{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import pymc3 as pm\n", "import numpy as np\n", "import pandas as pd\n", "from scipy import stats\n", "from scipy.special import expit as logistic\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "%config InlineBackend.figure_format = 'retina'\n", "plt.style.use(['seaborn-colorblind', 'seaborn-darkgrid'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.1" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "d = pd.read_csv('Data/chimpanzees.csv', sep=\";\")\n", "# we change \"actor\" to zero-index\n", "d.actor = d.actor - 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:02<00:00, 933.20it/s] \n" ] } ], "source": [ "with pm.Model() as model_10_1:\n", " a = pm.Normal('a', 0, 10)\n", " bp = pm.Normal('bp', 0, 10)\n", " p = pm.math.invlogit(a) \n", " pulled_left = pm.Binomial('pulled_left', 1, p, observed=d.pulled_left)\n", "\n", " trace_10_1 = pm.sample(1000, tune=1000)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_5.5hpd_94.5n_effRhat
a0.320.090.000.170.471317.01.0
bp0.5210.320.24-17.1815.961669.01.0
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" ], "text/plain": [ " mean sd mc_error hpd_5.5 hpd_94.5 n_eff Rhat\n", "a 0.32 0.09 0.00 0.17 0.47 1317.0 1.0\n", "bp 0.52 10.32 0.24 -17.18 15.96 1669.0 1.0" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_10_1 = pm.summary(trace_10_1, alpha=.11)\n", "df_10_1.round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.3" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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hpd_5.5hpd_94.5
a0.542990.61441
bp0.000001.00000
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" ], "text/plain": [ " hpd_5.5 hpd_94.5\n", "a 0.54299 0.61441\n", "bp 0.00000 1.00000" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "logistic(df_10_1.iloc[:,3:5]).round(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.4" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:03<00:00, 602.80it/s]\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:05<00:00, 371.93it/s]\n" ] } ], "source": [ "with pm.Model() as model_10_2:\n", " a = pm.Normal('a', 0, 10)\n", " bp = pm.Normal('bp', 0, 10)\n", " p = pm.math.invlogit(a + bp * d.prosoc_left)\n", " pulled_left = pm.Binomial('pulled_left', 1, p, observed=d.pulled_left)\n", "\n", " trace_10_2 = pm.sample(1000, tune=1000)\n", "\n", "with pm.Model() as model_10_3:\n", " a = pm.Normal('a', 0, 10)\n", " bp = pm.Normal('bp', 0, 10)\n", " bpC = pm.Normal('bpC', 0, 10)\n", " p = pm.math.invlogit(a + (bp + bpC * d.condition) * d.prosoc_left)\n", " pulled_left = pm.Binomial('pulled_left', 1, p, observed=d.pulled_left)\n", "\n", " trace_10_3 = pm.sample(1000, tune=1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.5" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WAICpWAICdWAICweightSEdSEwarning
model
m10.2680.391.9500.739.3500
m10.3682.513.082.120.259.490.830
m10.1688.131.097.740.027.096.210
\n", "
" ], "text/plain": [ " WAIC pWAIC dWAIC weight SE dSE warning\n", "model \n", "m10.2 680.39 1.95 0 0.73 9.35 0 0\n", "m10.3 682.51 3.08 2.12 0.25 9.49 0.83 0\n", "m10.1 688.13 1.09 7.74 0.02 7.09 6.21 0" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "comp_df = pm.compare(traces=[trace_10_1, trace_10_2, trace_10_3],\n", " models=[model_10_1, model_10_2, model_10_3],\n", " method='pseudo-BMA')\n", "\n", "comp_df.loc[:,'model'] = pd.Series(['m10.1', 'm10.2', 'm10.3'])\n", "comp_df = comp_df.set_index('model')\n", "comp_df" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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/fqrANADV4z34wLQ3/r302znfkydP3ux8svHjxydJPv3pT28K76RviXiSnT63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\n3r2KiYlRrVq1bNtctGiR3nnnHQUEBGj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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 346, "width": 495 } }, "output_type": "display_data" } ], "source": [ "pm.compareplot(comp_df);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.6" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_5.5hpd_94.5n_effRhat
a0.050.130.00-0.150.261193.01.0
bp0.620.230.010.260.971177.01.0
bpC-0.110.270.01-0.480.361388.01.0
\n", "
" ], "text/plain": [ " mean sd mc_error hpd_5.5 hpd_94.5 n_eff Rhat\n", "a 0.05 0.13 0.00 -0.15 0.26 1193.0 1.0\n", "bp 0.62 0.23 0.01 0.26 0.97 1177.0 1.0\n", "bpC -0.11 0.27 0.01 -0.48 0.36 1388.0 1.0" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.summary(trace_10_3, alpha=.11).round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.7" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.8404313987816374" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.exp(0.61)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.8" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.98201379003790845" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "logistic(4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.9" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.99014624447676869" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "logistic(4 + 0.61)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.10 and 10.11" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:00<00:00, 1527.58it/s]\n" ] } ], "source": [ "d_pred = pd.DataFrame({'prosoc_left' : [0, 1, 0, 1], 'condition' : [0, 0, 1, 1]})\n", "traces = [trace_10_1, trace_10_2, trace_10_3]\n", "models = [model_10_1, model_10_2, model_10_3]\n", "\n", "\n", "chimp_ensemble = pm.sample_ppc_w(traces=traces, models=models, samples=1000, \n", " weights=comp_df.weight.sort_index(ascending=True))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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SNwjDRZjlxlX6OLH9Xp+LF771Hgno5/5oyWv3NDl1rNejgV6Pbuxq5CVwh6Nu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MxpobwREr+2QhwqVMIMg1qOz1xnxX+7qa8yT1AGqBguQrVvFqkYppx0shdBpVKF5uZmWCydMBqN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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 329, "width": 481 } }, "output_type": "display_data" } ], "source": [ "rt = chimp_ensemble['pulled_left']\n", "pred_mean = np.zeros((1000, 4))\n", "cond = d.condition.unique()\n", "prosoc_l = d.prosoc_left.unique()\n", "for i in range(len(rt)):\n", " tmp = []\n", " for cp in cond:\n", " for pl in prosoc_l:\n", " tmp.append(np.mean(rt[i][(d.prosoc_left==pl) & (d.chose_prosoc==cp)]))\n", " pred_mean[i] = tmp\n", " \n", "ticks = range(4)\n", "mp = pred_mean.mean(0)\n", "hpd = pm.hpd(pred_mean)\n", "plt.fill_between(ticks, hpd[:,1], hpd[:,0], alpha=0.25, color='k')\n", "plt.plot(mp, color='k')\n", "plt.xticks(ticks, (\"0/0\",\"1/0\",\"0/1\",\"1/1\"))\n", "chimps = d.groupby(['actor', 'prosoc_left', 'condition']).agg('mean')['pulled_left'].values.reshape(7, -1)\n", "for i in range(7):\n", " plt.plot(chimps[i], 'C0')\n", "\n", "plt.ylim(0, 1.1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.12 & 10.13\n", "This is the same as 10.6, but in the book using MCMC rather than quadratic approximation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.14" ] }, { "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", " 99%|█████████▉| 1984/2000 [00:08<00:00, 239.82it/s]/Users/jlao/Documents/Github/pymc3/pymc3/step_methods/hmc/nuts.py:468: UserWarning: Chain 0 contains 8 diverging samples after tuning. If increasing `target_accept` does not help try to reparameterize.\n", " % (self._chain_id, n_diverging))\n", "100%|██████████| 2000/2000 [00:08<00:00, 225.05it/s]\n", "/Users/jlao/Documents/Github/pymc3/pymc3/step_methods/hmc/nuts.py:468: UserWarning: Chain 1 contains 18 diverging samples after tuning. If increasing `target_accept` does not help try to reparameterize.\n", " % (self._chain_id, n_diverging))\n" ] } ], "source": [ "with pm.Model() as model_10_4:\n", " a = pm.Normal('alpha', 0, 10, shape=len(d.actor.unique()))\n", " bp = pm.Normal('bp', 0, 10)\n", " bpC = pm.Normal('bpC', 0, 10)\n", " p = pm.math.invlogit(a[d.actor.values] + (bp + bpC * d.condition) * d.prosoc_left)\n", " pulled_left = pm.Binomial('pulled_left', 1, p, observed=d.pulled_left)\n", "\n", " trace_10_4 = pm.sample(1000, tune=1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.15" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 2, 3, 4, 5, 6])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# remember we use a zero-index\n", "d['actor'].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.16" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_5.5hpd_94.5n_effRhat
alpha__0-0.750.270.01-1.21-0.341163.01.0
alpha__110.955.440.183.3718.39937.01.0
alpha__2-1.050.280.01-1.50-0.631333.01.0
alpha__3-1.050.280.01-1.53-0.64890.01.0
alpha__4-0.760.270.01-1.19-0.341422.01.0
alpha__50.210.280.01-0.240.65985.01.0
alpha__61.800.400.011.182.441393.01.0
bp0.850.260.010.441.27938.01.0
bpC-0.140.310.01-0.620.371479.01.0
\n", "
" ], "text/plain": [ " mean sd mc_error hpd_5.5 hpd_94.5 n_eff Rhat\n", "alpha__0 -0.75 0.27 0.01 -1.21 -0.34 1163.0 1.0\n", "alpha__1 10.95 5.44 0.18 3.37 18.39 937.0 1.0\n", "alpha__2 -1.05 0.28 0.01 -1.50 -0.63 1333.0 1.0\n", "alpha__3 -1.05 0.28 0.01 -1.53 -0.64 890.0 1.0\n", "alpha__4 -0.76 0.27 0.01 -1.19 -0.34 1422.0 1.0\n", "alpha__5 0.21 0.28 0.01 -0.24 0.65 985.0 1.0\n", "alpha__6 1.80 0.40 0.01 1.18 2.44 1393.0 1.0\n", "bp 0.85 0.26 0.01 0.44 1.27 938.0 1.0\n", "bpC -0.14 0.31 0.01 -0.62 0.37 1479.0 1.0" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.summary(trace_10_4, alpha=.11).round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.17" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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alpha__0alpha__1alpha__2alpha__3alpha__4alpha__5alpha__6bpCbp
0-1.11543412.110896-0.625134-0.597404-0.8956420.2616342.2092560.1749500.575461
1-1.2340317.743170-0.551588-0.866132-0.7270920.6951672.1522520.3094460.452707
2-1.29837019.117585-0.337676-0.503491-0.8656840.6252982.3504920.0778610.647056
3-0.39451010.449205-1.390085-1.707261-0.8269640.5818141.785261-0.3064450.938187
4-0.4599136.716079-1.341561-1.802549-0.8509390.6214521.886712-0.0997511.029564
\n", "
" ], "text/plain": [ " alpha__0 alpha__1 alpha__2 alpha__3 alpha__4 alpha__5 alpha__6 \\\n", "0 -1.115434 12.110896 -0.625134 -0.597404 -0.895642 0.261634 2.209256 \n", "1 -1.234031 7.743170 -0.551588 -0.866132 -0.727092 0.695167 2.152252 \n", "2 -1.298370 19.117585 -0.337676 -0.503491 -0.865684 0.625298 2.350492 \n", "3 -0.394510 10.449205 -1.390085 -1.707261 -0.826964 0.581814 1.785261 \n", "4 -0.459913 6.716079 -1.341561 -1.802549 -0.850939 0.621452 1.886712 \n", "\n", " bpC bp \n", "0 0.174950 0.575461 \n", "1 0.309446 0.452707 \n", "2 0.077861 0.647056 \n", "3 -0.306445 0.938187 \n", "4 -0.099751 1.029564 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "post = pm.trace_to_dataframe(trace_10_4)\n", "post.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.18" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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VonvOdq462x3Sg++XmNgRAAAAMPQIzhgybEUVmM7LS9b0MfFG/cauGm3a32Bi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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 329, "width": 487 } }, "output_type": "display_data" } ], "source": [ "pm.kdeplot(post['alpha__1']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.19" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:00<00:00, 1757.16it/s]\n" ] } ], "source": [ "rt = pm.sample_ppc(trace_10_4, 1000, model_10_4)['pulled_left']" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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R/9HZi7MX8Rvx+Xzy+XxKJhN66qm9Wr26UvX19Tw6BgBYtlKplFpamjQw0K9A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36/lvdcKvrkF5GqUfrQydPR0Ul3d4/CT5VyOBw0NjbS2NiIbdvMzc0uN+DK5bJ4PF7tIy3r4o0x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\nU2fqAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 329, "width": 481 } }, "output_type": "display_data" } ], "source": [ "chimp = 2\n", "pred_mean = np.zeros((1000, 4))\n", "cond = d.condition.unique()\n", "prosoc_l = d.prosoc_left.unique()\n", "for i in range(len(rt)):\n", " tmp = []\n", " for cp in cond:\n", " for pl in prosoc_l:\n", " tmp.append(np.mean(rt[i][(d.prosoc_left == pl) & (d.chose_prosoc == cp) & (d.actor == chimp)]))\n", " pred_mean[i] = tmp\n", "\n", "ticks = range(4)\n", "mp = pred_mean.mean(0)\n", "hpd = pm.hpd(pred_mean, alpha=0.11)\n", "plt.fill_between(ticks, hpd[:,1], hpd[:,0], alpha=0.25, color='k')\n", "plt.plot(mp, color='k')\n", "plt.xticks(ticks, (\"0/0\",\"1/0\",\"0/1\",\"1/1\"))\n", "chimps = d[d.actor == chimp].groupby(['condition', 'prosoc_left', ]).agg('mean')['pulled_left'].values\n", "plt.plot(chimps, 'C0')\n", "\n", "plt.ylim(0, 1.1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.20" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actorconditionprosoc_leftpulled_left
