From f96960409508b35ade504c4ef9431278d391e6f3 Mon Sep 17 00:00:00 2001 From: Jeremy Teitelbaum Date: Wed, 11 Apr 2018 21:55:07 -0400 Subject: [PATCH] heading towards gelmans version --- BDA 3.10.11.ipynb | 50 ++++++++++++++++++++++++++--------------------- 1 file changed, 28 insertions(+), 22 deletions(-) diff --git a/BDA 3.10.11.ipynb b/BDA 3.10.11.ipynb index 0c6ee87..4c37fc8 100644 --- a/BDA 3.10.11.ipynb +++ b/BDA 3.10.11.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -60,30 +60,30 @@ }, { "cell_type": "code", - "execution_count": 162, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2.5642921910320964\n", - "[0.96875856 1.55000628 2.66950213]\n" + "2.599274021823669\n", + "[0.96947339 1.55234798 2.69693603]\n" ] }, { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 162, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -134,7 +134,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -179,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 258, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -187,32 +187,38 @@ "def L1(mu,sigma,dx):\n", " l=0\n", " for x in dx:\n", - " l=l+np.log(norm.cdf(x+.5,loc=mu,scale=sigma)-norm.cdf(x-.5,loc=mu,scale=sigma))\n", + " try:\n", + " l=l+np.log(norm.cdf(x+.5,loc=mu,scale=sigma)-norm.cdf(x-.5,loc=mu,scale=sigma))\n", + " except:\n", + " l=l-10000\n", " return l\n", "\n", "def L2(mu,sigma,dx):\n", " l=0\n", " for x in dx:\n", - " l=l+np.log(norm.pdf(x,loc=mu,scale=sigma))\n", + " try:\n", + " l=l+np.log(norm.pdf(x,loc=mu,scale=sigma))\n", + " except:\n", + " l=l-10000\n", " return l" ] }, { "cell_type": "code", - "execution_count": 263, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/jteitelbaum/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:5: RuntimeWarning: divide by zero encountered in log\n", - " \"\"\"\n" + "/Users/jteitelbaum/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:6: RuntimeWarning: divide by zero encountered in log\n", + " \n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -229,12 +235,12 @@ "Z1=L1(X,Y,[10,10,11,9,12])\n", "lev=[.0001,.001,.01]+[x for x in np.arange(.05,.95,.05)]\n", "CS=plt.contour(X,np.log(Y),np.exp(Z1-np.max(Z1)),levels=lev)\n", - "junk=plt.clabel(CS,[.0001,.001,.01])\n" + "junk=plt.clabel(CS,[.0001,.001,.01],fmt=\"%1.4f\")\n" ] }, { "cell_type": "code", - "execution_count": 264, + "execution_count": 17, "metadata": { "scrolled": true }, @@ -243,13 +249,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/jteitelbaum/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:11: RuntimeWarning: divide by zero encountered in log\n", - " # This is added back by InteractiveShellApp.init_path()\n" + "/Users/jteitelbaum/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:15: RuntimeWarning: divide by zero encountered in log\n", + " from ipykernel import kernelapp as app\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -264,7 +270,7 @@ "X,Y=np.meshgrid(u,np.exp(v))\n", "Z2=L2(X,Y,[10,10,11,9,12])\n", "CS=plt.contour(X,np.log(Y),np.exp(Z2-np.max(Z2)),levels=lev)\n", - "junk=plt.clabel(CS,[.0001,.001,.01])\n" + "junk=plt.clabel(CS,[.0001,.001,.01],fmt=\"%1.4f\")\n" ] }, {