients\n", "corr = np.round(np.corrcoef(pair_plt, rowvar=0), decimals=3)\n", "# Indexes of the lower triangle, below the diagonal\n", "lower_idx = np.tril(corr, -1).nonzero()\n", "\n", "# The seaborn pairplot\n", "pgrid = sns.pairplot(pair_plt, plot_kws={'edgecolor':color, 'facecolor':'none'})\n", "\n", "# Replace the plots on the diagonal with the parameter names\n", "for i, ax in enumerate(pgrid.diag_axes):\n", " ax.clear()\n", " ax.xaxis.set_visible(False)\n", " ax.yaxis.set_visible(False)\n", " ax.text(.5,.5, pair_plt.columns[i], transform=ax.transAxes, fontdict={'size':16, 'weight':'bold'}, ha='center') \n", "\n", "# Replace the lower triangle with the correlation coefficients\n", "for i, ax in enumerate(pgrid.axes[lower_idx]):\n", " #ax.clear()\n", " ax.collections[0].remove()\n", " ax.xaxis.set_visible(False)\n", " #ax.yaxis.set_visible(False)\n", " ax.text(.5,.5, corr[lower_idx][i], transform=ax.transAxes, fontdict=f_dict, ha='center')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 18.2 - Multiplicative Interaction of Metric Predictors" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "X3 = X.assign(SpendXPrcnt = lambda x: x.Spend * x.PrcntTake)\n", "\n", "meanx3 = X3.mean().to_numpy()\n", "scalex3 = X3.std().to_numpy()\n", "zX3 = ((X3-meanx3)/scalex3).to_numpy()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Spend PrcntTake SpendXPrcnt\n", "Spend 1.000000 0.592627 0.775025\n", "PrcntTake 0.592627 1.000000 0.951146\n", "SpendXPrcnt 0.775025 0.951146 1.000000" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Correlation matrix\n", "X3.corr()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as model3:\n", "\n", " zbeta0 = pm.Normal('zbeta0', mu=0, sigma=2)\n", " zbetaj = pm.Normal('zbetaj', mu=0, sigma=2, shape=(3))\n", " zmu = zbeta0 + pm.math.dot(zbetaj, zX3.T)\n", "\n", " nu = pm.Exponential('nu', 1/30.)\n", " zsigma = pm.Uniform('zsigma', 10**-5, 10)\n", "\n", " likelihood = pm.StudentT('likelihood', nu=nu, mu=zmu, lam=1/zsigma**2, observed=zy)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "/home/xian/anaconda3/envs/pymc-dev-py39/lib/python3.9/site-packages/pymc/aesaraf.py:1005: UserWarning: The parameter 'updates' of aesara.function() expects an OrderedDict, got . Using a standard dictionary here results in non-deterministic behavior. You should use an OrderedDict if you are using Python 2.7 (collections.OrderedDict for older python), or use a list of (shared, update) pairs. Do not just convert your dictionary to this type before the call as the conversion will still be non-deterministic.\n", " aesara_function = aesara.function(\n", "Multiprocess sampling (4 chains in 2 jobs)\n", "NUTS: [zbeta0, zbetaj, nu, zsigma]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [84000/84000 03:57<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 20_000 draw iterations (4_000 + 80_000 draws total) took 238 seconds.\n" ] } ], "source": [ "with model3:\n", " idata3 = pm.sample(20000, chains=4, target_accept=0.9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 18.9" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Transform parameters back to original scale\n", "beta0 = idata3.posterior['zbeta0']*scaley + meany - (idata3.posterior['zbetaj']*meanx3/scalex3).sum(axis=2)*scaley\n", "betaj = (idata3.posterior['zbetaj']/scalex3)*scaley\n", "scale = (idata3.posterior['zsigma']*scaley)\n", "\n", "intercept = beta0\n", "spend = betaj.sel(zbetaj_dim_0=0)\n", "prcnttake = betaj.sel(zbetaj_dim_0=1)\n", "spendxprcnt = betaj.sel(zbetaj_dim_0=2)\n", "#normality = np.log10(trace3['nu'])\n", "normality = idata3.posterior['nu']\n", "\n", "fig, ([ax1, ax2, ax3], [ax4, ax5, ax6]) = plt.subplots(2,3, figsize=(12,6))\n", "\n", "for ax, estimate, title, xlabel in zip(fig.axes,\n", " [intercept, spend, prcnttake, spendxprcnt, scale, normality],\n", " ['Intercept', 'Spend', 'PrcntTake', 'SpendXPrcnt', 'Scale', 'Normality'],\n", " [r'$\\beta_0$', r'$\\beta_1$', r'$\\beta_2$', r'$\\beta_3$', r'$\\sigma$', r'$\\nu$']):\n", " az.plot_posterior(estimate, point_estimate='mode', ax=ax, color=color)\n", " ax.set_title(title, fontdict=f_dict)\n", " ax.set_xlabel(xlabel, fontdict=f_dict)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'zbetaj' (chain: 4, draw: 20000)>\n",
       "array([[0.19207617, 0.2992751 , 0.18738506, ..., 0.29172019, 0.28161156,\n",
       "        0.38165063],\n",
       "       [0.03064289, 0.02294307, 0.22319585, ..., 0.33277579, 0.39780397,\n",
       "        0.36394119],\n",
       "       [0.11321359, 0.08293248, 0.28097526, ..., 0.25980066, 0.25964787,\n",
       "        0.3719313 ],\n",
       "       [0.42862678, 0.43541406, 0.36774806, ..., 0.14847174, 0.218636  ,\n",
       "        0.34816949]])\n",
       "Coordinates:\n",
       "  * chain         (chain) int64 0 1 2 3\n",
       "  * draw          (draw) int64 0 1 2 3 4 5 ... 19995 19996 19997 19998 19999\n",
       "    zbetaj_dim_0  int64 2
" ], "text/plain": [ "\n", "array([[0.19207617, 0.2992751 , 0.18738506, ..., 0.29172019, 0.28161156,\n", " 0.38165063],\n", " [0.03064289, 0.02294307, 0.22319585, ..., 0.33277579, 0.39780397,\n", " 0.36394119],\n", " [0.11321359, 0.08293248, 0.28097526, ..., 0.25980066, 0.25964787,\n", " 0.3719313 ],\n", " [0.42862678, 0.43541406, 0.36774806, ..., 0.14847174, 0.218636 ,\n", " 0.34816949]])\n", "Coordinates:\n", " * chain (chain) int64 0 1 2 3\n", " * draw (draw) int64 0 1 2 3 4 5 ... 19995 19996 19997 19998 19999\n", " zbetaj_dim_0 int64 2" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spendxprcnt" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10,8))\n", "\n", "# Slope on Spend\n", "prcnttake_values = np.linspace(4, 80, 20).reshape(1,-1)\n", "spend_slope = spend.values.flatten() + spendxprcnt.values.flatten()*prcnttake_values.reshape(-1,1)\n", "hpds = np.array([az.hdi(spend_slope[i,:]) for i in range(len(prcnttake_values))])\n", "spend_slope_medians = spend_slope.mean(axis=1)\n", "\n", "ax1.errorbar(prcnttake_values.ravel(), spend_slope_medians, yerr=hpds[:,1]-hpds[:,0],\n", " color=color, linestyle='None', marker='o', markersize=10)\n", "ax1.axhline(linestyle='dotted', color='k')\n", "ax1.set_xlim(0,82)\n", "ax1.set(xlabel='Value of PrcntTake', ylabel='Slope on Spend')\n", "\n", "# Slope on PrcntTake\n", "spend_values = np.linspace(3.75, 9.75, 20)\n", "prcnttake_slope = prcnttake.values.flatten() + spendxprcnt.values.flatten()*spend_values.reshape(-1,1)\n", "hpds2 = np.array([az.hdi(prcnttake_slope[i,:]) for i in range(len(prcnttake_values))])\n", "prcnttake_slope_medians = prcnttake_slope.mean(axis=1)\n", "\n", "ax2.errorbar(spend_values.ravel(), prcnttake_slope_medians, yerr=hpds2[:,1]-hpds2[:,0],\n", " color=color, linestyle='None', marker='o', markersize=10)\n", "ax2.set_xlim(3.5,10)\n", "ax2.set(xlabel='Value of Spend', ylabel='Slope on PrcntTake');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 18.3 - Shrinkage of Regression Coefficients" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In *`R`* I ran the first 46 lines of code in the script `Jags-Ymet-XmetMulti-MrobustShrink-Example.R` to generate the exact same data used in the book. I exported the resulting data frame `myData` to a csv file." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 50 entries, 0 to 49\n", "Data columns (total 20 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 State 50 non-null object \n", " 1 Spend 50 non-null float64\n", " 2 StuTeaRat 50 non-null float64\n", " 3 Salary 50 non-null float64\n", " 4 PrcntTake 50 non-null int64 \n", " 5 SATV 50 non-null int64 \n", " 6 SATM 50 non-null int64 \n", " 7 SATT 50 non-null int64 \n", " 8 xRand1 50 non-null float64\n", " 9 xRand2 50 non-null float64\n", " 10 xRand3 50 non-null float64\n", " 11 xRand4 50 non-null float64\n", " 12 xRand5 50 non-null float64\n", " 13 xRand6 50 non-null float64\n", " 14 xRand7 50 non-null float64\n", " 15 xRand8 50 non-null float64\n", " 16 xRand9 50 non-null float64\n", " 17 xRand10 50 non-null float64\n", " 18 xRand11 50 non-null float64\n", " 19 xRand12 50 non-null float64\n", "dtypes: float64(15), int64(4), object(1)\n", "memory usage: 7.9+ KB\n" ] } ], "source": [ "df_shrink = pd.read_csv('data/18_3shrinkage.csv')\n", "df_shrink.info()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Spend -0.380537\n", "StuTeaRat 0.081254\n", "Salary -0.439883\n", "PrcntTake -0.887119\n", "SATV 0.991503\n", "SATM 0.993502\n", "SATT 1.000000\n", "xRand1 0.061227\n", "xRand2 -0.133041\n", "xRand3 0.089269\n", "xRand4 -0.091886\n", "xRand5 0.169029\n", "xRand6 0.089121\n", "xRand7 -0.003979\n", "xRand8 -0.063501\n", "xRand9 0.003417\n", "xRand10 -0.239786\n", "xRand11 0.030958\n", "xRand12 0.315480\n", "dtype: float64" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# check bivariate associations between SATT and other variables\n", "df_shrink.corrwith(df_shrink['SATT'])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Select the predictor columns: Spend, PrcntTake and the 12 randonly generated predictors\n", "#X4 = df_shrink.iloc[:, np.r_[[1,4], np.arange(8,20)]]\n", "X4 = df_shrink.drop(columns=['State','StuTeaRat', 'Salary', 'SATV', 'SATM', 'SATT'])\n", "y4 = df_shrink.SATT\n", "\n", "meanx4 = X4.mean().to_numpy()\n", "scalex4 = X4.std().to_numpy()\n", "zX4 = ((X4-meanx4)/scalex4).to_numpy()\n", "\n", "meany4 = y4.mean()\n", "scaley4 = y4.std()\n", "zy4 = ((y4-meany4)/scaley4).to_numpy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Hierarchical model with fixed, independent, vague normal priors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model (Kruschke, 2015)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 29, "metadata": { "image/png": { "width": 400 } }, "output_type": "execute_result" } ], "source": [ "Image('images/fig18_4.png', width=400)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as model4:\n", "\n", " zbeta0 = pm.Normal('zbeta0', mu=0, sigma=2)\n", " zbetaj = pm.Normal('zbetaj', mu=0, sigma=2, shape=(zX4.shape[1]))\n", " zmu = zbeta0 + pm.math.dot(zbetaj, zX4.T)\n", "\n", " nu = pm.Exponential('nu', 1/29.)