00006
10019
20105
301110
410018
510118
611018
711118
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" ], "text/plain": [ " actor condition prosoc_left pulled_left\n", "0 0 0 0 6\n", "1 0 0 1 9\n", "2 0 1 0 5\n", "3 0 1 1 10\n", "4 1 0 0 18\n", "5 1 0 1 18\n", "6 1 1 0 18\n", "7 1 1 1 18" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d_aggregated = d.groupby(['actor', 'condition', 'prosoc_left', ])['pulled_left'].sum().reset_index()\n", "d_aggregated.head(8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.21" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:02<00:00, 758.10it/s]\n" ] } ], "source": [ "with pm.Model() as model_10_5:\n", " a = pm.Normal('alpha', 0, 10)\n", " bp = pm.Normal('bp', 0, 10)\n", " bpC = pm.Normal('bpC', 0, 10)\n", " p = pm.math.invlogit(a + (bp + bpC * d_aggregated.condition) * d_aggregated.prosoc_left)\n", " pulled_left = pm.Binomial('pulled_left', 18, p, observed=d_aggregated.pulled_left)\n", "\n", " trace_10_5 = pm.sample(1000, tune=1000)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_5.5hpd_94.5n_effRhat
alpha0.050.130.00-0.140.261273.01.0
bp0.610.230.010.250.961172.01.0
bpC-0.110.270.01-0.570.281284.01.0
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" ], "text/plain": [ " mean sd mc_error hpd_5.5 hpd_94.5 n_eff Rhat\n", "alpha 0.05 0.13 0.00 -0.14 0.26 1273.0 1.0\n", "bp 0.61 0.23 0.01 0.25 0.96 1172.0 1.0\n", "bpC -0.11 0.27 0.01 -0.57 0.28 1284.0 1.0" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.summary(trace_10_5, alpha=.11).round(2)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ True, True, True, False, False, False, True],\n", " [ True, True, True, False, False, False, True],\n", " [ True, True, True, False, False, False, True]], dtype=bool)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# hacky check of similarity to 10_3, within a hundreth\n", "np.isclose(pm.summary(trace_10_5), pm.summary(trace_10_3), atol=0.01)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.22" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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deptapplicant.genderadmitrejectapplications
1Amale512313825
2Afemale8919108
3Bmale353207560
4Bfemale17825
5Cmale120205325
6Cfemale202391593
7Dmale138279417
8Dfemale131244375
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" ], "text/plain": [ " dept applicant.gender admit reject applications\n", "1 A male 512 313 825\n", "2 A female 89 19 108\n", "3 B male 353 207 560\n", "4 B female 17 8 25\n", "5 C male 120 205 325\n", "6 C female 202 391 593\n", "7 D male 138 279 417\n", "8 D female 131 244 375" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d_ad = pd.read_csv('./Data/UCBadmit.csv', sep=';')\n", "d_ad.head(8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.23" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:01<00:00, 1007.47it/s]\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:01<00:00, 1869.83it/s]\n" ] } ], "source": [ "d_ad['male'] = (d_ad['applicant.gender'] == 'male').astype(int)\n", "\n", "with pm.Model() as model_10_6:\n", " a = pm.Normal('a', 0, 10)\n", " bm = pm.Normal('bm', 0, 10)\n", " p = pm.math.invlogit(a + bm * d_ad.male)\n", " admit = pm.Binomial('admit', p=p, n=d_ad.applications, observed=d_ad.admit)\n", " \n", " trace_10_6 = pm.sample(1000, tune=1000)\n", " \n", "with pm.Model() as model_10_7:\n", " a = pm.Normal('a', 0, 10)\n", " p = pm.math.invlogit(a)\n", " admit = pm.Binomial('admit', p=p, n=d_ad.applications, observed=d_ad.admit)\n", " \n", " trace_10_7 = pm.sample(1000, tune=1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.24" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WAICpWAICdWAICweightSEdSEwarning
model
m10.6992.74110.1100.39312.9401
m10.71041.8580.249.120.61312.13156.011
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" ], "text/plain": [ " WAIC pWAIC dWAIC weight SE dSE warning\n", "model \n", "m10.6 992.74 110.11 0 0.39 312.94 0 1\n", "m10.7 1041.85 80.2 49.12 0.61 312.13 156.01 1" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Something goofy here... \n", "# not even close to WAIC values, larger standard error\n", "\n", "comp_df = pm.compare([trace_10_6, trace_10_7], \n", " [model_10_6, model_10_7])\n", "\n", "comp_df.loc[:,'model'] = pd.Series(['m10.6', 'm10.7'])\n", "comp_df = comp_df.set_index('model')\n", "comp_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.25" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_5.5hpd_94.5n_effRhat
a-0.830.050.0-0.91-0.74582.01.0
bm0.610.070.00.520.72594.01.0
\n", "
" ], "text/plain": [ " mean sd mc_error hpd_5.5 hpd_94.5 n_eff Rhat\n", "a -0.83 0.05 0.0 -0.91 -0.74 582.0 1.0\n", "bm 0.61 0.07 0.0 0.52 0.72 594.0 1.0" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.summary(trace_10_6, alpha=.11).round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.26" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.5% 0.112591\n", "50% 0.141882\n", "97.5% 0.169246\n", "dtype: float64" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "post = pm.trace_to_dataframe(trace_10_6)\n", "p_admit_male = logistic(post['a'] + post['bm'])\n", "p_admit_female = logistic(post['a'])\n", "diff_admit = p_admit_male - p_admit_female\n", "diff_admit.describe(percentiles=[.025, .5, .975])[['2.5%', '50%', '97.5%']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.27" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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AAEC3IAwHmCX/ytPxynrX6yCrRb+dPqzN5kGAUarr7fr7lye1ctcJ7S2qbvPc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\nKC1durTWS68BAAAAAHCW088Z7t+/v9LS0pSUlFT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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 333, "width": 481 } }, "output_type": "display_data" } ], "source": [ "for i in range(6):\n", " x = 1 + 2 * i\n", " y1 = d_ad.admit[x] / d_ad.applications[x]\n", " y2 = d_ad.admit[x+1] / d_ad.applications[x+1]\n", " plt.plot([x, x+1], [y1, y2], '-C0o', lw=2)\n", " plt.text(x + 0.25, (y1+y2)/2 + 0.05, d_ad.dept[x])\n", "plt.ylim(0, 1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.28" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "d_ad['dept_id'] = pd.Categorical(d_ad['dept']).codes" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:01<00:00, 1023.44it/s]\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:02<00:00, 679.73it/s]\n" ] } ], "source": [ "with pm.Model() as model_10_8:\n", " a = pm.Normal('a', 0, 10, shape=len(d_ad['dept'].unique()))\n", " p = pm.math.invlogit(a[d_ad['dept_id'].values])\n", " admit = pm.Binomial('admit', p=p, n=d_ad['applications'], observed=d_ad['admit'])\n", " \n", " trace_10_8 = pm.sample(1000, tune=1000)\n", "\n", "with pm.Model() as model_10_9:\n", " a = pm.Normal('a', 0, 10, shape=len(d_ad['dept'].unique()))\n", " bm = pm.Normal('bm', 0, 10)\n", " p = pm.math.invlogit(a[d_ad['dept_id'].values] + bm * d_ad['male'])\n", " admit = pm.Binomial('admit', p=p, n=d_ad['applications'], observed=d_ad['admit'])\n", " \n", " trace_10_9 = pm.sample(1000, tune=1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.29" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WAICpWAICdWAICweightSEdSEwarning
model
m10.8105.216.5900.8917.1201
m10.9109.329.94.110.1115.593.491
m10.6992.74110.11887.530312.94309.951
m10.71041.8580.2936.650312.13309.791
\n", "
" ], "text/plain": [ " WAIC pWAIC dWAIC weight SE dSE warning\n", "model \n", "m10.8 105.21 6.59 0 0.89 17.12 0 1\n", "m10.9 109.32 9.9 4.11 0.11 15.59 3.49 1\n", "m10.6 992.74 110.11 887.53 0 312.94 309.95 1\n", "m10.7 1041.85 80.2 936.65 0 312.13 309.79 1" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# WAIC values still off\n", "# Plus warning flag\n", "\n", "comp_df = pm.compare(traces=[trace_10_6, trace_10_7, trace_10_8, trace_10_9],\n", " models=[model_10_6, model_10_7, model_10_8, model_10_9], \n", " method='pseudo-BMA')\n", "\n", "comp_df.loc[:,'model'] = pd.Series(['m10.6', 'm10.7', 'm10.8', 'm10.9'])\n", "comp_df = comp_df.set_index('model')\n", "comp_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.30" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_5.5hpd_94.5n_effRhat
a__00.690.100.00.540.861499.01.0
a__10.640.120.00.460.821799.01.0
a__2-0.580.070.0-0.69-0.462000.01.0
a__3-0.610.090.0-0.76-0.481817.01.0
a__4-1.060.100.0-1.21-0.902000.01.0
a__5-2.630.160.0-2.88-2.372000.01.0
bm-0.100.080.0-0.240.031335.01.0
\n", "
" ], "text/plain": [ " mean sd mc_error hpd_5.5 hpd_94.5 n_eff Rhat\n", "a__0 0.69 0.10 0.0 0.54 0.86 1499.0 1.0\n", "a__1 0.64 0.12 0.0 0.46 0.82 1799.0 1.0\n", "a__2 -0.58 0.07 0.0 -0.69 -0.46 2000.0 1.0\n", "a__3 -0.61 0.09 0.0 -0.76 -0.48 1817.0 1.0\n", "a__4 -1.06 0.10 0.0 -1.21 -0.90 2000.0 1.0\n", "a__5 -2.63 0.16 0.0 -2.88 -2.37 2000.0 1.0\n", "bm -0.10 0.08 0.0 -0.24 0.03 1335.0 1.0" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.summary(trace_10_9, alpha=.11).round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.31\n", "Replicated model above but with MCMC in book." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.32" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/statsmodels-0.8.0-py3.5-macosx-10.6-intel.egg/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", " from pandas.core import datetools\n" ] } ], "source": [ "import statsmodels.api as sm\n", "from patsy import dmatrix\n", "\n", "endog = d_ad.loc[:,['admit', 'reject']].values # cbind(admit,reject)\n", "\n", "m10_7glm = sm.GLM(endog, dmatrix('~ 1', data=d_ad), \n", " family=sm.families.Binomial())\n", "m10_6glm = sm.GLM(endog, dmatrix('~ male', data=d_ad), \n", " family=sm.families.Binomial())\n", "m10_8glm = sm.GLM(endog, dmatrix('~ dept_id', data=d_ad), \n", " family=sm.families.Binomial())\n", "m10_9glm = sm.GLM(endog, dmatrix('~ male + dept_id', data=d_ad), \n", " family=sm.families.Binomial())\n", "# res = m10_7glm.fit()\n", "# res.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.33" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import statsmodels.formula.api as smf\n", "m10_4glm = smf.glm(formula='pulled_left ~ actor + prosoc_left*condition - condition', data=d, \n", " family=sm.families.Binomial())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.34" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$$Intercept \\sim \\text{Flat}()\\\\actor \\sim \\text{Normal}(\\mathit{mu}=0, \\mathit{sd}=1000.0)\\\\prosoc\\_left \\sim \\text{Normal}(\\mathit{mu}=0, \\mathit{sd}=1000.0)\\\\prosoc\\_left:condition \\sim \\text{Normal}(\\mathit{mu}=0, \\mathit{sd}=1000.0)\\\\y \\sim \\text{Bernoulli}(\\mathit{p}=f(f(array,f(Intercept,actor,prosoc\\_left,prosoc\\_left:condition))))$$" ], "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.GLM.from_formula('pulled_left ~ actor + prosoc_left*condition - condition', \n", " family='binomial', data=d) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.35" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Generalized Linear Model Regression Results
