From 44dc8e60a76ad8761e3a47e7f6718dff6eca10d8 Mon Sep 17 00:00:00 2001 From: Jeremy Teitelbaum Date: Wed, 11 Apr 2018 17:38:15 -0400 Subject: [PATCH 1/3] trying to get it all right with gelmans solutions --- .gitignore | 1 + BDA 3.10.11.ipynb | 422 ++++++++++++++++++++++++++++++++++++++++++---- gelman.r | 36 ++++ 3 files changed, 422 insertions(+), 37 deletions(-) create mode 100644 gelman.r diff --git a/.gitignore b/.gitignore index bd3cce3..a662e4e 100644 --- a/.gitignore +++ b/.gitignore @@ -15,3 +15,4 @@ _region_.* *.synctex auto +.ipynb_checkpoints diff --git a/BDA 3.10.11.ipynb b/BDA 3.10.11.ipynb index c271806..5f376ce 100644 --- a/BDA 3.10.11.ipynb +++ b/BDA 3.10.11.ipynb @@ -18,12 +18,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 116, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", - "from scipy.stats import norm,chi2,invgamma,t\n", + "from scipy.stats import norm,chi2,invgamma,t,uniform\n", "import matplotlib.pyplot as plt\n", "from math import log,sqrt\n", "\n" @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 117, "metadata": {}, "outputs": [ { @@ -60,20 +60,30 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 162, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2.601136894866959\n", - "0.18940620428079238 448.3536166503499\n" + "2.5642921910320964\n", + "[0.96875856 1.55000628 2.66950213]\n" ] }, { "data": { - "image/png": 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hXV2uSZLJJCvb9muB9zP4APQB4KrW7eXrcXSdrgLur3YR/NWuqq6vqtVVNcXg34f7q+ojdLgWS/4hxGI8gCuAf2dwjfOvl3o8Y5rz14AXgF8weMeylcF1yt3A/vZ8TusbBndKfR/4HrB+qce/COvxBwxO0x8HHmuPK3pdE+D3gEfbejwB/E2rvxV4EJgGvgGc2epntfZ02//WpZ7DIq3LHwH39LoWfhNYkjq1HC8BSZJGYABIUqcMAEnqlAEgSZ0yACSpUwaAJHXKAJCkThkAktSp/wdDQJZkBTKHJwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "[]" + ] + }, + "execution_count": 162, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" ] @@ -87,9 +97,18 @@ "samps=sample_v.rvs(10000)\n", "# as a check, the mean is supposed to be 2s^2\n", "print(samps.mean())\n", - "print(samps.min(),samps.max())\n", - "junk=plt.hist(samps,bins=100)\n", - " " + "print(np.percentile(samps,[25,50,75]))\n", + "plt.figure(1)\n", + "plt.xlim(0,10)\n", + "junk=plt.hist(samps,bins=1000,density=True)\n", + "##### Gelman proposes actually sampling from chisquare and taking reciprocals -- gives the same\n", + "##### result, so we got the normalization right.\n", + "gelman=chi2(4)\n", + "samps_g=4*v/gelman.rvs(10000)\n", + "samps_g.mean()\n", + "np.percentile(samps_g,[25,50,75])\n", + "junk2=plt.hist(samps_g,bins=1000,density=True)\n", + "plt.plot(np.linspace(0,10,1000),sample_v.pdf(np.linspace(0,10,1000)))\n" ] }, { @@ -115,7 +134,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -160,27 +179,50 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 258, "metadata": {}, "outputs": [], "source": [ + "# modified to follow Gelman\n", + "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", + " return l\n", "\n", - "def pfun(mu,sigma,n):\n", - " return norm.cdf(n+.5,loc=mu,scale=sigma)-norm.cdf(n-.5,loc=mu,scale=sigma)\n", - "def Lm(mu,sigma):\n", - " return pfun(mu,sigma,10)**2*pfun(mu,sigma,11)*pfun(mu,sigma,9)*pfun(mu,sigma,12)\n", - "def L(mu,sigma):\n", - " return -log(Lm(mu,sigma))+2*log(sigma)\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", + " return l" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 262, "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" + ] + }, { "data": { - "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 262, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" ] @@ -190,22 +232,44 @@ } ], "source": [ - "u=np.linspace(8,12,200)\n", - "v=np.linspace(.2,4,200)\n", - "X,Y=np.meshgrid(u,v)\n", - "Z1=np.vectorize(L)(X,np.sqrt(Y))\n", - "CS=plt.contour(X,np.sqrt(Y),Z1,levels=np.arange(.5,15,.25))\n", - "\n" + "u=np.linspace(3,18,200)\n", + "v=np.linspace(-2,4,200)\n", + "X,Y=np.meshgrid(u,np.exp(v))\n", + "#print(np.exp(Y))\n", + "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", + "plt.clabel(CS,[.0001,.001,.01])\n" ] }, { "cell_type": "code", - "execution_count": 48, - "metadata": {}, + "execution_count": 261, + "metadata": { + "scrolled": true + }, "outputs": [ + { + "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" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 261, + "metadata": {}, + "output_type": "execute_result" + }, { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ "
" ] @@ -215,12 +279,12 @@ } ], "source": [ - "u=np.linspace(8,12,200)\n", - "v=np.linspace(.2,4,200)\n", - "X,Y=np.meshgrid(u,v)\n", - "Z2=(4*(1.3)+5*(10.4-X)**2)/2/Y+7.0/2*np.log(Y)\n", - "CS=plt.contour(X,np.sqrt(Y),Z2,levels=np.arange(.5,15,.25))\n", - "\n" + "u=np.linspace(3,18,200)\n", + "v=np.linspace(-2,4,200)\n", + "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", + "plt.clabel(CS,[.0001,.001,.01])\n" ] }, { @@ -232,10 +296,294 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 225, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-2. , -2. , -2. , ..., -2. ,\n", + " -2. , -2. ],\n", + " [-1.9798995 , -1.9798995 , -1.9798995 , ..., -1.9798995 ,\n", + " -1.9798995 , -1.9798995 ],\n", + " [-1.95979899, -1.95979899, -1.95979899, ..., -1.95979899,\n", + " -1.95979899, -1.95979899],\n", + " ...,\n", + " [ 1.95979899, 1.95979899, 1.95979899, ..., 1.95979899,\n", + " 1.95979899, 1.95979899],\n", + " [ 1.9798995 , 1.9798995 , 1.9798995 , ..., 1.9798995 ,\n", + " 1.9798995 , 1.9798995 ],\n", + " [ 2. , 2. , 2. , ..., 2. ,\n", + " 2. , 2. ]])" + ] + }, + "execution_count": 225, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Y\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 231, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.82616995 1.33837647 1.80934486 2.49570902 5.68990452]\n" + ] + } + ], + "source": [ + "Psigma=list(map(sum,np.exp(Z2-np.max(Z2))))\n", + "p=Psigma/sum(Psigma)\n", + "s=np.random.choice(np.exp(np.linspace(-2,2,200)),p=p,size=1000)\n", + "print(np.percentile(s,q=[2.5,25,50,75,97.5]))" + ] + }, + { + "cell_type": "code", + "execution_count": 178, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "p=[1/3,1/3].append([1/200.0]*198)" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [], + "source": [ + "p=[1/3,1/3]\n", + "p.append([1/200.0]*198)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.3333333333333333,\n", + " 0.3333333333333333,\n", + " [0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 0.005,\n", + " 