\n", " zsigma = pm.Uniform('zsigma', 10**-5, 10)\n", "\n", " likelihood = pm.StudentT('likelihood', nu=nu, mu=zmu, lam=1/zsigma**2, observed=zy4)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "/home/xian/anaconda3/envs/pymc-dev-py39/lib/python3.9/site-packages/pymc/aesaraf.py:1005: UserWarning: The parameter 'updates' of aesara.function() expects an OrderedDict, got . Using a standard dictionary here results in non-deterministic behavior. You should use an OrderedDict if you are using Python 2.7 (collections.OrderedDict for older python), or use a list of (shared, update) pairs. Do not just convert your dictionary to this type before the call as the conversion will still be non-deterministic.\n", " aesara_function = aesara.function(\n", "Multiprocess sampling (4 chains in 2 jobs)\n", "NUTS: [zbeta0, zbetaj, nu, zsigma]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [24000/24000 00:37<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 38 seconds.\n" ] } ], "source": [ "with model4:\n", " idata4 = pm.sample(5000, chains=4, target_accept=0.9)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with model4:\n", " az.plot_trace(idata4);" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'zbetaj' ()>\n",
       "array(0.98425)\n",
       "Coordinates:\n",
       "    zbetaj_dim_0  int64 0
" ], "text/plain": [ "\n", "array(0.98425)\n", "Coordinates:\n", " zbetaj_dim_0 int64 0" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# probability that the spend coefficient is greater than zero\n", "(idata4.posterior['zbetaj'].sel(zbetaj_dim_0=0) > 0).mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 18.11" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Transform parameters back to original scale\n", "beta0 = idata4.posterior['zbeta0']*scaley4 + meany4 - (idata4.posterior['zbetaj']*meanx4/scalex4).sum(axis=2)*scaley4\n", "betaj = (idata4.posterior['zbetaj']/scalex4)*scaley4\n", "scale = (idata4.posterior['zsigma']*scaley4)\n", "\n", "intercept = beta0\n", "spend = betaj.sel(zbetaj_dim_0=0)\n", "prcnttake = betaj.sel(zbetaj_dim_0=1)\n", "#normality = np.log10(idata4.posterior['nu'])\n", "normality = idata4.posterior['nu']\n", "\n", "fig, axes = plt.subplots(4,3, figsize=(12,10))\n", "\n", "# Intercept\n", "pm.plot_posterior(intercept, point_estimate='mode', ax=axes.flatten()[0], color=color)\n", "axes.flatten()[0].set_title('Intercept', fontdict=f_dict)\n", "\n", "# Spend & PrcntTale\n", "pm.plot_posterior(spend, point_estimate='mode', ax=axes.flatten()[1], color=color)\n", "axes.flatten()[1].set_title('Spend', fontdict=f_dict)\n", "az.plot_posterior(prcnttake, point_estimate='mode', ax=axes.flatten()[2], color=color)\n", "axes.flatten()[2].set_title('PrcntTake', fontdict=f_dict)\n", "\n", "# Randomly generated predictors\n", "for ax, j in enumerate([2,3,4,11,12,13]):\n", " pm.plot_posterior(betaj.sel(zbetaj_dim_0=j), point_estimate='mode', ax=axes.flatten()[ax+3], color=color)\n", " axes.flatten()[ax+3].set_title(X4.columns[j], fontdict=f_dict)\n", "\n", "# Scale\n", "az.plot_posterior(scale, point_estimate='mode', ax=axes.flatten()[9], color=color)\n", "axes.flatten()[9].set_title(r'$\\sigma$', fontdict=f_dict)\n", "\n", "# Normality\n", "az.plot_posterior(normality, point_estimate='mode', ax=axes.flatten()[10], color=color)\n", "axes.flatten()[10].set_title(r'$\\nu$', fontdict=f_dict);\n", "\n", "axes.flatten()[11].set_visible(False)\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as model5:\n", "\n", " zbeta0 = pm.Normal('zbeta0', mu=0, sigma=2)\n", " zbetajscale = pm.Gamma('zbetajscale', mu=1, sigma=1)\n", " zbetaj = pm.StudentT('zbetaj', mu=0, sigma=zbetajscale, nu=1, shape=(zX4.shape[1]))\n", " zmu = zbeta0 + pm.math.dot(zbetaj, zX4.T)\n", "\n", " nu = pm.Exponential('nu', 1/29.)