Dep. Variable: y No. Observations: 20
Model: GLM Df Residuals: 18
Model Family: Binomial Df Model: 1
Link Function: logit Scale: 1.0
Method: IRLS Log-Likelihood: -3.3510
Date: Mon, 06 Nov 2017 Deviance: 6.7020
Time: 08:35:17 Pearson chi2: 11.0
No. Iterations: 21
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
Intercept -10.1317 8032.690 -0.001 0.999 -1.58e+04 1.57e+04
x 12.4343 8032.690 0.002 0.999 -1.57e+04 1.58e+04
" ], "text/plain": [ "\n", "\"\"\"\n", " Generalized Linear Model Regression Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 20\n", "Model: GLM Df Residuals: 18\n", "Model Family: Binomial Df Model: 1\n", "Link Function: logit Scale: 1.0\n", "Method: IRLS Log-Likelihood: -3.3510\n", "Date: Mon, 06 Nov 2017 Deviance: 6.7020\n", "Time: 08:35:17 Pearson chi2: 11.0\n", "No. Iterations: 21 \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept -10.1317 8032.690 -0.001 0.999 -1.58e+04 1.57e+04\n", "x 12.4343 8032.690 0.002 0.999 -1.57e+04 1.58e+04\n", "==============================================================================\n", "\"\"\"" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# outcome and predictor almost perfectly associated\n", "y = np.hstack([np.ones(10,)*0, np.ones(10,)])\n", "x = np.hstack([np.ones(9,)*-1, np.ones(11,)])\n", "\n", "m_bad = smf.glm(formula='y ~ x', \n", " data=pd.DataFrame({'y':y, 'x':x}), \n", " family=sm.families.Binomial()).fit()\n", "m_bad.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.36" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "logp = -9.9185, ||grad|| = 7.2889e-05: 100%|██████████| 13/13 [00:00<00:00, 3777.87it/s]\n" ] }, { "data": { "text/plain": [ "{'ab': array([-1.72704484, 4.01710522])}" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with pm.Model() as m_good:\n", " ab = pm.Normal('ab', 0, 10, shape=2)\n", " p = pm.math.invlogit(ab[0] + ab[1]*x)\n", " y_ = pm.Binomial('y_', 1, p, observed=y)\n", " \n", " MAP = pm.find_MAP()\n", "MAP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.37" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:02<00:00, 686.07it/s]\n", "/Users/jlao/Documents/Github/pymc3/pymc3/step_methods/hmc/nuts.py:452: UserWarning: The acceptance probability in chain 1 does not match the target. It is 0.929478370478, but should be close to 0.8. Try to increase the number of tuning steps.\n", " % (self._chain_id, mean_accept, target_accept))\n", "/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/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": 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z3YSpFLpjPL2pBArfTAlomyZs1sBG4RhVDgXEWtOKFJOxpnaB5ZEltw6tFKV1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PyEEDiuvgxPbW4G4M2s5vpIjIgo32pKDDhSImW7KAto6Em56EnZSNouyk0voEYCOgxNga4IVIZy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\nJk+ejBUrVuDxxx+Hj49Pg9cTERERUeuzm57VrVu3A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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 345, "width": 341 } }, "output_type": "display_data" } ], "source": [ "trace = pm.sample(1000, tune=1000, model=m_good)\n", "tracedf = pm.trace_to_dataframe(trace)\n", "grid = (sns.PairGrid(tracedf,\n", " diag_sharey=False)\n", " .map_diag(sns.kdeplot)\n", " .map_upper(plt.scatter, alpha=0.1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.38" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1.0034700000000001, 0.99533795909999989)" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = stats.binom.rvs(n=1000, p=1/1000, size=100000)\n", "np.mean(y), np.var(y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.39" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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culturepopulationcontacttotal_toolsmean_TU
0Malekula1100low133.2
1Tikopia1500low224.7
2Santa Cruz3600low244.0
3Yap4791high435.0
4Lau Fiji7400high335.0
5Trobriand8000high194.0
6Chuuk9200high403.8
7Manus13000low286.6
8Tonga17500high555.4
9Hawaii275000low716.6
\n", "
" ], "text/plain": [ " culture population contact total_tools mean_TU\n", "0 Malekula 1100 low 13 3.2\n", "1 Tikopia 1500 low 22 4.7\n", "2 Santa Cruz 3600 low 24 4.0\n", "3 Yap 4791 high 43 5.0\n", "4 Lau Fiji 7400 high 33 5.0\n", "5 Trobriand 8000 high 19 4.0\n", "6 Chuuk 9200 high 40 3.8\n", "7 Manus 13000 low 28 6.6\n", "8 Tonga 17500 high 55 5.4\n", "9 Hawaii 275000 low 71 6.6" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dk = pd.read_csv('Data/Kline', sep=';')\n", "dk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.40" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": true }, "outputs": [], "source": [ "dk.log_pop = np.log(dk.population)\n", "dk.contact_high = (dk.contact == \"high\").astype(int)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from theano import shared\n", "# casting data to theano shared variable. \n", "# It is for out of sample prediction from model with sampled trace\n", "log_pop = shared(dk.log_pop.values)\n", "contact_high = shared(dk.contact_high.values)\n", "total_tools = shared(dk.total_tools.values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.41" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|█████████▉| 1997/2000 [00:27<00:00, 78.93it/s] /Users/jlao/Documents/Github/pymc3/pymc3/step_methods/hmc/nuts.py:452: UserWarning: The acceptance probability in chain 0 does not match the target. It is 0.887261631246, but should be close to 0.8. Try to increase the number of tuning steps.\n", " % (self._chain_id, mean_accept, target_accept))\n", "100%|██████████| 2000/2000 [00:27<00:00, 71.84it/s]\n" ] } ], "source": [ "with pm.Model() as m_10_10:\n", " a = pm.Normal('a', 0, 100)\n", " b = pm.Normal('b', 0, 1, shape=3)\n", " lam = pm.math.exp(a + b[0] * log_pop + b[1] * contact_high + b[2] * contact_high * log_pop)\n", " obs = pm.Poisson('total_tools', lam, observed=total_tools)\n", " trace_10_10 = pm.sample(1000, tune=1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.42" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhpd_5.5hpd_94.5ab__0b__1b__2
a0.960.370.381.551.00-0.97-0.130.07
b__00.260.040.210.32-0.971.000.13-0.09
b__1-0.130.83-1.411.21-0.130.131.00-0.99
b__20.050.09-0.090.200.07-0.09-0.991.00
\n", "
" ], "text/plain": [ " mean sd hpd_5.5 hpd_94.5 a b__0 b__1 b__2\n", "a 0.96 0.37 0.38 1.55 1.00 -0.97 -0.13 0.07\n", "b__0 0.26 0.04 0.21 0.32 -0.97 1.00 0.13 -0.09\n", "b__1 -0.13 0.83 -1.41 1.21 -0.13 0.13 1.00 -0.99\n", "b__2 0.05 0.09 -0.09 0.20 0.07 -0.09 -0.99 1.00" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "summary = pm.summary(trace_10_10, alpha=.11)[['mean', 'sd', 'hpd_5.5', 'hpd_94.5']]\n", "trace_cov = pm.trace_cov(trace_10_10, model=m_10_10)\n", "invD = (np.sqrt(np.diag(trace_cov))**-1)[:, None]\n", "trace_corr = pd.DataFrame(invD*trace_cov*invD.T, index=summary.index, columns=summary.index)\n", "\n", "summary.join(trace_corr).round(2)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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JkiQJMCSRJEmSJEkCDEkkSZIkSZIAQxJJkiRJkiTAkESSJEmSJAkwJJEkSZIk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\n0GrSt2/fjB07Nk899VR+/vOft2+fP39+brnllmy33Xb52Mc+ttZz6Ne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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 382, "width": 548 } }, "output_type": "display_data" } ], "source": [ "pm.forestplot(trace_10_10);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.43" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": true }, "outputs": [], "source": [ "lambda_high = np.exp(trace_10_10['a'] + trace_10_10['b'][:,1] + (trace_10_10['b'][:,0] + trace_10_10['b'][:,2]) * 8)\n", "lambda_low = np.exp(trace_10_10['a'] + trace_10_10['b'][:,0] * 8 )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.44" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.94999999999999996" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "diff = lambda_high - lambda_low\n", "np.sum(diff > 0) / len(diff)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.45" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:12<00:00, 154.69it/s]\n" ] } ], "source": [ "with pm.Model() as m_10_11:\n", " a = pm.Normal('a', 0, 100)\n", " b = pm.Normal('b', 0, 1, shape=2)\n", " lam = pm.math.exp(a + b[0] * log_pop + b[1] * contact_high)\n", " obs = pm.Poisson('total_tools', lam, observed=total_tools)\n", " trace_10_11 = pm.sample(1000, tune=1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.46" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:05<00:00, 342.47it/s]\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:02<00:00, 762.48it/s]\n" ] } ], "source": [ "with pm.Model() as m_10_12:\n", " a = pm.Normal('a', 0, 100)\n", " b = pm.Normal('b', 0, 1)\n", " lam = pm.math.exp(a + b * log_pop)\n", " obs = pm.Poisson('total_tools', lam, observed=total_tools)\n", " trace_10_12 = pm.sample(1000, tune=1000)\n", " \n", "with pm.Model() as m_10_13:\n", " a = pm.Normal('a', 0, 100)\n", " b = pm.Normal('b', 0, 1)\n", " lam = pm.math.exp(a + b * contact_high)\n", " obs = pm.Poisson('total_tools', lam, observed=total_tools)\n", " trace_10_13 = pm.sample(1000, tune=1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "#### Code 10.47" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:01<00:00, 1589.73it/s]\n" ] } ], "source": [ "with pm.Model() as m_10_14:\n", " a = pm.Normal('a', 0, 100)\n", " lam = pm.math.exp(a)\n", " obs = pm.Poisson('total_tools', lam, observed=total_tools)\n", " trace_10_14 = pm.sample(1000, tune=1000)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WAICpWAICdWAICweightSEdSEwarning
model
m10.1178.914.1800.6411.0701
m10.1080.294.941.380.3211.141.341
m10.1284.683.875.760.048.977.941
m10.14141.68.2162.69031.8832.991
m10.13151.1817.372.27045.144.831
\n", "
" ], "text/plain": [ " WAIC pWAIC dWAIC weight SE dSE warning\n", "model \n", "m10.11 78.91 4.18 0 0.64 11.07 0 1\n", "m10.10 80.29 4.94 1.38 0.32 11.14 1.34 1\n", "m10.12 84.68 3.87 5.76 0.04 8.97 7.94 1\n", "m10.14 141.6 8.21 62.69 0 31.88 32.99 1\n", "m10.13 151.18 17.3 72.27 0 45.1 44.83 1" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "traces = [trace_10_10, trace_10_11, trace_10_12, trace_10_13, trace_10_14]\n", "models = [m_10_10, m_10_11, m_10_12, m_10_13, m_10_14]\n", "\n", "islands_compare = pm.compare(traces, models, method='pseudo-BMA')\n", "\n", "islands_compare.loc[:,'model'] = pd.Series(['m10.10', 'm10.11', 'm10.12', 'm10.13', 'm10.14'])\n", "islands_compare = islands_compare.set_index('model')\n", "islands_compare" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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C81mz5o9Jkj337JfDDx9Z5ooAAICuRlCHErzwwvNZuXJ5kmTw4KGCOgAA0O5M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\nyMvr1ven3+zUqZO6cOG8GjRoKHd3j2KssPiU5r6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CQ0Pl5+enuLg4TZs2TYmJieaV33NP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\nTzdfxf7222+VkZGhcuXKWR1KTSaTfv75Z/3888+Kjo5WdHS0Tp8+rZi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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 346, "width": 501 } }, "output_type": "display_data" } ], "source": [ "pm.compareplot(islands_compare);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.48" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 10000/10000 [00:03<00:00, 3042.71it/s]\n" ] } ], "source": [ "# set new value for out-of-sample prediction \n", "log_pop_seq = np.linspace(6, 13, 30)\n", "log_pop.set_value(np.hstack([log_pop_seq, log_pop_seq]))\n", "contact_high.set_value(np.hstack([np.repeat(0, 30), np.repeat(1, 30)]))\n", "\n", "islands_ensemble = pm.sample_ppc_w(traces, 10000, \n", " models, weights=islands_compare.weight.sort_index(ascending=True))" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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QcFakuopbD1rQZGf97atH6DBtSHz3+YlBJpUiJ07FtwHgxIljkMvFm9V0u114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iqbXVj5z2oU1Tk89+J1Uqy5JgEqedf/+RcbrD6N41gtuwM6FxOn1CJW0fFeQ1EUUVNTjd27fwDH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\naFPP1o0ZO3YsRqPxqvdcvnwZb2/vJq/Vt6tnt/ma884BfvKTn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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 316, "width": 325 } }, "output_type": "display_data" } ], "source": [ "_, axes = plt.subplots(1, 1, figsize=(5, 5))\n", "index = dk.contact_high==1\n", "axes.scatter(np.log(dk.population)[~index], dk.total_tools[~index],\n", " facecolors='none', edgecolors='k', lw=1)\n", "axes.scatter(np.log(dk.population)[index], dk.total_tools[index])\n", "\n", "mp = islands_ensemble['total_tools'][:, :30]\n", "mu_hpd = pm.hpd(mp, alpha=.50)\n", "\n", "axes.plot(log_pop_seq, np.median(mp, axis=0), '--', color='k')\n", "axes.fill_between(log_pop_seq,\n", " mu_hpd[:,0], mu_hpd[:,1], alpha=0.25, color='k')\n", "\n", "mp = islands_ensemble['total_tools'][:, 30:]\n", "mu_hpd = pm.hpd(mp, alpha=.50)\n", "\n", "axes.plot(log_pop_seq, np.median(mp, axis=0))\n", "axes.fill_between(log_pop_seq,\n", " mu_hpd[:,0], mu_hpd[:,1], alpha=0.25)\n", "axes.set_xlabel('log-population')\n", "axes.set_ylabel('total tools')\n", "axes.set_xlim(6.8, 12.8)\n", "axes.set_ylim(10, 73);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.49\n", "This is the same as 10.41, but in the book using MCMC rather than MAP." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_5.5hpd_94.5n_effRhat
a0.960.370.010.381.55671.01.0
b__00.260.040.000.210.32678.01.0
b__1-0.130.830.03-1.411.21626.01.0
b__20.050.090.00-0.090.20627.01.0
\n", "
" ], "text/plain": [ " mean sd mc_error hpd_5.5 hpd_94.5 n_eff Rhat\n", "a 0.96 0.37 0.01 0.38 1.55 671.0 1.0\n", "b__0 0.26 0.04 0.00 0.21 0.32 678.0 1.0\n", "b__1 -0.13 0.83 0.03 -1.41 1.21 626.0 1.0\n", "b__2 0.05 0.09 0.00 -0.09 0.20 627.0 1.0" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.summary(trace_10_10, alpha=.11).round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.50" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:05<00:00, 399.60it/s]\n" ] } ], "source": [ "log_pop_c = dk.log_pop.values - dk.log_pop.values.mean()\n", "log_pop.set_value(log_pop_c)\n", "contact_high.set_value(dk.contact_high.values)\n", "total_tools.set_value(dk.total_tools.values)\n", "\n", "with pm.Model() as m_10_10c:\n", " a = pm.Normal('a', 0, 100)\n", " b = pm.Normal('b', 0, 1, shape=3)\n", " lam = pm.math.exp(a + b[0] * log_pop + b[1] * contact_high + b[2] * contact_high * log_pop)\n", " obs = pm.Poisson('total_tools', lam, observed=total_tools)\n", " trace_10_10c = pm.sample(1000, tune=1000)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_5.5hpd_94.5n_effRhat
a3.310.090.03.193.461229.01.0
b__00.260.030.00.200.311569.01.0
b__10.290.120.00.090.461270.01.0
b__20.060.170.0-0.200.341749.01.0
\n", "
" ], "text/plain": [ " mean sd mc_error hpd_5.5 hpd_94.5 n_eff Rhat\n", "a 3.31 0.09 0.0 3.19 3.46 1229.0 1.0\n", "b__0 0.26 0.03 0.0 0.20 0.31 1569.0 1.0\n", "b__1 0.29 0.12 0.0 0.09 0.46 1270.0 1.0\n", "b__2 0.06 0.17 0.0 -0.20 0.34 1749.0 1.0" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.summary(trace_10_10c, alpha=.11).round(2)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/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": 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k9Hat2rTeM/WBXmY4188PzFG750KApNswbtyBYLBNTIzCALX1XFwq0ErhA2xNa0Z1gx+A\nThO6qWYhT2nSBAWcWSxu+/Ocu42ki9PgQfmuiDt3L/6G8j05WpMmt3Uu/JrHFqg2piRKsbKQz4/n\n6zZmMLcukBcJ3SxhZ7izLtDPDf08PTBu1dbx9EoXfYvZz3czLj9o5Ht5PO73fnykgschBN7znvfw\nV3/1V7z+9a8/MjMZmJezOCozOcsyyrI8ke0U4t987sqe29/9xgu3/Rrf9NrrweOXBxVf2Sp5+hYa\n7gkhbo3Wil5mKFvPSifl6qQhT64f2IUA26WlbFsGtcV7WCgS0kTT+MDLWyVPr3QwSqENXBtXvDos\nOdNNMVrTyeLJ87ybcwgsFulRmyOEEELcthACrwwrrAvzAPBuidYkGsrW88qw4uLi3tISu+fC1MR5\na1DZA8HjItWMGwcEuqlBodiYtJStxQd4YqnDTmxk3DgGlaVqLKv925v3autQIfDydokPsVRULzMs\nFuktB22EEKeX94FB2c6aZ14fAzqJZtw6klvoUQLEY3AUqWY+VhmtSLQiMZo80wwqy7C2dJKE5U6C\nD4HcGLr7Gmi3ztPLzG0Fju9mXBbiJDwywWNrLe9+97v56Ec/ypNPPslv/uZvHhkYBsjzHICmaQ69\nv2kaut27C8Strd1d5vJpsXOF5FH5vMfh//jsq/OfX3eux4L3R+6/o/bv1y/vvdr5R599he/5+seO\neUsfbqftu3u/r0beb/fl7xQCg3GNah0bW1O62ayOYwhsli0hwKS1VG0gNYqiSBhYB4BrWpqp5m++\ndI1ukmBma98mI8VyJ2PdB1zwdJNY1qKTJWzcoMnrnTpt3/OHiez7++dW9r2MqXf/vZTv+OEepP2y\nNmmoWkd6C7WXWucZbE0519t3DjWbC60LpEZTTVsG1pHsek0fAmvDik5iyDoJz29N8AEIkCUavRIz\nhbe2pvPnjOuWybiCJXvTwEgIga2yZbu2PLFYkO1672s+4EIMWp/tHr3C50H0IH1X7paMqSf3N3yY\nvid3KoTA+jQGjY1Se+obX/OB1nu2q5YLvRtn6p450wdga3OCamq+MqzJ0+RgaZ0QqEuLC4EpNWub\ngQsLOVvW0fE5G9MYR2qdJzGKTj9nrWpv6bMcy7j8AJDv5fE4bD/ej/H0oW2Yt1tZlvz4j/84H/3o\nR3nmmWf44Ac/yGOP3TiItrS0BMB4PD70/vF4TL/fP/ZtFeJLm1Oe37h+4PztX33mjl7nzY8vkO6a\n5P76sjTNE+K4KaW40M/p5ynd1DCpY2B4VFtCiCfLk8aRJ4ql4vpyuab1PN7PqXxgUnsqF5f4Gq0o\nrceH2K0+M4Zx49isWs50HpnrvUIIIe4BHwLTWwxQwKwZXevw++p57syFRWqonWch0xijsLNmd9YH\nrPcs5wlLRcKwtvPAsTawfEgdUOsDy0VKnhiuTeobblcIgWuTWC5jKU/3BI4BEq3IjaZqHVfGtdRE\nFuIhE0Lgyrimah250Qca4yVa0UkMGsXLw+qWxoDWeXppQpElWHfw8UopVjoJmVG01uMB50N8HxWb\nfdbOU6SGC7dRWuK4xmUhjttDHzweDAa8853v5OMf/zhf93Vfx0c+8hEuXrx40+c988wzAFy+fPnA\nfdeuXaOua1772tce9+YKwf/5/Pqe29/+1Wfv6HU6qeFNj1+/IvXvJXgsxIlQSnGul/HNzyyz0jGU\njWXauvlB4pnu3m7MTetJZ8HkxTyhXySMakdr40m2Vopp47DO0zhPL0tYLVI2SnvfPqMQQoiHz6i2\nmNvMwtWz5+23Mxc+uVSw1Ek518lIjaa2jtwoLi4UPLvaRSvYLGPwOEs0ZzvZgaCK9QGjYKWTcr6X\n0fhAPVu1c5itsqW2njzVrN7gQmtqNNbF7EQhxMNjfdrOVz7cyPlehtLqphekWufROp5Pf93ZHp1U\nU7Yety+I7D1004SLSwWvWcix3rOYa0KAxSLhyaWCc72DY9yNHOe4LMRxeqjTmOq65l3vehef+cxn\n+IZv+AZ+67d+65azhS9evMjFixf51Kc+hfcevas2zl//9V8D8Ja3vOVEtls82v54V/D4Qj/jTRfu\nfEnCN7xmib95eQjAP65NGFQtS1IzVYgTkRjDf/LUCp96ZYgNkGnNuI3dmiEGjV0ILBUpTyxmXJtY\nskSzZDTdRKOUIoR4AFi2jrO9lH52vZPyTlaBdFYWQghxHKaNP5ChdzOp0Uwbz9IRPey0UiwVKUtF\nysWlAh8Co9oybTwhxKy8c72U1GgSrfcEVVrnaZyjmxhWOtcvuj7WzWhjWh96tg07auvYri1Lecpq\n5+YNsXZn6cl8KsTpt5Opm99Cpq5Siov9nCvjmtI6EqX2jCet89TW0csMTZowDg6tFf/kbI+NacP6\ntKV2gUQBStHLNFligDAvM7c4G//u1EmMy0Ich4c68/i9730vn/70p3nLW97CBz7wgdsuM/Gd3/md\nXLlyhQ996EPz343HY97//vdTFAXf9V3fddybLB5x69OGT14ezm//p1915q4ObP/ZaxbnPwfgs1cO\nL8MihDgeWmueWOzw1ouLnOuneB+zFIIPnOmlvP6xPs+sdKhsYPcxbppojI5ZW+f6OWe6Gf0sYVRb\nro4broxq1ictlweVLEsTQghxLO60fMPtPG8nmPz4Ys7FpYKlIuW51R5PLBb0M0MIAe8D3gWCB6M0\njQtcm7QM6xYfAlli6KaGJ5cKFoskloXygRBiMOiJxYIzt1HLWLL0hHh43G6mrlKKs92M5SI9MJ4s\nFglPr3Q5v1BQtteDuIEYoF0qUnqJJgC5gW5qWMwTLi4UrHYzssQwbe6uP8m9GJeFuBMPbebx2toa\nH/7whwF49tln+cAHPnDo4370R3+UPM953/veB8BP/uRPzu/7kR/5Ef74j/+YX/qlX+KTn/wkTz75\nJH/yJ3/CpUuXePe7383q6urJfxDxSPnYC5vsHvbvtGTFjjc/vjdr+TNXR/zzZ1bu6jWFEDcWQiCZ\nBZHTfVlVO0rrDm28sfP87brFhoACqjbWRCbAxqRmUFvO97K49E6ypoQQQtyhO51D7mbuCSGglEIr\nxWKesJAZNkuLDQFj1J65cVQ7Xh7WKGAhjQ1pu5nmsYVsnlzx6rDmdjdHsvSEeHjcaaZu1XoeX8z3\njAM+BAZlbLr36rBCa6htQGlIdUz0WOykLBLrG9sQaF08Xt9xt0Hc+zEuC3ErHtrg8Wc+8xnaNtaz\n+r3f+70jH/fOd76TPM/5jd/4DWBv8Ljf7/PhD3+Y9773vXzsYx/jE5/4BM8++yzvfe97+Y7v+I6T\n/QDikfTvXtic/1wkmrc/tXxXr3dxIedMJ2WjjP8WPntFOp0KcdJ2H7x1UsOkORgoDsD+Q7wADKuW\ny8MKEwKXfaB2cRlckig6xpClsV7jC5tT1ic1rzvXR2uND4Fh1VK2YX5i3s00C3kiy3KFEEIcqptp\nBpWlbB2VDXjvmbQWhaabarTWdFK1p4RS6zyLhzS4u1W758gQAtemDc4FFhO95/fblaVsfVylE2A7\nWC4SGNWO7crSTQ1nuykhBAIx+7Cy1+fA/du9n2TpCfFw2Pk3v1Mi51bHgd1jQAixFvq0dZxPExKt\n0VqxUTW0bQCl6KSa5V3Nr41WGBS1dVybes53Y1LH3QZxu5lmVDsSffAzBZiX3ImVM+JnzI1muSOl\nKcXJemiDx+94xzv4/Oc/f8uPP+qxZ8+e5Zd/+ZePa7OEOJLzgY/tCh6//allOrMsizullOKNF/p8\n7MUtQMpWCHEv7D7o62eGYd1i2PtveX+GwmbZgoJy6HhlWBFUQGMoUkVtA3mqGGOpW8d4IWcpT5m2\nDutHPL5QUFqPUYpEXz9o3X+CLRkJQgghdoQQqKzn8rCiMJpR46isxygAx7i1dBKN8wnD2tFJDKud\nBA8s5Ld3Crn7Auegapm2nn6uqW3AuUBi9gaO1yYNo9phQ1z+7T0sZIb1acu5XkaComodr448G2VD\n7QJGxazlnblu0niGdT3f7v1zoMyJQjw8NqZtXNV3G+PAzs8hBF4Z1WyXDdYrwqhBq1hOsrGeIovH\n8LXzbEzbAyVyEqOxzrNZWvpZHMteHdZ3nMyxkCdslS2Dys8/k1YwrFtK6yEoUDHRbLlImDSBddtS\npIbF2XsKcRIe6prHQpwmn351yFZ1vf7atz17PGVRdjfce2GrZFhJjTchTtJCnuBm2QxaKbqJwfq9\nGU6dxOB8mAeON8YNVeO4vF3R+kBiDGmiaFzg6rjixa2Sq6OGTpZgPayXDYNpy5+9sMHHX1hna9rM\nGwDtSHTMRKhax5VxLVlWQgjxiPMhsF02vDKo+NtXh1zeLjEhcHVa01hPahRax/9So6ldYKtqSXXM\nrntlXNNJ9C0HQXYCwZcGFePGo1SsKerxjGrHS9sl48bO56cQAi9tl1wZNbTez7P4AjHA/NJ2ydqk\nmZWHUrw6rhlW7TxgtJvRiszoWVZgs2cObJ2nm8lpsBCnXQiBUWuZNpbM6FseB3bGgBACn1+fcGlQ\n0bjY5NroWEmusvHi1KCy8zHHzlZF7Ge04tVxxeVhNRu3QOv4/1HtuDSo5mPXzShg0lgms8+0E8iu\nXSA1mjRRpCZeQPvy9pS1cU1jHZe3S76wMcH5u6u5LMRRHtrMYyFOm90lKwC+9bnjCR6/8cLeusd/\nd3XE25+WusdCnBStFN3UULWO1GhWOinXJg3Wh3lNtm5mGNaOUWu5NmrIUs3W1KJNrANplCIA09aB\nAoNi1DjOOIcLgar1tM6jleLvr034x7VJfG2lebyf8R89scRqN9aETI2mdX6esSWEEOLRsntJtlFq\nFgyBNDFsV5aNcUOeGlY7ezPqjFY4H7OF+3lKuI2gRAiBK+Ma6wK52RuobVzgxY0J48ZxOcQVO28u\nDFULw9rOM/0gNrIqEk1iFArNVlXjCRgUKsSGszHQrJnUbt4jABUv1HZSzXbZsD1tWSri5zMq8Phi\nftf7VQhxf61PWwqjGSgYVS2Viw04S+tReIokQes4FmRBsVlaznRTPNDPDK+MKrbKll62Nyw2aVqK\nJGYMj2rLlWGD0XFgsd7z2tUuF/oZRuvZ+NpQNp5+Zsj2jXeJVvPVElfGngv9/IbZwevTloUswXqL\n9YFx3eID88B4CIFhbamsx9qAy+G5hS5KKYal5bNXRjyx1JFVh+LYSfBYiAfE/70rePzalQ7PrnSP\n5XXf+Fh/z+3PXh1L8FiIE3a2m3JlHAO8qdGc72VslS1T69BKx6zgRPGlzRqtFV2jGbiGbmqoZyfn\n09rO65pZH2tR/uO1CecXclQIPL8+wSvAw5l+zkKR0Es1Lw8bXvrcVZ5YzPlnTyxxrpfH5kCzzGSp\ngSyEEI+O/UFcHwKldWSzn22AxxcLtkrL1VHLmV5CuruMBDGgu9pJOdOPZZJuZS5Zn7bYWabcznZs\nTFuujGtq65m0DnQMrExbz1++uIVSGmMdeRKbzXofUOp6mQxjFK2D1nrWasv5Xk5wsD6uscSGVrV1\nVC6ADwzqEh88K52MhdywpFJciK/58rCWsk5CnGI+hFmGrmdYWVoXqJynbByNczQOnG8oUsVKkZKn\nhtRYeqmil6dslpbt0lIkB8tElq1HMetFMqghQDc39IsEoxSvDirWJzXLRcpCbmhcoJcZCnN0yclb\nSebwITBtHXliON/TbEwbhrUlm21jCIGt0tI4j0LRLwydRM97qeSpoXGeaWO54m8eqBbidkjwWIgH\nwNqk4dOvXm9m945jKlkB8ORSwUqRzEtifEaa5glx4pRSXOjnrE9bxk1cTme9QqMoG4cNjsZ5tGKW\nuQCTJmNsLUYpPFD7gHeBQd3gAugQCCjq1nFpu2KzshRG08kMnngy7VNNkWumledLmxXrk4a3PL7I\n06tdikQzqi1LhTTUEEKIk/AgNi/dH8QdN3GeAZg2FqPinLXaTWmdjzWIdZgHI/qpIeukZIlBKYUm\n3HQumQdAdgWOr04ark0agg+xxFKAaetpnCdXsYZnkgQGlWXUOAqtyVLNYp5QNp5OFgPKhEDjfKyX\n7D3bVWwK3djAdtuQmfha242Nn0Fp1iYt25WlSDQrnYxzs8ZWt5oJKIR48AwrG3uGhJi08fz6lM2q\nBWKNYG3/F3afAAAgAElEQVRAG0Xr4dqkZSGPF74KrfiPnyp4eRRXBe4vdQHgnOeFrRLrA+cWcqaN\nZdo6CmdITFyRYYLic9dGbJWW51YKLiwUJBrO97Mjx/ubJXOM6uvjs1KKLDE8vlBQ21j/eLtqsT6w\nmCXzMdG5wLSx9PM4JmtifWat1H1Zdbh7HqySBK2grFpp4v0QkOCxEA+Aj724t2TFtx1TyQrYaZq3\nwMe/vNM0T4LHQtxrSmkgHsj1c0NqUl4dlnzNmR5GK14Z1XgV2Dld3562DKu4JC01in4ay1Y0zvPJ\nlwdYB0WqqUMgnR00dpOMQWnRxBpriQEb4PObU5JUs5injBrHYn6wcZAQQog7t78sxIPSvHR/EBeg\nbK8HS0ob0LsCJ6mJS7DPdA8GP8o2zh+p0Uwbz1Jx9PvuDoAAbJaWjUnDoGpxnhiwNoqFxOCDZmvS\nUleBaeMwztFJDYtLxTxAXdrYwK9INAtZQmkDmVG8PKhoXGB9WrOQJdTOU1nwwRPQ6NnHNkDdOl7c\nmvI1Z3rzv4GUdRLi9Lo8rCDEhnWb0waLxwAtsa6wmbWn1hpaGxjWLYUxXBpWqMsDOolh2jj6xcGg\n5uXtCusDaRJ/38sTisQQQmBcWTanlm5mUCiWioTKBSoXuLRd0/jAhV5+oLHeDg1HXoCbNn5e4g7i\nuJsaTWo03czQOsg6++o6G0VpA/1ZJZ7EaMo2sJjf21WHh82DO3ONNPF+OEjwWIgHwO6SFUWi+cYn\nl4/19d94oT8PHn9ps2RcW/q32SlbCHHrdi8T7iSGziFL4l4eVDuP5mwnxQDjqmXUOsrGYnRgITdo\nBYOqpbKxnEXlHFoZWu+p24BNPIPasj1p6GYJ5/sZWWoggNKwXbZMGsdqJ6NsYvM8ybISQojjcaPa\nvnB4vct7ZX8QF5hnRM9uxA5Ru2hNDKjsO07c3edpp+nTUZnW49rNAyA+BMZNy7Vpg0GRmPj7Qisq\nF4PXiVEYnVBaS6YNaaKp20DI42sqrTAB1iYtw6olU5qJdWyUluVOAmjS1JCmhtY6Lg9a0iTQTRVa\naTqJYaWTUjfxObsDxVLWSYjTJ5asiBeafAhcmzQYNMu9eLuarWoIxFUOIXgqB6n2DCrF318Z89yZ\nLuO6ZdQ4uplhuUjmmbyVc3uCuBAb4A1Liyc2/lzupgyqlhTNpHVY51kqEkKAl4cVNnge6x083t5/\nAW73OPrqsMIYRSc19DOzZ4ieNo5DpphoXyO+nTH6RoHq43Qn86Cch5w+0mZWiPvM+cDHdgWPv+np\nZTrp0fWS7sSbdjXNC8DfXxsf6+sLIfbav0z4UCpmC3gHk9Zxtp+RGkMvM/TzBK1ih+WdZb2p0Uyt\nxztwIXaqH7UOULjgGdtA7TwbpeXaKNaUrF3AaM2rw4Zp48gSjXUxM0AIIcTdu6XxnhgwuNfj7/4s\nNmDvCfshJ++JVpTWHfj9/oeuTRouDSrGjUepGFhRKmaYXR5WbEzbmKXXWK6NW/BxCfmOIjP4Wbxj\n0jgsnm6SYH2gsp7WO6rGx9eoWzanLa0LpMZwZVozrj3eB66NGlof5sES62C5k9JJNVpploqEbmZi\nA9kk1hD1+wItOwEWIcTpMKot6WxsG9ex3vHO+KKVisHgTspykYKCygbK1jNuPMZA4z3T1qGUZrNs\nWZs0rE+aWGJnWLFYpPPxace0sYxqiw+QJbPxfvYYrTSbpaWTGYxWaK3YmLZsloePKyHEMWv/OGpM\