From af3ffa5c166b6d27af2e7815e5d26ae8766d4962 Mon Sep 17 00:00:00 2001 From: Sarah Blunt Date: Mon, 15 Jan 2024 19:45:14 -0800 Subject: [PATCH] catch autocorr exception so notebook runs through --- docs/tutorials/MCMC_tutorial.ipynb | 78 ++++++++++++++++++------------ 1 file changed, 46 insertions(+), 32 deletions(-) diff --git a/docs/tutorials/MCMC_tutorial.ipynb b/docs/tutorials/MCMC_tutorial.ipynb index 72e995f1..98da98a3 100644 --- a/docs/tutorials/MCMC_tutorial.ipynb +++ b/docs/tutorials/MCMC_tutorial.ipynb @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "scrolled": true }, @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "tags": [] }, @@ -107,13 +107,26 @@ "name": "stderr", "output_type": "stream", "text": [ - "/mnt/c/Users/Research/Desktop/GradSchool/Thesis/PlanetObliquitiesCode/OrbitFitting/orbitize/orbitize/priors.py:463: RuntimeWarning: invalid value encountered in log\n", - " lnprob = np.log(np.sin(element_array)/normalization)\n", - "/mnt/c/Users/Research/Desktop/GradSchool/Thesis/PlanetObliquitiesCode/OrbitFitting/orbitize/orbitize/priors.py:354: RuntimeWarning: invalid value encountered in log\n", + "/home/sblunt/Projects/orbitize/orbitize/priors.py:354: RuntimeWarning: invalid value encountered in log\n", " lnprob = -np.log((element_array*normalizer))\n", - "/mnt/c/Users/Research/Desktop/GradSchool/Thesis/PlanetObliquitiesCode/OrbitFitting/orbitize/orbitize/priors.py:354: RuntimeWarning: invalid value encountered in log\n", + "/home/sblunt/Projects/orbitize/orbitize/priors.py:463: RuntimeWarning: invalid value encountered in log\n", + " lnprob = np.log(np.sin(element_array)/normalization)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting Burn in\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/sblunt/Projects/orbitize/orbitize/priors.py:354: RuntimeWarning: invalid value encountered in log\n", " lnprob = -np.log((element_array*normalizer))\n", - "/mnt/c/Users/Research/Desktop/GradSchool/Thesis/PlanetObliquitiesCode/OrbitFitting/orbitize/orbitize/priors.py:463: RuntimeWarning: invalid value encountered in log\n", + "/home/sblunt/Projects/orbitize/orbitize/priors.py:463: RuntimeWarning: invalid value encountered in log\n", " lnprob = np.log(np.sin(element_array)/normalization)\n" ] }, @@ -121,7 +134,6 @@ "name": "stdout", "output_type": "stream", "text": [ - "Starting Burn in\n", "10/10 steps of burn-in complete\n", "Burn in complete. Sampling posterior now.\n", "300/300 steps completed\n", @@ -131,10 +143,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -174,12 +186,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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" ] @@ -229,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "tags": [] }, @@ -255,14 +267,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "data": { - "image/png": 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69k72scKH3YsFmjEPCgfJGkvkbhC9RN438VpERJSEzr4JxtPF47TFAtnFYwyRu0H0EnnfGFCIyBE66yqJBIBUWCyQXTzGErkbRC9WUIiITGZEBcUpAYUVFGOJfBLXS+TwJV6LiIiSwIByCSsoxhK5G0QvkfeNAYWIHIEB5RJWUIwlcpVBL5GrQ+K1iIgoCQwol2grKFYO+HUqJwcUVlCIiEwme0Axch4U7cmGVRT9RK4y6CVy+BKvRURESehsPhFRA4qZ86AADChGELnKoJfI4Uu8FhERJUFvBcVJqxlrn4sDZfUTucqgl8jhy3lHm4hSkuxdPKygiCsVAoqI+yZei4iIksCAcol2un9WUPQTuRtEL5H3TbwWERElobMTveiLBRp9guB6PMYRuRtEL5H3jQGFiBwh2QqK3YsFmhVQ7NgXpxK5G0QvkfdNvBYRESWBiwVGYwXFOCKfxPViFw8Rkck4BiUaZ5M1jsgncb3YxUNEZDLZVzM2cqI2gOvxGEnkk7heIocv8VpERJQEWSsoZkzUBrCCYiQnd/GIvG/itYiIKAmyBhSzB8mygqKfyFUGvUSuDjnvaBNRSmJAicZBssYR+SSul8jhS7wWERElgQElGi8zNo7I3SB6iRy+nHe0iSglMaBEYwXFOKkQUETcN/FaRESUBC4WGI2DZI0jcjeIXiLvm3gtIiJKQmdXw6RaBYWDZI0jcjeIXiLvGwMKETmC7F08Rs+DwgqKcUTuBtFL5H0Tr0VEREmQNaCYNQ8KKyjGEfkkrhe7eIiITJbsasZOXSyQg2SNI/JJXC928RARmczIxQKdFFDYxaOfyCdxvUSuDonXIiKiJBjZxeOE1YzZxWMckU/ieolcHRKvRURESYg3oIi6WCArKOIS+SSul8jVIecdbSJKSbIOkmUFRXysoNhDvBYRESWhs8t1Uy2gcJCscUSuMuglcvgSr0VEREmQvYJi9DwoXIvHOCKfxPUSOXw572gTUUqSNaCYNQ8KKyjGEbkbRC+R9028FhERJUHGgKIoiukBhRUU/USuMuglcnVIvBYRESVBxsUCta/DQbLiEvkkrpfI4ct5R5uIUpKMFRQzAworKMZxakBRFEXofROvRUSkCoVClk4aJjMZVzNmBUUOIo/T0EP7/mMFhYjiFggEsHDhQrz99tt2N0UKrKBE4yBZ44jcDaKHme8/I4jXIiICAJSXl6O+vh4nTpywuylSSGaxQG11yu6AwsuMxSVyN4ge2vAq4r6J1yIiAnDpw4PfgOOTTAWl9TdIqxcL1A7QNTqgsIJiHKcGFHbxEFFSGFASY0RAsXqxQLMuMQY4SNZITh+DYkZANoKzjjaRg7S0tADgQNl4GRlQrK6gmHHi4yBZ4zh1DIrowUvMVhGR+uGhvRSQYktmNWMnBxRWUIzj9C4eUYOXs442kYNov/nyW3Dn9FZQ7JyojRUUsYleaUiW6MHLa3cDiKh9sgaUpqYmHDhwQO2iiujTpw969uxp2uvqCSiRAbLabRRFMb1f3ooKikzvHVGJfiJPlujBiwGFSFDaE3zrk73INm7ciK1bt7a5PSMjA88995xpJ/3OVgXuLKBo/wvAMQGFXTz6id4VkizR94sBhUhQslZQamtrAQD5+fnIzc1FKBTCwYMH0dDQgHA4bNqHod4KSuvHhsNh079ZsotHfKJPB6+H6BUUMVtFRNIGlEhbr7vuOtxzzz2YOnWqep+ZlSAzAorZOqv66MEKijFEn21VD9GDl5itIqKoUCJTF0+k3ZETpNfrbXOfGfQElEhAsDqgmDkPCisoxhB9MjM9RO/iMfyvoqWlBT/72c/Qv39/pKenY8CAAXjppZfaTC9dUlKCoqIipKenY9y4cdi/f7/RTSGSmjaUyHSSaf2hpx18ygpKNI5BEZ+TKygp18Xzm9/8Br///e+xePFi/Otf/8KCBQvw7//+73j11VfVbRYsWICFCxdi8eLF2L59OwoKCjB+/Hi175qI5O/i0X4ri1RRzNyPZFYzbh0QtDNqyh5QWEExhpMDSsp18Xz66ae46667MGnSJPTr1w/f+973MGHCBHz++ecALn6ILFq0CHPnzsWUKVMwdOhQLFu2DA0NDVixYoXRzSGSlpMCSuT/7aygaINHJMy0F2qsnAuFlxmLT3v8RJwOXo+U6+K56aab8NFHH+HgwYMAgD179mDz5s349re/DQA4evQoSktLMWHCBPUxfr8fY8eOxZYtW9p9zkAggJqamqgfIqdzyhgUwJoKSrxdPMClYNLeY5wWUNjFo4/2JO60gCJ6F4/hlxk///zzqK6uxuDBg+HxeBAKhfDyyy/jvvvuAwCUlpYCuHgJolZ+fj6OHz/e7nPOnz8fv/rVr4xuKpHQZB2DImoFpb1LiNt7TOQkZMX6R+ziEZ/o3SB6pFwF5e2338by5cuxYsUK7Ny5E8uWLcN//Md/YNmyZVHbtU6iHU2KNGfOHFRXV6s/J0+eNLrZRMKRvYtH+4EuWgUlsi0rKNQZ0asMeogevgyvoDz33HN44YUXcO+99wIAhg0bhuPHj2P+/PmYNm0aCgoKAFyspBQWFqqPKysra1NVifD7/fD7/UY3lUhoTuriEa2CkgpdPFZP2+9Uop/E9RA9fBneqoaGhjY76/F41F9y//79UVBQgPXr16v3B4NBbNq0CaNHjza6OUTSkr2C0l5AYQUlmhUTtQFyvX9EI3o3iB6i75vhFZQ77rgDL7/8Mvr06YOrrroKu3btwsKFCzF9+nQAF/8QZ82ahXnz5mHQoEEYNGgQ5s2bh4yMDNx///1GN4dIWk4agxLp4hHhKh7ttnYHFCsmagPYzaOHkysoou+b4QHl1Vdfxc9//nM8+eSTKCsrQ1FRER5//HH84he/ULeZPXs2Ghsb8eSTT6KyshI33HAD1q1bh+zsbKObQyQtJ3bx2FlBiUwYFw6HhQkoVoxBAeQKuKIRvRtED9H3zfCAkp2djUWLFmHRokUxt3G5XCgpKUFJSYnRL0/kGE7q4jG7gqJd0K2j7pJUCiisoBhD9CqDHqJ38TjviBM5hJMCitkVFO0lwR2dSFqHDycHFO0SAzK9f0Qj+klcD9ErKGK2ioikDCjaSoaVFZR4pyOPFVC0VRenBBSAlxobIRUqKKLum5itIqKok7ksY1C0QcrKCoregOLECor2eWUJuCISvcqgh+jVIecdcSKHkLGCEiugiF5BcWpA4Xo8+ol+EtdD9PAlZquIyFEBRZQKSuuVikVZLNCsSdSs3BenEr0bRA/R903MVhGRlJcZa0+42pOuFVfxRHR2FQ8gTgXFzHlQAFZQjCD6SVwP0atDzjviRA4h40Rt2it4tEHBqgqK2+3WHVCcslggwEGyRhC9G0QP0fdNzFYRkdRdPK2/kVk1BqWzD1rRKigcJCs+0asMeoheHRKzVUTkqIBiZQWlI6kWUFhB0U/0k7geoocv5x1xIoeQcQxKZxUUUQJKKqxmrH1eWQKuiETvBtFD9H0Ts1VEKU47HTsgzwkm1gdeJLCwiycaLzMWHyso9nHeESdygNYnFFlOMLJUUFItoLCLJ3min8T1ED18idkqohTX+kQuexcPKyjts2oeFFkCrohEP4nrwS4eIkoYKyiJkTWgWDUPCisoyRP9JK6H6NUh5x1xIgdoXWmQPaBYVUHprBIhWkDhIFnxsYJiHzFbRZTinNbFI3oFxemrGTOgJE/0KoMeoocvMVtFlOKc1sXDMSjts6qCwi6e5Il+EtdD9PDlvCNO5ABOCyiiVlBEWSyQFRRxid4Noofo+yZmq4hSHMegJCbeE33r1YydXkHhIFn9RK8y6CF6dUjMVhGluMiJ3ufzAeAYlM7EezVMIosFOiGgcJCsfqKfxPUQPXw574gTOUDkhJKWlqb+24rVdfUSvYKSyBgUK1czNmseFFZQ9HNyQGEXDxElrHVAAeQ4ycT6RibqGBS7u3jMngeFFRT9RD+J6yF6+BKzVUQpLvKh6Pf71dtk6OaJZzVjMyoTXCywfRwkq5/o3SB6iL5vDChEAoqEEW0FRYaTTGdjULTbGEnWCgovMxaf6FUGPUSvDonZKqIUpx0kGxmfIHNA0f7bjEoQA0r7WEHRT/STuB6ihy8xW0WU4iIfil6vV60+OKGLR7uNkRhQ2sdBsvqJfhLXg108RJQw7Ylepm/BsQKKy+Uy9UoeBpT2cZCsfqKfxPUQvTokZquIUlzkJC5rQGnvA8/MK3kYUNrHCop+rKDYx3lHnMgBnFZB0d4mYgXF7sUCzZoHhRUU/USvMughevgSs1VEKc5pY1C0t5lZQensRC9aBcXseVBkCreiEv0knixFUYQPX2K2iijFObGCYmbQYhdP+9jFo5/o3SDJ0s5HJOq+MaAQCUj2MSh2VVASXSzQ6asZs4tHP6dWULTvCVH3TcxWEaU47YneKV08slRQnLRYICso+oneDZIs7XtC1H0Ts1VEKU47BoUVlM4ZuZqxHYsFsoIiLqd28WgDiqj7xoBCJCCOQUkMx6C0jxUU/VKhi8esq8j0ctYRJ3II7RgUs1cCNpLoY1BSLaCwgqKf07t43G43AwoRxa+9CgrHoMTG1YzbJ1P1TVROraDI0HXlrCNO5BAcg5IY2SsoZn2DZRePfjKcyJMhQ2VI3JYRpTBZx6B09GEuUgVFlIBi9kRt7OLRz+kVFJH3S9yWEaUwJ15mzApKWxwkKz4ZKg3JkKEy5KwjTuQQTpyojRWUtjhIVnwyVBqSIUPwErdlRClM1i4eVlDipygK1+KRgAyVhmTIsF8MKEQCcuJigWZeLi3jasZWzORpZTXIqZxaQZFhv8RtGVEKk72C0t6HnpmXS8u4mrEVAUWm946IwuGw6VUuu7CLh4iSIuMYFO3y7aJWULTr7MTqYnFiQGEFJTkyrFeTLHbxEFFS2ruKR4aAEjnhdzQGRZRBstq1duxYLFD7/GbNg6KdmI4hJXEyrFeTLFZQiCgp7U3UJvoYFG2AErWCog0osb4dW7VYYKyAZCTt74EBJXGpUEEReb/EbRlRCpNxDEpnAUW0CkpnAcWqCorL5TK9ggKI//4RkfaYiXwiTwa7eIgoKTKOQbGzghLvQEYRA4qZJz7t70H094+IZFhQL1ns4iGihLUebCrLZcbaD7z2PsxFqqC0HpPh1ICi/T2wiydxMnSDJEuGfRO3ZUQpSnsikWmxwI6u4AHEHYPSuovFaQFFlvePiGSoMiSLXTxElLDWXSWynGA6CygiVVC0AaX1Y7RVFjMHylr1DZaXGidPhipDsmQIX+K2jChFaU/gMnbxyFZBiRVQtM9rBqtOflyPJ3kyVBmSJUP4ErdlRCkqciJxuVxwu92soMRB5oBi9uBLVlCSJ8NJPFkyhC/nHXUiyWnnQAHkma68sw88VlCiWTWFOisoyZOhGyRZMuybuC0jSlGtKxGyBBRZKyitKxhO6+KR5f0jolSooIi8b+K2jChFaedAAcAxKHEwsoJi1aW5HCQrPhm6QZIlw74xoBAJhhWUxCW7WGB7j4mM/dE+rxk4SFZ8MlQZksUuHiJKmFMDihUVlM4GnGovIe7oA9qKBQNZQRGfDCfxZLGCQkQJaz1IVntiN3sBOz06+zDXniiNPlkm2sUDXKrktPcYKxYMZAVFfKyg2EvclhGlqFgVFO19Ioq3i0e7rVHMCihOqqCI/N4RlQxVhmTJEL7EbRlRimo9SNYpASVSCQKMH4cic0Axex4Uq6budyIZqgzJkiF8Oe+oE0nOqRUU7Ye80fuR6GrG2jbYFVCsmgeFFZTkyVBlSJYM4UvclhGlqNZjUNxut/ohIvKlxp0FFJfLZdol0zJXUDhIVlwyVBmSJUP4ErdlRCmqvRO9DN+COwso2vvsGoOiXbk4VQIKB8kmT4aTeLJkCF/OO+pEkms9BkX7/yKfZOIJKHZXULTbpEpAYQUleTJ0gyRLhn0zpWWnT5/Ggw8+iB49eiAjIwPDhw/Hjh071PsVRUFJSQmKioqQnp6OcePGYf/+/WY0hUg67Z3oZZhN1q4KiqIoCY3nSLWAwgpK8lKhgiLyvhnessrKSowZMwY+nw9///vf8eWXX+I///M/0a1bN3WbBQsWYOHChVi8eDG2b9+OgoICjB8/HrW1tUY3h0g6rcegAKygdEQbIhhQ2pLhvSMqGbpBkiXDvnk73yQxv/nNb1BcXIw33nhDva1fv37q/yuKgkWLFmHu3LmYMmUKAGDZsmXIz8/HihUr8Pjjj7d5zkAggEAgoP67pqbG6GYTCYNjUBLDgNIxXmacPBmqDMlKyS6eNWvWYNSoUZg6dSp69uyJa6+9Fq+//rp6/9GjR1FaWooJEyaot/n9fowdOxZbtmxp9znnz5+PnJwc9ae4uNjoZhMJo70xKE7p4hGpghJpb3vzkDgpoMgQbkUlw0k8WTKEL8MrKF9//TWWLl2KZ599Fi+++CK2bduGp556Cn6/Hw8//DBKS0sBAPn5+VGPy8/Px/Hjx9t9zjlz5uDZZ59V/11TU8OQQo7FCkpiEg0oolzFExk3Y/ZEbRwk27nDhw/jww8/RFNTExRFUReTPHLkCI4cOYITJ07g0KFD8Hq9uP3223HFFVfY3WTdUrKLJxwOY9SoUZg3bx4A4Nprr8X+/fuxdOlSPPzww+p2rf8oFUWJ+Yfq9/vh9/uNbiqRkGQdgxLPB57ZFZR4TvbxdPE4abFADpLt2JkzZ/D222+jubm5zX0NDQ0IBoMIBAKoq6sDAOzZs8cRAUWG6pDhAaWwsBBDhgyJuu3KK6/Eu+++CwAoKCgAAJSWlqKwsFDdpqysrE1VhSgVdXQVj8gnGbsrKG6327CA4sQuHlZQ2qqursZf//pXNDc3Y+DAgRg3bhxcLpf6Xtq8eTO2bt2KkSNHol+/fli7dq0aVGQnQxeP4S0bM2YMvvrqq6jbDh48iL59+wIA+vfvj4KCAqxfv169PxgMYtOmTRg9erTRzSGSTkfzoHAMSluJrmmTSEDhasbOFQgEsGLFCtTW1iI/Px9Tp05F79690atXLxQWFqKgoABdu3ZFVlYWevTogaKiIgBAfX29zS03Rjx/r3YzvILyzDPPYPTo0Zg3bx6+//3vY9u2bXjttdfw2muvAbj4ITJr1izMmzcPgwYNwqBBgzBv3jxkZGTg/vvvN7o5RNLhGJTEJHqiT9UKisjvHauFw2H8z//8D86dO4esrCzcf//97Q4j0P6OsrKyAIAVFAsZHlCuu+46rFq1CnPmzMFLL72E/v37Y9GiRXjggQfUbWbPno3GxkY8+eSTqKysxA033IB169YhOzvb6OYQScfJAcWMrqpkA4rdiwXyMmP7rF27FocOHYLP58N9992HnJycdrfTjqvKzMwEcLHy0tzcDJ/PZ1l7zZCSg2QBYPLkyZg8eXLM+10uF0pKSlBSUmLGyxNJrb1BsjJdZtzRCdeMrqpEVwVO1QrK3r17cejQIVNfKxF9+vTB1KlTTb+KqbW6ujp89tlnAIApU6agV69eMbfVvqf9fj+8Xi9aWlpQV1eH7t27W9Jes6TkIFki0icV1uIRoYKSKgGlZ8+eAKCeWEXx5Zdfora2Fl27drX0dSNjSDIzM3HllVd2uG3rAdhZWVmoqqpCfX299AElJbt4iEgfJ3fxmFFBkT2gmF1BGDhwIJ555hk0Njaa+jqJePPNN9HU1BQ1Q7hVIq8Zz9QVrbtBMjMzUVVVJVTQS1bKdvEQUfKcvFggKyiXJNo1pUdkFm5RpKeno6mpCU1NTZa/djIBJfI7ctJAWRm6eMRtGVGKknWiNlZQEiNDid0skXAgegWl9Uk8ElCccKmxDO8/cVtGlKKc3MXDCsolMpwgzCJLQGn9O4pcyeOECooMXTyp95dBJLiOFguUPaCIVEFJlcUCRdSlSxcA9gSUSLdSMmNQ2MVjLXFbRpSiOqqgcAxKW6ygyCcSDuwcgxIJSR2JNQaFXTzW4CBZov9z+PBh/OMf/7A9BGzcuBFNTU1wuVzqwMZjx47hwIEDOH78OI4dO9bmMX369MGkSZNsXVRTlgpKPKsZO2mxQBHJ0sUTawyK7BUURVHUQdoid/EwoBD9ny+++AIXLlywuxnqCqq1tbXqh0h9fT2amppQV1eHqqqqNo+pqqpCeXk5HnjgAWRkZFjc4otkq6DE+rf2NgYUc8gSUJw6BkX79yfy+48Bhej/RMrNN998s63LqQcCAQQCAUybNg25ubkALs4Cum