From 72bdd41f26ddc8d83ee60b200e290d569d87ef88 Mon Sep 17 00:00:00 2001 From: Fil Date: Fri, 12 May 2023 15:08:36 -0400 Subject: [PATCH] =?UTF-8?q?Fix=20`linewidth`=20parameter:=20`str`=20?= =?UTF-8?q?=E2=86=92=20`float`.?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../Ch1_Introduction_PyMC_current.ipynb | 127 ++++++++++-------- 1 file changed, 68 insertions(+), 59 deletions(-) diff --git a/Chapter1_Introduction/Ch1_Introduction_PyMC_current.ipynb b/Chapter1_Introduction/Ch1_Introduction_PyMC_current.ipynb index aa28e6f5..5eb380b0 100644 --- a/Chapter1_Introduction/Ch1_Introduction_PyMC_current.ipynb +++ b/Chapter1_Introduction/Ch1_Introduction_PyMC_current.ipynb @@ -162,19 +162,20 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 1, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false - } + }, + "tags": [] }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -291,24 +292,23 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false - } + }, + "tags": [] }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", + "image/png": 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -367,12 +366,12 @@ "posterior = [1./3, 2./3]\n", "plt.bar([0, .7], prior, alpha=0.70, width=0.25,\n", " color=colours[0], label=\"prior distribution\",\n", - " lw=\"3\", edgecolor=colours[0])\n", + " lw=3, edgecolor=colours[0])\n", "\n", "plt.bar([0+0.25, .7+0.25], posterior, alpha=0.7,\n", " width=0.25, color=colours[1],\n", " label=\"posterior distribution\",\n", - " lw=\"3\", edgecolor=colours[1])\n", + " lw=3, edgecolor=colours[1])\n", "\n", "plt.xticks([0.20, .95], [\"Bugs Absent\", \"Bugs Present\"])\n", "plt.title(\"Prior and Posterior probability of bugs present\")\n", @@ -430,19 +429,20 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false - } + }, + "tags": [] }, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -460,11 +460,11 @@ "\n", "plt.bar(a, poi.pmf(a, lambda_[0]), color=colours[0],\n", " label=\"$\\lambda = %.1f$\" % lambda_[0], alpha=0.60,\n", - " edgecolor=colours[0], lw=\"3\")\n", + " edgecolor=colours[0], lw=3)\n", "\n", "plt.bar(a, poi.pmf(a, lambda_[1]), color=colours[1],\n", " label=\"$\\lambda = %.1f$\" % lambda_[1], alpha=0.60,\n", - " edgecolor=colours[1], lw=\"3\")\n", + " edgecolor=colours[1], lw=3)\n", "\n", "plt.xticks(a + 0.4, a)\n", "plt.legend()\n", @@ -496,19 +496,20 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false - } + }, + "tags": [] }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" + "
" ] }, "metadata": {}, @@ -562,19 +563,20 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 6, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false - } + }, + "tags": [] }, "outputs": [ { "data": { - "image/png": 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\n", 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"text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -660,12 +662,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false - } + }, + "tags": [] }, "outputs": [], "source": [ @@ -689,12 +692,13 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false - } + }, + "tags": [] }, "outputs": [], "source": [ @@ -714,12 +718,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false - } + }, + "tags": [] }, "outputs": [], "source": [ @@ -738,12 +743,13 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false - } + }, + "tags": [] }, "outputs": [ { @@ -790,7 +796,7 @@ "\n", "
\n", " \n", - " 100.00% [60000/60000 00:05<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [60000/60000 00:04<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -805,7 +811,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 5_000 tune and 10_000 draw iterations (20_000 + 40_000 draws total) took 6 seconds.\n" + "Sampling 4 chains for 5_000 tune and 10_000 draw iterations (20_000 + 40_000 draws total) took 5 seconds.\n" ] } ], @@ -818,12 +824,13 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 11, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false - } + }, + "tags": [] }, "outputs": [], "source": [ @@ -834,19 +841,20 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 12, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false - } + }, + "tags": [] }, "outputs": [ { "data": { - "image/png": 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\n", 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" ] }, "metadata": {}, @@ -921,19 +929,20 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 13, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false - } + }, + "tags": [] }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" ] }, "metadata": {}, @@ -1064,7 +1073,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 17, "metadata": { "collapsed": false, "jupyter": { @@ -1156,7 +1165,7 @@ "" ] }, - "execution_count": 25, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1185,9 +1194,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "pymc_env", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "pymc_env" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1199,7 +1208,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.11.3" } }, "nbformat": 4,