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seq(3,18,length=200) + logsdgrid <- seq(-2,4,length=200) + contours <- c(.0001,.001,.01,seq(.05,.95,.05)) + logdens <- outer (mugrid, exp(logsdgrid), post.a, y) + dens <- exp(logdens - max(logdens)) + contour (mugrid, logsdgrid, dens, levels=contours, xlab="mu", ylab="log sigma", labex=0, cex=2) + mtext ("Posterior density, ignoring rounding", 3) + sd <- sqrt((n-1)*s2/rchisq(nsim,4)) + mu <- rnorm(nsim,ybar,sd/sqrt(n)) + print (rbind (summ(mu),summ(sd))) + logdens <- outer (mugrid, exp(logsdgrid), post.b, y) + dens <- exp(logdens - max(logdens)) + contour (mugrid, logsdgrid, dens, levels=contours,xlab="mu", ylab="log sigma", labex=0, cex=2) + mtext ("Posterior density, accounting for rounding", cex=2, 3) + dens.mu <- apply(dens,1,sum) + muindex <- sample (1:length(mugrid), nsim, replace=T, prob=dens.mu) + mu <- mugrid[muindex] + sd <- rep (NA,nsim) + for (i in (1:nsim)) sd[i] <- exp (sample(logsdgrid, 1, prob=dens[muindex[i],])) + kprint (rbind (summ(mu),summ(sd))) \ No newline at end of file From 442101d433a6737698051b5c819bbebf7ace8a7e Mon Sep 17 00:00:00 2001 From: Jeremy Teitelbaum Date: Wed, 11 Apr 2018 17:46:52 -0400 Subject: [PATCH 2/3] starting visual studio on the mac --- BDA 3.10.11.ipynb | 28 ++++------------------------ 1 file changed, 4 insertions(+), 24 deletions(-) diff --git a/BDA 3.10.11.ipynb b/BDA 3.10.11.ipynb index 5f376ce..0c6ee87 100644 --- a/BDA 3.10.11.ipynb +++ b/BDA 3.10.11.ipynb @@ -199,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 262, + "execution_count": 263, "metadata": {}, "outputs": [ { @@ -210,16 +210,6 @@ " \"\"\"\n" ] }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 262, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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UnNwdcC1Oy+vq7WLOburvhmdxal6vIA9ZtOM+EUJg1BtKYs7DrFx1BSrWNU+RPLL5BEFV/Mu4NY8uo8FI4sUU4s9eIv7cJS5FJnMpMolLF5JIjkm9LujYO9uZUyX7uRJQxQ83H1fcfFzMPU4vp5JiEQ6u9o9N8jZFUdBYatBYarB3vvsyIEII8rMLyErNITvVfFSUmZxNRqK5FkF6ojkt77kDkWSl5FxX6cnN1wWfCl74hfngG+aNX5g3AeF++FX0xsrG6l7f5mPr4vFYstNyCatboaybckvlKsgHVQ0grE4Iy777mw5vt5YXPN2G7LQcLhy+SNTRGCKPRXPxeCxxpxOuGTqxc7LFr6IPlRuE0fKlJniHeOEd7IFHgBvu/m7Y2FmX4Tso38xHP3bYO9vhX9HnP5fV6/SkX8o0F6eJTSPpYgqJF5O5dCGJ/WsPk5GUdc16fUK9CKkRSGjNYCrUCiK0djBeQR4P/VHSw+C38X9ibWtFsxfKZr78nShXQR7gjdHdGfbMWOZ+voS3xr5S1s15qBgNRi4ciebkzjOc2n2WM3svkByTWvK8m68LFWoGUa9NTQKrBhAY7ot/JV95EvsRobHU4B3siXew5w2fL8wvIuF8IvFnLxF7OoHok7FcPB7LruX7S44AHN0cqNwgjGqNK1O1SSXCG1aUO/F/2bv6EFsW7eTVYS/g5O5Y1s25pXKZoOzr3tNZO3szny0dXGZXpj0MhBDEn7vE/rVHOLjhKMe3naYwrwgAjwA3qjSqROWIUCrWq0BorWAZzB9TRQVaok/Ecv7QRc7tv8CZfRdKsjOqLdSENwyjTqsa1H+qNpUbhD02Q243Enc2gfcbD8MjwI2pe8c98HMeZX7F6+2630FeV6Rj0JOfE3kkmlHLh1C/fe37tq2HjRCCC4cvsmXxLnb8uZdLF5IA8KvoQ93WNajZoirVngjHw9+tjFsqPczysvI5tfscx7ed4vDm45w/GIXJJHD2cKRRx3o079aYum1qPhI52EtLUnQKg1qORFeo4/u94256xHQ/ySB/lZz0XIa0/YLY0wkM+20ATzzX4L5ur6zlpOey/tctrPl5E7GnE1BbqKndqjqNn42gQYc6+ISUfQY96dGVk57LgfVH2bPqAHv/PkRBTiHOnk60e70FHfq0wS/sv88XPOpiTsXxcfvRFOVrmbhpJGF1yiYPlgzy/5KTnsuwjuM4t/8CfSa+zvMDnil3J5VS4tJYMmkla2ZtQluoo2rjSrTr2ZJmXRvh6CqHX6TSp9Pq2b/mMBvmbmH3XwcRJkGTzhF0//QFKkeElnXzSt2hjccY/dI3aKw0jF0zjNBawWXWFhnkb6Awv4gJPaeyY9le2vRozgfT+2Bt++hPHSvML+K3sctY+s0qTEYTrV9rxgsDOlKhZlBZN016jKQnZvLX9HWsnLaW3Mx8WrzYmL6TepaL4UAhBEu/WcWsj+cTVNWfUcuHlPkRsQzyN2EymVjw5R/M+2IJwdUD+HThAIKrBTyw7Ze2s/svMKb7ZBKjkmn9WjPe+LI7XkH3L+mbJN1Kfk4Bf3yzisUTlqO2UPP+D2/T5rXmZd2su5aTnss3b09n5/L9NH2+IYNn98PO0basmyWD/K3sX3uYCb2mUZhbyNsTetCpX/tHbvhm6++7GN9jCq4+Lgyd25+azauWdZMkqURiVDIT35zG8W2n6frhs/SZ2OOR+44d2nScib2mkpWSzVvjXuWFgR0fmvdQpqmGHwX1n6rDjCMTqd6sClP7/8ynHcaQEpt66xc+JHYu38fYVyZTpVElph+aIAO89NDxqeDFxI0j6dSvPUu/+YtZQ+eXdZNuW2F+EdPen83Qtl9gY2/Nd7vG0PXDZx+aAH+3Hque/GVCCP6avp6fhsxDpVbRZ2IPnu7dGpXq4d3nJcek0qfmIAKr+DFh00h5gYr0UBNCMKXfT6yasYEvVgyl8bN31Pl84A5tOs63fX4k6WIKz/V/mrfGvfpQnruTPfnbpCgKnfq1Z+bxr6kUUYHJ78xk8JOfE3M6vqybdlNzR/2OQW9g2KKBMsBLDz1FUXh38hsEVfXnpyHzMBofzqSB2Wk5THxzGkPbfoFKreLrLaN477s3H8oAf7ceyyB/mU+IFxM2jmTQrHe5eDyWd2oPZs6IRWgLtWXdtGsU5hexZdFO2vd6skwuwJCku2FppeHlj7sQd/YSp3efK+vmXMNkMrFuzj+8WWUAm+Zv5+WhzzHz6KRyOQRa7nLX3ClFUXjqzVY07FiPGYN/ZcGYP9i0YBvvTXmLRh3rlXXzAIg8fBFdkZ6Gz9Qt66Y89EwmE4W5RebiI8VpfS8XGdEW6swFRXQGDHqjOVd8cfGQy64pEKJRFxcCMRcBsbKxLCn8Yedki52T7WN1xefduPwdOr79DNWbVinj1phFHYthyns/cXLnWao2qcyAH/sQUj2wrJt13zz2Qf4yF08nPp77Pk+/2Zop7/3EiE7jadChDu9Pe7vMpydmpphL5rr5uZZpO8pSUYGW1Lh0UuPTzbcJ6aQnZJKZkk1WchZZabnkpueSl1VwXbrd+8nWwQYHN3uc3BxKCnq4+brg7uuKR4AbHsX53e8l3fCjzN7ZDlsHGzKTs2698H2Wl5XPnBGL+Gv6Ouxd7Bk0613a9Wr5UJ+LKw0yyP9LrZbV+PHwRJZ/v5bfJyzHZLq+YMODZm1nHh8szC0q45bcX0II0hIyiD4ZR/TJOGJPJxB/LpHEqORr0uRe5ujmgKu3My5eTlSq51FSScnOyQ47R3OJvcsFRyytzT1xjZUFao25cpRKrSop83d5+8IkiksGmitA6bQG9EU6tEW64hKEOnOxj5zCK5WtMvLISsshIymLC0eiyUrOuq4qlL2zHT4VvPCv5E1AZT+CqvoTUj0An1Bv1OryG2SMBiPaQl3J33CZtMFoZN3sf5g9bCG5GXk807cdvb586bG5IlwG+RvQWGroNuhZOvVrd8vCCvHnEzmw9ghn9p+nx2fd7ksOj8BwPwAij0RTo9nDcchbGnIy8ji56yyndp/j3IFILhyJJjcjr+R5Z08nAir7Uv+p2vhU8MIz0B3P4t6xm58rllYPZ70Ao8FIZnJ2yZFHSlwaiVEpJEYlc2rPebYs3l1ytGFlY0lIjUAqR4QS3rAi1Z+ojGeg+yM/be+yqGMxGA1GgqqWzcWHx7ad4ocBv5R8d/pNfqPM8s6UFRnk/8OtAnxiVDIT35hGRLtaBFcN4Ou3pjN4dj98Q71LtR2ege74hnmza+V+nuv/dKmu+0HSFek4suUkB9cf4/DmEyXpbC00akJqBNG0SwNCawYRXD2A4GoBj2zqY7WF2lyKz8+VKlS87vnC/CLiTidw8UQcUcdjuHA4mnW/bmHFD+sAcxro2i2rEdGuFhHta+HgYv+g30Kp2fnnPhRFoW7bmg90u4lRyfw0dB7b/9iLZ6A7ny4cQMuXmpSbneedkEH+LuVn57Nx/jbC64fR47NuAOxeddDcEy3lHE2KotC2Rwt+HbmYmFNxZdYruhu6Ih17Vx9m65Ld7FtzmKJ8LZbWGqo3DaflS02o3jScyhGhWNk8PrVIbeysqRQRSqWrknkZjSaiT8RxYsdpju84w97Vh9kwbxsqtYpaLarS7PmGNO/WGEfXRyfg64p0rJm9mYj2tXDxdHog28zPzmfhmGX8OWU1ags1PUe9RNdBz5arKZF3Sgb5u3Ry1zlSYlJ54cNnAfNhaXBVf+ycruS3EEKUWs+hU7/2LJm0ktnDfmPUn0NKZZ3306XIJJZPXcumBdvJzczH2dOJNq82o9Gz9ajVotpjFdRvh1qtIrRWEKG1guj83lOYTCbO7o9k918H2LF8P1P+9zM/DJzDE10a0OnddlR/Ivyh75X+NX09GYmZDJ3b/75vy6A38PfMjcwb9Ts56Xm0eb05b47ujrvfo58o7V7JIH+Xjm45iVewJ8HVAjAajMSdvWSednfVlLqiAi2Jkcls/X0XTZ5rcE9pWB3dHHj54y7MHraQ/euOPLSFUGLPJDDvy6VsW7IHtYWKps83pF3PFtR5srqcbngHVCoVVRpWpErDirw5ujuRR6JZP3crG+ZtY+vvuwlvEMbrI7tRr23NhzLYp8an8+vIxdR/qjZ1WlW/b9sRQrD7rwPMGjqfuLOXqNWyGn0nvU7FR6DA9oPyWKY1uFcGvYG3qg5g7Jph+IX5cPZAJNuW7MbN14XnP3imZLnZwxaSdikDRxd7di7fR/dPX6BD79Z3vV1dkY536w2hMLeIHw9PfKjGrPNzCpg9bBF/z9yAla0Vnfq157n/PYWbj0tZN61cKcwvYtP87SyasIKU2DTqta3J/6a8iV9Y6Z4Huhcmk4nhHcdxfNtpZh77Gp8K9yc977mDkcwYPJdjW08RUNmX3l+9RuNnIx7KnV5puZu0BuZpYw/4p169euJRptfpxTdvTxebFm4XqQnpYlyP78Qvw38TaZcySpZZ8/MmMazjWBFzOl4IIcSulfvFb+P/vOdtnz1wQTxt9bIY3mmcMBqN97y+0nBi5xnRPfhd0d7yZTH1g19EZkp2WTep3NNp9eKPyX+Lzq69REeHHuLvnzYKk8lU1s0SQgjx27hloo3SVayYtva+rD8lLk181fN70UbpKl7weEOsmLZW6HX6+7Kthw1wQNxhvJVB/i4d335K9Kk9SAxt/6VYPGG5KMwvKnnOoDeIvnUGi31rDpU8tnjCcjH65W+EEEIUFRSJzb/tEP8s2nFX21723d+ijdJV/Dpy8b29iVKwYf428bTNK6Jn5ffFqT3nyro5j53U+HQx9KnRoq3FS2Lq+7PLfMe/f90R0U7dTYzu/m2p73TysvPF7GELRQeb7uJp6+5i5pB5Ii8rr1S38bCTQb4MpCeae++bFmwTedn5Qggh/p65QXzV8/uSL5zRaBSvh70nzuy/IBIuJIqven0vRnWdKAa2GCGGPztOaAu1d7RNk8kkvupl7slsnL+tdN/QHdi0cLtop3lZDG7zhchOzy2zdjzuDAajmPHRXHOg/+CXMuvRRx6NFp0ce4i3a34oCvIKS229Br1B/PXjetHV6y3RRukqxrzyrUi8mFxq63+U3E2Qlyde75Grt3nM2cbBhvhziVSOCMVkEgRU9sNkNKFSqZgzYhE1mlXFzdeFhaP/IKxWCJ3/9xRqCzUju0wgKTq15IKn26EoCgNn9CU5OpVJb07D0c2e+k/VuV9v8YYij8bw9dszqNEsnNErh8rZMmVIrVbx9levYTIJln23mgo1A3n6zVYPtA3JMal82mEMto42jPn701LJlCqEYN/qQ8wcMo/Y0wlUbxrOlyuHEt7g+msPpJsrlSCvKMpsoCOQIoS4f6fSH2JX58u2srHkxOk4LDQWnD0QyeqfNvLDwQnsWLYXO2c76rWridpCTczpeOLOXsIryB0wT8O8cPgijTtF3PICGI2lhlF/DmFwq88Z9cIkxq8fQfUnwu/re7zMZDIx+Z2ZOLjYMXzRwIc6wGsLdWQkZ5OTkU9uVj55WQUUXE5aVqQvSVQGoKgULDQWaKwssLa1xNbeGjtHWxxcbHF0tcfF0xFbe+uH8sSeoii8/dVrRB2LYcbgeTTqWO+BzU1PT8zko9ajKMrX8u22L0qlvuv5Q1HM/GguR/45iV9FHz5f9hFNOtd/KD/7h11p9eTnAFOBuaW0vkdarZZV2bpkF29WHUDN5lV5/fOX8AxwJ+F8IjWbVyWwij8A25fu4cmXn0CvNbBp/nZWTl9HaO1g5n+5lKFz+1OtSeX/3I69sx3j1g7nw+YjGNZhLGPXDLvla0rD/rVHOHsgksGz3sHZw/G+b+9WDHojceeTuHgqgdizl4iPSiEpJo3kuHTysgpu+frLgUPcxkwza1srPPxd8Al0x7eCJ4GVfAiu4ktIFb8yzc8C5h79/6a8SZ9ag1n+/Rre+PLl+77NjKRMhrQZRWZyFhM2jiSkxr0Vkk+NT+eX4b+xcd42HN3seW/Km3Ts2xYLjRx0uFul8skJIbYpihJcGusqDzwDPRj91yecOxhJUFV/rGysMBqMRJ+Mo9UrzVAUhTP7zpMSm0bDZ+pycucZDm06Rt9Jr1OnVQ3mjVrCsa2nbitgu3g6MXH8diMKAAAgAElEQVTTSAa3GsWnT49hzOpP73uPftPCHTh5OPJk96b3dTs3U5BXxPFd5zm28yyn9kcReSIOvdYAgNpChU+wBz7BHoTXC8HdxxkXTyec3R1wcLHFztEWO0cbrG0tsbTWmBOVXZWgzGgwodPqzYnI8orIyyogL7uA7PRcMlJySE/MIiU+g6SYNI7uPIe2UAeYdxSBlbwJrxdCzScqU7t5ZVwfUE/6aoHhfkS0r82mhTvo9cVL97Xnm56YyUetPic1Lp0xqz+lSsO7H0YpzC9iycSV/D5xBSaT4MWPOtH9ky7YOT2e2TtL0wPbPSqK0gfoAxAYWH5zN1+tUr0rFz9lp+WgUqsIqOwLwG/j/qT2k9Vxcnfg0MbjVKwbSp1WNdDr9ORl5RNaOxi4vatm3f3cmLhpJEPajOKT9qP5YuVQ6rSqcd/e14kdZ6jbugYaywfXu8pKy2X7yoPsXnOU47vPY9AbsbTWUKl2EJ3eakmFagFUqOaHf5g3Fpq7u+hKURQsNGosNGps7a1x8fzvoxSTyURKXAZRJ+OJOhnP2cPR7Pz7MOsW7gIgtEYAjZ+uRYvO9fB/gPPYG3aow741h0m6mHLf5qgnRafwcfvRpF/KYOyaYXedOM9kMrFpwXZmf7qQtIQMWrzYmN7jX5PFcUrRA/uWCiFmAjPBfDHUg9ruw8LFy5k6rWrQs2J/6rapgUFvoMv7HTi27RTx5y/Re/xrAMSfS8TSWlNydejt9sQ8/N34essohrb7kuEdxzFs0UCadKpf6u9Dp9WTlpBBQLhvqa/734QQHNl2hlVztrFn3TFMRhMBlbx5rm9r6raoQrUGoVhal10mSpVKhXeQO95B7jTpYL4C2Wg0EXUijkNbTrN/0wkWTPyb+RNWUSWiAk+/3pSWXerf951jcHVzbqOEyKT7EuTjzibwcfvRFOQUMn7diLseIjy1+yzTB87hzL4LVIoIZdhvAx6awiLliRzoekAUReHloc/RqvsTaAt1eASYT7ZuXrgDR1cHPAPcKcgt5PzBKHIz8qjZ4s7LkLl6uzBp8+cMe2Yso16YxOCf+9H29Ral+j60BebSiLb2NqW63qsJIdi/6STzvlrJhWNxOLrZ06VvK1p3a0RI1dufhVQW1GoVFWsFUbFWEC998BRpiVls+XM/6xfu4pv35/LruJV0H/g0T736xH1L83D5/6Yov/TLWJ49EMmwDmNQVCombhp5V2l7U+LSmPXxfP75bSeuPi589Mt7tOnRvNwX7ygrMsg/YJ6B11aZ8qvog7WteXbKlsW7iD0VR/VmVe56hoKTuyMTNo5kZJcJfN17OtWbhpdqb866eGpcQV5hqa3zasmx6UwdupADm0/hHeTOgG978OQL9e8pd7wQgszUXFKTsslMyyUnq4C8nEKKCnTodAaMBvPsGpVKQWNpgbWNJbYO1jg62+LsZo+HtxNuno53NQzk7uNM135teeHdNhz85xSLJq9h6pDfWDHrHwZ+24MqEaWfY6Uwz1xcprQzLx7adJxRz0/E0d2B8euG33HthKICLUsmrmTxhOUIIXh12Au8NLQzNvexwyCV3hTK34CWgLuiKPHASCHEz6Wx7vKuVsuqjHxuAntXHyI7LZc3x3Sn2j2eOLV1sGHs6k85tftcqR+uaywtcPFyIvliaqmuF2DHqkN8O2AewiTo80VXnn2z5R0H1oJ8LWePxnH+ZDxRZxKJi0ol/mIquuITs/+mUqtQq1UoCphMAoPeeNPlfPxdCAj1JLiiN2HV/KhSOxBXj9vLH6QoChGtqlHvyarsXnOUGSOWMPjZSbwyqAPdP+xQqr3YS5FJAKVatvKfRTuZ0PN7/Cv7Mm7NsDvK7iiEYOvvu5g5ZB6pcek079aYPhN6lHlZzcdFac2u6V4a63kcVaoXym9xMzi8+Ti+od7/+Yd/eu95whuE3dY4vcZSQ60W1UqzqSUq1Azi3MGoUl3nnzM2MfOzpVSuG8wnM3rjFXh7QUQIQfT5ZHZtOMnBHec4eyyupPSep68zQWFe1G4Uire/Kx6+zri42+Psao+9ow3WNprrhkxMJhPaQj15uUXkZhWQmZZLWlI2ifEZxF9MIy4yhX1bz5bMrQ8M9aTuExVp+GQVakQE33IIRlEUmnSoTa1mlZn+yWLmT/yb+AvJDJ7aq9SGb07uPoetow2+pXCyVwjB4gkr+PmTBdRoXoUvlg+9o3q1F45c5IcPfuH49tOE1g7mk/kflKvqZo8COVzzkLjVbJgj/5zgo9ajaNChDv0mv1GqZQbPH4pCrzNQtVGl21q+Zouq/DJ8EemXMnDzvffi4usW7GTmZ0t5omMdhkx747ZOpublFLJ+2QHWLT1AbGQKiqJQqYYfL77dkuoRwVSqEYCD050PA6hUKmzsrLCxs8LD2wm4/nPWafVEnrrEyUMxHN59gb8X7WX53J24ejjQqlMdOnZvhJfff2fftHOwYdD3PQmo6M2csStQa9QMmtLznqc8CiE4uOEYtVpWu+fasUaDkR8G/MLKH9bR8uUn+OiX92572CwnPZdfhv/G6p824uBqz8AZfWn/5pOo1TLd9IMmUw0/Igx6A8u/X8O8UUvQa/W8+FFnXv6ky12PuwohiD4Ry6xPFqBSq0g4l0iTzvVLZvn8l9jTCfSuOYi+E3vwwoBnbrn8fzl/NIYPn5lIraaVGTn33VvOPMnLKWTJrK38tXAPhflawmsF0LpzXZq0qXbDoRMhBBnpecREp3EpPoPkpGzS0/LIyswnP09LUfFVr2A+aWplrcHW1hInZ1vc3B3w9HLEx8+FgCA3fHxdUKmuD8KF+VoO7jzPphWH2Lf1LAhB0/Y16NG/Df4htx6SWDBpFfMn/s3/JnTnmZ7Nb/OTu7Gz+yPp32QYH87sy1NvPHnX6ykq0DLu1e/YtWI/3QY9S++vXrutISWTycTanzcz65MF5GcX0Klfe3qOeumOev/Szd1NqmEZ5B8x6YmZ/DRkHpsWbMcryIN+371xV1MlT+89z8Z5W7FzsuXNMa8A8MnTo/lgep/bmqPcv8kw8rMLmHX867seTzaZTAx46isykrOZvmUEDi43DwRCCDYuP8SsiWvIzSqg2VM16Na7BWFVr5/KGReTzoG9kRw9FMPpkwlkpF8pDq5Wq3B1t8fZxQ4HB2usrMwXRCmKefqjtkhPXp6WnKwC0tNy0V41lm9ja0nlcB9q1g2iXoMKVK7ie11vOTUxi5ULdrPqtz3odQa69GxKj/5t/rMHbDKZGP7yVM4cvMjsPaPu6Sriye/+xKYF2/ktdvpdB9bM5CyGdRzHhUMXeW/Km3R+76nbet2Fwxf5rt9PnNl7nhrNqtB/6lv3fAWsdC0Z5B8jR7ee5Pv3ZhFzKp7GnSJ477s3b/tEVlZqNou/WoGtgw2vfdYVRVE4sP4o875YwoQNI25ZwBxg8287GP/6VL5Y/hGNnql3V+9h34bjjHztBwZ935M2Lza66XKF+Vq++2wZW1cfo1q9YN759NnrgntqSg7r/j7K5nUniItNB8DH15lqNQOoFO5DUAUP/ANccXN3KAnMJpOgSKvHYLjSk7e20pQ8L4QgO6uAS/GZxESncv5sEqeOxxN1IRkhwNnZlpZtqtG+Yy3CKl07/p2Zlsucb9ezftkBgit5M+L71/D9j/MM8ZHJ9G06ihf6teXNEV3u/MPE3AHoWel9Wr/SjIEz+tzVOi4ej2H4s+PJTs1h+OIPadTx1v+3+TkFzBmxiJXT1uLo7kjfSa/T+tVmMs/MfSCD/GPGoDfw53ermfv57wgheO2zbnT9sOMt83wsm/w3R7acYOiv/8POyY6UuDR2/LEXo8FIt8GdMJlMt+ydG/QGelb+AM8Ad77Z8vldfaHH9P6Jk3suMPfw2JvOosnNKmBE3184fyKBHu+35cW3W1zTtriYdBb+uoPNG05gMgpq1Q2iactwGj1REW8fZ0wmQWx8BmfOJRJ5MYXY+AySU3JIz8gjL19bcpL2arY2lri42OLt6YSfjzMVQjypHOZFxVAvNBo1OdkFHNx3ke1bzrBn5zn0OiM16wTyaq+m1K1/7ZTI/dvOMnHIYtQWasb+/CYhlW9+LuWLXj9yen8UC46Pv6ujox8Hz2X51LX8fOKbu6oUdXDDUb7o9jU29tZ8sWLoNVds34gQgh3L9jLtg9lkJGbRsW9b3hjT/ZbJ9aS7J4P8YyolNpVpH/zCrhX7Ca4ewMCZ79z0JKrRYGRCr6k8+047qjetQtqlDA6uP8rJnWdp/WozarW8dkaO0Wi86cmyVTM2MOV/PzNq2eBrsnDeDqPRRLdKg2jZJYL3J716w2V0Wj0f95rF+ZMJfPrtKzRufeUCscICHfNmb2PZ4n1oNGo6dK7Dc13r4+PnQlGRnj0Hoti64ywHj8SQnWOe029paUGAnws+3s64u9rj6GiNrY0lGgs1KAoGg5GiIj05uUVkZOaRnJJDbEIGeXnmi4qsrCyoVT2AJg3DaNm0Ei7OduTmFLJ21RH+/H0fqSm5NGwSxvuDn8bT+0remviLqXz8xiyMBhPf/f4enr7ON3y/m5fuY+J7v/D9hk8Iq3lnqT/SEjJ4o8oAmj3fkCFz3ruj1wKsnb2Zb/vOIKiqP6NXfYJn8cV6N5Mck8rU/j+zZ9VBQmsH88H0PveUu0a6PTLIP+Z2rdjP1P4/k5aQQcd32vHWuFewc7S9ZhkhBN+9MxMUhW6Dn2XVjxsw6AzUbFGVZi9cGTI5tfssiVEpHPnnBG1ea35d8Adzb/7diI/R6wz8dHTSHV2unxCVQu/GIxk4uQftuje54TIzxq1i+dydfDr5FZq1vzL7KC4mnZEf/05cTDpPPVubt955EmcXOxKTsliy/CDrNp0gL1+Ls5MtDSNCqF0jkIphnmiNRiLj04hLyiI5PYfMnELyCrTo9OZxdwu1CjsbK5wcbPB0tcffy5kQPzfcHe2IiU3n2Il49h6IIv5SJmq1iqaNwujetSFVKvug0xpYvnQ/82ZvQ61WMWR4J5o0v3K5f1xUCgNfno5/iDtfL3z3hjNfbuczuZkJvaaxdcluZp34Bp+Q28/7YjKZ+GX4IhaN/5OI9rUYvvjD6/5mrmY0Glk+ZQ1zPlsEQM9RL9Hl/Q6ySPsDcjdBXk6hLEeadK5P7VbVmTNiESumrmH3yv30n9b7mhOziqLQf1pvxrwymekD51ClUSUadqh7zeXp25buZvWsTYTXDyO0VjBf9fyeQbPepV7bWtdsz0JjwdvjX2V4p69YMW0tXQd2vO22pidlAeDhd+MpmFFnElkxbxcduze6JsCfPpnAJwMXYmGhZsKUV6kTEUJuXhGTp29k5eojKAq0eKIyHdvXxMPbkW0HI1m17zQnF25GWxzMNRZqvNwccHG0xdXJFkuNBQqgMxgpKNQRnZDOvuPRFBTpiz8zqBjoQeNaIQz/9FksFRXrNp1k9frjbN15jsYNQnm/b2tefLUxzVqGM3rEMj7/ZAkDhnSgQ+e6AARU8OR/Izvz1eDFrFu6nw4vNbzuPXv4mqddZiRn3/bnCOaEcRsXbKf7x8/dUYDXFmqZ9NZ0tizaSYferek/rfd/DvVFHYvh2z4/cmbfBRp0qMP7096WFzQ9AmSQL2dsHWzoN/kNWr3SlG/7zGDkcxNo8WJj3pvyVkkRCbWFms9+H4ROq6cov+iaaZjHtp1i7ue/02fi69RoXgUbO2tyM/PQFQe8f6v/VG0adqjDr58v4YnO9W/7Clu9zhxwbzYnfsmsrdjYWdJzQLuSx2Kj0/hk4EKcnGyZMOVVvHycOXQ0hjGT/iYjM5+OT9Wix0uNiLyUzpzV+9l3IgYwB+jOrWvi6e5AkclIZn4BcanZpOfkk5yTRdHl4K9W42BrhWuAI9Vq+ePpZI+tRkNeThHHziYwf9V+fl25j1B/d7p3qMfCF3vz19pjzFu8m57vzqZ/31Z0ero230x/nVGfLmXyhNXYOVjTopV5mKlFh1r8tWAPi2b8Q/uu9a/rzWuszF/Hm111eyMGvYGpH/yCR4AbL3/83G2/Lis1m886f8WZvRd4a+wrvDT0uZueV9Fp9Swc8weLxi/HwcWOTxcOoOVLTeSJ1UeEDPLlVHiDikzbP57FX61gweilHN50gve+e4Mnuzct+XJaWmk4vPEYqfEZdOzblvTETOZ/uZSXhjxHg6evlBM8tPEY/pVunHVSURT6f/8Wfep8xJT//czYvz+5rS//5R3LjZJo5ecVsXPDSZ5+sT72juYLmvR6I18O+wNNcQ/ey8eZtRtPMGHyGvx8XRgzogtqawtGTF/N0bMJeLjY89bzjfHydmTvuThWHT1DVr45p4uNlQZ/dyecHWxwdbZDrVZAAWEU6PRGcvKKOBOXSlZxfh4rjZqISgF88FYrTEVGVm8/xeiZ6/DxcGRwz9bMndGbid+t5evv1xMZlcoH77bh87Hd+Oj9+Xw9dhUVK3nj6++Koih06dWUMR8s4NjeKOo0CbvmfRcVJ3+7k0pbv41fTtSxGEYuHXTbJffiziYwvOM40hIyGLFkEM2ev/6o4rLTe8/z9Vs/EHMqntavNaPft2/g6HZ7qRykh4MM8uWYhcaCV4e/QNPnG/B17+mMe20K25bupv+0t3HzMQ8NNHymHpkp5uGBxMgk/MK8afhM3ZJ1TOg11Vwg5OUnyM8pYMuinRgNJjr1a1+yjGegO71GvcQPA+ew/tettO/V8pZtc/MyH1WkJmRc99zx/RfR6ww80fZKJcnlS/YRfTGV0RNfwsvHmc1bTzP+29XUrRXEF8M6s2LLCaYv3o6DnRWDerbCZKkwd8NBEjNycLKzJiI8AAdHa7K0RcSmZ3E+JQNdTtoN26ZWKfh7OFG1qg9utjYYtUaOnLvEzpPR2Ftb8kLzmvR4tj6zl+1h0KQ/6dCsGqM+7cyvC3ex6I99WFio6N+3NcO/fJ63XvmRGd9vZNRXLwJQv3llLDRqDu08f12QT080D2G5et1esZGLJ+JYOPZPWnVvyhOdb+9aiVO7z/JZ569QFIWJmz+/6Ql6XZGOuZ//zpJJK3HzdWX0qk9o2KHuDZeVHm4yyD8GgqoG8O32L1n27d/8MmIRb9f4kPen9abFi+ZD7svDOGkJGRQVaEt6ajMGzyUrJZuP57/P2tmbObnrLLmZeVjbWbFx/la+2fpFyRhup37t2PHnXqYN+IWazavcctjGw98VKxtLok9fuu65qOLHKlU3l0nU6QwsWbiHeg0q0PCJikTHpvPV5LVUr+rP2M+6MOW3bSzbeJQWEWE8164Wk5Zu5WJSBjVCvGndsCInk1JYd/4CJiFwtLUiyNOFOpX8QAUGITCaTKCAgoJGpUIlQFtk4PSlFJKzzRdShXm70b1+XZKSc5i74QBOdjZ80KUpSQnZ/LJ8D/HJmXw9uAtGo5Elyw8SXsmHtk9W5cVXG/PrT1u5GJlCSKgnVtYagit6cfFc4nXvO+as+TH/0FsPeem0eib0moa9ix3vfP36LZcH2P7HHsa9NgUPf1fGrhl209QYZ/dfYEKvqcSeTuDpt1rT9+vX//NkrPRwkwmcHxNqtZpugzvx4+GJ+IV5M6b7ZMa+Mpmc9NySZUJqBnH+YBTTB87hhwG/cGDdET6e/z47/9zHuYNRNO4Uwed/fMTHc9/HK8iDjOKTp2DO+TJkznuo1Com9f4RY3ECr5u3R0WlOkGc2HvhuufSknNwdrMvScF8+EA0mRn5dOlWHyEEk3/YgKWlmlGfdOKXFXtZtvEor3WsT0TdYD74YQWFWj3vdmlCtlrP7B0HiU3LolnNEGpX9SPPysCh9CR2xMWyKzaWMxmpxOZnE5uXTWR2BnsT4tkWG8O+lEtcEvmEhXnQonYoarXCrzsPsT/pEm90akighxOj5m0gVVfIqPc6cCoyiY8nr6R3z+ZUq+LL9zM2kZtbxLNd6qFWq9i49njJ+/PwcSY9Oee69336QBQWlhYEV7l1QZY5IxYReTSaD2f2veUVspeTjH3R7WvC6gTz/Z5xNwzwep2eOSMW8X7jTynMLWLsmmF8+NM7MsA/4mSQf8wEhvsxecdo3hjdne1/7OXtGh+yf90RAIKqmOdIO7jaU71pOBM2fkZ+dgHnDkRSr21N6rapCcCB9Uc5s/d8ybi6ttA8luwZ4E6/b3txfPtp5n+59JZtqd0snKgT8WRflXYAQFekx+qqE7IH90VhZWVBnfohHDsRz+FjsfR69QkuJKTx68p9dH6yBq5e9oxbtJmGVQNpVC+Y7zbuokCnp139SuRY6tkYFUVMThbhgZ5UCnHHxt0SrYMgVVVIvDGXeGMuSeRTaGtE7WJBUJAL1St4UygMbIi8wNm8DFrWC8XPzZEfN+9F42LJy61qs2zHcTadjOTjt9py8FQc81btZ0C/tmTnFLL878M4OdtSo3YgB/ddydppZaNBq73+RPbBf05TNaLCLcfkj2w5yR+TV9OxTxsa3+KKVKPRnGRs1sfzaflSEyZt/vyGY+rRJ+Po3+hTFoz5g9Y9mvPT8a+p3772f65bejTIIP8YUluoeeXT55m6bxwOrvZ8+vQYvv/fLLSFWryDPXltRFead22Mi5czRzafQKVWUbVxJaxtrYg/n8jm37bz6vCuOLo5kHYpg6n9Z7Nz+T4A2vZoTtsezflt3J+c3Hn2P9tRr2VVhBAc2Hzymsc1lhYls28AIs8nEVrRG0tLC/5efwx7eyvat67ON79uJsjHhcb1KzBpyVZa1ApFsVfz+97jtKtTCZODwqozZwnwcCIsxJ0Ekcf+tAQyTIX4eNgR6ueEt7ctzh6WuHhY4uFlTbCfI0E+DujVRo5kJHK+KAO/AGdqVvDhnwtRXCjI5LnG1Th4MYEtUdG89UxDNh46T3xuLu2ahPPrir3YO1pTr3YQq9cfRwhBeFVfoqNSS4qT6HXG66Yqxl9IIvp0Ao3a1/zPzywjKYuxr07Br6I3b0/472RyOq2eMd0ns/z7Nbww4Bk+WfABltbX7kBMJhNLv/mLfhFDSU/IYNSfQxjyy/9kAe1yRAb5x1hY7RCm7R/P8x88w8of1tEvYiiRR6NLnjeZTJzdH0nNFtVw8XImPTGTZZP/xifEixrNzTnBVSqFWi2r8eWL37B/3REUReG9797AM8iDsT2mlJzUvZGKtQNx93Vh2/JrL4xzcrUjOzMfY3FOmdTkHLx8nBBCsPfARRrXD2XfyRhiEjN54/nGjF/0DxW8XbFxtmTzyUiea1yNjdGRaI0G6lT241BWEinaXKoGuqFxhgRjJpGFKeSrCrG1E7g5qXF1UuNgr2Cw0BKrTeeiLg2jvYFQf2eEhYndKXEEBLrg7eLAkhMnadegMml5+Wy5EMVT9Ssza/VeOhTn71+89hAtnqjEpaQsEi5l4unthNFoIjMzH4Cs9Dyc/pWMbdvKQwA063zznrnJZGJS7+nkZxcwYvGH/zmbJi8rn4/bf8n2pXvoM/F13vmm13WpElLj0xna7ktmDJ5LRPtazDz+DU1u8wSu9OiQQf4xZ2Vjxbvf9mL8uuHkZRXQv+EnLP3mL4QQqFQqAir7snDMHxxYf5TPn5+Ig4sdTbs0KBnTdfV2wUKjJqCyL0FVzPVXbR1s+GzxQLJTc5j45g/c7KpqlUpF664NOPDPqWtm2fgEumE0mEiKzwRAqzNgY2NJalouWdkFVKvix/pdZ/BwsSc5L5+UrDzaNQln5aHTdKxfheWnThPk7ozeVnAkJZEaQR6kqfKIKkgjxMMONxcFbIpIF+kk6VPIFpnkiExSDWmkGNMwWBZg52QkzNOeLGMe0fp0Kvg7k6bNJ1KbSaOKgfx5/BTtIipxJjEVS0dLHGyt+H3HMZrXC2P9rtNUrmT+fM5FpmBdPPR0eYjmUkw6PoFXLgITQrB5yV6qN66Iu8+NUx4AbP19NwfWHaXvxB6EFBfrvpHkmFQGNhvB6d3n+GTBB3Qb9Ox1y+xZdZC+tQdzZu95Bs58h1F/Dik5AS+VLzLISwDUa1uLGUcm0qBDHWYMnsuwZ8aSmZzFCwM70ua15pzefY7mXRvzxuju16SP3bl8HwvG/MHAmX3xDPTAaDT3vsPqhNBnQg8OrDvK4okrb7rdp3s0AyFYOXtryWOhxScez52IB8BSo0anM5CcYj5Z6ePlyMGTsTSsGcSfO49TO9SXPw6cINTble1xMXg62ZNMAXqMeHjacCIrkcrejhisCkjWpeHvpMHfGZzstNjaFKHS5KBocrC2LsDRTouno4EwF2uyTVlkq7Ko5O1AsjabQistXk527EqJpU6IL0uPnaR1zYos23+CtvUrsfVYJDUq+5KZU4jOVHwUkpZTkuVSY6EmIyWHzLRcQipeSSB2eNsZEqJSaP/Kf6cyaN6tMcMWfsCz77S96TJxZxMY0HQ4qfHpjFk9jFbdm17zvEFv4McP5zCi03i8gjyYfmgiHXq3lhc2lWMyyEslnD2cGPnHR/Sf2pujW07St/ZgDm44SrfBnegxstt1PcLLV8f2HPUSVRtXRghxTTKzZ99pS4sXG/PL8EUc3nz835sDwCvQjcZP12L9wp1oC3UAhFT2xs7BmmN7zScrnZztyMzIp7D4qlud0UhugRZPD0diU7IIDnAjITMHf18X0gsKsHbWUGDQo9gLsgz5eLpZEFuYQlV3Oyyt88kxphJgD5WcBT72uXjZ5eFll4e3fS6hTnrCnNQYlEyERQ6hrpZk6LPBugh3e2vijVn4uzhyJi8NF3sbYguyUVSQZ9IjBOTqze8hMc28Qyos1JOVWQCAo7Mtxw9EA1C17pUd5ZLv1+Hi6Ujz/xiqAfOMpBbdGt80IJ/df4EPm3+GQW/k221fULf1tdXGUmJTGdj8M/6Y/Ded33uK73aOxr9i6VUYkx5OMshL11AUhU792jN133gc3Rz4uP1o5ny2qKSH/s+inWxdspucjFx+Gjqfp3u3pmmXhiS10hgAACAASURBVCWv/fe6Bv30Dv6Vffiq1w+k3eDCJ4BObz1JTkY+G3/fA5iDWc0GFTi06zxCCHz8nImPTS+pypRZnFUyT2cOqMn5eTjZWrE7Jo4aQd6cTk/F18uOXEMhNnYmFEWPh4OJHEMG4c5qHK2zUZQU/Gy0VHOEcIciwh2KqOZoIsTOhKUqDY1FOmFORiwtirCwzMXX3ooUUzpudpZkqwv+3959h0dRtX0c/57tm94IvXdBQLoKKB1EQBEVFaUpIiCC9CYldBCRooiKICqIgFgQpNgApRcB6R2SkISU7XXO+0di3odHQB5FA+F8rmuvJFtm751Nfjs5M3MfXH4fxQtHcSg5hbtLFmb3mYuEW