7dOgwYMADf/e53o7avr6/H6tWrcfr0abzxxht46KGHLJ/8CpCngpJIQLFisUCrZ1IVgZ1jUPTMgxKpoASDQQSDQaSlpZnUSnNpgzcDCpEEIh9c+fn5HU5/bbasrCz4/X707t1bna3ywoUL6Nq1K3Jyctpt2w9/+EO89dZbOH/+PP70pz/hoYceQo8ePSxtdzxXBZhZQUl0NeNY/9be5pR5UEQjwhiUZCooaWlp8Pl8aG5uRn19vSMCCrt4iCQQ+bCMZ/CcmZKZB+Wyyy7D9OnT8dZbb6G8vBx/+tOf0L9/f91tcblcGDJkSKdTgiuK4sgKCrt4zGFnF08if+etx6C4XK6o2WRlne6eXTxEkknkm5VZwuFwu5WIeCoP3bp1U0NKaWkp9u3bZ0ib9u7di+uvvx4TJ06MGT7i/UbGMSiXMKDI08Wj/R1F1uOReRyKtuoochcjAwrR/xEhoGhP3MlcZpyZmYkf/vCH+PLLLxEMBnW3p7y8HNu2bcO2bdtw5swZTJ06td0p02O1uzVWUC5J5YAi6xgUwBmXGsdT7RQBAwoRLnZRJDI/glk6CyjxVB78fj+uvfZaw9o0cOBAvPfeezh16hT+8Ic/4K677sJll10WtU1jY6O6GF11dTX8fj+ys7PbPJcZFZREx3IwoNhPljEo7U1m5oQreWR57zGgEAFobm5W/2hFrqDYMZPsN77xDTz++OP47//+b5w9exZ//etf22wTDAbx2WefAQBeffVVuFwuDBw4EOPGjUPv3r3V7ayqoHQWLFpfndO65M2AYi67unhCoRCam5uj2tCRWF08gDMCCisoRBKIfFC63W74fD7b2qEtvWr7hu1ezbh79+6YPn061q1bh71797Y5cYfDYbXNfr8fzc3NOHz4MA4fPoyBAwdi7NixKC4uNiVohcNhBAIBnDp1Cu+//z6OHTuG8vLymNsfPnwYp06dUv99/vx59OzZEwCQm5uL6667Tj2JMaCYIxIOmpubEQqFLDtRagMRu3jEf+8xoBAhen0OOweNtbcOj/bfdq7F4/P5MGnSJEyaNKnNfRUVFXC73UhLS8OLL76IiooKfPLJJ9izZ48aVHJyctDU1IStW7fC4/EgPT3dkHZ9/fXX2LNnD3r27BnXt9rWv1/tvysqKrB27VqcO3cONTU16NOnjyFjedoTDAbVb/RmvYaoXC6X+l6uq6sz7L3QmdraWoRCIfh8PoRCoTZXs2ivnAOcX0FhQCGSgAgDZIHYg9dECCgdad3u3Nxc3HXXXfh//+//qUGluroagUBADYMVFRWGhMHIiSI3Nxc33ngj+vXrh169esX8Vr5hwwb885//VP89depUXHHFFQiHwzhw4AC2bt2K06dP4/Tp0/j73/+OEydO6G5je3bs2IHa2lpUVVVZPmeNCP75z38iHA4jGAxaFlDq6urw+eefIy0tDfPmzYu6z+VyoW/fvhg2bBiGDBmC9PR0x49BYRcPkQREmwOl9QeH3V08nYnV7khQueWWW1BdXY3GxkY1DE6fPt2QD8jPP/8c27dvx3XXXYeJEyd2un16enpUN156erp6ghw5ciRGjBiBNWvW4M9//rOpM8lGnlvkyzzN5PV61SqSVWJVKIGLv49jx47h2LFj+OCDDzBw4EAcPXoULS0t2LFjhzo7c01NDU6ePImzZ8/i008/taztRiotLcXJkydRXV3d4T6kp6dj+PDh1jWsFQYUIohXQWldapatgtJadnY2srOzEQwG1Q/6wsJCQ2biPHr0KHw+X8KLBUa0fpzL5UJxcTGGDRuGgQMH4p577tHdxvb8/ve/R1lZGR566CFDJtWTze9+9zuUl5dj2rRp6Nu3ryWvefDgQaxcuRJFRUV49NFHo+6rr6/H/v37sXfvXpSWluKrr77CoUOHEA6HsWHDBvXLSygUwpEjRwAAH3zwgfBViPZUVVXhyJEjyMjIwNq1a2Nul5eXx4BCZDdRAkpnY1DC4TAURRHuW3e88ypog1dLS4shAcXMeVAAmDZo2uVywePxwO/32zow2y4ZGRmoqqpCOBy2bP8jA3IzMzPbvGa3bt0wZswYjBkzBufPn8e+fftw4MABhMNhDB06NKob6siRI2hpacHll1/e7uX0ojt37hzOnDmDbt26YdiwYTG3s3vfGFCIIE8XT2Sb1hUWu8UbUNxuN1wuV9TU+HrJvlig6AMVzRL5W7NyLpR4v4hcdtllGDduHDZt2gQA+O53v6uOPQGAU6dOobKyErfccgv69OljXoNNcujQIZSVlaGwsBB333233c2JKTX/MohaEaWC0tkgWUDMcSiJzExp9HgaziQrJzvmQklmFlmg7e9I9kuNZXnvid06IouIFlBijUHRbiOSRAKK0eNpGFDkJFNAaf2+lv1KHlmu4knNvwyiVkTv4tHObip7QDGrghLvuBzRAopo44msInpA6WjFX9nnQpFlojaxW0dkEVEqKB1dBinypcaJfCNjBeWiRNcQcho7xqBoJ2TsDLt47Cd264gsIkpA6agSIfKlxiJUUGQLKLKcJMxiZwUlnkqp9nffusrllAoKu3iIJCBaF097V+k4JaAYvR9czVhOonfxaKuCrQOKU8agiP7eE7t1RBaRoYIichcPKyiJk+UkYRbRA0pH4zRkr6DI8t4Tu3VEFhGlgtLRGBRWUNrHgCInkedBATr+/WjHoJg5V45Z2MVDJBEZKigyBJR4TraRCgoDSmoHFNErKB0N/I508ci6ErUs7z2xW0dkgVAopFYuRA4oRp/YjZRMBUWULp72LvM1O6AoipLyV/HYEVASqZR29L5KS0tTl2mQsZuH86AQSUJbYhYloHQ0SNYpY1DsqqB0tligdhuzAkpHl7CmCm1AsaKbpKWlRX3P6R2DAsh9qTHnQSGSROQbXFpamu1/sKk0BkWUCoodXTzaE3KqTtSmXR3YitCtrdTEs0hlZ+8rma/kYRcPkSREGX8CyD8GRYYKigiLBbKCcjEkRMKZFd08iX4R6awbROYredjFQyQJUa7gAVLjMmNWUBhQgIuVo0glw8qAEu8Xkc7eV+ziMZ/YrSOygIgVFCdP1CZTBYUBxVxWDpRN9ItIvGNQZK6giP7eE7t1RBYQKaBwDEriZA4oLpcrZcegANbOhWJ0BcUJY1DYxUMkONm6eGQPKKJVUOy4zFiWb7Bms7KCkmxAceIYFHbxEElCpApKPINkOQYlmrYaEQ/th7Lb7e40oJgxUJYB5SKRA4qTLzOW5f0nduuILCBiBYVjUOKnp4IS6zHa2xlQzCNyQEmki0e26e5lmeq+7acgUYqRpYLilC4eoysoelYzjieghMNhw4NEolUfp7JyDEqiX0TivYqnpaUF1dXVcc2tYoYuXbok/P6UJSAzoFDKEymgxDNIVsQunkQG3clWQTFjHEqqT3MfIUMFJdZ72ufzwe/3IxAIYNGiRYa0MRk9e/bEE088kdB7SZaAInbriCwgYhcPr+KJn4wBRZYThNlEDijxDCS96qqr9DdMp7KyMlRWVib0GHbxEElCpAoKx6AkjgFFXiIHlHh+R3feeSfuuOMO/Y1L0pIlS3D+/HlUV1ejR48ecT9OlvcfA4pGRUUF/vCHP8S9vXZFUtkGSdmhS5cuuPfee9G7d2+7mxJFxIDCmWTjp2exwFhjQCLzkyiKwoBiIhnmQensPW3nOKJu3brh/PnzqKqqSuhxssyDwoCioSiKpUt/p5q6ujocOnRIuIAiUhdPKkzUJkMFBQADigXsmEnWyAqK3bp16wYACQcUWeZBYUDR6NatG5566qm4t48k51SfDTIeW7ZswWeffYbGxka7m9KGLBUUGQJKPB94dldQ4g0obrcb4XCYAcVEdnTxGDXVvQiSDSiyvP8YUDQ8Hg9yc3PtboYjRf6QRAso2qqZSAGlvTEoTrvMWPQKipkrGstygjCb7GNQ7KY3oLCLRyKBQAAHDx60uxmOdPr0aZSVleGrr77C3r17E3ps5FtsS0sLWlpakj6xZWZmYsiQIVHVrqampqhvSsFgMKnnNkowGEQoFEIoFGrTlnA4jFAohKamJtvb2VogEIjZ7taM3o/m5maEQiG0tLTE9Xza91A4HI75GEVRTDvekfddPMfLyVwuF0KhEBoaGkw9DoqioKGhAeFwGC6XK67XirynO3qP2C0jIwOhUAgXLlxIqI2RfYvnb8bn89nWQ8CAolFRUYGZM2fa3QxHamhoQFlZGdLS0rBu3Trb2jF06FDk5eWp/25qasLWrVvhcrmwYMEC29oFXPwQ3bRpE4CL1YXWEz9duHAB+/btQ9euXXH69Gk7mhjTP//5TzQ3N6OpqUmdYTOW2tpa7NixA36/H7W1tbpf+5NPPlFP9Onp6Z1uHw6H8cknnwC4GFpjXaKZyD4lqqKiAl988QWysrJQXl5u6HPLJBgMYsuWLer/m3UiDIVC6u9cUZR2K5Stff311zhx4gS+/vpr7N6925R26aU9fnV1dXFXe7Zv3476+npUV1d32mvw4osv2jYJHQOKhtfrRXZ2tt3NcCSv14vq6uqkjrHL5YLb7VZ/khnzU1tbi8bGRtTW1kYFlI66VKym7Upob/8it5m1gJ0eicyMavRCfJHjFu97Ip6reLT3mdHFk2ibnUrbxRAKhUz7O9RWXePt1pDhd+Tz+dSxUoFAIK6ADsgzUaD9n8oCycvLw7vvvmt3MxzpwoULWLp0Kbp06YLnnnvO8tf/9NNP8eGHH2LIkCG4++671dtPnDiBLl26oHv37pgxY4bl7dIKBoPqB8fzzz/f5lvL0aNHsXz5cuTl5eFHP/qRHU2Maf78+WhpacHMmTPVfvFYysvLsWTJEvj9fsyePduQ1w+FQnj66afRtWvXTrfVXplTVFSERx55pN3tFi1ahNraWjz66KMoLCw0pJ0RBw4cwDvvvIPevXvjhz/8oaHPLRNFUTBv3jyEw+G4f3/JuHDhAjweT0KfP+vWrcNnn32GG2+8Ebfddpsp7TLC0qVLceHCBTzwwAMYMGBAXI9ZvHgxKisrMW3aNPTp06fDbX0+nxHNTAoDiobL5bKtlOV03bp1g8fjQXNzM7xer+XJvbCwEB6PB1VVVVG/Y0VR4PF4kJmZafvvPhQKqd/uMjIy2hyj9PR0eDweYd+nHo8H6enpnbYtIyMDHo8HiqIYsh8ulwsejwd+vz/u5/P5fAiHw0hLS4v5mLS0NHg8Hni9XsOPt9frhcfj6fD1U0VGRgYaGxsNez+0J/J3npGREfdreDweNdSI/DvKy8tDZWUlGhoa4m6n2+2WYt/Eru+QY2gv7bPjSp5It055eXlUyV7EOVBidWGJeplxOBxWj2miV/Ho7T7RTpaYSOiNbBvPVTy8zNhcVkzWlsyVejJcZgwAOTk5ABK7kkeWq3jEPvLkGG63W/0gsiOgRCo4kZVHI0S8xDhSJWlN1JlkE+3f144z0Bu2tAGHAUVOVlxqnMzfuSy/o0iXqvZzrTOyhC+xW0eOEhnA1dDQYPlru91uda2KCxcuqLeLGlDaI2oFJdGA0npgpB7a8MCAIicGFH2SmQtFln0Tu3XkKBkZGQDsm6wt0s2jDSgidfF0dkWRDAElng887f7prQbJHlBEvkLEKlYElGT+zmXpBkkmoMiymjEDClkmUkGxK6CIXkHpaB0eQNyZZLXfxuIJCZHLxgH7KijaZSpiMTOgyHKZpxU4BkWfSECpqamJ+++JFRSiVuwOKO1VUEQKKPF28Zi1Pkyykvk2ZtR4GjMrKGbOOyPLCcIK7OLRJzMzE16vF4qioKamJq7HyLJvYreOHCXSxWPHGBRAni6ezgKKdlsRJBNQjOqu0naVJNJdIkoXj+gnCCuIHlBE7wZxuVwJdfNo5wESfd/410GWEaWCUldXpwYTESsonY1B0W4rAj0VFKMCSqIn+kQCChcLNJfoAUWG31EiASXZqqMdxG4dOYrdAcXv96vT7EfWPxExoMRTQRHpUmM9FRSjunjMDCisoJjLijEoked24hgUIPmAwgoK0f+x8zLjiNbdPCJ18XQ2SDYyYyogZgUlkQ9ymSooDCjmsrKCksxVPDL8jhIJKIledWcn01s3f/58uFwuzJo1S71NURSUlJSgqKgI6enpGDduHPbv3292U8hmdl9mDLQNKDJVULT3iRhQWEGJn0wnP7OJ3sUjepUBYBdPUrZv347XXnsNV199ddTtCxYswMKFC7F48WJs374dBQUFGD9+vCFLr5O47O7iAaIDiqIoQlVQ4llZWcRLjZ0+BoXzoJhL1IAiUxdPItPda997ou+baa2rq6vDAw88gNdffx3du3dXb1cUBYsWLcLcuXMxZcoUDB06FMuWLUNDQwNWrFhhVnNIACIEFO1cKC0tLeofq2wVFI5BuUjWgMJ5UC4RdR4UmapcicyFIlPwMq2FP/7xjzFp0qQ2y1QfPXoUpaWlmDBhgnqb3+/H2LFjsWXLlnafKxAIoKamJuqH5BMJKMFg0LYTbKSCUlFRoQYlUVYH7mwMivY+VlAukjWgyHTyM5vZFRRFURwfULKystS5UDrriZBpv0xp4cqVK7Fz507Mnz+/zX2lpaUAgPz8/Kjb8/Pz1ftamz9/PnJyctSf4uJi4xtNpuvSpYta0raripKTkwOfz4dQKKS+3/x+vxCl9nhO9E7p4jG6gpLo748BRRyR0NDc3GzK+zoYDKoVKydOdQ9cfP/H280j034Z/tdx8uRJPP3001i+fHmHb4bWHyiKosT8kJkzZw6qq6vVn5MnTxraZrKGy+WyvZvH5XKp3TzagCKCVOriYQWFASVC+/cXDAYNf/5I9cTtdnc4vqs1mbpCgPgHysq0X4a3cMeOHSgrK8PIkSPh9Xrh9XqxadMm/Pa3v4XX61UrJ62rJWVlZW2qKhF+vx9du3aN+iE52R1QgEvdPOfOnQMgXkDp6EPUKV08RgWtZMdyMKCIw+PxwOfzATBnHIq2eyeRSptsv6N4A4pM+2V4C2+99Vbs3bsXu3fvVn9GjRqFBx54ALt378aAAQNQUFCA9evXq48JBoPYtGkTRo8ebXRzSDB2T3cPtA0oIlzBA3AMSjJYQXEGM8ehJDuVgGy/o0QrKDJ08cRf74pTdnY2hg4dGnVbZmYmevTood4+a9YszJs3D4MGDcKgQYMwb948ZGRk4P777ze6OSQYkSoo58+fh8vlEq6CEs8YFNm7eOy+iiee1Yy5WKB1/H4/6urqhAwoMpzIAWdWUAwPKPGYPXs2Ghsb8eSTT6KyshI33HAD1q1bp05DTs4lQkCJjEEpLy9HXl6eVAHFaRWUxsZG1NXVJf3akUocKyhyM7OCkuxcRzKN1QAYUJK2cePGqH+7XC6UlJSgpKTEipcngYgw3X0koNTV1SEnJ0eYLp5UHIOydetWbN26VXcbZFssMPKcIlw9JoJIQDF7DEoiZDqRA9FzoYTD4ZjtTukuHpmFQiG88cYbKCwsRHFxMXr37o3u3bvzQ8RAIkx3n5aWhpycHLS0tKChoUGYCko8Y1Ai4aW0tBSHDx9Wb8/Pz7etAplMKXzgwIHYsWOHIVdtuFwuDB48OKHHJBJQzAjTsp38zBb5ksAunuRlZWXB4/EgFAqhpqZGDSytyfTeY0DRKC0txalTp3Dq1Cls374dwMUTalFRUZtvtYqiIBwOR/23My6XC3l5eejbty/69OmTkl1aInTxABfHoUQCimgVlHgCyvbt29X3KHBx7Nczzzxjy4dOMt/IBgwYgDlz5pjVpE4NHToUFy5cwMCBA2Nu07dvX2zZsgV79uzB6NGj1cqbEWQ6SViBg2T1i8yFUlFRgaqqKkcEFJdiRv3SZDU1NcjJyUF1dbWhlxw3NTXhyJEjakg5c+aMYaX0cDiMioqKqEGB2dnZ6NGjhyMrNJHgFgqFEAqF0NLSglAohPPnz+PAgQPIyclps0ZThMvlUn+0/zbS4cOHsWvXLvh8Plx33XXo1auXoc+vFW/b9+/fj/Pnz2PQoEEx21NVVYWjR49GjYuoq6uDoii44YYb1ACofW3t65vxXjty5AhOnDiB4uLiDk/4slEUBV988QUqKiqQm5uLa665Jq7BtfHYu3cvzp8/jyuuuCLh915kPg/tj4xCoRCam5sRDAaxf/9+HD9+HMXFxejfv7+hr3PkyBGcPn0avXv3Rr9+/aAoSlxfKMvKygAA9913n1r5Fd3f//53nDlzBjfffDMGDRrU7jbHjh3DRx99hPz8fEyePLnD50tPT8eIESMMbWMi528GlA60tLSgtLQUZWVl7b6h3W433G53mxNqaydOnMDmzZtRUVGB2tpaVFdX6xoYKLPGxkacO3cOPp/P1FDQmZqaGpw4cQIAUFxcjKysLNvaEnH+/Hk0NTWhR48eCVXXzpw5g2AwiJ49e9ryQVpRUaH+TWrX3XKC5uZmnDlzBoqi4LLLLkNmZqYhz1tWVoaGhoaEf9dOVVlZierqanTp0sXw93B9fT0CgQC6desWs6oQi8fjwZgxY6SoNgDAV199hbNnz6JHjx4x/xbr6upQWlqKnJwcXHvttR0+X15eHmbMmGFoGxM5f8sZvS3i9XrRu3dv9O7dO6nHl5eXY+3atTh48CDS0tJw+eWXo6ioCMDFD76KigrU19cb2WSheDyeqG95Ho8HNTU12Lx5M/x+f5t1moBLgwcj33Li/baTqPLycrz33ntoampCVlaWYSeeWOLZh759+wIArr76avV9Eo/du3ejtLQUV1xxRbvfPs08jgDwr3/9CydPnsTll1+Oyy+/3JTXsNPhw4dx5MgR+P1+jBkzxpAxCbt27cKFCxdw1VVXJfS7Bi5WY1taWtSqpEiXnCfC7XYjLS0NPp8PZ8+exaFDh0x9vaFDh6p/Y/FWwLp16ybEl5d4paWlqX/nHX0JLigoQGFhIYYPH97h89m97wwoGjU1NVi9erUhzxUOh3Hy5EmEQiG43W5885vfxM033yzMeAe7VFVVIRAIwOv14kc/+pFt3VvBYBAHDhxAWVkZhg8fnvA3K7NkZWXhkUceSagSsWHDBmzatAkjRozAnXfeaWLr2rdmzRrs3LkTt9xyC26++WbLX99sLS0tWLp0KcrLyzF8+HDcfvvtup/zrbfewpEjRzBlypSYXZ2ppKGhARs3bjRtbFpGRgbGjRvXpgvUacaPH4+NGzd2ejWU2+3G9ddfb2sVOx4MKBrNzc34+uuvDX3OQYMGYeLEierkYKku8gHR0tKC5uZm21YRTktLww033IDa2lo8/vjjKCwstKUdRoi8ty5cuGDL68t02WIyvF4vJk2ahD//+c/Ytm0bhg8frvv9ItNARStkZGTg29/+tt3NkF5mZiYmTZpkdzMMw4CikZWVhbvvvtuw5+vWrRtXXm4lLS1NvRSusbHRtoACJD+Bk2gYUMw3YMAADB06FPv27cNf//pX5Obm6nq+yFpkThwgT2QUBhQNv9+PYcOG2d0MR4usaFxXV4fGxkZ1iXCrRa4gAMRZLDBZkctfGxoa0NDQYPlA2VQIKAAwceJEHD58GDU1NaipqTHkObnwKVFsDChkOW1AsYt2gjDZA0pk4rnq6mqUl5czoJgkOzsb//Zv/4YzZ84Y8nxdu3ZNegA+USpgQCHLxZruPhAIYOfOnZ3OLqooinoVQ2QsS6LrpUSqJz6fzxEn1ry8PFRXV+PChQuWdyumSkABgNzcXN3dO0QUHwYUslys6e63bt2KDRs2WNoWu7qYjJaXl4cjR47YMg4llQIKEVmHAYUsF2u6+5MnTwK4OCCxs2+pkblVfD6fOsdKMpwyb4edA2UZUIjIDAwoZLn2AoqiKGrf/m233Zbw5FWpjgGFiJyGF+GT5SJdPNoxKNXV1WhoaIDH40HPnj3tapq0IgGlsrLSsPWj4sWAQkRmYEAhy7VXQYlUT/Lz86Vd/MxOWVlZ8Pv96qKUVmJAISIzMKCQ5ToKKOzaSY7L5bKtmydyBRUDChEZiQGFLNfeZcanT58GwICih10BhRUUIjIDAwpZrvVlxoqi4OzZswAYUPSIzCjLgEJETsCAQpbTdvEoioKKigo0NTXB6/Xisssus7l18mIFhYichAGFLBcJKOFwGMFgUB1/UlBQwJOcDtqAoiiKZa/LgEJEZmBAIctFJlcDLo5D4QBZY+Tm5sLlciEQCKC+vt6y140EFLebHydEZBx+opAttONQGFCM4fV60b17dwDWdfMoisIKChGZggGFbKG9kocDZI1j9TgU7SKNDChEZCQGFLJFJKCcPHkSwWAQPp9PPblS8qwOKNpZaxlQiMhIDChki0gXz5EjRwAAhYWFHMNgAAYUInIKnhHIFpEKCidoM5adAYUBk4iMxE8UskUkoEQuh2VAMUYkoFRVVaG5udn019MOkHW5XKa/HhGlDgYUskUkoEQwoBgjIyND7T4rLy83/fV4BQ8RmYXLxpItIidRAPD7/eo07aRfXl4eTpw4gXPnzpl+XAOBAAAGFCIyHgMK2UJbQSksLGT3gIEiAWXVqlVYtWqVJa/JgEJERmMXD9lCG1B69eplY0ucZ/DgwZYHhoEDB1r6ekTkfKygkC20AYXjT4z1jW98A3PmzImaRM1saWlplr0WEaUGBhSyhXYMCgOK8SJrHRERyYqfYmSLzMxMDBw4EB6PB926dbO7OUREJBgGFLKFy+XCgw8+aHcziIhIUBwkS0RERMJhQCEiIiLhMKAQERGRcBhQiIiISDgMKERERCQcBhQiIiISDgMKERERCYcBhYiIiITDgEJERETCYUAhIiIi4TCgEBERkXAYUIiIiEg4DChEREQkHAYUIiIiEo7X7gYkQ1EUAEBNTY3NLSEiIqJ4Rc7bkfN4R6QMKLW1tQCA4uJim1tCREREiaqtrUVOTk6H27iUeGKMYMLhMM6cOYPs7Gy4XC5Dn7umpgbFxcU4efIkunbtauhzUzQea+vwWFuHx9o6PNbWMepYK4qC2tpaFBUVwe3ueJSJlBUUt9uN3r17m/oaXbt25RveIjzW1uGxtg6PtXV4rK1jxLHurHISwUGyREREJBwGFCIiIhIOA0orfr8fv/zlL+H3++1uiuPxWFuHx9o6PNbW4bG2jh3HWspBskRERORsrKAQERGRcBhQiIiISDgMKERERCQcBhQiIiISDgOKxpIlS9C/f3906dIFI0eOxCeffGJ3k6Q3f/58XHfddcjOzkbPnj3xne98B1999VXUNoqioKSkBEVFRUhPT8e4ceOwf/9+m1rsHPPnz4fL5cKsWbPU23isjXP69Gk8+OCD6NGjBzIyMjB8+HDs2LFDvZ/H2hgtLS342c9+hv79+yM9PR0DBgzASy+9hHA4rG7DY528jz/+GHfccQeKiorgcrmwevXqqPvjObaBQAAzZ85EXl4eMjMzceedd+LUqVP6G6eQoiiKsnLlSsXn8ymvv/668uWXXypPP/20kpmZqRw/ftzupklt4sSJyhtvvKHs27dP2b17tzJp0iSlT58+Sl1dnbrNK6+8omRnZyvvvvuusnfvXuWee+5RCgsLlZqaGhtbLrdt27Yp/fr1U66++mrl6aefVm/nsTZGRUWF0rdvX+UHP/iB8tlnnylHjx5VPvzwQ+Xw4cPqNjzWxvj1r3+t9OjRQ/nb3/6mHD16VHnnnXeUrKwsZdGiReo2PNbJ++CDD5S5c+cq7777rgJAWbVqVdT98RzbJ554QunVq5eyfv16ZefOncq3vvUt5ZprrlFaWlp0tY0B5f9cf/31yhNPPBF12+DBg5UXXnjBphY5U1lZmQJA2bRpk6IoihIOh5WCggLllVdeUbdpampScnJylN///vd2NVNqtbW1yqBBg5T169crY8eOVQMKj7Vxnn/+eeWmm26KeT+PtXEmTZqkTJ8+Peq2KVOmKA8++KCiKDzWRmodUOI5tlVVVYrP51NWrlypbnP69GnF7XYr//jHP3S1h108AILBIHbs2IEJEyZE3T5hwgRs2bLFplY5U3V1NQAgNzcXAHD06FGUlpZGHXu/34+xY8fy2Cfpxz/+MSZNmoTbbrst6nYea+OsWbMGo0aNwtSpU9GzZ09ce+21eP3119X7eayNc9NNN+Gjjz7CwYMHAQB79uzB5s2b8e1vfxsAj7WZ4jm2O3bsQHNzc9Q2RUVFGDp0qO7jL+VigUa7cOECQqEQ8vPzo27Pz89HaWmpTa1yHkVR8Oyzz+Kmm27C0KFDAUA9vu0d++PHj1veRtmtXLkSO3fuxPbt29vcx2NtnK+//hpLly7Fs88+ixdffBHbtm3DU089Bb/fj4cffpjH2kDPP/88qqurMXjwYHg8HoRCIbz88su47777APB9baZ4jm1paSnS0tLQvXv3NtvoPX8yoGi4XK6ofyuK0uY2St6MGTPwxRdfYPPmzW3u47HX7+TJk3j66aexbt06dOnSJeZ2PNb6hcNhjBo1CvPmzQMAXHvttdi/fz+WLl2Khx9+WN2Ox1q/t99+G8uXL8eKFStw1VVXYffu3Zg1axaKioowbdo0dTsea/Mkc2yNOP7s4gGQl5cHj8fTJu2VlZW1SY6UnJkzZ2LNmjXYsGEDevfurd5eUFAAADz2BtixYwfKysowcuRIeL1eeL1ebNq0Cb/97W/h9XrV48ljrV9hYSGGDBkSdduVV16JEydOAOD72kjPPfccXnjhBdx7770YNmwYHnroITzzzDOYP38+AB5rM8VzbAsKChAMBlFZWRlzm2QxoABIS0vDyJEjsX79+qjb169fj9GjR9vUKmdQFAUzZszAe++9h//93/9F//79o+7v378/CgoKoo59MBjEpk2beOwTdOutt2Lv3r3YvXu3+jNq1Cg88MAD2L17NwYMGMBjbZAxY8a0uVz+4MGD6Nu3LwC+r43U0NAAtzv6VOXxeNTLjHmszRPPsR05ciR8Pl/UNmfPnsW+ffv0H39dQ2wdJHKZ8R//+Eflyy+/VGbNmqVkZmYqx44ds7tpUvvRj36k5OTkKBs3blTOnj2r/jQ0NKjbvPLKK0pOTo7y3nvvKXv37lXuu+8+XiJoEO1VPIrCY22Ubdu2KV6vV3n55ZeVQ4cOKX/5y1+UjIwMZfny5eo2PNbGmDZtmtKrVy/1MuP33ntPycvLU2bPnq1uw2OdvNraWmXXrl3Krl27FADKwoULlV27dqlTbMRzbJ944gmld+/eyocffqjs3LlTueWWW3iZsdF+97vfKX379lXS0tKUESNGqJfCUvIAtPvzxhtvqNuEw2Hll7/8pVJQUKD4/X7l5ptvVvbu3Wtfox2kdUDhsTbO+++/rwwdOlTx+/3K4MGDlddeey3qfh5rY9TU1ChPP/200qdPH6VLly7KgAEDlLlz5yqBQEDdhsc6eRs2bGj3M3ratGmKosR3bBsbG5UZM2Youbm5Snp6ujJ58mTlxIkTutvmUhRF0VeDISIiIjIWx6AQERGRcBhQiIiISDgMKERERCQcBhQiIiISDgMKERERCYcBhYiIiITDgEJERETCYUAhIiIi4TCgEBERkXAYUIjINGVlZXj88cfRp08f+P1+FBQUYOLEifj0008BXFzGffXq1fY2koiE5LW7AUTkXHfffTeam5uxbNkyDBgwAOfOncNHH32EiooKu5tGRILjWjxEZIqqqip0794dGzduxNixY9vc369fPxw/flz9d9++fXHs2DEAwPvvv4+SkhLs378fRUVFmDZtGubOnQuv9+J3KpfLhSVLlmDNmjXYuHEjCgoKsGDBAkydOtWSfSMi87GLh4hMkZWVhaysLKxevRqBQKDN/du3bwcAvPHGGzh79qz677Vr1+LBBx/EU089hS+//BJ/+MMf8Oabb+Lll1+OevzPf/5z3H333dizZw8efPBB3HffffjXv/5l/o4RkSVYQSEi07z77rt47LHH0NjYiBEjRmDs2LG49957cfXVVwO4WAlZtWoVvvOd76iPufnmm3H77bdjzpw56m3Lly/H7NmzcebMGfVxTzzxBJYuXapu881vfhMjRozAkiVLrNk5IjIVKyhEZJq7774bZ86cwZo1azBx4kRs3LgRI0aMwJtvvhnzMTt27MBLL72kVmCysrLw2GOP4ezZs2hoaFC3u/HGG6Med+ONN7KCQuQgHCRLRKbq0qULxo8fj/Hjx+MXv/gFHn30Ufzyl7/ED37wg3a3D4fD+NWvfoUpU6a0+1wdcblcRjSZiATACgoRWWrIkCGor68HAPh8PoRCoaj7R4wYga+++goDBw5s8+N2X/rI2rp1a9Tjtm7disGDB5u/A0RkCVZQiMgU5eXlmDp1KqZPn46rr74a2dnZ+Pzzz7FgwQLcddddAC5eyfPRRx9hzJgx8Pv96N69O37xi19g8uTJKC4uxtSpU+F2u/HFF19g7969+PWvf60+/zvvvINRo0bhpptuwl/+8hds27YNf/zjH+3aXSIyGAfJEpEpAoEASkpKsG7dOhw5cgTNzc1q6HjxxReRnp6O999/H88++yyOHTuGXr16qZcZr127Fi+99BJ27doFn8+HwYMH49FHH8Vjjz0G4GJXzu9+9zusXr0aH3/8MQoKCvDKK6/g3nvvtXGPichIDChEJJ32rv4hImfhGBQiIiISDgMKERERCYeDZIlIOuyZJnI+VlCIiIhIOAwoREREJBwGFCIiIhIOAwoREREJhwGFiIiIhMOAQkRERMJhQCEiIiLhMKAQERGRcP4/tDSfBDYjErcAAAAASUVORK5CYII=", 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", 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", 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" ] @@ -300,19 +312,19 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [ { - "ename": "AutocorrError", - "evalue": "The chain is shorter than 50 times the integrated autocorrelation time for 8 parameter(s). Use this estimate with caution and run a longer chain!