\n", " zsigma = pm.Uniform('zsigma', 10**-5, 10)\n", "\n", " likelihood = pm.StudentT('likelihood', nu=nu, mu=zmu, lam=1/zsigma**2, observed=zy4)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "/home/xian/anaconda3/envs/pymc-dev-py39/lib/python3.9/site-packages/pymc/aesaraf.py:1005: UserWarning: The parameter 'updates' of aesara.function() expects an OrderedDict, got . Using a standard dictionary here results in non-deterministic behavior. You should use an OrderedDict if you are using Python 2.7 (collections.OrderedDict for older python), or use a list of (shared, update) pairs. Do not just convert your dictionary to this type before the call as the conversion will still be non-deterministic.\n", " aesara_function = aesara.function(\n", "Multiprocess sampling (4 chains in 2 jobs)\n", "NUTS: [zbeta0, zbetajscale, zbetaj, nu, zsigma]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [44000/44000 01:52<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 10_000 draw iterations (4_000 + 40_000 draws total) took 113 seconds.\n" ] } ], "source": [ "with model5:\n", " idata5 = pm.sample(10000, chains=4, target_accept=0.9)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'zbetaj' ()>\n",
       "array(0.931775)\n",
       "Coordinates:\n",
       "    zbetaj_dim_0  int64 0
" ], "text/plain": [ "\n", "array(0.931775)\n", "Coordinates:\n", " zbetaj_dim_0 int64 0" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# probability that the spend coefficient is greater than zero\n", "(idata5.posterior['zbetaj'].sel(zbetaj_dim_0=0) > 0).mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 18.12" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Transform parameters back to original scale\n", "beta0 = idata5.posterior['zbeta0']*scaley4 + meany4 - (idata5.posterior['zbetaj']*meanx4/scalex4).sum(axis=2)*scaley4\n", "betaj = (idata5.posterior['zbetaj']/scalex4)*scaley4\n", "scale = (idata5.posterior['zsigma']*scaley4)\n", "\n", "intercept = beta0\n", "spend = betaj.sel(zbetaj_dim_0=0)\n", "prcnttake = betaj.sel(zbetaj_dim_0=1)\n", "#normality = np.log10(idata5.posterior['nu'])\n", "normality = idata5.posterior['nu']\n", "\n", "fig, axes = plt.subplots(4,3, figsize=(12,10))\n", "\n", "# Intercept\n", "pm.plot_posterior(intercept, point_estimate='mode', ax=axes.flatten()[0], color=color)\n", "axes.flatten()[0].set_title('Intercept', fontdict=f_dict)\n", "\n", "# Spend & PrcntTale\n", "pm.plot_posterior(spend, point_estimate='mode', ax=axes.flatten()[1], color=color)\n", "axes.flatten()[1].set_title('Spend', fontdict=f_dict)\n", "az.plot_posterior(prcnttake, point_estimate='mode', ax=axes.flatten()[2], color=color)\n", "axes.flatten()[2].set_title('PrcntTake', fontdict=f_dict)\n", "\n", "# Randomly generated predictors\n", "for ax, j in enumerate([2,3,4,11,12,13]):\n", " pm.plot_posterior(betaj.sel(zbetaj_dim_0=j), point_estimate='mode', ax=axes.flatten()[ax+3], color=color)\n", " axes.flatten()[ax+3].set_title(X4.columns[j], fontdict=f_dict)\n", "\n", "# Scale\n", "az.plot_posterior(scale, point_estimate='mode', ax=axes.flatten()[9], color=color)\n", "axes.flatten()[9].set_title(r'$\\sigma$', fontdict=f_dict)\n", "\n", "# Normality\n", "az.plot_posterior(normality, point_estimate='mode', ax=axes.flatten()[10], color=color)\n", "axes.flatten()[10].set_title(r'$\\nu$', fontdict=f_dict);\n", "\n", "axes.flatten()[11].set_visible(False)\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.10" } }, "nbformat": 4, "nbformat_minor": 4 }