80kpmeHe1qGI/e1XDyfTnRMKBaLkZ0/HiE80kq5KtlDWycOnGff5qN06NX0hqfWu5q93x1gSPPxWMIsvPHT+D9M1rF9zW5eqjWUc4cvMOrTV+k7p8cfdsIq+ZMKeeWqSlctwdwdU2jZtTEfT1jJqIcnY0u3U75maRaNXspzZfvS6LH6PNK3NcA1x90tIWZGfdIft93NuI6vX3HUzO/uvq88lWuXYdmsdblb87UbVSQlMZMzxy9RtnwhLiVn5YZ8pi17y9iWc+jmyZR0ShSKxunzkRpwUSQ6nGNZqRSOMRHEhzA5iLVIIi1ZWPQ2Kkf4iTKlYdYlUsjsonRIkNIhQYpaPIToLxFmSKFsmJN4iw90qVSIspCppVE83IrX4CLL76ZskWj2pSZj1OvQmXVczLBRMDaMlMzscLfntGsID7dw4lgypcvG4/MF+OW736jf5K7cvjWfzf4Wa5iFVp0bXHc9Xs+Wz7czovVE4ovH8foP465oQREMBPlg1FJGtZ1CgeKxzNsxhQcev/d/fg7l9qVCXrkmS4iZge+/RP/5Pdn//SH61h2Ox+nljc0JFCgeS8al/z8Z6npjuqXvLsHghb05uuskC0cu/cPtQgi6jmhPWmIG6z7aAsC9TSqj0+v4cc1+KuXMApWVlh2gmZk5W/JuLyajjsQMG5oeDAYd52xZ6CyS+HALie5MYsMkcRYdQZFGhXADVkMK8SY/5UIcxBlTsXCaKF0KUbpUQsQ5IvSJlLJmUDZEh45EqkQI7IFkykeasct0AtJL6dhwzjjT8WtBihSIIMWVfdSM3qDHnvPB4/Fkf1hFhFk4fTKFu+4uxp6tx3E5vDRslT2McuLAeX76cjftejxIWGTIn67Hq9nw4Y8kPDGT8rXK8MbmhCv6wGekZDG89UQ+mbSKll0bZw/PXKMHkZJ/qZBXrksIQZuezZnxwzj8Xj/9G4xiz8YDzN87ncJlCpKWePUhmP/W4NG6tO/TipWz1rB+8Q9/uL3a/RWoem95ls9Zj8flIzounNoNyrPh892Uq1AIo1HP0UOJREeFkJaafZauxxtAk6BJidPvJyYyBCkk551ZmMxQNNyMI2DHqM+ifJgBn5ZI5VAwcpZSFj0VLQ6KmVKJ0J0hQneagoZkypvTqWg1I7TzlAv1AelUihA4g6lEmgTFIi0k+TJwB/2EhRjBIEh1ZIe8X9NyZ5pyu7L3H2SlOdA0Sa26Zfjuy71ERIVQo372jEsLEz4nIjaMjn2as2X1Dr6av55d6/dz5tD53PVyvS37te9vYnq3eVR/sApT14++Yk7X3345yks1B3NwyxEGvvcSgxb2vqFpHZX8R4W8ckPuql+Bt3ZPo3ytMkx+5k0WDFpC6+ebElfk6v3gr6bXjGep0bgKc/p9wNnfLvzh9i7D2pJ+KYuVb60HoM1T9UlPtbN78zHurlGCbVuPU6lCYU6euITJqMfr9ePPOcHIHfCj0wt0ekBIUrxZCJ2PUuEmrHoffnmJimE6BKlUtAYxaKcoZoqkoiWU8kYb5Y1ZVDBDaUshjPICpS2ZROm9FDU78GkplAzRE2MJcNmXQVD6MRkhzGrCHfTj8PmQgMvrQ0fOkNJlBxHhFo4dukh4uIWCBcL5eeMhmra/B6PJwIFfjrP3x8M83qc5O9ftY8m4FVw8kczuDb/y4bjPWLvwOyD7Q/ZqQf/Z618x84X51GpRjQlfDcMaZs29bfXctbz6wBhMFhNztk2iVfcmN/weKfmPCnnlhkXHRzJ90xgeebk1q95cw5Bm4696slP2XKEz8P3Xqft6g56hi/oQEm5hVPupZKVd2b+lav3yNGpXi+Vz1pOWlEnthhUoWDSabz7dTqPGlbl4Pp0ShaO5mJRJiULR2HJ2wEL2dIIBqWE26RE6DZ1O4gi68MosilihiFkQCCZTyuQkRHgpZwpg0g4Sro+jsOU+ClsaEmMsjzF4jOKGy8QbI4nWJWLVeSgbYkIn0nEHbRh1QSxGCLcY0YTEE/z/fQwZNjdCSoSAUydSqVK5KNu2nqDe/eX56pNtSE3y8NP3EgxqvDP6M2ILR9Gm6wP8+uNvPDf2cXrNeI7H+rehZdcH2b3hVz6Z/Dmapl0xhCOl5OOJK1kw+EMeeOJexn8xNHcHasAfYF6/hczrt5A6rWvw1q6plK1e6ma89cptTIW88j8xGA30ebM7wz/qx9GdJ+hbdxgn9p2+4j7Jp1PYvHI74x6bntvX5nexRWIYt2ow6YkZzHh+Ppp2ZSOzbqMeQQtqLJn6FTqdjoefqs+vO05RvGgUJpOB9OTsD5UIi5mLiZkIIMxsQkrwB4NIQOhAr9Mw6YMIfHi0dEL1NkpbQjDgopA+HYs+mtLmqsRpxwkJ7CUksJuo4CFKmYoRY7qLcHmYWIOVoiYPAS0Zg/ASavATYYIwkwGhg4AMokmJSa9HAB6PH5fTR7H4KFJSbBSIDMVh93B/wwqsXb6d+5pXoUiJWL79eCsnD5yn57iOWEPNxJeIZfua7DNe44rGUKNxVR57pQ1pFy5z9tCV//F8MmkVi0Yvo2nnhgz/6BWMpuwjcpw2F6PbTWH13OwWBmNXDb5i+Ea5c6mQV/6SJk835I3NCUhNMqDhaHat3597W5uezRnwzovsXLuPsR2m4/dduUVfqW45Xpjame1r9rB4zPIrbitUMo52zzdm/dKfObj9BK2fqEtouIVVH2yhYeNK7Np6gpLFY3Gku/D7gliMBkIMRvz+IC6fH28wAEh0AgxCw6L3Y9X5QboQ8jzFTGaMwkBh4UOnZSEipyDidyDi9yGiFyJ0MURrp4kyViFGl46mXSZM5yPKKIky6bEadOiEJIhGUJNIDUKMRgw6HUhISsokwmxGpxOcP3aJAvHhpJ6/jMPmof2z9+O0u/lo+tfcVacMDdtl92dv36cVaYnpvPHiApxZLsxWE+VrlcZoMbJ97V4gewv+g1FLcwN+yKK+ufOqJp26xMv1hrNn4wEGLOhFr5ldrzn5unLnuSkhL4RoJYQ4KoQ4IYQYdjOWqdz6KtQqy5ztkylSthAj20ziq/nrc2976IVmDFjwIru+3c9r7af+YYu+fZ+WtO7ehKVTVrP9mz1X3NZ5cBvii8fw1rBlWEJMPNa9Edu/P0y1asVxOryUKBTF2ZNpmAx6YsNC8Hr82BwevN4AUgMQZAe9xCA0TLoAITofRvzotIsUMpZBIBGxyxHWDghdFEIXgjA3QMQuBUN5YoQDKR1E6g1EG42E6rM/NEAjKDUCQQ1fIEggEERo2f9ZWIx6Aj6N1ItZVK1UhEP7z9O67T2seO8nqtYqRdVapVg86UsyU+083rd57jBMSLiVV995EWu4hcnPzuHQz0cxGA0YjAayUm1IKflw7HI+mbSK1j2aMviDPrl9aPZsOkDfesPJTMli2sbXeOj5pv/gO67cjv52yAsh9MA8oDVwF/CUEOKuv7tc5fYQWziaNzYnUKdVDWb3fpf5ry7KPXGqdY+mDHzvJXav/5Vxj105Rp/dyKwrZaqVZGqXeZw7fDH3Nmuohe6jHuX0bxdZ99EW2j5dH2uomd3f/UbpsvGcP3oJARSJicCR6cZp96H5JWRnMFKClCJ76AaJQYBFJ7EKDR1gCJ4A6xMIw5UnDGXXZUWEDURolwnXRRGuN2IkgCDA7wHvCQZx+wO4fH5cbj92hxevy0+UxUJkqIXMNCdmdBiNejSXl/RUO11fbcmJX8/x9Qc/cl+LqiydsJLlM77EmXPMf2yRaJ4c3I76bWoypctcZvR4m+3f7OHZ1zqyZNxnfJSwglbdGtP/nZ65W+kblvzIiNYTiSkUxextk6me0yBNUf7TzdiSrwuckFKeklL6gGVA+5uwXOU2ERJuZeyqwTzStzUrZ61hfMfXcefMp9qqexP6v/MiO9dlD90E/P+/o9JkMTF25UAMJgPjn5yZO8cpQKP2tajeoCILEz7HZXPToWsDft74G40aVSDxXDoVShckI8mOy+ZFBMGEwCh16DQdUhNoMueCQEoNgYZJp8OEDoGGMF/nhCDz/YAJqy4cPX4giETi1zTcgSD+oETTBCIoEEGQfonXFSArzUmU2Ux4qJnDu8/SqEll1i7bzj33laNS9RK8PeJTwqJCOH/wDMUqFMbj9PLxxFWc/e1C9gxdBaN4+MXmzN6SwHNjHmfGptf4Yu46loz/jBZdH2TAu71yt+CXTfmcaV3mcnfDSszakqDaEyjXdDNCvihw/j9+vpBz3RWEED2FELuEELtSU1NvwtMqtxKD0UCf2d3pPasb277axaDGY7HnnNr/0PNNc8bo9zK58+wrxugLlYpn2Id9OX8kkTdefCd3R6wQgv4zOxMMBHl37Eoe69aQ2IIR7NxwiCLFovFmuPHYvERYzERZzJgxYAjqMGo6TJoBNAMBTUdA0xNElz3Nn/Sj+/1IFXHt2ZSEMIEuDEEQKTWCUuLVNNxBDb+mI6gJZFCg13SYpA6rTo8JHUGvRvKZdIrHRxIIBAnT68hKd/Lsy8358r3v+W3nKXqO60j3CZ3oMu4JajWrhiXUzOq5664YsoqKjyS+RBzrF/3AwpGf0PSZhgx450V0Oh3BYJC3Byzi/RGf0Pip+5n4zUjV+125rpsR8lc7Re8PB/ZKKRdIKWtLKWsXKFDgJjytcit6tN9DjP18CKd/PcugxmNJOZ89WfZDLzSj5/Tn+OmzX5jcefYVR9XUbHo33SZ04vtlP7PijTW51xcqGccT/Vqx5as9/Lr1GM/0bsqxAxeoVbMkF0+nUTg+ArMmcKS78Tr9BDxBAh4Nn1fi9wsCQRM+zYBPM+CXBgJSEPj9mHPt0jVfg9RcoGXg1+x4NR8uLYA7SPZyND0yaEAf0KPzCaRXIj0aZk1HgfAQzDo9Zw8l06BRRb5dvoMHH65OfKEIlkz7mtpNq9D0iXrUe6gm8cXjqHJ/RR58/D5KVC7KL1/t5sfPfmH8EzPZvHI7X81fz7tDP+KBJ+5lyOK+GIwGvG4vk595k1VvruGRl1sz9MOX/1a/G+XOcDNC/gLwn82tiwF/nJ1ZuWPc27Y2478cRvKZFAY+OIbzR7PH2x8f2JYXZzzH5hXbmN37vSuC/snB7WjQoS4fjFrGr5sP517fsU9zSt9VlFkDllC/SSWKl41nz6bfKFI0CunwY7vkxKjpCBF6zFKHKahD59cR9Otw+3U4/CZcQQtuzYxHGvCjITEgfb9c+wX4NgMSt3Th1DQ8mgGPZsIdNOH1G/H6dAR9AumT4APNK/HafThTXBQvGIUWDKI5PAgh6DagJfOGLcPncFHp7qIsSVhxxdy4JSoXpVHH+jTqWJ+lkz8n6VQKAZ+f2b3fpV6bmgxZ/DI6nQ6nzcWQ5gn89Nk2XpjamT5vdldH0Cg35GaE/E6gvBCitBDCBHQCrt1AXLkj1G5RnWkbXsPj8NDv3pEc2XEcgI6vtqXT0EdYs2AD7w/7OPdsTiEEr77zIoXLFmRcx9dJvXAZAJPZyMA5XbClO/ho2tf0Gd2OSxcyqFgmnvTELOKjwwgTeoLOIJpLQ3okwgv49PgDBtwBI7aACVvQglOG4sOKGyO41yA1xx/qllIinYsIEoJLSlzSjEMLwR6wYveZ8fj1SL8evV+HKaDDrAnCdUYizWbwaVw4col69cqybf0hHnnufg5sPcbPX+/BRBCL1YQz00XvOsP4ftnW3OeMLRyNy+4m9cJlWnVvzNTn5nB3o8qMXv4qJrMR22U7Ix6axNEdJxj16QCeGKx2eSk37m+HvJQyAPQFvgUOA8ullIeu/yjlTlCxTjlmb5tEeEwYw1pO4ODWIwB0n/Q0bXu1YPmML1k85tPc+4dFhTJ+1SD8Xn/O2H32TtqyVYvT/oUmfLN4Mz6Hm4at7mbHhoOUK1+QQJYHz2UPeh+YAgKDH/Q+gfTq8Hn0OL1mHD4rtoCFjICJywEd6YHLSGlDZg1FyuCVRbtXgH836ZoDh2YmI2glI2Aly2/B5Tfh8xnRPDrwgHRLpEvizfLiueymcHQ4VpOBpKNJxBeO4uEn6/LumBUUiA+nUYd6PNa/DS/N7MKghS+xdMpq3h/xSe7TGk0GHh/YlncGLqbK/ZWYuGYEZquZzNQshrZI4PjuU4xc2p9GHVUHSeV/c1OOk5dSfiOlrCClLCulnHgzlqnkD4VLF2TGd2OIio9keMsJHNxyGCEEfef2oFW37DbG63L6tAAUq1CEAfN7cnDrUeb2W5h7fZfh7ShZsTBvDvyYp19qggDMgSCOyy7iIkKwagLh1hBu0LlB5xFInwG3z0i6z0KaL5TLgQgytFBs0ky6JsC7AZnZF+nbjfQfRbPPQNpG4sVKluYnLWgmPRhGhj+UDG8Idq8Rv9eA3qvH6BOYAgKLJgg3GDFLHSmn0qh2dzEunEjh+SGtmT9yOU6bmxcmPokW1