nLEUxaRyvjCoGVTMf20rrDi2xARwYoHevrpg2t97o9E49yPOgOD4SPBbiPvv0q8N5PWKAbzvGesc7\n3rgreAxS91iIk7SzTPhmB1DdVON9wBhFINC6QJ5ovIfGx2yrysasiZ1sqHFt8QScizUfQ4DaOawL\nuBCDxems3uOotozqljzVjOqWUWPppGZPlpUQQog7d6vj/Y75+Ls/KnFCwiHjfCeN9ToBOok6dFv2\n/8b6ME9saKxj3FiqWTmM/cHpRCuKJDauuzZtmNTx8Wm6dx/Fep4KZwPWBxKlKZK40Nx5aF1gs2z4\nynbF2qRlVDsgMG1tvN/HOTAxikTBdm0JIVB5j9JgtMKFMA8KOx/opwmN9YybvQGdexVgEUIcj2nj\n6ecJzge2yjbWOj/EsGrZKncCvoraeQqtyY1hu2zp5/HCkveBtbJhq2xjNrFRWOfZnloGZfxvu7Q4\nYpy22BnPZm9rlKL111d1GB2bXU9ae+Tx9pVxfWAc3RmfjVZkxqCU5uq4jsHmI/aFc4FOcv3zW+fp\npNdvHzYPHKc7ngflPOTUkeCxEPfZn35pb73jb332zLG/x9NLBUu7lh9+9opkHgtxUg5bJnyYlU7K\n5tSyMW0oG8/zG2OKRJGnGus8VRuX51ato7Se2nnq1tG6gHVxGV6eqNhMT+tZdpalbGw8llVQN7Hr\ntA/gHfSzePIvWVZCCHH3bnW8300TAxr3wmHLgvtZgpudtHezBDc7fw8hMKkdG9OGzWnL2qSOFyxD\nwAc/nz82qpY80TcMFHRSM1/+/fKoQnH4PupnZnYB1LM1bShbR2UdW2XL1VHNVtnOOgEolAat4OrY\nglIMa0vrPUWiMYkiOBg3bk/k22hF7WKDPu+hk2m0UZTtIQFzCWQIcWqEEOhnBhc8ZetRh2Tk+hDY\nqhwaNa9/7kOgyDRFqpi2HqUURaoJCnRQXB3XrE9jc8/UxHEnBGhaH4+xW0fr4zF4WXsqG8eucWvR\n+D3jiFaKsnUHLla1zlNaf2im7u7xGWJ5DOti+brdn3D3eL02bWJW9c54PXudHSddHuJO50E5Dzl9\npOipEPfZ7nrHz650eO1K59jfIzbN6/OJl7YB+OxVyTwW4qQctkx4txBilsS4tbjg0UGRZwY7hbLx\nWOsZV5ZRazEqLl9LdLxKP24dSkGqNIFA2TiC8nQSTaKhSBSDxrFdOXzws272jjNFwuvOd+fbcCsN\nj4QQQtzYzcb7w6RGM2kcy92bP/ZudTPNqN5bu1MrRScx1NaRGE1uFGuTBuvB6Bh77aazpdOtY7Ns\nY/MjpaitZ1A7Oolm2npq6xjVltoFCqPp5Qm9TNNNDcO6JdGaVwcNQXlUq1AoMqMpUo0iBnvLNpAl\nmon39JNY47NxnnqWkdzNEvIkPme7bKmco7KKK+OaiwspnSzWkNYGGhvY/+fQCia1Y7kza9IUwqGB\nYqm/KcTpoVQsk9NNDC4E9CEXqMrG4fxsRR7gA+SzshCd1DAsLePaYp1nWLU4H+sod3spZ7oFtVEs\n6oRp4xjWsWn1cjelbR2Xtj39VJNqTatjIHtUO55fn5AlioUsnWUn7zSvu75djfeMmxYw84zinZrr\nIQSujGIj0H6eYBSgAoPaslKkTFvHpPVUrY/1j8PsYp1WTGfj9XKRzPdG6zyLxcmG/O50HpTzkNNH\ngsdC3Efr04a/3VVC4h3PHX/Jih1vvLAwDx4/vzFl0jh62fHWVhZC7GtGdMh91yYNLkCRJDy+kHN1\n3OB8oGs0IxezhM8v5LRDcN7PDoqhso6O1oytxQILuQYUtQ2U1uNdYBtIjKWfJRilWSwMo9pSJIor\nw4a/12Nes5ix2s3299YQQghxm2403vtZyYTKXm8m10kV/Sw5UEvzpCzkCduVJdkXWFntJFybelob\ngyuOgFGxTmfrPJ00BjUGVUvrPct5xrVJQydRGAUvbJQMa4sxiuU8xRhF6TzjcUNmFP1MszaZZVfr\ngHdxWTc61u0cN5baB7pakxhFTycspoZpY3EBeqlm3DjSJAZTPDCoLJPWoojlKM52UpyHrdJSpJpe\nqlGoGITxMWMQYtay84HF3GB9oD/Lit7tXgRYhBDHZ+fC2EonpZcaxq27Xod4Zli2uxp3xgzi1W5K\nCIHtsp033UsTzXIn5cqwomwcNYpATTobt4tUUxiDy2fN9wBUDPqudBLaELg2bjjTTUkSjfWxjM5C\nMIwqS6I053uxYd21ScOgtnQTQ2oCw7qltJ7gYTjLUF7OE6at5eqoZiE3dBPDZtninGfaeozRpInC\nu4AysJjH8/kQ4uqKTqK5Nm04383wxHngJN1oHtxt/5wYQvw7LuSJNCs9JaRshRD30V/Mgrk7/uVr\nTzB4/Fh//rMP8DlpmifEibjRAdRW2eIC84PZlU7K2W6KUYph4+gaQ5HG2mfdRM8zuLqZxhBIM0Vu\nDL3U4FEQYp02G8CGgCfEYHLraIPDEw9yn1wq6BcJW2XLpVHF1XF9b3aGEEI8xA4b70MIbExbXhnV\ns2XR15vJTRrPK6OazWl9T8okaKXopobW7a3nq5TifDejtJ7KBVbzlDTR1K0nVQrv4dqoIaA4U2Ro\nrdBKcW3SYENg4twsSw6269gYz+hYw7j1nq9s1xACU+vopwlBMa9vabSidYGm8fFiqPdoDRcWcozR\n9DNDL08418t5drVL4wKDaYPRcVl5qmKg55nVLotFFhv81Z7t0qJ0zN7bKVNhLaRGsZjHgLH3kBm1\npx4ocE8CLEKI47OQx/IOSim++mwHBbQ2zOu5A9Q+BnitD6Qa+mk8xh5UlqoJPL3aITHX675nieGx\npYJz/Yyq8QyqluADmdac6aec66YsFClLnZSVTorSMKhbUh2P6xdnY4ielbqobAxMNz5wdVzz8qiK\nF6oyQ2oU69OG2gUSrRi3LgalAwxay5lOSj9PGDeezbLl8X7OxrRlULfUTex1kiaa1SLFz2rEZ4nm\nbCcjTQzOxWSVbmpOPDB7s8DxUXOi1rHB6qVBxdqkkdJBp4DMkkLcR5/48tb851Qr3vbk0om915v2\nNc377JUR3/DEyb2fEI+qw5YJw6yhhHVk5nrGv1KKs70MHwKrvQSCIgVyo1ifNFgLRWqYNC39LKWT\nJmwqy7h2BBvITOz47EKgVQqtwAdH40FZ2JrWLOUp48YzqC250qgyoFByoiyEeOT5EBhWLWV7PTv4\ndjKh9o/3IQSuTRucC2SH1AQ2WhF8bLj0yrCaZ7adpLPdlCtjT+v8nvqagTi/9POEaWMJStFPNZ1U\nMyxjmYcs0XSSuMT75WHNq6OGvLIEF5dKF5kmhFiPM9Ga2sVMurqNmbxnOylbNmbTKcDPPnvjAtpA\nbQOJgoU0oXGwlKfUtaVtHd1EU7kQ65EGQz81WBcoEk0nMXQSg+rAoHac7adMK8e48fQSQ2YUSil6\nnRg0DmGn6Z8GpfbUA22dvycBFiHE8dm5MFa1jqUi41wvi8fCNlA6B8QxJzOKIk0IIV5IGjexd0iR\nXR8HRrVls7SEEMenXpFypp9z6eqYEALLnQQNfLG2e9ZwlK1HK8gTw2O9WKaitrMm1yqwPrbYbsCo\nwD9MGxZzzZsfX2JtEpvy+RDnhEHV4mYX4IC4krC2ZFqRG8WosbywNQXg6aUuk9axkCekWgGKXqbo\nZvvmLBVXkax2Tv5Y/6jzHohz4pVxTW3dnjnR+ljqI9GKBEXVOq6MPRf6+V3NiXc7p4sbkzNHIe6j\nP3/pevD4rRcX9xzMHrdnVjos5GbWrRo+c0XqHgtxEo5aJjxuHEYdDCYopUiN5g3nF7g0qBjUDovi\nbC821Ms0TPBU1tF6yDWUKmYaExSJjo3xrPd4D1oFUIHSewia/mKCMYpBZUm0ZtRA7TzPrXak07EQ\n4pEUQmB92jJtXaznq9X8hHVUO7YrSzc1nO2mNzyR3T/eb5YW5wLJDZrJ+eBZ7eZYFxhMW871suP9\ncPsopbjQz+efVxPrTY6b2OTIh3gR8skiZtMF4JVRTWZiI9btyjIYNwxKi9GaceXpFXEZdTWyWB9Q\nSvN4P6OXJ7QWsll2n55lmD2xkBFQvDJuqBqLBjJjWCpig1g3q3OstaKXGTpFRidVbJQWY8D7gAqK\nC/2M2sW/X5FpCmL9aOsCvY6hdYGlTsLZbhqXeXsom5aAAh9riDbOMW0ctY3vu5ApXnd+YV5zVAhx\nOuxcGLMucL6X8aXNCbUDTYh9QmqHrVoUitxoLi5llK0nNYaz3WQ+ti8WKa0LVEoxtY7UaJ5aKhiP\nSnyI4/y0ceTGUFqPUXEM8iHgAvSN4uJijtKaXupZnzSMZj1MAopzvYJx4wgh8PKoZlJbSuuwHkrr\n2Zg0pEmsP18kmql1jCeec70MYxSLRcqwbMmNxhjNslFcWMioXUArvSdoa31scNpNDP1OxrhxLBUn\nW2zgqPMegI1JfeicGJuwXp/7UqNpnWf9DufE45rTxY1J8FiI++Qr2yUvbVfz2//8mZUTfT+tFG84\n3+cvLw0A+OxVKVshxEnYnQ2xO8urbN08q2A3O1tOnCex4UWmYOLiwQ8KJt7jURRZgmocgyawlGuq\nBoazBnqNjcvd4omvpm4hzwK9WRbEsLS0NlC7eNDbuJzn1yasdjIeu0f7RQghHgQ7mVDWBfJDgry3\nkwm1e7w3WlHuy67az/pAN4lZrtrEBkf3ImiplOLcbJXLqLZMG8+kjuUiOqmhn2XzbRjVsUFeCIH1\nssE7cC6QJgpde7bKmiakKAKVC7QuYJRjWFu2a0sAFkxCanQMLAcoUTy7krNUJHx+vaTdeT0V9+Fw\n2jCtYnDENpZODrXVKAKZTsjz2A6rmyVMxg3dTM//Jhf7OWPrqJoYzNkpKG2UYrNsmDSOi0sZAc+l\nwYTCJIRZ08DH+gmdNOH5jSmZUbxmseBcL5PgghCngFKKx3oZX9iYMmosqdZsTmvWyhbnwOHZnFoW\ni4RuCi9ulgQCzyx3WczTA6/XyQ1awdee77FQZLx2peb5jSnPr01mw0qgblraoJg0dlbyx/DEQobS\n8WLbsHYYo1npGBRwpptiVFxhHFC01nN13LA+qTnbz2lcwJhY1qhsY1mjTCv6aUJjHR0Tw3WV9XSz\nhNQo6ja+zzPLHSatp2zdPGu6n+0dz+9FU7qjznt8CJStP1CLevc8uFtq9B3Nicc5p4sbk+CxEPfJ\nJ/bVO/7nTy+f+Hu+8cLCPHj8hfUJ09bRTaVpnhDH7bBlwjsHdrtZ5zFGsTS7at/VihenDa0NFFnC\nCooroxLrQYVAPcsuHrSe1CieWswZ1o4tP+tMHzyZMSx0DEYppi7QD4FhbWlDmHWlhmHteGlYoy8P\nWFntca6fH/IphBDi4bM+bWO9yBsEeeHWM6F2xvutsokX/Y5gfcCoWOt+hyYumV4qDgYy9juO5bha\nKZaKlKUinnDrQy5olm1cPr1VtrHRnVGUdbxQOWpjpl2qFZPG43wgNTF7eVRbOnlcHj6qLf3MsFV6\n8lmTvZeGFec6GU8vF9TOs122rJctjfXkRrOSGSyQkpClCVtVS9l6gnKx5JOGxSzWLC2SXeWfjOLp\nfodB1bI+aXHes1G2BBd4rJ/TSRWjyrFVWxbyjMQoOibWHLXEZeOJiRnQl4YV1gceX5DgghAPuhAC\nVycNvdSwsNzB+8Ar45qe0VitWMgUIcQLYa2DbpqQpRobYLNsWd2dhaqYj2ethVcGJbULPLPaxTrH\nlzcrNquWcetwAXKteGwxRwfYqjxZEvA+rmZQKAiB5W7KYppQ2jjWeh94fmNCZQOD2mNp0ECRxbmo\nso5EaxyBsXWgFZ35p43jKECeaia1Y7tynOmm81rLR+2ju3Gr885h5z3jxpL19m7bYfPgbrczJ+44\n7jldHE2Cx0LcJ5/YVbKim2r+6cXFE3/P3XWPXYB/WJvw1nvwvkI8ag5bJrz7PNQ6jwc6iWG1k3B1\nXFNZz7VpQzcxNNpTu0BhFAqDCg6Fio0/ZpnK1gWujluyVNPNEpY7sSlSmNU5q60nNWC9o3YKV0Nj\nPcudlNI62tbx0qDkS2tjXtoqyRpLLzdSF0wI8dDyIS5nPiw76TC3kgm1M95vTlpccAR/9DLilc7e\nJbOp0TfNDLuV5bhFosmMorqNwPJRwdEQYpOpysaLlDuGtWXaWKxzbE8bxq2brZiJQenaBwofUBpG\ntWdQWTqJZqnISBNNL0nmjaN26iU/kRQoDevThqVeh2HTMm1iFvOkcUytp3Ke1SKlnmXYPbVYsF07\nnA8xGzmJdY0XspSVTsa4duQmzpeJVvRSjdGaxW56oCanc7Esx0onnQeQ1yYNqdESXBDiAbc7aLg5\nbWg8vHa5i9ZQNp7SObpZy1ZpMTrWeV8sEryH7drGZpqzIGWqNZO6pUgTGu9IjaJsY8m4zbKBABcX\nO7x2tcuwslwelDSNo5+nGAN169mqWxZTQ5YYzvQylooEUAQfGLaO9UlN62Lt5X4eS2Bo5alKHQOb\n1s/KO8TGo+ujCjULatfOUbZ6Pr7vrHTx4fAxfmeVSdnGc4bbvdh4u2UgDjvvKdtAZzbm3mge3O1W\n5sT9n/O453RxNAkeC3EfhBD4813N8r7xyeUbLnM8Lm+80N9z+7NXRhI8FuKEHFgm3HrGtSUxmn5u\n6O9qbmFDwDrPsHYUmSFF0/GBq6OaXqogJAwaR2E0Nje01tO4QOU8RmtaAtpfzyLzStEER45i0gY6\nJrDQjQfMAMOq5UUfON/NuTKquLjcZbtq8SB1wYQQD61RbW+YHXyYW8mEUkqx0klZUSnjxt1wGfF+\nN8oMu9lyXKNgWFleGVryRPN4P5/PAzer83hUkyOlFJOmnWe5hRAYVJZro4baeRa7GZPaAvFCZWMh\nSTSFVjStp8ETPDgPSabpZTGAok1c2vzsapcvrk+pnWOlmzKsLLlSnF1IqQcO8gRrAyPt6CeGYd2y\nZj3PrHQoUsOo9ax0Eoa1Y1y3LBUpbtaAb7lImLaO/5+9N+uxKzvPNJ817OkMMTDIZGZqclq2Wlar\nZLsKcLWBcve9fdO3NtCA/4D+g/9XXzTaBXS53Ha5y4ZLg610SplJJskYz7CHNXyrL9Y+wSAZJINS\nclBqP0AieRhxztlxgnsN7/q+9701L5hZw35t+XzdEwYo7bOfvzGKPsilkGCNxkVh4wJHs2ISFyYm\n3lGuioaSEhsfCWPlMMCsMsww3GoK9jrHqg08bD1xtIkIAVofaQoLJBalZgiKRWnYDJEu5P+2PqKS\noikNWxfZ+hxq/f6ixknioDYMITF4odaKvargw/3cuRBjYlbAvTYQkyAJinEcmpUGF4U+JOalYtsF\nAomFhi4kfBBCgluSsFpxqynYusijraO2mmWZQ/w2LjxhwZFS4rTLnsopwX5tbzwnXH2NX8YG4ul9\nz8nWIZLH1pfNg0+//015XXP6xPVM4vHExFvgR4+2HLf+8vGffOv1+h3v+O3DGbNC046nkP80+R5P\nTLx2dm3Cy8ry6UX/HAFAc9Y6Cn3VI1kotObr+w3ngyetBzoXaYwGsnBcmERCqLXBS65GCFEwKifS\nH8xKtNJ4pciZzInzrUMZxXaInCnP//2zE/74W4DPvnCV0ZMv2MTExFeS1sm1ifAv4qaVUHnzDHuV\nfWEb8XXPex4vasdNKfFw64gJ5qUlROG0y6InvNzn8XkhR02heLjJlkopJc66gPNZcKlFU2mNswZJ\nER/zvLOrmPMxolQOcjUaloUmCcyKXLnWhcitpsAYxUFVYjRjMJ8iCizKAt8H6kpxpApcFJaN5az1\n2XKpiyyqLMgDlEax6j1aw3vzkovec3tW8uGyzl7KQ2DwiRfVZ2igdYHFKMDkirlwI3Hhy7ASmZj4\nKvO67pGrouHGRQYfMde8nFKKo6ak0AYniVXn0UbjReiDoVCKbxw2zAuLSOKs9+yVhspoOpUrmBdV\ntstpQ8QahZfEIJFSG76236CV4qT1KJW7Ai9/dsBLojCw7YWUoB7X+X3MnYDH24TzCZ8EIfFwE2is\ngQSlzmGh+7OCKAmRHDzXesGoyO15SecTe6PzXEqJh60jxkRpNC7Gy7ESbu79+6vaQOz2PXeXNbf3\ns/HGiQ83+r3ufmc35XXO6RPPMonHExNvgauWFQD/62sOy9thtOL7dxf87WcrIFceT0xMvBmeFygB\noIAhSt61kv2ROy80paYuDWE7UBpNU2pcgKTAKo2iZDN4lFaEIFRGUdq8CZ8XZnyf7LMmkli5wEUf\n2K8sRisieQH+/90/Q7vIJ2dbPjpsOGxKCqPRSnF38kOemJj4irATL36Z572M51Xyvggfhb36+u3Y\ny9pxz7osqO7ezxp9bRvzizb4181Ji9JmX0qjWA2RmBLWQnSJRVMQYiKNh5VK58BWFxKmAh8iR/OK\nWWWzrYRR2aJpFDASOTy2KXVuHe8CQ4jcmpVYrdivDRdrEIG60PRB0MDhrOCgtsSUbS82LrJfGb6+\n3zAfRagoic9WHbdn5aUc3vmIE0Er2A454GpXEt6YXE1ojKILid1Ul0XwFwdNvWpL98TEbxqv+x65\nKhq2LnDWe4bIM/f349dO7NWG1uVCCcYhvbB5rbt1OfQ0KWAcQXoXgURd5IDOyipczJ7GtbGklK10\n5qW9fF8NdC5b+pRGMURhWVm+WDtAUZealMhhpIBVOdgPEkNIuJhoiuwrf3dZo9ROTE3sNzYXiqAo\nreGi909UHZ92gRizwPy8UDp4sffvl2kDMSs1QQSrb95d/aI58Tpe55w+8SyTeDwx8Rb4z588Dss7\nagq+9978jb33D+4uL8XjHz3aMgShsq/fMmNiYuL6QAnIC8NFmdtxoyR6lwWIWWlJgNKaUguLwvDI\nBVJKFFphjCZh88KW7N9YGEUfE5XVoygd0UrxYD2w9gEFeGuojEKpHH70cO3ZN4r7D7f8/KLn/VlJ\nOS6of/+DJe8v6skPeWJi4teeX1bIu8nznlfJ+yJkfN511Xle5LmvJCnlEDnzZOjxro15UVrWQ6QP\nj+0z9BA4bOwTG/nr5qQsKmv6mOi9UNgciNdYRW3gzAmrPmCNQitFaQyzQoFKDDF3ufggNIVGInku\nGj8/RW7JPqwLTjuf7S9GuwjIek6pFaedz16jrUcrxe1ZyaOtG98Tbs0sv3s0f+L3koBFYXECD7eO\n9+YlIonzLuDHkCal1WUAQReEjc9r4OVT4dEppeeKC79sS/fExG8Kb+Ie2d2fp13g/sbRuoS1z97f\npUKGQNIAACAASURBVMkHSwLUheWwERZjAYXELMSuh8gXq44HreOoKVh1ASfCo61nv3kswDbW0juP\nsYqjecFZ51kPo3g8fo82iq0XmspQakWULJprrVApjVXSafwZ8veXSrN2kX7ck1uVvZi1zt8jkrsJ\nl5Xl0dZTGJU9mYOwKBMXvaf1wv31QGUVhdYsK8Nh83zf9ueJvjexgci2FI/nlzjOVV/fr594rWVl\naSXxKjLDbk68Ka9zTp94lkkxmph4wwQR/p9PH4vH/+lbB29UjPnBldA8L4mfHG/f2HtPTPymswuU\nqAvDEPOGHXKbMEqzKA1KwEliURmUyiEc81LnimKgKgyHdYnVGoWiMopC580+GtToqeaisPURL4k+\nRI47R+eFIIlIQmvYDHnht+o8v7jocZIXtv9y1nHRZ5/m//KLc/6vj0/46cMNf/fZBf/8xZrzziHT\nqf3ExMSvGbkS6tXGLh+FWfnyLdOuknc3rt/kdRurOWk9n170bJxkkVdn+4vjrefhduC0dc8ImRsX\nMeoaCyStuLdy3Fv3tD4+Fi2UoneRHz/c8Gj7+PWeNye9v6xoXSDKKCxreH9Rctp6ti4QkrDuA32I\nKLKw0fYRElz0geOtw0fBGNirsjAbJI3t2Fkc368KlAKjUg6u6wIPty57EJNDog4qS2UNp73n0XYg\nJDBa0/n4xM8dRnH4sMmheDHBaes46T1BEtaoLBxfQWmVW9BDDrq6+hnv/Duv41VaukNMT9jUTUz8\nJvCm7pGHrWMIkdIonjpHu7y/T7d5HNjd/ss6ewVfdI6zztF7YTUEHmw9zidOuoBLQqE0iuw9vOo9\nSRLzwvA7t2fcGW0kFoXFj+vq2ioGL1z0no0LpAj31gO9j/ggHJQGFPROsBYW46GhIYdeW6XQ5PHo\nYTvgY+Si81x0fqxuNsQEd2YFt2cFzgvHW8f9VU/rhc4HtAIf83gYRDjr/AsrbHfev1d5kQ1ESonT\n9tn5pbCG422ex67OL1op5uWrzYmz4vpq6efxOuf0iWeZKo8nJt4w/3B/zcY9XvT+yRuyrNjxg7tP\nheY9WD8hKE9MTLxengnSczl9eFYqfFB8+/aM461jiAkXBRdyK92deUVjDT8/7+iDYE1ur11aS1TZ\nN3II2dvRu0iXEqVOJMCFRO+EevRxIyW2TtAIg4BLiUISXcitdiklPpPsxwYaHxNDEP791/YYJPGz\n046jWWBe2qktd2Ji4teGX6U6+CY8r7vkaXwUjM6b/ChybXWeVmC1oY/pspJ2N9Z2Ps8LV0kpcdJ6\nfBRuzZ716q2KLD68LOSodblqOMRIQhG8sPXC/dWQfY+tJiXL591wKfQWyuFj4vYiV7odNQWbIaKV\n5uPTjoPK4pMw22/wAipl4fzuoialxBAittBYBWsXsUrx3tiynVJi44QHq54oiarKfpXHneOgKkjk\n9uzDpmDtAttR/Li3dhQaKqsYYnrm87pE5UrI8z5w2BSEKNSFulZc+DJbuicmvoq8qXukC4LzQlUY\nGmsoVbaouXpIJCnhAZMUGxeZj9/bhUiIKXdC+IBSucuvLHSuCk6JZIR5ZTmcFaQEKGjK3EWxVxcs\nU6JzwlYHLHAyBC76mIM2dQ4I9ZI4Ww+0XuidR1I+xKqiZm4Ni9JQW4WPiUorhhgREqXWnLYBjWJe\narZD5OPTlruLit86aFBK8VAGCmMoxy7D1gt7lWVWPhZfr5s7nvnsn7LneZ4NxFWP/ac7XiDPV9dl\nptxZVNxb9TeaE61R3L5m7noRr3tOn3iS6VObmHjD/PUnT/odv6mwvB3fuT2jttlHDuAfv9jA77/R\nS5iYmOBxoMRu0WaM4m8+PR9P8jUzAzMMiccLuVlp6YPgonDeey7aQDUrSCmxXxsO64Iv1gM+Cj5E\nkjIIiVmVLSia0qB0onWR0+iJIbFcCHdmJV9s+tx6pjSJhAF+9/aMg6ZiSJoH24F/O2v59tGCINC6\n7GM3teVOTEz8uvAi7/nreNVKqF0l787rU8MT7+NjFlubIo+zUZ5fnbcbU61WBEmcdZ5bsyzO7qwo\nrnLeB0JKlxYQkhLbIdLHXBHMuLm/My8uq/2e9kDeqywuepwoDucVIomLPjBPwv2LHKIXU640/nCv\n4nzwuJjwMZE0SILSQF0a4iC8vygZRDjpPXeaYux+yeL0fl2M1cYDe3XB4bzivAvZHmls1+4GwSVh\n2wXmhSYl4aLz3J4VxJAINvGNg8et0ovSshoGVAInuQXcR+GkDRRagYJaK+rRg7lzkTYIh03B/VWP\nUVBaTVMU14oLN2npfppddd/LwvcmJr4KvIl7JIiwdoHTzmGcJqWEl8h5H7M3zjjeSchisja5iKIy\nCS8CKPbqEpRQaUMENMJmEFCK3gt7uiCMvuyHswKRfLi2N16jUoqq0OzXFXt1wV5T8HA9cN55aptD\nsB9tBozOc07nA30UloXFeWHdeQ5mJXeaklQkzvs8Hm9dpPeREPO4dHtRUVlFZTRbJ/zbWc9hrQkR\n7i5K9ivLe4uS9RDoQsxdGQoaa5iN1cpX546neboy+Xlr+ac99p9m97yn/ZSVUny4V3Nx1r5wTvxl\n/a9f95w+8SSTeDwx8Yb5z1fE42/sVfzWwZuN+rRa8707c/7b/RyW908PptC8iYl3gfcXFXdmBWdd\npBm9zJRWqCun6UqNwUMOfvtwgexHZlWBF2HVBeY28XAzcNiUOBFmhcXH7Es26ETvc1J0iAk/huid\nbxzrLrci7xeGPuYFrvORk87ztWXFDz7Yo7KGf7y/ZlYYjNHEKHzrcEaT9LWhGzAl0U9MTLx+ggif\nX/ScdQGRhNaKW7OCD/eqa4N6XqU6+JephLquknc3/u3VlmVluT2v+PlZ+8L3bwrF1glG57CpNkQO\nxuq8p4dPSYnOC0ZBbeG8c3RBMGNb8W4a6bxwbz3QWENMKVfJjS/2tE/p7abg47OWMArctxcFqyGg\nJFsoDVHovCApYZWiLgxWQy9w2vkccCcwKywzA0fzkluz/Ll8vho4bh3W5GvXWiEp0ceIGsPtXHz8\nswZSFpZSPricl5a7ywp/Tbuy84H/cdrzcOsIIswrAwJaaazOc+uDrcsCizEkYDUEJMLGbTlsimwh\ndc3v5EUt3c/juuq+iYmvKq/zHtmF8D1Y97gg+AifrbPN2snWM/jA4bzkzrxEK8XGR0LKAZwKcCFQ\naEtdQGM1Wmn2G8tqiFTWMsRAafUYCJqF0gfrHqNzpWofhOWVylxJiSCM1biar+3XKA0k6EJgv7G4\nCIOPBMkC8fHWUVtDoWCvFhL5wO+gKrBGI5I4nBUUWrMoc+XzDmNyOOAXa8937izYrwznvSekRB/y\n4d5u4Gp9ZO0CjdXEwlzOHU/ztFh7XfDr8zz2d4QoLKrHX7taTb57j5fNib/KnuCXmdMlJc47x8NN\noPeBhGJWad6bV+zX0x7leUzi8cTEG6Tzkb+7t7p8/Ce/dfhWqvX+3fvLS/H4nx9uXzkJdWJi4stH\nKcUff+OAv/75ORd9YIiJWitKo+lCRKFIKXF3XvKFOJSC3zmac+4iKRkWhSUk4ZPzATd4LHkRWmjN\ngy63mhkN3gteQETYuoAAJXnx68dwpISmLAwpaR5tHX/98RkfLCu+tiz4xVnHt+8sSFrzaONoSo3p\nPbcaixnHkSmJfmJi4nUjIvz0pOW085Ra55DPccP7cOP4bNVzqyn4ztEMfWWNc9Pq4F91jHq6u+Qq\nq94/30ZhZFdFu5MxtdJsXGSvsjSFYeseW1e0LmJ09gnuQi68e3oTHWPK/vlGM4RckXxQF6M90bM+\npXVhqI1BK+FiEwCFCJz1nsFHuphYFpqYEkprvAj3TjvuzCyNremGyD0ZuN1YlnXBaefYr/M8sSgN\nrYuc9ZG9KvuHtj6L3ashkBKXP5tInrsGF+mjkCT/frPtRcnGBZal5aT13Nv0nG0d/3q6RQS0gdpo\nts7Tx8R+bVFaIcC2D1wQ+MZoj6FGG5FlZbjoA//8cMP37syf+LfzvJbul/Ei39GJia8Sr+se2R1u\n+SAct1n0G0LIFbExh2he9HB/3fH5quPurMrew2MJxqwyzFIBKtF5RZTIXq057TxJsgdxFwLbPhCU\nRlBsfUCRLSRigr3S0jlhVhniLoRTPa7G3fkgH7dDttgxmofbnk/PO1wARWIzFnEsSsvDTeC833BQ\nW0ptcjdgXWA1xJSeEeFFEoMIY9weD1pHo/OYPi81rZfLOVDr7KE8xEQXPHuVfaay20dhr35SDrzO\nBuJ5HvuX10Wer66yqya/e/XvXjAn/iq8ypx+1FgebR2fr3uGkH9HZvze1gk/7baURvG1vfqycnri\nMZN4PDHxBvmH+2tcfDw5/qc3bFmx46rvcR+EHz9q+f5TXsgTExNvHmMM/9tvHfLj4y3/48GGtg9U\nhWbjEsvCoLQiJeFb+xWVza12e6Vl5QJGK9o+clhptl5Rj61jn573DCFgraHzkCQhStH6gAiECINA\nYcFahROF1btxKuUFo4YvtgOiEodzx0cp+0c6EfZNQe8jPztp+d3bc4ApiX5iYuK1IiL844M1LqRn\nNq2QrQdKNKs+5GyHu8tnBOTXWQn1MrYuvvTQXitFY032AzZj1azP4vGiNKwGj2G0XwjZmsKN3r7X\nCdNCtj6C7JcfovDZquegKZ7vU6pgry7og9C5MLZTp9HnGBZj6F1Kic7noretizxqPR8sCm7XFftj\nu/QQEh+fd9xuSvYrQx8jSSLLpuSkDZy6jq1LrDtPZQ1loSHmauQQISpB69x9Y61i7YTuoue2jxxU\nhn89bjkbIhsXiDGx8UKMkRhzFaFI4vOLnkIrrNVU1rC0hk2IVGIobA6jujvOSa2L/OjRhu+9t7yc\no37ZuWqa4yZ+U3hd98hx6/FBOO0D99cOoxQB2CssrcoHS0pBbS1nW8e/DC06wayyGKUYJHGyHfif\n31syLy19gF+c90hK3F0UDJIYAoSUKFNi17BRFZqLwecKYQVaQxHzAZyPkXlZ8Gg7UCjFvDaUVjEr\nLYsSfvxoy/2Lgd4LpdVYrZmXlpBgNeRiDTfkUOv92pKioq4MRzPLvLB0PmZRfbThmNl8lDgvLZ9d\nDBzNCu7uV0Ae29fO8fSsYrQCgS/W/TPi8XXev9fZQFznsb8jRKGxz9pA7KrJ3xQ3mdMVcH/dc281\nZHvA4slPy2hFow0hCp+ueoIkPlhOe5SrTOLxxMQb5L9+dvHE4//l6/tv5Tr+8IO9Jx7/w/3VJB5P\nTLwjaK353ntLfvdoxn//Ys3p1qGVIkricFby3jy3GZ+0Hi9C6yMHygCKj083WKP56KBh6wKfXzhS\nylXFyQuicmtwlIT3gIYgeV1aG02UBCRUUhidctnWlarh1RD57KLj3/k95qVlLH+gLgxrJ5eJ2TdN\n2b7qizYxMTFxU3560uJCoi6ub6PdUY+b4J+etHz3zrPrnNdVCfUyJIG5wX70VmN52AohCtZodsV5\nWilmNofpWZ2tiIxRlOZ64TjG7FN8dYNvjWbr4uVm+2mf0iEIi9Lk8NYgbF2kLg2L2rIZIkOIuDi2\nMitFoRXvL0tAU1lFHxLOR7Yu4mNuz8aBSdAGzd1Zwaqz3FsN1EajtKKLDshixdYFRMG+NYhR2b+/\n0JSjUFFYRYjCF6uB/74dUGhqq7kYAm0UjE401hDytIZR4CVhVf77WWFGTSbxtf2SxSgu7Oa7ujCs\nhsDDrePuYifQPNvS/TKuq+6bmPiq8jrukd3h1sYJJ20WSJXOPsbGKubG4PuEVZpFCb239K1DWYVO\nQlMVFFpxuomcdA5rDJCIKY+l/3beU42WDJXVzEpDSEIcCyX2q9yx8Nl5x2FtYS+xKAuC5G6JIPl6\nVl1g7YTaKD7d9PRB+HC/5sGmh7EC2kXBS6IpDL0PbIMwt7mr4/a85MNlRWHz+rkpDUdPeRV3IaIV\nnHeeO1dsh7TKYaZuZ19xBTPaHl0NJXyR9+/TNhDXeexDFo6NUdxqrv/dvY2OixfN6Y+2jkdbh9b6\nhf8+d4erj7aOwuhpj3KFaSabmHiDXBWPv7ZX8fW3ZID23TszZkVub4FcEf1//MFbuZSJiYnnUBjD\nf/hwn+M2+xEfjwuenTCwXxnO+sTcWlKR0OQFk9Wa1eA52UaGmJiVGkmG1kdiGqvdUgKVq46VAp0g\nShaXFYkoYHUOdRpCIiHolAgR7q01Pz/ruLusqQwcpewtZxRsXAByUMfNfsYpiX5iYuLVCCKcdv7a\niuPrqAvDaeffKYuum+oqSinem5WcdjkMSV3ZjB82BZ+vetqYBY9CK7r0bKVXjAlt4OAaccYqLqu0\nnt5MpwT7dcFx63CS2DihKR9/fvUovi5KgyQ4cYF5YUlkofbB2lFqRVUazOjfH2N+ndYFBh9ZlBar\nFevBs+6zgO2B2oBPihChi/l9V33+2SqlaSUC4IPwyXlHqRS3FgWPtoFuEKIkehepCoVWglWaLgn1\nWMldGJuD9rRGYvZsTim3NV+lsoaHW3fpoXpdS/fLuK66b2Liq8rruEfWQ8hdDT4QJFfennTD5Ti6\n9bkKoik1j9aB7RCyFUFKRBQHpWWQlAVqyWvkYawG7nxkMwRSmYgxcdI7PipLGg2DF3SCstDslRYJ\nWUU12rDpAzEleh04bPLh00nraH3g0TbSjpYZVsN+ZXm4dQwh20oYpTFK0RSWITguukizLPlwWWK1\nQiSRgPl1a2kF2yFSW0P51NcPastx54jjYeJVzBXbo5f5+T9tAxFF0Prxe4Vd8Ks13Grscytz36WK\nXUmJjQt4SZQ3CNazRuOisHHhiWyA33SmmWxi4g0RJfH/fv5YPP6Pb6nqGHJo3g/uLvmbUcz++ys+\nzBMTE+8Ouzaso1nBQW35/GJg6yNGa5a15YO9mpPW82gzMEhEJbi36nExXn6fJFjUEIAQc3WXj+Gy\nInnM9sBHMDoLx7tOLi8gKZJU/r7gFZ31fHy6oSoMd5qCL9aOptDsV5bOB0DfWDyGKYl+YmLi1bi3\nGihfUQS2SnFvNfDNg+Y1XdWrMS9zVetNUEpxNCsYgkaNIueuHfd3jmYMMfFw6/jsrKMqH4+9cbSX\nqK3moH52gx8k+2tebe998n3ze9+elfzrow2SEpJG4Xv81jQGr1qtKIy+DL5LwLw22XdTKZLk59SF\nYlkZjtvIv32xpS41e5Xho8MZ0kU2g8fERBLh4SZ33YgIG69pdPbxf9B6SgOoklXnaftItSj4l+MW\nSYlFYXKAVIxYa4kp4VJk8ILROeDvdOtZlIb392q0UXQxUdjErHxy7rJa4Xy8nKOua+l+ES+q7puY\n+CryOu6R1gl9yOHPRoEtNd0F2CKLgoMXhhB4uPVZCFZQaEWUPA5+fNphtOK9RcmQhCLlzrfzITCE\nhFGJVRdJKjEzhq0LDEGxdRGtFF7y++fMEM13K8OdWw3HrUepbAG59QPr3tO6yC/OO1xIlFZRGIVL\nCas1dW0uK49lrOati1zZaw2c9oGP6gIhr4sPnloXZ59ljRfPrVnxjDyvlOJ2U3LeB/ogaMAYRZDE\nojSse58rq2/g53/VBkIBx1ufrTyUYlEZFuWLrZ3etY6L9RDGUNmbrx000Pkw7VGu8O78RicmvuL8\n6NGW9RAvH//RWxSPAf7ww8fi8U+Ot2xcuHEVz8TExJtFK8VBU3LQPOnnFUXYOo8AiKLQmvPeYbSi\nj+Akt53FlNDk3t0wptNrlQVlM/4XJbdS6wQyisU7EYCYKEqDRlMWBaddxLmIry1Lk8Oask9ygVKv\n5nE2JdFPTEy8Cqetp7SvJh7XheG09e+MeLxXF5x1/rlfz+N8Fkt2LcNaK37vzvza6umjWcGjzZBt\nLcYnzEvN7AUbfEnCoiyfG3B1NZRPacMHeyXbXggkCqVwMVEaw15T4FwOKep9vmZQlFaz6j0fpgZI\nrPvsqVzowEnrsUZjUJy2kWXlqYsCSGy2A5+ueoYgVDaLy0YptIJ1H1Aabs1qXBTubfrRIiP7IosI\nJ0GorWa/tsSkLsXumBLtENlvDGeDw51ECqMwWqMT3Jld/1kZ/eQc9XRL9/N4WXXfxMRXlS/7Hsme\n6gkfuQyEK2xet25d5LQdOO8DWxeJMHYSZN/i0irWg1AXii4IMgqprRcuBs+ytPQx4WOuyp2VJnfD\naUUUoZfEYpELJYxSHM4LhpDX0Y1VtD57LXcu8sXGcd5l651BhErlQ0IfcwW0TrmAyypwQQgieIls\nQmLpIn1IPGod3zyY5RA9Yy797FEwH0XfbR+oC32tl4RSisOdj70LdCERQ6KZGZpC8Y39+pUOs7RS\nfH2/JsGlJ/5181NTGBbl40OAd63jonX53+PLgmqvYo3GR6Y9yhXend/oxMRXnHfF73jHv7/ieywJ\n/umLDX/8zYO3eEUTExM3YefntVclfnay5aTLrb5FoeljxAuctLnF2cdEYTXiBaM1xIhEIZIuvY4D\nuYhMkTUHq/MDoxR+FAGMUbiYfdxSyqJ1BJJkH+RZYais5azzHDavvlGekugnJiZuiki6FBBe9Xnv\nClor5qXh7ClxJaXEWedpQ063N1qhVG4TVig+Xw3XVo1Zrbk7rxjGKuCXESQxG72DE9f7lO5C+VTS\n+CC4mPBJSCl/beMiy1JDgofbgXMXGXxEKTBoEgnRirPWZ5FIw7K0fHza4iVl0VlSFkEShBQ5bh1b\nlwOY5qUlSkLQBElohGVtGLxw0QcskESzDpG5aIyBtcsCtdWKegyc2lVLawV9FPw2sawNKM1Z57k1\nqwiS6H3+7J+u0t4FAj5+/GRLt4Ynfod+bOm+SXXfxMRXkS/7HlGjGHzVfHdZGu5tHL84a+klZ3kU\nRiNxFGXj6CufYFFqFlWBF8HFyEm7szEynPUOozWlzl7HrRfKUmdbhsIw04o2JOaVpRxPojaD57hT\n3KoLVkNk7XI3315dcDr+zABDlMvrUiKc94EhRGZFgTUKpRUSYBgi9+JAG4XOFXy4rGhs8YRw3FjD\nbBRny0KhUTT2+Z+bVopFVVAXiXqhuDUrSaPH86uyqybvXGDj4jPzE2QRfzV4ZjaLyC86uHwbpJSe\n69388ue9O2uHt80kHk9MvCH+62fnl3/eqwzfvTN/i1cDf/jB8onH/+3+ahKPJyZ+TUgp8cVm4JPz\ngWLcKK97z2YQ5qVh3QesVviYQ4/86J9WFwYRofX50GjHmJ2HIf+hMCpXSghYk0ASKSlqo9gMkUop\nPj3b0vksUL+/V6HIAsfBc4IzXsS0uZ6YmLgpv4xw/Ks878tAUmLVezqfN6KusMyKbPPwOJQo20/E\nRA6hG9mFEt2ZFSTg4abn84s+hyVpzazULCvL1/YrfnbaEYQXCshBEoqEVprPLzrmlUFSwVnvOWoe\nezumlDjeOE5ax9oHtj5SGUUk+xBvffaPjK2n9YlSQyu52s8a6EOiqjRDDAwhV+mhEoNkj/v1EKiN\n5r29gkEE8WRvYi+7LFaM3h1i5o6Ymda8t1fiXA6+ErJgEUlURtMYzawqCKPQ1BTZ49gFwUkijd03\neW6M3Ftn4f3DZckgwvna83CtOJxZZoWltJq96lnLj6st3btOoF0F915tWVbvlnAyMfGm+bLuEUkJ\nFyMPNwMXfQANpVactAOdE9ogo+dxojSPw+NCSkhK9JI4LA3z0hBFM9OwcoHSaAqd2ArUVpFInLQO\nETDW0A2RQmfh+ZOzjqNZmYOix59NYi6ecFHwIVEWmnoM9HSdpzDZ9qI0+SCtD8LgBZRC6zz+xJhw\nIlgDTiIbp/hFCNRW8+2jRbamGMfy1meRutC5evisD5Q2V0lv3VgFTC4E2QnNu2DWw6Z4oY3E0/OT\nUupyXtn9jo4ayz+uuucG1SoFgxMebjyFhu/dWXDRe45+ycPeLxul1CsLx4+f9/av/11hEo8nJt4A\nKSX+5tPHlcd/9PX9t76o/MZ+ze1ZwXGb2yb/4f76rV7PxMTEzTluPS4IPgjVGGD06cWA0Yq9quDE\neqIXlFK4IMQEMPrCSUJibimDvNA04/8FcAFUysJxSLnoIQlok8aWP09r4d7GswnC3UVNqXMr+aOt\nY+sid+clWt+sve1d80WbmJh4t7k1K3i4ca9kXdH7yPvL6jVe1fWklC6r74xSWK0uN6NrF/FR6INQ\np8RF74lJXQq/V0OJDmtzGZpnxmrhiyFwa1ayHiLnfRYcbjWWzgttiGj1ZKJ8kESUOHpxarogJJXn\njJ0v8c/PO/ZKQ0qJz1ZZyI5JQYJuiGxJ2FGkXZSG460jKYVWicoa5oUQUeO8kn+W0z5yUFnqwnI6\nrjl9EDov9FZzNBcKDbbQ9FtPaRReEq3P7d6bIRATLCpNYzUPXaS0mtIYGpuw8xxsJEkIKDofqWzu\nlqmsobZZRKmNcCHgQg6O/WBhqQvNECKnXeS8E5rxPdYud92cdg6jKt6b546a54ksd5flW1/XT0y8\ni+y65V7U9n/dfdUUmmEcH5VSlNZQmMBJFzhtPUMQti5SaMWyNKyHwNbnzggNWKNYlpYhCCL53lRA\nXRVUhWCU4rO1w2pIKDR5XDJG0TpBa6iS0LqIC5FV5+lc4qDRfHK6pd+rgBwWHRPoANZqqiKPj0PM\n3Rq1zXYZrcs2OZU1kITBRzYhkiQxqyzRRZIIVVHwYOupbQcqcaspUUplP/lxXW4U3J1ZBh/5ovdY\nrSmtvvRAXg2B085xWBd8dNhksZv0jI3E8+Yn4HJe2VWHn3SBW3XB2gldiONnnA89z/tckQywLDXz\n0nIxBJJS/PysZV4aeI490ptiVmqKXjOEm1tXhJjtTmblzdcaX3Wm3drExBvg04ueLzbu8vHbDMvb\noZTiDz9Y8n/+7BSAf5hC8yYmfi2QlGh9ZLiSppxSyunSVjFLmoPSsAaiCEOA7RDwIkgCH0ZP45RF\n452InK7856+Iy2n0QEagdwLWMAThuO057wxmrOb67cMZh41l5QI/Ot7y3aMZF8PL29tmpXmnubvr\n8gAAIABJREFUfNEmJibebT7cq/hs1VNy8w1dSIkP996seLzrEAkxXXpFXsVqTW2zny8qjeKjQiQ9\nEUqkgIetI8YnU+LbEDlI2abCkg8KWx9ZlpaDpmA1BI63A914CthYTVKJprCURhNitofYiZ535gWy\nFT4572ld3vhHgcoqbs8LTlsHSuFCYjUMLKzlVlNwPgjt4C8r8UhQlZra6Et/ZqNAaTheO0JK+JiQ\nsW181Qd8ED4oLYVSBBE2oxAUReij0GiDVZpzl6ufbUw82nhcDARyR0xhFPuVBRJ9AEWiNIkh5MA7\nFySHVwVYVpp5pdn2East9SgO5I6biIxVy8uqYIiwcREXB7ogLxVZpiq1iYmb8TzxMqXEx2ctQxD2\nK8thU3A0M/ziIubOBAWzynAx5GC4wmbxtCJbYqyGmO0mPJAUTiIx5u/JB1OCEYghsPHCLEFjdPZG\n95GkDcELjkgICTUetgUi/SaysJr9Wcna5SrbZVHwcDOAShiVOwDbNiIx22n0PqIVNKWlHQJrl7s2\nkjBabeTxcfCJjc45JVsfOdkEjNIsKosINIVmUWiSylkjtTV8fb+hdfEJi4udd3OQ/DnW1lJbxYMr\nnSoKXjI/5Xml95F769xlWFvDkTVIsmxcriY/bh0iicPaXtpqwDg/qYLKGjovXGwG3l9Ub218XFaW\npvC0PmC4Wah3ti6x0x7lCtMnMTHxBnja7/hdEI8B/vCDvUvx+NPVwBfr4a1U5kxMTNyc9ZA9jjsf\nWZSa1gu9F4yGKimGBEfLCncxUEdh1acsHAuQrSUxKi+KdCJ7F3O55sSTfZBH6+NctSxZQBagNJE2\nKCoBo+Hn64GBhA/CNw4aGqPY9IG/u7fhGwf1E+3XO4xWGLJnpozvMzExMXETrNbcagpWfbi2ffZp\neh+51RTXBs29To5bT4jphYFRkMWDk9aRkuLuonzm6yetJ8Zc8XsVrTQbl0Oedq+zHCu+JIGXxLws\n2KvzCHvW+dzm7T1Ww9Gs5NYVmyGlFFZlgeVfThyNVRwtcnXdwazkg70cdBcQJGmOuwEfE3fmBWVT\nsvEBlKI00HtBpywOLZsCL7mycDUERBJloZgVWWxwPtJGYd0HPl/1rFqHlzzfVEX2HpWU7SZ0iJwN\nCRdlPPxUqOysxHnnGWKiKTQFic7nquIuCr2LoxWGojCKINmSY1EaFleEAa1BJAvCy1K402Tx44t1\ntoi6u8hr5Os6ajZDwMXIh8t6EpAnJp7Drsq4dcKD7YBIYlkXLMrHY/lpFyDBfAyze7h1GGBmDSfR\ns/O1mRWa9aBoh2wPsXGRiKBSYgiATRitOO/zvXmrqehD5Lz17DUWYzXKZ4H3xOeuCKMU8yJxOLNs\nO+iix/lAjInbcwUKeqU43gzEBL0kXA0HswIRGELAqIDRCkHofaAyCjEWEeHBxuUDsUJTaU1pND4B\nyrCss5VR6wL3VgON1Rxv4b15SW1zQF49Vi57M2aaSGJR2SfGsV01cB8EHxOLMvC1vTlKPT7s6nxk\nZrPNxovYzU9RoF7k79Vjx4qPPs+t18xxu/npzvgaIeaDgjvzZ+e4N4FWikVpWfWecINsgBCFQufn\nTF0lj5nE44mJN8BV8bg0ij94ym/4bfFHT4nYf/PZBf/77733lq5mYmLiJrROsFqREsxKy9o52hBG\nH8rI1glK5c154TUxjeKFzv7HiRwcNNpPosZNem7SzaTxMeP/y1Fdroq8Se98ZEAwRjOMFWStS6z7\nyJ2Z5dHWoZXicGYuW6KfJkShKjR7pXmrC8qJiYlfP75zNOMfH6zpfXyhgNz7SGkV3zmavcGre9wh\ncl1F13UESXjJHp2QDwn7kMfWB1vHXpWDm66OpVbnQ8S9K6JBYTRdyK3ckmA7REISRBKPWsessFS7\nVNRLZ+HH19xHwQXhzrzEhUCUlOu7leLbRw3zyrIZYhaifcALuAhNqalE88GiZJDEoVYcNQWnnUcN\nuTXbh0hpQBmFExiUoINiCIlFqTneONa942KIWAX1GJinAJ8SrQuceEEbxV5pMNpw1nnqwlAV+TMs\ntKYdAl0QlAiyqNg6oXOBmLK/6F5hOG0T51vHNw9nVNZRa01V6txpkxIala00rM7+0DpXLEbJYX3X\nddS4mPjFec96iPxPt+eTgDwxcYWnq4wv+hwyV1jzRDfafm3pQrzssrBa0YfI56ueg9ryyVnkwcbh\nYxZGex84bfNrRRKFVhitGELEaIXVuQtv3cPge9oxCHomEERxqylofUSSwsWAJIWyPh9OxYiXRO8C\nxuTXXFYWreGkC7Q+sF9nS5vWBeaVpVYWheagKbBa8ZOTDc4nJAn3Vz29jxgDpdZoo0ZbOVgWOttX\niDAvSyqt2Tjh9iz7Me/VlsXouXxv3VMZzcxqgjBWHSeGkG0+TrtsbdeUlltN9nveFYhYrdAJ7nWe\noTS8Z/RLx6rr5qfWC/fXA5VVT4T57djNTzsKo8fPOb01Mfb2rMDHyL3VQEA/V0AOMVe335mX3J69\negj4V5lJPJ6YeAP87RXx+A8+WOZTw3eA//DhHlbnCgyAv/n0fBKPJybecXZ+cLu11xCEBytHpTVr\nyZ5oQ0x4n3iw6UlJ0ViNFxgkYcb7fbeQrIv8oAu56viZ9wOG3Z/9aHlhE8REYQWqxOlgaSph5TyR\niOkNtxvLz463zEtLYRTLskDpvKBsCsO8sNxqchDR215QTkxM/HqhteYHd5f89KTltPNYpZ4QkXsf\nCSlxqyn4ztHs0oP9TbHrELkpKWWv+V+cd1ijMSoLIF3Ih4WtF9bOUVvNQf04wO3pEPjTLpAEnCSU\nzgeFpNxCrFC0g2c75GCnEHOF8DcPGrRSrMZ26k8vOozJX0+dZ15beh84jzmo6tGm53yIoBT7tUGT\nfS59UAxBGKKwnJV0MaG0QqVIHwVRCq01vcsHh6XJHp1DjPhtZJ2ywJCApOBWU/Bo67joA0EiKSkE\n2NcWFxNIpDDQDiF7UlaaVe/onNCHiCIhG0ZBHIREpTXoLJaURnPee1yIaKVovGZZFRzWlogiiOJ2\nU3B/M1Aagw/CJ+ctTVE8t6NmXlrO+8C99cCHy7fXoj0x8S7xtIWPpPSEQLzrRutj4uy8pbH28nnn\nfcihnV1A6my/1hSG1sXsfRzlSmaH0MVsuqa1JkaHnVU5IDrl9fJp56k03JkV7JcWpcgWPSkQk4Eo\nOC+sxBGDgMrhdohmCJ7WCzOrqUqDl+xrvPURSZpZOXYvpMRerZlbS20M592QxzlJNJUmH09B7xNa\nJfYqTVMads7MRmk2LuHEU1mFpLFTozC0XlAoOi+cdbnydzV4tkNkiJGLLuIFZoVCIXRBIymwHh4L\n3ZvR8iLGxGkXOHqJQPp4fuqxRo3dj4HSqMs1/NoFGqvZr4vnzk8anriON41Sig+WNVZrPl/3bF2k\nsuaJnAEnicoovr5Xc2deTmP4U/xGiccPHjzgT//0T/nhD3/IX/7lX97oOX/xF3/B3//931/7tb/6\nq7/iz//8z7/EK5z4KnLWeX583F4+flcsKwDmpeH331/w9/dyWN5/+fTiJc+YmJh42+wWMrXV/Py8\no7aautSshlwFoUZvSaNzmEXwHqUMKQmGbHQsZO/jBMwLkwNDusjOMu15RMjtdX60tPCQUmTZKLyP\ndMCyMiiluL92lEbze+9lz8izzufk6GvWYW97QTkxMfHrh9aa795ZEES4txo4bT0yJru/v6z4cK96\n41YVO3YdIjcncT4EosD7y8fbsy7Ey6R6TRZHjjvH7TFE6ep4mqudAxsfx9epqG0WYC76mG0prEGN\nRQPZd1NQKnv9rofAIIJKitZFhiDcd4FZZ6iMYlEXuAgkRWkUW5dDoDS54s0AHx3NuOhjDrlKeZ74\nYutoB+HWrGSvNohNHM0KOi/4KBRGs/KOqLP3JynhI/nwE8W8MLiQ6CRRj9XGPghNmT2hg0S0MjTW\nch49vWTffsjzShBoKkulNdXoeRpEMEWu2qvL/HdzlUWRIIkPRn/srReMyv+GNl7oQ2JZvfj3WmrF\nRZ/nv6mjZmLiWQufjbv+cM1qxcYlgkQOasVx55CYK187iZydB9Caw1mu+l+Uls9XHcedH7sbhJCE\neWnZq4vcVSeJPsTLoLRZoRGBRGK/Nny66jHG4KMQg1AXBmU0XQj0Q8yVzzHRkCgKxdp5EpaoIAZB\n47BGQcrexoVR9EGYFQUJhTGaymi0BoWnHRJlAUoZlqWmttl+7qzzzKzCRdi4/Hp3ipIhJHwUjree\ne6uei95zNCvzZ5ngtPdjpXEOG4wkjuZZwA2SuOizhUaUju/fzQePnY9jaJyiCxFJL7NmSJy7QAyJ\n9/dy8mEX0uO5SSs0iiEmjlvH7dmz8xOM1cdOXhie+LpRSvHeouL2vOSi9zzceDoX8lxTGT6aV+zX\nk1XF8/iNEY+32y0//OEP2Ww2r/S8n/zkJ3z00Uf82Z/92TNf+/73v/9lXd7EV5i/fUf9jnf8x68f\nXIrHP3605bz3HEwCzsTEO8us1KyHiI9CiNlKojK53XZZ2+wDajXrnpxOrYRIQikotMaI0MZsWWE1\nlAY0CfcS4RiyeBzJiwerss/jEMG6wFmraEqLl8TMKoaQF+23lxUHdUExpkUf1HkzPYTIw1Z4b1wE\nv+0F5cTExK8nVmu+edDwzYPmbV/KJbsOkZsyjN6URinWfaCPeUA+6XIrd1PmalljFDHmarxlZZ/w\nCd24XDksKVe/7a7juHO4ELFWX/7d4IUuRBRw2jqa0uTuj6TYxEiKKbd3J0VpNSElVoMnBuG4d3Q+\ngUqUWiFKsWwKSq3ZemFWZJF28NkYv/XZ7iFEYV4YmiJfR2UUSTQGCJItIno3VikniGPl+GFd8rBV\nuN4zhGxJIQkKyX6mTWlZuzgKJEIIHq01GjBGURS5oq+PgpdEabLvsRNBiyKmbL/Uh8RBkwgCn5x1\n3KotP3Ix20BZzWnrWRT2pV0y1mh8ZOqomZjgegufzqdRvHz8Pdsh0sfIeeeJSbjoDT4kRCk+PW9Z\nDRFjFAeV5bQLdE4QcrX/2kW2MbI3KwkhMkhiPVbXDkmQlFhUhtUQUSmxLCybIXFsPaXNXQUJQKl8\nqDYkSAIJoiiWlcVoTW0UKZo8dkRFYTRDhDSKtJUxFAZuzQpQOTD0W4c1myHQtZG6LLAmYU22IDIq\ndwR6EaJPnG6FRWWpC0052hTFlGiDYA2sXeK0DXQx8dsHDRfO4yWv56tC0w2RJHDRB/ZrCwqcF3of\nebTNPr9f22+Ikq8B8qHkxgX2qufv/TsvnG59zkzZ/P/svVmsZWle5ff7pj2cc+4YcTMya54wLuF2\nM9oYGVnVLVPYCCGVeIKHhneKV4QEFrheLT9QCAEvRmUQgkckWmqeEJIR3aXCTbvLVYmrKjOrMiMz\npjucYQ/f9PfDt++NyKycK7MyInKvUCji3HvPufvsvc83rP/6rzWCKpZIy0kscokyBgsXQ2BVv9zH\n+hLySjnyewStFEdtxVE7F/jeCt4X5PELL7zA5z//eb761a++pec9//zzbLdbfvEXf5HPf/7z79LR\nzXjc8cqwvJ/44MNFHv/khw/4g//wHaAQR//h+Qt+5lPX39uDmjFjxmtir7ac9oEhZZa14c6uKJz2\nastB47ijppZiEVZO4ycPtZ33JARRsKo0iFBZgzGa087j38IxRKZ2NCnheynBJmYWVQkhclZxsqjZ\nxMydrUcDq8ry/MWAQjhqq6KKTvmqZe5hWVDOmDFjxveKt0Ic59ITzHqMpAQnq6LkYirQ9TGxDaUo\nuFdbzKRsa11mVd3f+O58IaCd0Vfj6fkQyQnM9LWtT4xB0LoQq+edJ4uldYY728B6CCwqw0UsJIQ2\nk3VRSHQhsx5DmTuMIovmYoxorbC95xOHLWMuRDBKaGuDScU6wziLMUWtdn1p2fmE1ppVLRPJCilk\n1n1RKC6cQanSnt46g8KjtJ58k4tiLiXhXhfYa0w5UbkE6WltaLTCZ2EMiYPGsAsZZw3OaBaVoQ8J\nQdAqMkbLwhULi85HPnLYcjFGGqdwWUAr7nYDKYNGcWs7fld79ishInNHzYwZvLqFz2VxrXRFBPqY\nMZPAQCnYDpHvnI+sakPjSmdAppC0u5C4uR4mQleRRRAgT57k1hq0CDkLOSeMMSgpA9lqKoRprehC\nJFwkFrUh5oydPM6JxfYnZkFlQbJw1GrGWMaChVYUyrW8DzON0QtruLsdubHfgMBZF7EG9ivHybKm\nD5k+erISEIVPiaQ0tQOUYkhxUkpnuhF0o69ySBTT/CDCoi6k+jPnPU4Xv2E9EcFDzhhbxsYX18Vu\nR2vQVmEj3OkC+43j7m6kdYaDpoTd9UGYmi2+6zrd7QJ3uuIx7axGTaR/HzO7kGmcZv8BEvnSbql5\nxfx0idkG4tHGe9PL9X3En/zJn/DzP//zfP3rX+cnf/In39Jzn376aQB+8Ad/8N04tBnvEzxIHv+X\n1xcctQ/XIvKVSujZumLGjIcbWhVfY8mwXxvC5CtZW4UAJ/sNHzxoOF5U7DWO/UYjCG1l2W8ttTEs\nK0tbOZwx+JTpw/2wvDeLSxVykOKDjEghlYGUYRMiTpcF/WZMbHyimlKv73YeESmL1ljUWfOCcsaM\nGY8LFpW+ypN4I2zGyHosoXatU1etwACtKUFH1mh8Ek77gFwSI69Qte6mVvCYhdYaUs7c7UbOx0g3\nBJ4961n3AWMufTkL0RtSRmnFfq05HyMhyxSuKjij2I4lGC8L+CgYrfEpMcbEZkwkKZYXQy7HCYUc\n0UBjNKuqeJwiCpFMZTRHjZ3UxcVCqXUlYMoYxWRLTGPVVVdNyoJRgmRISRhjZJzsJxSKVmvGLGTK\nc4JcBjwVZR9SlM5KFUVzZTSt1aSsOOsDF2MkixBF+M7FAEjpljHFezqJIibwqdiRXLZni5TrsBkC\nd3aeO9uROzvPLpRW8c7nd/S+mjHjUcOrWfgIsB48/3y34+Z6ZD0mhpDIuahktz5hdVHTbofEdsyI\nlPXvZSj05doxZDCUolCaxgofi7+wMYZMsXkTBOeKYKKME4pNKL9XK8UQBZ8SUMI9L1fFSkEXhGVj\nWTpDymWNu3CGvdpyfVkTsxRf+jFx1FrUFK4XYvGhTyK0rgTc5Smk2mhNopDUVpXATUHoUyJLJmcY\nYiZlYa+yDJPtRmU02sCd7QjIFXF8eWJFYBcSXUjoaayPqYxTd7ae5897xiRlvNqVMezVxBsiwu3O\nczaMLJzBWY1T96nDpdNYXcbEsz6+7DWylL+v7LoIKRd/+hmPLB77q/elL32JD37wg/zpn/4pv/AL\nv/CWnjuTxzO+V4wx808vba4e/zcPmWUFwFHr+PTJ8urxP8zk8YwZDz1aq6mcZuMD1xeWypQFZRZB\nBJa14WRZsbCahTMc1Jb9usJqQ+3stAAtZPMQSnv029niBiYCOUI3ZjZdQFMWojGWFuw4/UwSYRfT\nFQlxMZR4Pg2cD35eUM6YMeOxwV5tSW+ym+LFzYgAh61jVduXkc5tpZnyn9BaIVL842uraabQtjyp\n926uR876wN3tyL0u8I2zjhAL+RGVkASiwHkfS4u4L23g9/lNRWM1Z52fyGnIk4VE8UXOBCkKOKEE\ns1otjJPi+TvnPWe7YXotIaRCjOxVjutLx/HScdw4tiHiExy2lg8dNNiJ1A0pcbRwLCqLTKFYe40t\nLd66kLdaQeUMbWUwSmiMLqpBU8igorRT+JBJKaO1YvAJnxM7Hxkns/9L6wxrFLuQ6cY42SdFupDY\nry1K60LeT+Sz1sXCYz1eeojCc+cDt7aePuYpb6AoIZPAzc14RTDPmPF+xYP3v0jpFjgfAy+uPRnB\nWj11WGS+ddoXe5nEFUuVKOGfu5CoJr/e/cn+7KIPZBEygtYapzV5ImTHGOlDIqbMflWKUKXgpul8\nooupjC1GUVlTLCJS8X+vtUJPdm/WKpzVVEZRW0trDbXV1M6Qs7Dzmf3KUplijdGFRM4AgrFl7DRT\nt4ZWahq7FVpBzhkfE7uxPCfEzBgKgZ1FOB8ClS3Jp5dEbOM0KZXC2c6/YmxR0PnSyWFMGft2Y+Ks\njyhd3sf5GBGBW1vP127v+I8vXrD1pXj2IE77SEpCSGX8XTnLqjZX81M7kfWluCasx2I0H3MJRWzM\ndwtCMmVunPHo4rG/er/7u7/LT/3UT2GM4dlnn31Lz3366adRSvGVr3yF3/qt3+KZZ55hf3+fz372\ns/z6r/86e3t7785Bz3hs8P/c2pRE6AkPm2XFJX7ywwd87c4OgH96acN2jKzmwX3GjIcaTywqzrtA\nRlhVdvK/jNzrAlufqK3ieGFZ1BbZhxfWPTsfaQygSmq9pKJq+F62tgoIE/lwPiZWQEZhtSLKJLGY\nFphjEpY5X7W17U/q451P84JyxowZjw20UiycmQKUXrswlkXofSE/W2c4bCznQ6QPGa1LgFTjNH5i\nkC83+EetvSJi+pgwqvzcbkz0KaFGxXoM1E6z0IaQCukQJvXaGDNng6fSGqeL+rb3xeLh2+eRVWVw\n05jtDIw+0YeEFYVXRXnXhYRC4bTiaFGRsrD2GSHSVBaDMIRIpRW1sXx4v2XMmfWQ2G+LV7FScLKs\nEBzrIAwxE3wiiLCylj4Wb9TDxpBSBiwowSeNM4plYwixHM/5EIg5E0XIGiQKGoO2pf271uBFuLcb\nWdYlOMooiCIkUSUwC8VhZVGiUBTyfhsK2VJZNbV4JxTCnV1kDJkn9kqhtq1K63YWYb8ugUs+Jl7a\njjy5qufumhnvS1ze9ylnnj3r2IUiMHhp4zlsDc30uRFVhAZGFENMLFQpjglCaWgQggjFtKYof2/2\nkbPeM8aMVoVgLXY0mspols6yrDRjyvicCREqrVGSibl4yfc+UxlBK3BGEbLQWINCEWNGUdapMYNT\narJo0DROsxWhsZpVYznvS9CmRpOT4IwpRTCjuXHQsBg8a59YCNzpPam4YJAzjDljDKSsMZRuwi6W\nkOtVrbGKK49okaKkroxhFyLdqK+6K/qQOOsCq9agUZwOntZY2koXqw4fOe8yC3ffDmTdJ27vRmqr\nWTjLcWsRihVHZYrFXRRYVN89P9V2mlOMYjcmmskW6LApBcAHEVL5vbMH/KONx36n9tM//dNv+7lP\nP/00IsLv/d7v8dnPfpYf//Ef58tf/jJf+tKX+Id/+Af+/M//nNVq9bZf/+Tk/UU+v9/eL8DTX7vz\nssc/8y+e4uTk7d8zr4fv5fz+T//VU/wf/3gTKBXD/3wx8vM/dPROHdojj/fjvfso4v10nbwrG9/R\nOZSC3RgYQuZQhA8pReUUOQtf/vY5t3YjOsOqqWnchrVPnHcBp4vyOHVlIa55e+pjKC2I2hQLCy9S\nfOUUXIyRez6wXDhsZWm1pnKGw4OWkDJVbWmc4Vgbbjyx/46dn0cN76d792HDfO5fG+/kuXk/nufr\n14Wb64E4+RC/GqpVzcFBoK4MJ8sapeCYQhJvx8QQE6u9zFkXcEaxqi2bIXIhwhAyR86yWjUsKs29\nmHi+27FXV2irsUphnKILwv6q4UjBeR9YD5FsBGUMohXXDxYcLBx+N2IwmF2gbizXlo5+hEBmHYS6\ndiibOVsHkgjOWWqtaCrNwbIuIay22FZopVg0hj0cT+3XnHeJw2Vpvf7AseNkdd8LczNEXtgM7LYj\nyQttU1Fl4YPXlyQEjeJgURNljQyRIQpIpLaGqDTWKZTR1M4SJDL60nKujKOaFIdOQxZFZSHGTBRw\nWrELEQ0sGsOidSyAw7bi6LDlYFFxtKpI1mLqwLIy7HwiCJwHWKwqligqp7HWMIjgNNw4WHFtVRFS\nZr+xLJwFpznZ+94SYd+Pn6HHDd+Pa/iw3Sd2UfHMacdLm4huaq7vldDnJxJ4SYyT1YxTikNtMFox\nKEqHwKIia01UmkVT43OmQTHmTIoCGvZaxyKX0Lfd1BVRG81eY1jWhTg93UXayqCTwmgYopTx0WhQ\ngrWGRmuMSax9or+0zbCGawvH8bJiDEwkLKW4pKFVilVlaSrLAjg5XGCM5gN7LTnnKz+4MWb8ueYj\nx5rTPoDRrIdAkPJGG61prMYZTZ8SVhff4uNFzS4onjx0DJSX219aPvbEir/71j36mHBtRXPpNxwi\n65SJFGsh6yxHy4b9KUzbNYqqURwetOzlzM31wC5HRlWI+JUoNhpW1lAtag5aS68VRmueWFUopV42\nP/UhcXc3Ilk4PtCcrBoOL+05Ba7tlzEvpMyNJ/b4wH4zF9G+R7zXn+/Hnjx+u8g5s7+/z6c//Wn+\n6I/+iBs3blx9/Xd+53f4i7/4C774xS/ym7/5m+/xkc54mPHvnzu7+v9R6/iB68vX+en3Dv/6B66X\n6udUJfybp+/w8z/05Ht7UDNmzHhNLCvDeozoKVBpr3G82r70I0cttdNcDJGcBR9blj5iteZe50u4\n0LSOe7vLuUghnkMGSdCpjBJYKei14tZmpK1KC/cYhf1ak7IQJDME4cZ+xYcOar5z5tirLfuNe5nn\n54wZM2Y8ilBK8YH9hjvbsQTEKfUyEjmkzHkXubZ0VLYExF1CK8V+Y9mftmo3VjXPnHa8cD7iDGzH\nyMlejdXw3OmO3ZioLKwqgzEKhcLHzBiFbYgc5oqDxpZKn5L73phj5rQfWQ+Bi97jnGHlSlv2zfOR\n/bpClHDWeVDF31JUUeDqlDFag8C690jOoIqdw17rOGgrWqu5vqz46KHl9jbQBc92KHOXphQ6F5XB\nqWLHdAHEnFACNy8GlCohWcerGqsMjcmsx5EkilopnCqt2GEKwSrKbIVRClFCyBmVweriHZ1SUdHJ\nNPeJQFVrxph59rTjv7i25PrCEaWoHX0syuKD1vL1W1uc1dTGcGccuVGXhKkxZJaVRXJRMEfJU4s8\n7NVu8mlN5Czz3DbjfQURYRuKN3rMQj3ZxYwxcbSwnHaQyYQsnA6BwylcsrUGZxWVMqxxS4/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RzUDqVgOybOh8DSWQToQmbjE1orGu1IKTGKcNoHKl0IiCEJp7sRUZBzscZAQbKaPArOGCptSDnT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Hb7wUF/Vla7e/9NwY/uVHbF9BRERERETUCsNjIiIi6jix0vj002dqt/f1ZJraVbRSyNj4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\njYdKUttYkG4mzzHKea6Mp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h1T31eJW/PEATRQ8xgAAAAAcFwzF8ub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\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9Zz08Tqx0/5b9evtZPQ2uCgBOnZbQU2voabgSy3OM0tQq5zsyjitJ6sgFKpZrGq0myqVW\npaqvUjVR6DvyJEWJFEjKh46MzERfZNfIdY2SxGrfWE2+6yjrOhqPUuV8V7lgIqZ0HSNXriqJ1d6x\nqpa2hjKG1hWN4jS6gPnuwQcf1Hve8x4NDg7qAx/4gD796U/zggUAAAAwp57ZO6adI9X6+Jr1nQ2s\nBr++uk2BO/l34X1Tgn0AWAwcY5QPPLVnPC3J+0qsVZRMXzatEHgKPSPHkYoZV4Wsp86sr+7WUJ15\nX4mRRquJxquxjJGyvqtKLVFfqab+8ZqGypFC19FYNVbgGjmH5G2eY5TKqL8UzeVTxyEIj4/iySef\n1Ac/+EGVy2Xdfvvt+shHPtLokgAAAAA0obtf6J82/s0zuhpUCaSJwOSKVW318Y9eHlTKWvQAFpmu\nnC/fc9Sa8fWa3oJ68r4qUao4SWWtlPMddWYD2VTKeI7aMr48HQiefVeupDix8hyjKLbaX4pUTVIl\naXpgETyrVNJINdZ4NZE95H00TlK1hI5KUcJ7bAMRHh/B+Pi4PvKRj6hcLuvjH/+43vOe9zS6JAAA\nAABN6u4X+uq3T+vI6ozOXAOrgSRtXDc5+7u/FOnJ3fRJBbC4GGO0pBAq47uKrXR6V15ndOW0qphV\nR9ZTJUoVxVa9LaEuW9mhDR05VRN7IOg16sj4asu6cj1HslIlSRSlE8GzTe1E24rAVU8h0HgtVn+5\nNi1ATjXxYZ0jabQaN+oyNL2m63l8rL7+9a9r165damtr0+joqD7/+c/P2GfdunW6/vrrG1AdAAAA\ngGaxebCk5/tL9fF1Z3TTSm8e2Li+Q5/84eT4vs0Det2y1sYVBACzwBij7nyg1FqNVmON1hKVbaJs\n1pdrHLVlPQ2M12Qco97WUP3lmqrGKLKJynEqY4wKvqOSUo2MRkqtFPiuOkJPywqBWsKJaNJxpDSR\nhiqx2rO+4iRV1nPlGCPHNSrVUjXpunkNR3h8BI8++qgkaWhoSHfeeedh97n66qsJjwEAAADMqu8d\n0rLiOlpWzAvrOnJa257Vlv1lSdIPXx7Ux16/tsFVAcDscIxRMeOrNfS0Z6yqwVKkYmayT/FwJVYl\nSpXxPOVDT+NRrGo50nAl0VAlVuhK7RlPI5VYOc+T4xjtGaspTqXAdyRrJCM5kVHWMwp9Vx3Zydjy\n0JYWmDuEx0fw93//940uAQAAAAB0z5SWFUtbAr12aUsDq8FUG9d16B8f2ylJemL3qPaN19STDxpc\nFQDMnoOtLAZKkRJrlcapSlGiSpTI95yJBfQ8R4UwVK1cU5xa1VKrWpoq4zrqKoQKXEeDlViOpFpa\nU+AZrStmlFqpXIm1W9L6jvyM86Ix6HkMAAAAAPPUzpGKHts12Uv3N0/vmrEaPRpn42md08Y/fnmw\nQZUAwNwxZqKf8bKWUFFq5bvuRB9jK3XkfHXkAnmOo1RGvuco4zlqz/gKXVeJTRVbq6znqDPrKfCM\nytVU/ZVIOc/R8mJGhdBXLUm1rzTRAzlKUuUCIsxG4coDAAAAwDz13ef7po3fuqG7QZXgcC5fWVTO\nn/yz+r7NAw2sBgDmzsGZwJ7raFlrqOXFjNpCT4XQV+g5KkWxqrFVklq5zsS+jpGqkVU1mgiPJSOb\nSvnQUTVKNVyJJh7cWnmuoySxGizHSqV6b2TMPcJjAAAAAJinvj0lPO7O+7psZVsDq8GhMp6r169u\nr49/vGVQcZo2sCIAmBu5wNFQJZJ7IERuy3hyXClJrALXyMhRNU7rwbEkJelE3+IonVhMr5ykchwp\nH3ryPVe7x6raPFDW1qGK9o1Wtb8SaddYRYFr+NZNAxEeAwAAAMA8NNGyYqQ+fsuG7ml/hGN+uHp9\nR/32SDXRL3aOHGVvAFgcWkJP47Wk/u+SMUZd2UCB52isGivjG+V9ozixSq2UWmm8lsgYo4zryjWO\nPGNUODCjuFyLNVhONF6N5TpW+6uR4tQqjlP1j1XVN15j0bwGITwGAAAAgHno0JYVN9CyYl66et30\nvsf3babvMYDFzzFGWc9RnE4GusYYtWd9dRUy8hxH3YWMcr6r0JF8I7lGygWu8oGjlW2hijlfcWI1\nXI4UW6vQNYqsVcZzVYtT1eJEy1ozSuWoEiXaM1YlQG4AwmMAAAAAmIdoWbEwrCxmdGZXrj7+AX2P\nATSJjmwg12hagCxJnmuUC1y153wtaQ3Vng3V25JRR85XW9ZXGHhyHKNC4CpwJN8zMsYoTSXPlfKB\nq96WUJ7raqQaqW+sqoFSpF0jNb08WFJKgDynCI8BAAAAYJ7ZMUzLioVk4/rJ2cfP9Y1r50ilgdUA\nwNzIh646sr4yrlEtSeohcsZzZa1VmlplXEdhYOQZyXUcpVYKzUQcmVqpZqW87ynnuuoueFrZmlXO\ndzVaTTRQijRYimUcyXGMfNeorxTplaEybSzmEOExAAAAAMwz3900vWXF287saVAlOBZTw2NJ+uHL\ntK4AsPi1hJ5SSR25QMtaMioEE6FxznfkGkeh46inEGh1MStrJN8xqkaJwmAijqxGqZRKSSo5rlF3\nLlToGQ1WIkVxqozvqBKnynpu/ZyB6yhKLG0s5hDhMQAAAADMM985pGXFpSuKDawGr+bi5a1qCSfD\njftoXQGgCTjGKOe7ipJUjjFqDT31FkKtaMvprCWt8l1Hxky0pGgJPPXkA7UcWCDPplItSZX3HbWG\nrjpzvqyRolSyyUSYLEmJTZULJt9fPceoHCXyXUdxYtVfihry3JsJ4TEAAAAAzCO0rFh4fNfRG9d0\n1McPbN2vapw2sCIAmBtdOV+eaxQl09/zegqBcoFTfy9MUyvfd7SimFEx8NSe89Uaegp8V64zsfhe\n6BpFia0Hx2lqlfUcOWb6v4EHJxv7rqNSlNADeZYRHgMAAADAPELLioVp4/rJ8LgUpfrZ9qEGVgMA\nc8MYoyWFUBnfVTVJ6yGyMUZndOYUONJIJVY28NQW+CpmPBlXqkWpklTy3YmF8zzHkW+MDuTGSlOr\n1Fr15MPDnHPytiNptBrPwTNtXoTHAAAAADCP0LJiYbpqXce08Q830/cYQHMwxqg7H2hlMaPWjCdr\nrZLUyhhHFy4v6tKVRa1pz6iapJKVOkJfbRlf7VlXrpVCz1F71lNl4m7FSarANWrL+MofaHNxUJxa\nZf3JNha+66hU45ses8l79V0AAAAAAHOBlhULV28h1PlLCnpqz5gk6b6XB/TnOq3BVQHA3HGMUTHj\nq7stK0nKxBMzgts08R6Z9z0NlWtyHUfGSL6b0Z7RqqzMRC+K1Crnu8oGjlIrha6Z0bIitakKQTBt\nG4vmzS7CYwAAAACYJ2hZsbBdva6zHh5vHizr5f0lrWvPNbgqAGg8xxit68hqz9jEQne+e6AZgpUq\niZXnGMkYGSMlqZVjpGLGn/YYcWqV89wZgbIxfMg6m2hbAQAAAADzBC0rFrapfY8lWlcAwFSH64/c\nnvXlmolg2HetylGq0DXqygXTQuE4tXKN1J6dHihHSapcQLw5m7i6AAAAADAP7ByhZcVCd8HSVnVO\nCTbu2zzQwGoAYP45tD+yZNSV9RU6Rm2ZQO1ZT23ZyeA4Tq1qSaKMa9STD2bMMk4ltYQ0VphNXF0A\nAAAAmAe++/z0lhU3bOhuUCU4Ua5j9BvrOvSNZ/dKkh7aNqTxWqJ84L7KkQDQXA72Ry5mJsbLJaXW\nastgeVpf5ELgqhAEM1pVSAdmHfsz21jg1GLmMQAAAADMA9/ZNL1lxWUr2xpYDU7U1NYV1cTqwW37\nG1gNACwcB/siLytm1Jnz1VsI1Rp6RwyOPdeoK+cf5pFwKhEeAwAAAECD7Ryp6Bc7J1tWXH8GLSsW\nqjeu7dDUH9199D0GgGN2uL7IU0VJqmqSKuO7WlIIWSxvDtC2AgAAAAAa7K5Nh7SsOJOWFQtVR9bX\nhcta9eiBDwPu2zwgay0BBwAco4N9kVNrNVqNVaql9ffR1oynlkNmI6fWaqQSqRzZ+n65wJmxH04M\n4TEAAAAANNh3pvQ77sr5upyWFQvaxvWd9fB4x0hVm/pLOrM73+CqAGBhObQv8qGsteovRSpFiVxj\n5Dmm/kHdaDXRUCVWznfVlfP5AO8k0LYCAAAAABpo10ilHjRK0vUbaFmx0E3teyxJ97080KBKAGBx\nstZqz1hVlShR6DryDvl303OMQtdRJUq0Z6wqa22DKl34CI8BAAAAoIHu2tQ/bXzDBlpWLHTn9hTU\nWwjq4x/S9xgATqn+UqQ4sfLdo0ebvusoTiZmKOPEEB4DAAAAQAN9Z9O++u2unK/LVxUbWA1OBWOM\nNq6bnH388I5hjVTiBlYEAItHaq1KUfKqwfFBvuuoFCVKmX18QgiPAQAAAKBBdo1U9MiO6S0rPIc/\n0xaDq9d31m/HqdX9W5l9DACnwmg1lnucPYydA8fh+PFbCQAAAAA0CC0rFq8r17TLn9KD8wcv0fcY\nAE6FUi2d0eP41fiuo1ItnaWKFjfCYwAAAABoEFpWLF4toafLV7XVx/dtHlSS8pVpADhZJ7r4HYvm\nnRjCYwAAAABogN2j1WktK647o4uWFYvMtadNtq4YKEd6fPfIUfYGABwLc0jLitRaDVdi7R2ras9o\nVXvHqhqpxjN6HB96HI4Nv5m8iscff1y33nqrLr30Ul144YW69dZb9fDDDze6LAAAAAAL3F2b+qaN\nbzizp0GVYLZsnNL3WKJ1BQCcCrnAUZxaWWs1WKpp12hFpSiRMUaOY2SM0Xgt0a7RigZLNVlrFSWp\ncsFEDJpaq6FyTbtHqto1XNHukaqGKxEL6h0B4fFR/PSnP9Utt9yiX/7yl3rzm9+st73tbXruuef0\nnve8R3fffXejywM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nbo8O9bWFEAdLKcWVbmPa5EITPtBPus4PyxrjoZNGPDLfxLN+VfF8M+F825BV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\n5OZz/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XzhTsd2zJwNE9+4yAiV7VT4sZeWxLkgNLhyY17kWhW/sc3UKlhruNMHXjls8B9y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\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Nb3wDx48fxxe+8AU89thjeOc734nJycld+Ryz5Qg/9if/hsVasiv/XpOWApdOZHDldBbX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\nkjFGn/vc5yRJ2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oPGclBbjNJ8ctYionBRuLMeUUqxGQN3Vz0n7fhK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mgdnBrCog3gA1BK5UKpVKpVKpVCqVx4T//NIpUc8/UPwo+YChDKh6/9Ud/uE7pe38tes1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\nua5VoXCedrZx8vZc5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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 705, "width": 704 } }, "output_type": "display_data" } ], "source": [ "for trace in [trace_10_10, trace_10_10c]:\n", " tracedf = pm.trace_to_dataframe(trace)\n", " grid = (sns.PairGrid(tracedf,\n", " diag_sharey=False)\n", " .map_diag(sns.kdeplot)\n", " .map_upper(plt.scatter, alpha=0.1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.51" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "num_days = 30\n", "y = np.random.poisson(1.5, num_days)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.52" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": true }, "outputs": [], "source": [ "num_weeks = 4\n", "y_new = np.random.poisson(0.5*7, num_weeks)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.53" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": true }, "outputs": [], "source": [ "y_all = np.hstack([y, y_new])\n", "exposure = np.hstack([np.repeat(1, 30), np.repeat(7, 4)]).astype('float')\n", "monastery = np.hstack([np.repeat(0, 30), np.repeat(1, 4)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.54" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:01<00:00, 1180.07it/s]\n" ] } ], "source": [ "log_days = np.log(exposure)\n", "with pm.Model() as m_10_15:\n", " a = pm.Normal('a', 0., 100.)\n", " b = pm.Normal('b', 0., 1.)\n", " lam = pm.math.exp(log_days + a + b*monastery)\n", " obs = pm.Poisson('y', lam, observed=y_all)\n", " trace_10_15 = pm.sample(1000, tune=1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.55" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_5.5hpd_94.5n_effRhat
lambda_old1.560.220.011.221.931131.01.0
lambda_new0.600.140.000.390.821595.01.0
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" ], "text/plain": [ " mean sd mc_error hpd_5.5 hpd_94.5 n_eff Rhat\n", "lambda_old 1.56 0.22 0.01 1.22 1.93 1131.0 1.0\n", "lambda_new 0.60 0.14 0.00 0.39 0.82 1595.0 1.0" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trace_10_15.add_values(dict(lambda_old=np.exp(trace_10_15['a']),\n", " lambda_new=np.exp(trace_10_15['a'] + trace_10_15['b'])))\n", "\n", "pm.summary(trace_10_15, varnames=['lambda_old', 'lambda_new'], alpha=.11).round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.56" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# simulate career choices among 500 individuals\n", "N = 500 # number of individuals\n", "income = np.arange(3)+1 # expected income of each career\n", "score = 0.5*income # scores for each career, based on income\n", "# next line converts scores to probabilities\n", "def softmax(w):\n", " e = np.exp(w)\n", " return e/np.sum(e, axis=0)\n", "\n", "p = softmax(score)\n", "# now simulate choice\n", "# outcome career holds event type values, not counts\n", "career = np.random.multinomial(1, p, size=N)\n", "career = np.where(career==1)[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.57" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:01<00:00, 1029.05it/s]\n" ] }, { "data": { "text/html": [ "
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meansdmc_errorhpd_5.5hpd_94.5n_effRhat
b0.440.060.00.350.53859.01.01
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" ], "text/plain": [ " mean sd mc_error hpd_5.5 hpd_94.5 n_eff Rhat\n", "b 0.44 0.06 0.0 0.35 0.53 859.0 1.01" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import theano.tensor as tt\n", "with pm.Model() as m_10_16:\n", " b = pm.Normal('b', 0., 5.)\n", " s2 = b*2\n", " s3 = b*3\n", " p_ = tt.stack([b, s2, s3])\n", " obs = pm.Categorical('career', p=tt.nnet.softmax(p_), observed=career)\n", " trace_10_16 = pm.sample(1000, tune=1000)\n", "pm.summary(trace_10_16, alpha=.11).round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.58" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "N = 100\n", "# simulate family incomes for each individual\n", "family_income = np.random.rand(N)\n", "# assign a unique coefficient for each type of event\n", "b = np.arange(3)-1\n", "p = softmax(score[:, None] + np.outer(b, family_income)).T\n", "career = np.asarray([np.random.multinomial(1, pp) for pp in p])\n", "career = np.where(career==1)[1]" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:07<00:00, 256.75it/s]\n" ] }, { "data": { "text/html": [ "
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meansdmc_errorhpd_5.5hpd_94.5n_effRhat
a23__00.360.680.03-0.681.49590.01.0
a23__10.510.620.03-0.411.56616.01.0
b23__02.011.510.07-0.444.32482.01.0
b23__13.441.420.061.325.94477.01.0
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" ], "text/plain": [ " mean sd mc_error hpd_5.5 hpd_94.5 n_eff Rhat\n", "a23__0 0.36 0.68 0.03 -0.68 1.49 590.0 1.0\n", "a23__1 0.51 0.62 0.03 -0.41 1.56 616.0 1.0\n", "b23__0 2.01 1.51 0.07 -0.44 4.32 482.0 1.0\n", "b23__1 3.44 1.42 0.06 1.32 5.94 477.0 1.0" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with pm.Model() as m_10_17:\n", " a23 = pm.Normal('a23', 0, 5, shape=2)\n", " b23 = pm.Normal('b23', 0, 5, shape=2)\n", " s2 = a23[0] + b23[0]*family_income\n", " s3 = a23[1] + b23[1]*family_income\n", " p_ = tt.stack([np.zeros(N), s2, s3]).T\n", " obs = pm.Categorical('career', p=tt.nnet.softmax(p_), observed=career)\n", " trace_10_17 = pm.sample(1000, tune=1000)\n", "pm.summary(trace_10_17, alpha=.11).round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.59" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "collapsed": true }, "outputs": [], "source": [ "d_ad = pd.read_csv('./Data/UCBadmit.csv', sep=';')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.60" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:01<00:00, 1813.50it/s]\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:01<00:00, 1361.79it/s]\n" ] } ], "source": [ "# binomial model of overall admission probability\n", "with pm.Model() as m_binom:\n", " a = pm.Normal('a', 0, 100)\n", " p = pm.math.invlogit(a)\n", " admit = pm.Binomial('admit', p=p, n=d_ad.applications, observed=d_ad.admit)\n", " trace_binom = pm.sample(1000, tune=1000)\n", " \n", "# Poisson model of overall admission rate and rejection rate\n", "with pm.Model() as m_pois:\n", " a = pm.Normal('a', 0, 100, shape=2)\n", " lam = pm.math.exp(a)\n", " admit = pm.Poisson('admit', lam[0], observed=d_ad.admit)\n", " rej = pm.Poisson('rej', lam[1], observed=d_ad.reject)\n", " trace_pois = pm.sample(1000, tune=1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.61" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "a 0.386986\n", "Name: mean, dtype: float64" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m_binom = pm.summary(trace_binom, alpha=.11).round(2)\n", "logistic(m_binom['mean'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.62" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.38936076605077796" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m_pois = pm.summary(trace_pois, alpha=.11).round(2)\n", "m_pois['mean'][0]\n", "np.exp(m_pois['mean'][0])/(np.exp(m_pois['mean'][0])+np.exp(m_pois['mean'][1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Code 10.63" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "100%|██████████| 2000/2000 [00:02<00:00, 807.60it/s]\n" ] }, { "data": { "text/html": [ "
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meansdmc_errorhpd_5.5hpd_94.5n_effRhat
a-1.030.220.01-1.38-0.68648.01.0
b1.880.430.021.162.53611.01.0
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" ], "text/plain": [ " mean sd mc_error hpd_5.5 hpd_94.5 n_eff Rhat\n", "a -1.03 0.22 0.01 -1.38 -0.68 648.0 1.0\n", "b 1.88 0.43 0.02 1.16 2.53 611.0 1.0" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# simulate\n", "N = 100\n", "x = np.random.rand(N)\n", "y = np.random.geometric(logistic(-1 + 2*x), size=N)\n", "\n", "with pm.Model() as m_10_18:\n", " a = pm.Normal('a', 0, 10)\n", " b = pm.Normal('b', 0, 1)\n", " p = pm.math.invlogit(a + b*x)\n", " obs = pm.Geometric('y', p=p, observed=y)\n", " trace_10_18 = pm.sample(1000, tune=1000)\n", "pm.summary(trace_10_18, alpha=.11).round(2)" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was createad on a computer x86_64 running and using:\n", "Python 3.5.1\n", "IPython 6.2.1\n", "PyMC3 3.2\n", "NumPy 1.12.0\n", "Pandas 0.20.2\n", "SciPy 0.19.1\n", "Matplotlib 2.0.2\n", "\n" ] } ], "source": [ "import sys, IPython, scipy, matplotlib, platform\n", "print(\"This notebook was createad on a computer %s running %s and using:\\nPython %s\\nIPython %s\\nPyMC3 %s\\nNumPy %s\\nPandas %s\\nSciPy %s\\nMatplotlib %s\\n\" % (platform.machine(), ' '.join(platform.linux_distribution()[:2]), sys.version[:5], IPython.__version__, pm.__version__, np.__version__, pd.__version__, scipy.__version__, matplotlib.__version__))" ] } ], "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 1 }