\nN/50 = 3;\ntau: [ 9.13017815 12.34095536 11.6763064 11.86635329 13.02647509 11.60617003\n 12.95939822 14.87615113]", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAutocorrError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[6], line 10\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[38;5;66;03m# For emcee, reshape to (n_steps, num_walkers, n_params)\u001b[39;00m\n\u001b[1;32m 8\u001b[0m chn \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mtranspose(chn, axes\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m0\u001b[39m,\u001b[38;5;241m2\u001b[39m))\n\u001b[0;32m---> 10\u001b[0m τ \u001b[38;5;241m=\u001b[39m \u001b[43memcee\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mautocorr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mintegrated_time\u001b[49m\u001b[43m(\u001b[49m\u001b[43mchn\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 11\u001b[0m \u001b[38;5;28mprint\u001b[39m(τ)\n", - "File \u001b[0;32m~/anaconda3/envs/orbitize_autocorr/lib/python3.10/site-packages/emcee/autocorr.py:112\u001b[0m, in \u001b[0;36mintegrated_time\u001b[0;34m(x, c, tol, quiet)\u001b[0m\n\u001b[1;32m 110\u001b[0m msg \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mN/\u001b[39m\u001b[38;5;132;01m{0}\u001b[39;00m\u001b[38;5;124m = \u001b[39m\u001b[38;5;132;01m{1:.0f}\u001b[39;00m\u001b[38;5;124m;\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mtau: \u001b[39m\u001b[38;5;132;01m{2}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(tol, n_t \u001b[38;5;241m/\u001b[39m tol, tau_est)\n\u001b[1;32m 111\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m quiet:\n\u001b[0;32m--> 112\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m AutocorrError(tau_est, msg)\n\u001b[1;32m 113\u001b[0m logger\u001b[38;5;241m.\u001b[39mwarning(msg)\n\u001b[1;32m 115\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m tau_est\n", - "\u001b[0;31mAutocorrError\u001b[0m: The chain is shorter than 50 times the integrated autocorrelation time for 8 parameter(s). Use this estimate with caution and run a longer chain!\nN/50 = 3;\ntau: [ 9.13017815 12.34095536 11.6763064 11.86635329 13.02647509 11.60617003\n 12.95939822 14.87615113]" + "name": "stdout", + "output_type": "stream", + "text": [ + "Exception was raised! The error message is: \n", + " \n", + " The chain is shorter than 50 times the integrated autocorrelation time for 8 parameter(s). Use this estimate with caution and run a longer chain!\n", + "N/50 = 3;\n", + "tau: [11.72814516 12.47675593 13.46492791 13.94748748 12.62859548 12.64879897\n", + " 12.94860228 13.10522437]\n" ] } ], @@ -321,13 +333,15 @@ "\n", "flatchain = my_driver.sampler.post\n", "total_samples, n_params = flatchain.shape\n", - "n_steps = int(total_samples/num_walkers)\n", + "n_steps = int(total_samples / num_walkers)\n", "chn = flatchain.reshape(num_walkers, n_steps, n_params)\n", "# For emcee, reshape to (n_steps, num_walkers, n_params)\n", - "chn = np.transpose(chn, axes=(1,0,2))\n", + "chn = np.transpose(chn, axes=(1, 0, 2))\n", "\n", - "τ = emcee.autocorr.integrated_time(chn)\n", - "print(τ)" + "try:\n", + " tau = emcee.autocorr.integrated_time(chn)\n", + "except Exception as e:\n", + " print(\"Exception was raised! The error message is: \\n \\n{}\".format(e))" ] }, { @@ -507,7 +521,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.11.4" } }, "nbformat": 4,