Ei9cBkpJbWbV2fqtyPZveFXPpqwEoCoAhF8PGEF8SXiGLNyENZQC8lnUni5/gjOHb7AuM8H0/Cx+v/226fkA+qMV+UfF1+iAG/8NJ7YojEMaZ7Az1/sRKfT8cr8ntRsdjczX5jPpo83596/caf7eXJIe9a+/13usIbZauKV1zuTnpzFlws20e3VVhzbc5aa95TAkWgjkOXLDt2AwOgX6D0C6dLj8RiwuS2ke8NJ8YeR5I8gKWAmXfOQrumR3h+R6U8hL7cF5wKcRHIhkEpSwExKIJxLvnBSvWFk+Sx4PCY0lx7hFggX4JJojiDeNA9hQk+BuHAO/nSUe+4tR9Dt5Zd1++k68hFqNKpMwBdg5aw1uYeJRheMYtD7L+GyuUg6fYnR7aYQVSCC138YR2RcRPYk283H48hwMuP7cdRpdU9evHVKPqBCXvlXRBeM4s2tEyhbvSQTnpzJznV7MRgNjFs9lGoP3MXrPd7i4Jb/3+HaZezjVLmvIq+/MJ9ju04CULlOGR7r05y1S7YQE2WhTKXCnD9wAYvBQFyoFZ1TQzqD6FygdwuES6C5Tbg8ZtI8ISR7Ikj2RZIYiOSc30qqJjkTyCRJs5ImwzgXcJMUSCMpEEpKMIokfzTJ3khS3KHY3BZ8HiN6jwGDW2DwgckPoRiIsphxXHJQMMKCALr0b87bI5dT9u5iPNKzCRGx4fSZ3Y1LZ1OZ0GkWR3acIONSJif2nWHv94cY1HgsAV+ACWtGEFs4mrTEdPo3GEVmio1Ja0dSuV75PHrXlPxA/JWZaP6u2rVry127dv3rz6vkPXuGgyHNxnP6wDkSvhxKnVb3YEu388p9I0lPyuT1H8dRrkZpADJTbfSuOwyTxcS87ZMIjQgh4A/ySqspZKTYGLLgeUb1XETpGiU4fCoVUcCKL1KPJxTcoRJfJPiighDlJzzCScEIO6XC0ilpSaewKYNCRifhwkW0IRQh9DiDHjKCksxgGBf9sZzzRHHGGUOiPZL0rBACmSaMmQZMWQKzDcx2iSE9QKhXUrZoLKe2n6TbwFbs37CfA78cZ86GEZSseOVJSkunfM6ZQxfQNI2Lx5Lwur0knbzEzB/HUalueS4cS2RYywnYLtuZ8f1YKtQqmxdvk3KLEkLsllLW/l8eo7bklX9VeHQYM74bQ6mqxRnbYTpbV+8gIiacaRvHEBJh5bV2U0k5l32yXFSBCEYs6Ufy6RQmPv0mwaCGwajn1Tefw57h5PO563my54Mc33WGMqXiMHo0tHQf0h5E7wKdC3ROHZpDj9NlId0ZRqIrmvOeGM554zjljeWsP4Yz/lDO+EM474/ijC+Os74CnHNHc9EVRYozHJvLQtBlQufUo3OC3gV6l4bRI4mxmDFJwaUjiZSvWpQIq55da3ZTMNbKT8u3svHjzbln/wI8NexRXpjyDH1nd8NkMXDxWBKvfTaQSnXLczkpg6EtEvC6vEz/TgW8cnOokFf+daGRoUz5dhRlqpci4YmZ7Nl0gALFYpnw9XBcdjeDm43HkZk921LVBpXoO7s7u77dz6fTvgCyj7Z5fkwHdmw8SFSokVLlCpJ59jLSEyDabMbqA71bYnCB3gk6h56g04TdZSHVGcYFZzRn3bGc9sRxyhvPSW8sJzwxnPTGccYTxxl3DOfc0SS5wsl0WfA5TeicBkwuHWaPwOKDkKAOix+cSXaKx4fjdfno/FJjZvddSESUlaGLemMNs3By3xk+SljJxeNJua/faDawcPgnHNp6lH7znqf+w7VIS0xnUOMx2C7bmbR2JBVrq4BXbg4V8kqeiCoQyZR1IylRuShjH53Gvu8PUrZ6KSZ8NYzk0ymM6zgjdydlmxea0rjTfXw4djnb1uwGoG2PB6nRsCILE1bzbJ/GeB0eSsZH4EqyY/JCSEBg8YLZJTC5dOgcBvwOM1lOK5ec4Zx3RHPGGccpZxwnXXGccsdx0hXLaVccZ50xJDsiSHeE4HaYkXYDejsYnGBwgc4p0TL8CEeAUsVjObn3HM/0bsIn077GYNTz0oxnKVe9FO1eakGDR+tiCTWz8ePNBIMav3y9m9l93uOb9zbx1PBHaf18UzIuZTLyoUmkXUxn8tqRlK9ZJi/fGiWfUSGv5JnQyFAmrR1JfIk4xnaYzuHtx6naoDKDFvZm//eHmPzMm0gps/vYvN2TMtVLMb3bW1w6m4pOp2PgnK5Yw8wsnrCaZ/o05cyBC5QqEYvO7kdm+NE7JUY3GF1gcAiE3YDPbibLbiXFEUaiI5JzjhiO2iI4ZY/mlD2KC44oku3hZDiseOxmsBkx2HUYHAK9E/RODYMzSLTRhFWnI/V4MjXqlcGZksXRvWdo9tT9fDr1C47sOIHJYqLKfRWp07IGJ/ae5tDWI9kTqqzYRtPODek24SlcNheDmowl8UQy4z4fQtUGlfP6bVHyGRXySp6KKxLDxDUjiIgNZ2jz8RzbfZLmzz7AizOe4+cvdvJRwgoArGEWRi19hWBQY9zjM3E7PMQVjmLw3K6cP55M8rGL1GlYgeTfLhJuNhEhDOhtQfR2DYMDjA4w2gXCZiBgN+GwW8hyhJBiDyPJFsGFLCuX7GGk2UOx2a347NYrAt7gBJMbQgM6IjDgSnYQYzJi1Oto3q4GK+atp1XnBvR7sysPPd+Er9/ZwNYvdgLZk6TUa1OLb97/jgWDFlPl/oq88nZPPC4vCU++wYVjSSR8NYyazarl5Vuh5FMq5JU8V7BkAWb+NJ7wmDDGPTaDpNOX6NC/DU07N+TDscv55t2NABQpW4jhS17m1P4zzOn7PlJK7nmgMh37NGfth1uoXbcUUdGhWHwB/Oluog0mLB4wODQMdjA4wGQX6GwGZJYJv82K02bBYbNgs1lx2Kz4bVYCWSZ0NgN6mw6DXWBygsULIT7Q2YJ4U1yULRlL0olLPD+oFQvHrqRExcL0mvA4AM2ebUSV+yuydfVO5ry8kMSTyXw1fz2/fLmTAsXjsudlNRsZ33EGezf+yoAFvajRuGpevgVKPqZCXrklxBWJYeyqwbjtbl5t9BqXkzIY/EEfarWoztyX3+dATtOyeg/V5JlRj7Hx4818Me9bgOwTjhpW5IMJq+nWrzlZKTaKFQjHnWQnNKgj1KfDmBP0xpygN2Tp0NsMiCwT0mZCyzIhs4zobUb0WXpMNoHx94D3CCxukOl+jM4AJYtEc3bfOdo/ex8bPvwJp83NsLe7Y7ZmT6gdGhFCi+ce4PGBbfF7/Xw4fgVpFy+j1+sYt3oIIRFWZvVawK5v9/PK2z1p1a1xnq13Jf9TIa/cMsrXLMO0TWNwZDp5rd0UXDY3Iz5+hUKl4xn18GQu5Byh8szIDtzbthZvv7qYX3/6Db1ex6C5XQkJt/DhxM/pPrAViUeSKF+qAP5LTsweSZhfj9GeHfRmZ06A23WYbDoMWf9/MTt0mOwie3jHASEeHWaXRF72Ey71RFnNpB1Noso9JTH4/fy28xT9Z3amdJViV7wWvUFP6arF6TevB7Y0G47LdkYtG0DpqiVY/NqnrFv4Hc+MfIyHXmiWF6tauYOokFduKeVqlGb08oGcOXie19pPxRJmYcq3ozCYDIxuO5msNBs6nY6hi/tSpFxBEjrNIvlMCrGFohj3UW8yUm3sXLOHhzvV4/SeM5QpEUsgxY3JrREe0GOwaVjdOox2CHFlfzXaBEabwGQTmBwCs1PkfBhILF6Ql/1E6wwY/RrC5iY6JozGLauw8q0NtOrcgAc71Lnm63l/+CfsXLuXvnOfp2azanw67QuWTv6cVt2b0DWh07+4ZpU7lQp55ZZTt/U9DPqgDwe3HGF8xxlExUcy7vPBpJxL47VHphHwBwgJtzJu5WCC/iCvPTIdr9tH+eol6TPlKfb+eBh/ho37m1fh3N5zlCsVRzDFRahPYHWCwR7E6gKLW4fJBiZ79sVoB4NdEu7Vo88KEqkZCF7yEqs3Ip1+InQCn8tHj4EteW/MZ1S9tzx9pmQH9Zdvr2fL5zuueB1rFmxgxcyvaNurBW17tWDb17t5b9hHPNjpfvrP75kXq1a5A6mQV25JTZ5qwCtv92T7mj3MH/hhzqGVffjt56PM6PEWmqZRonJRhn/0Mmd/u8DUrnMJBjVaPn0fTw1ozfqlv1CmRDT31C/L+b1nqVy+MO5EO/EWC6T6WC8wIAAAEWRJREFUiZUmyPRjsGmY7P9/IT1AWECPxSkx2DWi0CPcAQpYTWQmZfHKuEeYP2wpETFhjFjwPAajnl9/+o15r3zAd0u35PbHP/TzUWb3fpe6D91D7ze7sXvDfhKeeJ0y1UsyeGFv9AY14Yfy71Ahr9yyHn6xOY8NeJiv3v6WRaOX0bjT/XRN6MSmjzbzcUJ2i946LWvQc1pntqzakdub/tmhbXmwQx0+mv419e4rQ/W6ZTi+7QS1a5Qg40wG8SYzRrdEu+TFaAtS3BJGydAICumtmLOCuC86KVsgmsAlB1EhZiKE4PKFdAZPeZyPp3yB1+0jYenLRMdHkHgymYROsyhSriCDF/ZGCMH5oxcZ22E68SXiGLl0AOlJGUx48g2KVSjC1PWjMVlMeblalTuMIa8LUJTreWFaZ5xZLj6euJKi5Qvz9IgOnD96kSXjP6NgqQK06PIgj/Vvw7kjF1k29QsKlylI6+5NGDi7Cy67hwWjV9Br0hNERIXw07oDVK9flstOLxfOZlCiZAwxhSOxOT2gQXRoKCXCwjhzJJkLh5KoV78sJ7efwu8LMOrNZ1gyaTXJZ9OYsOxlSlYsjNvpYfQj09CCGgmrh2ANs+BxeRndbioAk9aOxO3wMLRFAlpQY8zKQUQViMzjNarcaVTIK7c0vV5P//k9STp1iTdefIeI2DD6z3+RjORMXu/xFoXLFOTuhpXp82Y3Ui9cZlavd4krGkOdljUY+d4LTOyxgLeHf0r31x6l/ODWfDDzWyKirLRqUZUTp1M5vO30Fc8XEmKiZs2SWDTJ5jX7KVa6AP3HP8qCkZ9y6uB5Rn/Qi2r3VSDgDzC58xwuHE1iyrcjKVahCAF/gKnPzeHi8SSmbXyNwmUKMrRFAqnnLzPl21EUKVsoj9aicidTrYaV24It3c6wFglcPJ7MG5sTKFQ6nl73DMbr9jHjuzEUr1gUt9PDgIavcelcGlPXjaRC7bL4fQFm9FnET1/upv0LjXnw8frMn/Q1R389T2x8BNXql6VI6Tg0BH6vn8STKez44QiaJnn4qXq0aH8Pk194j5SL6YxY8Dz1W1UH4M3e77Hm3Y30nd2ddi+1AGD+wMWsfONres/qRvu+rZj63By++2QLw5b0o+kzDfNy9Sn5xF9pNaxCXrltpJxP45X7RqJpkpk/jsPvDTC4yVgsYRbm7ZxCREw4KefSGNRsPC6bm5nfj6VE5aIEgxrvjlnBF+9+T6VapRk4pwvnz1xmw+e72bftJG6nN/c5YgtGcG+Tu3i0awOO7DjJW8OXYTDqGb2oF1XqZneGXPHGGhYMWcKTg9vRY9LTAHy/bCuTnp5F214t6PfWCyybupr3h39M14ROPDPysTxZX0r+81dCPnt2+n/5UqtWLakof8Xpg+fko7FdZc8aA2XWZZv8bdsx2drcSb764GvS5XBLKaW8eCJJPlG0p3yq5Evy/NGLuY/9cfUu2aFsf/lwsb7yvfGrZMrFdOn3BeTZE5fkycOJMvlCutQ0TR7edUqOfnqubBXfS/ZvPVUmn03LXcY372+SzQ1PyvFPzpSBQFBKKeWBLYdlC8MTcsADo6Xb6ZHfLvpeNhMd5YROM6Wmaf/uClLyNWCX/B/zVm3JK7ednev2MuaRaRSvXJRZWybwy5e7mPrsbO5tX4fRy19Fr9dz+sA5hrScgNFsYMo32S2NAS4nZ7Jo0hds/HQbQghKVS5C9QYVsYZZyLps58DPxzl/PJmwqBA69W/NIz2boNdnH4S26ZMtTOs6j1rNqzHu88EYTQaSz6TQv8EozCFm3to5hcSTl+jfYBR33VeRiWtGYDIb83JVKfmMGq5R7hjbv9nD6LZTaPZsIwYt7M3q2Wt5+9VFtOrehFff7YUQglO/nmVY60kE/QHGrhrE3f/RxjfxTCo/rd7F7h8Oc2zvGXwePyHhFu6qU4baTavS4ql7sYZacu//7aIfmNnzHao9cBcJXwzBEmLGkenk5frDyUq18foP4xA6Ha82Go013MqbP08krkhMXqwaJR9TwzXKHWXxmE9lM9FRvv7821LTNPnBqKWymegoF4/5NPc+iSeTZbe7+suHQp6R3y7+4arLCQaD1xxWCQSCcuHoZbK54Uk5tNUE6XZ6pJRSelweOajpWNnK9KTc/+Mh6XK4Za+ag2XHgj1k4qnkm/9iFUX+teEadQilctt6dszj+H0Blk35nFJVitNl/JOkXEhjyfjP0IIaXRM6UbhMQWZtTmBCpzeY0eNt9v9wiN6zuhIaEZK7HJ3u6ucEpl1MZ8bzb7Nn4wFadn2QfvOex2gyoGla9rK+P8TgRX2oVLccw1pO4NT+M4xZNZjCpQv+W6tAUf7c//qpcDMuakteuVmCwaAc8+hU2Ux0lGvf3yQDgYCc0eMt2Ux0lJ+9/mXu/QL+gFw8drlsaeokHy/SU341f730ur1XXabb6ZErZ62R7aO7yjZhneXXCzbkbukHAgE5tesc2Ux0lEsnr5JSSvlW/w9kM9FRbvpk8z//gpU7GmrHq3In8vv8jGo7hX3fHWTEJ/1p0KEuE5+axeYV2+g+8WmeGv5o7n2P7jzJO0OWcHDLEcJjwri/fR3KVCtJaGQIboeHk/vO8POXO8lKs1Oz2d30m9sj9yQmKSXvDPqQlW98zXNjn6Dz6I4sm7KahSM/oX2fVvSd0yOvVoFyh1A7XpU7lsvuZsRDEzn8yzGmrB9NtUZ3Mb3bPDZ9vJn2fVrx0qyu6PXZTcGklOz7/iDfvLeJPRsPYM9w5i4nPCaMao0q0+GVh6h6fyWEELmPmf/qYla9uSY30Dev2s74jjNo8nQDhizum7t8Rfmn/Os7XoHHgUOABtS+0cep4Rrln+C0uWT3u16RbcM7y90b9stAICDffnWRbCY6yuEPTZSOTMcfHqNpmkxLTJcXTyTJtIuXr7oD1uPyyAmdZspmoqOc2+99GQwG5a71+2Rrcyf58r3Drznsoyg3G39huObvdqE8CHQAfvqby1GUvy0k3MrU9aMpVDqe0e2mcOCnw/R6vQv95/dkz4Zf6VN3OMf3nLriMUIIYgtHU6RsIWKLxORuuf8u5VwqAxq9xo/Lf+H5KZ3pPasbR7YfJ+GJmRSrWIQJXw9XXSWVW9rfCnkp5WEp5dGbVYyi/F1xRWNzm4ONbjuFnev20qZnc6ZtfA2vy0u/e0ewaPQyXHb3dZejaRrrF/9A79pDuXg8iXGrh/DkkPYc33OKoS0SiCwQwYSvhxMRE/4vvTJF+WtUP3kl34kqEMn078ZSrGIRxnaYzg+fbqVao7t4Z98MGj1+Lx9PXEmX8i/z4djlJJ269PvQI5A9tv/dJ5t5uf4IpnebR5FyhZi7fTL3tq3Nib2nGd12ChGx4cz8cTzxxePy8FUqyo350x2vQoiNwNV6pI6UUn6Rc58fgEFSymvuTRVC9AR6ApQoUaLW2bNn/2rNinJDstJsjHl0Goe2HuXpER14btwT6PV6juw4zofjPmPn2r0AhEWFEl0wEp/Hz6WzqQAULV+Yp4Y/SvPnHkCn07FrffbMTqGRIUxeN4qSlYtd76kV5R+RZ0fX3EjI/yd1dI3yb/H7/Mx+6V3WffA9NZpUZejivsQVjQUg8WQyu9fv5+T+sziznAidoORdxalcvwI1GldBp9MhpWTFzK95b+gSStxVjIlrRqgteCXPqJBXlGtYt/A75vVbiNFipPesbjR9puEfdrL+t8zULOb1W8gPn/5Mw8fqMfiDPljDrP9SxYryR/96yAshHgXmAAWATGCflLLlnz1OhbySF84fvci0LnM5suMEleqV5+kRHajXpuYf2hrYMxx88+4mlk5ehdvhoVtCJ54c+siffigoyj9NnQylKH8i+6iZH/lw7Keknr9MgWKxVKhTluj4SKSEpFPJ/PbzMTwuL3Va1eDF17uo8XfllqFCXlFuUMAf4KfPfuHnL3dyct8ZHBlOpJQUKh1P+ZplaNOzOeXuKZ3XZSrKFVTIK4qi5GN/JeTVcfKKoij5mAp5RVGUfEyFvKIoSj6mQl5RFCUfUyGvKIqSj6mQVxRFycdUyCuKouRjKuQVRVHyMRXyiqIo+ZgKeUVRlHxMhbyiKEo+pkJeURQlH1MhryiKko+pkFcURcnHVMgriqLkYyrkFUVR8jEV8oqiKPmYCnlFUZR8TIW8oihKPqZCXlEUJR9TIa8oipKPqZBXFEXJx1TIK4qi5GMq5BVFUfIxFfKKoij5mAp5RVGUfOxvhbwQYroQ4ogQ4lchxOdCiKibVZiiKIry9/3dLfkNQFUpZTXgGDD875ekKIqi3Cx/K+SllOullIGcH7cBxf5+SYqiKMrNYriJy+oOfHqtG4UQPYGeOT86hBBHb+Jz/y4OSPsHlvtPUjX/8263euH2q/l2qxduz5or/q8PEFLK699BiI1AoavcNFJK+UXOfUYCtYEO8s8W+A8SQuySUtbOq+f/K1TN/7zbrV64/Wq+3eqFO6fmP92Sl1I2+5Mn7QI8DDTNy4BXFEVR/uhvDdcIIVoBQ4EHpJSum1OSoiiKcrP83aNr5gLhwAYhxD4hxPybUNPfsSCPn/+vUDX/8263euH2q/l2qxfukJr/dExeURRFuX2pM14VRVHyMRXyiqIo+Vi+CnkhhF4IsVcI8XVe1/JnhBBRQogVOW0hDgsh7s3rmv6MEGKAEOKQEOKgEGKpEMKS1zX9NyHEQiFEihDi4H9cFyOE2CCEOJ7zNTova/xv16j5lm0ZcrV6/+O2QUIIKYSIy4varuVaNQshXhZCHM35vZ6WV/VdzTV+L2oIIbbl7APdJYSo+2fLyVchD7wCHM7rIm7Qm8A6KWUloDq3eN1CiKJAP6C2lLIqoAc65W1VV7UIaPVf1w0DNkkpywObcn6+lSzijzXfyi1DFvHHehFCFAeaA+f+7YJuwCL+q2YhRGOgPVBNSlkFmJEHdV3PIv64nqcB46SUNYDXcn6+rnwT8kKIYkAb4L28ruXPCCEigEbA+wBSSp+UMjNvq7ohBsAqhDAAIUBiHtfzB1LKn4D0/7q6PbA45/vFwCP/alF/4mo138otQ66xjgHeAIYAt9zRHNeo+SVgipTSm3OflH+9sOu4Rs0SiMj5PpIb+BvMNyEPzCL7F0zL60JuQBkgFfggZ3jpPSFEaF4XdT1Syotkb+mcA5KALCnl+ryt6oYVlFImAeR8jc/jev5X3YG1eV3E9Qgh2gEXpZT787qW/0EFoKEQYrsQ4kchRJ28LugG9AemCyHOk/33+Kf/4eWLkBdCPAykSCl353UtN8gA1ATellLeAzi59YYQrpAzjt0eKA0UAUKFEJ3ztqr8L6dlSAD4OK9ruRYhRAgwkuzhg9uJAYgG6gODgeVCCJG3Jf2pl4ABUsriwAByRgOuJ1+EPHA/0E4IcQZYBjQRQnyUtyVd1wXggpRye87PK8gO/VtZM+C0lDJVSukHVgH35XFNN+qSEKIwQM7XW+rf8mv5j5Yhz9ziLUPKkv3hvz/nb7AYsEcIcbWeV7eSC8AqmW0H2aMAt9QO46voQvbfHsBnwJ2x41VKOVxKWUxKWYrsnYHfSSlv2a1MKWUycF4I8XtHuabAb3lY0o04B9QXQoTkbO005RbfWfwfviT7j4Ocr1/kYS035D9ahrS71VuGSCkPSCnjpZSlcv4GLwA1c37Pb2WrgSYAQogKgIlbvytlIvBAzvdNgON/+ggpZb66AA8CX+d1HTdQZw1gF/Ar2b9s0Xld0w3UPA44AhwElgDmvK7pKjUuJXufgZ/ssOkBxJJ9VM3xnK8xeV3nDdR8AjgP7Mu5zM/rOq9X73/dfgaIy+s6b2Adm4CPcn6f9wBN8rrOG6i5AbAb2A9sB2r92XJUWwNFUZR8LF8M1yiKoihXp0JeURQlH1MhryiKko+pkFcURcnHVMgriqLkYyrkFUVR8jEV8oqiKPnY/wEeNtilnQ8zFwAAAABJRU5ErkJggg==\n", @@ -239,12 +229,12 @@ "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", - "plt.clabel(CS,[.0001,.001,.01])\n" + "junk=plt.clabel(CS,[.0001,.001,.01])\n" ] }, { "cell_type": "code", - "execution_count": 261, + "execution_count": 264, "metadata": { "scrolled": true }, @@ -257,16 +247,6 @@ " # This is added back by InteractiveShellApp.init_path()\n" ] }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 261, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", @@ -284,7 +264,7 @@ "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", - "plt.clabel(CS,[.0001,.001,.01])\n" + "junk=plt.clabel(CS,[.0001,.001,.01])\n" ] }, { From f96960409508b35ade504c4ef9431278d391e6f3 Mon Sep 17 00:00:00 2001 From: Jeremy Teitelbaum Date: Wed, 11 Apr 2018 21:55:07 -0400 Subject: [PATCH 3/3] 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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uBzKHsNFH8l5134hIkUUz6GljOyV605E+pEnyp/SxzE08zii29f8CEZECiWTQ11pbJC6W6unm9NuotDTvSerG4SJSPJEM+jraSvc2gnvwrE/mmcz+Gn0jIkUVuaA3MgynPZIteoDfp4/nTYlVzLI1YZciImUickFfSzsJ80gNr8x1c/ptdHgl85N/C7sUESkTEQz67MyVERte2a2F4SzKHM2ZyfsZws6wyxGRMhC5oI/KFMV7cn3qROqsXfPUi0hRRC7oo3LTkT1Z6jNZmdmPc5N3hV2KiJSByAV9HFr0YFyfPpE3J1Yy014OuxgRibnoBX2EbjqyJ39Iv40Or9CXsiIy6CIX9LtvOhK9cfS5XqWW2zJHcVbyXujYHnY5IhJjkbvxSHeLPsp99N2uSZ3CmdV/55LLLuY36VNe97xuSCIihRDJFn2bV5OK3mfU6zzmM3g8M40PJZdgZMIuR0RiKnJBX0drZMfQ9+aXqVOZmtjA2xNPhF2KiMRU5II+ajcd6c9tmaPZ4KP4SPL2sEsRkZiKXNBH8aYje9JFBdemTub45FNMt8awyxGRGIpe0MesRQ9wffpEOrySDyeXhF2KiMRQ5IK+NmYteoBm6rglfSxnJe9lX1rCLkdEYiZyQR/HFj3AVenTqSLFRypuC7sUEYmZaAW9eyxb9ACrfD9uyxzJeck7d83nIyJSCNEK+tROqi0VuRuD5+snqXnUWTsfSP4l7FJEJEbyCnozO9XMnjOzlWa2oJfnv2Bmz5jZk2b2VzPbv/ClAjuD/us4jaPPtdyncE/6MD5SsZhqOsMuR0Riot+gN7MkcCXwLmAWcK6Zzeqx22PAHHc/DLgJ+I9CFwrAzm0AbI9hH323n6TmUW/bOCd5T9iliEhM5NOiPwpY6e6r3L0TuAGYl7uDu//N3bs7lh8CJha2zKyYt+gBHvYDeSQzg09U/BlSHWGXIyIxkE/QTwDW5qw3Zrf15aPA4Awd6cgGfYxb9GBcnjqLibYZHv1N2MWISAzkE/TWyzbvdUezDwBzgP/s4/nzzWyZmS1ramrKv8puZdCiB7gvcygPZw6Ee78PnRqBIyJvTD5B3whMylmfCKzruZOZnQRcDJzh7r32Obj7Ve4+x93n1NfXD7zabB99XEfd7Gb8V9c5sGMDLPtF2MWISMTlE/RLgRlmNsXMqoD5wMLcHcxsNvBzgpDfVPgys7It+u1E+6Yj+fiHHwTTToT7f6gbk4jIG9Jv0Lt7CrgAWAKsAG509+VmdpmZnZHd7T+B4cDvzexxM1vYx+HemJ0tdHmSdqoH5fAlZ+7XoG0LPPSzsCsRkQjL6+4d7r4YWNxj2yU5j08qcF2969iWbc339rVBDE08AmaeBn//ERzxIRi+F91dIlL2onVl7M6WMuif7+GkS6GzFe7+97ArEZGIiljQbyuL/vnXqJ8JR34UHvk1bHwm7GpEJIKidePVMmvRNyxYBMBIjuCe6t/yxI/P51+6FgCmG4eLSN4i1qJvif0Y+t68Si0/Sr2X45NPcULi8bDLEZGIiVbQd2yL9Tw3e/Kb9DtZlRnH1yt+SyWpsMsRkQiJVtDvbInlXPT56KKCy1LnMS2xno8nbw27HBGJkOgEfToFnTtoKaM++p7uzsxmcfooLqy4BZpXh12OiEREdIK+Izv9QZm26Ltd1nUeKZKw+EvgvU45JCLyGtEZdbOzHGau7N8G9uUHqXO4ZOW1fOriS1icOeY1z2s0joj0FJ0W/a6ZK8u366bbNel38nSmgW9U/oYR7Ai7HBEpcdEL+jJv0QOkSfLlro8ziu1cWqk560Vkz6IX9GrRA8H9Za9Mz+O9yft5Z2Jp2OWISAmLXtCrRb/Lj1Nn8nSmgW9X/oJRbAu7HBEpUdEL+jIfdZMrRQVf7PoEI2jl/1f+kj5u/CUiZS5aQW8JWqkJu5KS8pxP5oepczgt+Q/+OXl32OWISAmKVtBX1+ERKrlYfp4+nfvTB/PNimtg04qwyxGREhOd1NzZAjUjwq6iJGVI8PmuT7ODGvj9h6GrPeySRKSERCzo68KuomQ1MZIvdH0KmlbAbV8OuxwRKSERC/qRYVdR0u7LHAbHfR4evQYe1fh6EQlELOjVddOvuV+DqXNh0RdhrcbXi4iCPn6SFXD2L6FuP/jdB2Db+rArEpGQKejjaOg+MP966NgON54HqY6wKxKREEVj9sp0Cjq3K+jz0H2fWYBTEh/n542X8+dvnsGFXRew+rvvCbEyEQlLNII+Oxe9gn5glmSO4jtd5/KVyutZ7/sCCnqRchSNrpvs9AcK+oH7efp0fpU6hfMrFsGDPwm7HBEJgYI+9oxvpc7jtvSRsOSr8PQfwi5IRIpMQV8GMiT4XNenYfJb4Obz4dlF/b9IRGIjGn30rwn6llBLiaoOqjjk+Y9wbdUmDr7+PM7v+gJ3Z2YDuv2gSNypRV9GdjCUD3Z+med8Ej+vvJzjEk+FXZKIFIGCvsxsYxgf6Pwqq3w8V1d+n7mJx8IuSUQGWTSCvmMbYFBVG3YlsdDCcN7f+VWe94lcVfkDeOqmsEsSkUGUV9Cb2alm9pyZrTSzBb08f7yZPWpmKTM7u+BVds9cmYjG51IUbKWO93dezKM+A/7wMVj2y7BLEpFB0u+XsWaWBK4ETgYagaVmttDdn8nZ7WXgQ8CXBqNI2l9Vt80g2MFQ/qVzAT+pvIJ33Pp5fnjL/VyRfi9gu/bRF7Ui0ZdPE/koYKW7r3L3TuAGYF7uDu6+xt2fBDKDUCO0N8OQfQbl0OWugyr+tevz/D51PJ+v/AOXV15JNZ1hlyUiBZRP0E8A1uasN2a3FU/7VhgyqqinLCcpKvi31L/yva75nJn8O9dV/Tv7sC3sskSkQPIJeutlm+/NyczsfDNbZmbLmpqa8n9hW3MwI6MMIuOn6TP4ZOdnOcRW86eqr3OwrQm7KBEpgHyCvhGYlLM+EVi3Nydz96vcfY67z6mvr8//he3NatEXyW2Zo3lf59dJWpqbqy7VnapEYiCfoF8KzDCzKWZWBcwHFg5uWTkymeDLWPXRF80TPp3TO/6df2RmwsLPwB8/DZ1tYZclInup36B39xRwAbAEWAHc6O7LzewyMzsDwMyONLNG4Bzg52a2vGAV7nwVcLXoi6yZOj7YtQCOvwge/y1c/Q7YoCtpRaIor7lu3H0xsLjHtktyHi8l6NIpvPatwVJ99EWXIQEnXgyTj4Y/fgqumgsnfg3e+hlIJMMuT0TyVPpXIHUHvVr0oWhYsIiGqzuYvfmb3NZ1OPzlUh7+xls57iu/Drs0EclThIJeLfowbaWOT3Z9ji90foJZ9hJLqi6Cv/84uM2jiJS00g/6tuZgqRZ9CTBuzhzPKR3f48HMLLjjYrj6RFinidFESlnpB7366EvOOkbzsa4vwTnXwPaN8D8nwuKLdn8oi0hJiUDQNwOmuW5KjsHBZ8IF/4A5H4Gl/wM/mg0P/RTSXWEXJyI5IhD0W4OQ1yiP0lQzAk77L/jE/bDfbLh9AfzkGHjuNvC9uoBaRAqs9IO+dbO6baJg7MFw3i3w/hsBg+vnwy9OhhfvUuCLhCwCQd8Ew8aEXYXkwwwOOAU+9SCcfjlsWw/X/hP86l2w+t6wqxMpWyV5c/CGBYt2Pb6jahUv+n58MmeblLhkJcz5MBz+fnjsWrj3v+Ca98DEo+DYC2Hmu9UVJ1JEJRn0uUZbCw9nDgq7DOlFQx8fvrtuVlJRDUd+DA7/QDA52oP/Db/7AOwzDd7y6eCDoHJIESsWKU8l3XVTQYp9bAdbqAu7FHkjKmvg6PPhM4/B2b8Kbgu56Avww4PhzkuheXXYFYrEWkkH/T5sB2Cza2hlLCQraPhtNQ2rvsT7Or7OHdsbSN9/BZkrZsNvz4JnF+lKW5FBUNJdN6OtBYAmBX2k9NWls5vxsB/Ew10HMY4tvC95N5/f+CDc8H6o3Q8O+2d403wYoy47kUIo6RZ9d9CrRR9fG9iXK9Jnweeegvn/C+MOhb//dzAW/2fHBfPpbN8QdpkikVbaLXqyQY+CPu4aLl6SffRB9uVMTk8+xD+tu5/DN1wMd34d9j8WDnoPHHg6jCjuLYtFoq60gz7bot/i+jK2nGxhBNekT+Ga9ClMsfWcmXyAU1f9g5lrLoLbLuLxzDSWpI9kSWYOd33n42GXK1LySjro97Vt7PRKdqAheOVqtY/nh6mz+SFnM9XWcUpiGack/8GXK2/gy9wAV1wJ008Kfqa8DaqGhV2ySMkp6aCvt5Zst42FXYqUgFW+Hz9Nn8FP02cwni2clHyEb9VvgMevCyZVS1bB5LfA9HfAlONh3GG6MEuEEg/6/WwL63zfsMuQErSefbk2/U6ufRKqmc+cxHMcn3iSt7/4JAeuvifYqboOJh8T9O83HAfj3xRctStSZko76NnMYz4j7DKkxHVQxQOZQ3kgcyjf4f8xlmaOTqzg6NSzHP3c00x/4Q4AWr2aRzIHcPzcU2HCETBhDgyvD7l6kcFXskFvZBhnzazLqEUvA7ORfViYOZaFmWOBYPTWUYkVHJ1YwZGJ5+G+H4Cng51HTIaJ2dCfcASMOwSqa0OsXqTwSjboR7ONKkur60besM2MYHHmGBZnjgFgzWUnwPon4JVHoHEZND4Cy2/Z/YJRU4LAH3todnkwjNw/mJ1TJIJKNuj3s80ArFfQS6FVDYP93xr8dNu+EdY9Chuego1Pw4anYcWtQHYu/eq6IPDrZ8LomTD6ABg9A0ZMgkRJX3coUrpBPzEb9K/46JArkbjZ46ybM9+1e0PHDti0AjY+xbV/XMSBa15m+ks3Mcp27Nplp1dSM+7AIPS7w39UA4xqoOFbD9HXiLFdM3yKFEHJBv0UWw/AGh8bciVStqqHw6QjYdKRfP2m3f8OR7GNabaOaYn1wXLdOqatf4BJdgtJ2303raera1jrY3jZx7DW63l51+Mx0NWuKZqlaEo36BPrWef70E5N2KWIvMZW6ljmdSxLH/ia7dV0Mtk2Mdk2Mtk2McmamGSbaLANHJ94kiHWuXvnb/8bDNkH6iYEUzrU7Zf96X48EerG6wIwKYiSDfpptp5VmfFhlyGStw6qeMEn8oJP7OVZp54WJtkmJtkmJtpmxqWaGb9jC+PXr2CcPcC+tv31L6sZCbXjYPiY4Jaaw8fkPB4bDA8dNgaG1UOyZP87S8hK9F+GM9XW86fMW/vfVaRA+p9e+Y0wmhhJk4/kUT+g1z2q6WScNTPemhlHsByf2kJ966vU2wbm7Ls2uIdy545eXm0wdJ9s6I+GIaOC9SH79L0cMlJXDpeJkgz6/W0jddbGM75/2KWIFE0HVbzk43jJx/W+Q/C1FUPYyWhroZ4W6q2F0dbCt08eCzs2wo5N0LYFmp6D9ma6djRTaek+zmhQM2J38NeMgJoR/O8Tr7KNoWz3oWxnCNt8GNsZwnYfyo2fPSUYgVQzIrjeQB8UkVCSQf8mexGAxzPTQ65EpPS0U8Nar2EtY3eN/vz2Cb2P4pmx4FZqaWekbWcUOxhlOxjJdkbZDr5x0nhoa4b25uxyK7z6Eicnm6ijjWrrev0Bf/at165X1Qa3hqyuDb5PqBoGVcP7eLyn57KPK2rAbI+/XWnE0sCVZNDPTqykzat5vte+ThHpqe9gNLZnW+e5HwwAv17Sx0uyquiiljZqrY1a2qmzVmppp9baqKONOmujNtVGbVsb5xw6AjrboLMV2tYG3UudrcFPV+sA/iQGlUN4pDrJTqrY6VV0UMVOKmn3anZSBTf+DiqGBKOWKocEHw49H1fUQOXQ4H7FFTWQrIaKqh7L6mAivIpqSFTE+oK4vILezE4FrgCSwNXu/t0ez1cDvwGOALYA73P3NXtVkTsnJx/h4cyBpNGvhSJh6aSSLYxgS/cd3rzvfc95X9+t7CkL/swQOhnGTobazmDJToZZR3aZXaeDobaTmlQnNWR/rJMauqihgxrrpI5WXnh6U85zwU/f3VP5st2hv6fl67Z1f3BUBRPmJSpzlhU56xU9ns+uJ6t6PFfRzzGq9upP12/Qm1kSuBI4GWgElprZQnd/Jme3jwJb3X26mc0Hvge8b68qWvswE20zl2fO2quXi0jx7fmL7ARt1NBGzWs/LPbwwTGldWMCAAAEp0lEQVRQSdK7Qn+IdVLNaz8sqkhRRRfVpKgkRZV17dpWlV2vTqWo6ujate2fZ4+BVAekuyDdAanO4DeVti08v27Lrtd1H6eSNBWkC/ChU3j5tOiPAla6+yoAM7sBmAfkBv084BvZxzcBPzYzc/f8/yrdgy+SbvsyTV7H7ekj836piJS3NElaGUIrQ17/AbKXHygXLd3bapyK7tAnTQWp3Y8tTeWu9dSuD4fXbs9uI0WlpXOOFTwPPxtwRfkE/QRgbc56I3B0X/u4e8rMWoB9gc19HnX9E/CtMcEsgpk0u/42EpV8resCdjA03z+DiEgJMVLZeN/Z86m+PnQG9GE0OEHf2zcUPcvKZx/M7Hzg/Oxqh13S9HTvp/xmHmXFymj29KFYXvRe7Kb3Yje9F7vNHOgL8gn6RmBSzvpEYF0f+zSaWQUwAmjueSB3vwq4CsDMlrn7nIEWHEd6L3bTe7Gb3ovd9F7sZmbLBvqafOZXXQrMMLMpZlYFzAcW9thnIfDB7OOzgbsG1D8vIiKDpt8WfbbP/QJgCcHwyl+6+3IzuwxY5u4LgV8A15rZSoKW/PzBLFpERPKX1zh6d18MLO6x7ZKcxzuBcwZ47qsGuH+c6b3YTe/FbnovdtN7sduA3wtTD4uISLzpHmgiIjEXStCb2alm9pyZrTSzBWHUUArMbJKZ/c3MVpjZcjP7bNg1hcnMkmb2mJndGnYtYTOzkWZ2k5k9m/338ZawawqDmX0++3/jaTO73szK6k5EZvZLM9tkZk/nbNvHzO40sxeyy1H9HafoQZ8zpcK7gFnAuWY2q9h1lIgU8EV3Pwg4Bvh0Gb8XAJ8FVoRdRIm4Arjd3Q8E3kQZvi9mNgG4EJjj7ocQDAYpt4EevwZO7bFtAfBXd58B/DW7vkdhtOh3Tang7p1A95QKZcfd17v7o9nH2wn+M08It6pwmNlE4DTg6rBrCZuZ1QHHE4xmw9073f3VcKsKTQUwJHt9zlBefw1PrLn7vbz+mqR5wDXZx9cAZ/Z3nDCCvrcpFcoy3HKZWQMwG3g43EpCczlwEZAJu5ASMBVoAn6V7cq62szK7uax7v4K8H3gZYLbrrS4+x3hVlUSxrr7eggai8CY/l4QRtDnNV1COTGz4cAfgM+5+7aw6yk2Mzsd2OTuj4RdS4moAN4M/NTdZwOt5PHredxk+57nAVOA/YBhZvaBcKuKpjCCPp8pFcqGmVUShPx17n5z2PWE5FjgDDNbQ9CVd6KZ/TbckkLVCDS6e/dvdzcRBH+5OQlY7e5N7t4F3AzoRtKw0czGA2SXm/p7QRhBn8+UCmXBzIygH3aFu/8g7HrC4u5fcfeJ7t5A8O/hLncv25abu28A1ppZ9+RV7+C104KXi5eBY8xsaPb/yjsowy+le5E75cwHgT/194Ki30qwrykVil1HiTgWOA94yswez277avZKZClvnwGuyzaGVgEfDrmeonP3h83sJuBRghFqj1FmV8ia2fXACcBoM2sELgW+C9xoZh8l+DDsd1YCXRkrIhJzujJWRCTmFPQiIjGnoBcRiTkFvYhIzCnoRURiTkEvIhJzCnoRkZhT0IuIxNz/Ad7cZatMQVwoAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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" ] @@ -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", 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" ] @@ -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", 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\n", 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" ] @@ -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" ] }, {