From 90bb2728b7fa2482f9ebc608a2e2c6401577c5c8 Mon Sep 17 00:00:00 2001 From: Marshall McQuillen Date: Wed, 8 May 2019 11:57:08 -0600 Subject: [PATCH 1/2] add extension to two swtichpoints in PyMC3 --- .../Ch1_Introduction_PyMC3.ipynb | 487 ++++++++++++------ 1 file changed, 318 insertions(+), 169 deletions(-) diff --git a/Chapter1_Introduction/Ch1_Introduction_PyMC3.ipynb b/Chapter1_Introduction/Ch1_Introduction_PyMC3.ipynb index f5d262c2..9e85897a 100644 --- a/Chapter1_Introduction/Ch1_Introduction_PyMC3.ipynb +++ b/Chapter1_Introduction/Ch1_Introduction_PyMC3.ipynb @@ -160,19 +160,19 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, + "execution_count": 36, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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eCYAxhmuvvZYhQ4awYcMGXnnlFf7whz/w3nvvAeDxeJg/fz5btmxh+fLl/Pvf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7P3cDerPj3EjBSbtzMxMVrWsokhkzUQwyzY8+9UVaWspYeN/Z2GspYe33M6BSb0jzLkxZuJNo+O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\nOhAiIiIiIhKaOhAiIiIiIhLa/wNELXdUsJ1f3wAAAABJRU5ErkJggg==\n", 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\n", 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tvHQwuIi2+tTIM+3TDZZNK2DdrKCwX1SeS5racUREQkl2j/43gdXAI8CxeD5U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\nduCWiHgxw7AtIym/W64Gbi/6ScU5EfFmRiFbhiT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q08hOSYhy1SJnRwFfREREJgQPrWazvbKJ7ZXN7KhsYuexFtq7wpsA2z/Mnzc9jYV5aWQmK8zL+KOALyIiIuOOu3OsuYPtR5vYfiwI8zsqm2nuCG9pyry0RBbmpbFwerrCvEw4CvgiIiIy5jW0dbKtsjkI9JXBW11bV1iPzU5JYNH0dBZNTzsxQp+lNhuZwBTwRUREZExp7+xhZ1UQ5rdVNrHtaBMVjcfDemzGlHgW5qWxKD+dRaER+ty0xChXLDK2KOCLiIjIqOnu6WVfTSvbKptCo/PN7KtpoddP/9iUhFgWTk9jYV46i/KDkXktTSmigC8iIiIjxN052nScrUeb2FbRxNajTeyqag5rRZv4WGNBbhqLpqezOD94X5yVTIzCvMggYQd8M7sO+DwwFXgDuMfdX4lSXSIiIjLOtXR0s+1o0GKz9WgT2442htU3b0BJTgqLpqexeHo6i/PTmTstlfjYmOgXLTIBRDKC/03gdmA7cCHwX2Z2r7s/FJXKREREZNzo7u1lX3UrW482sfVoI9uONnGwto0wOm3IT08Kwnx+OotCq9qkJKjJQORMRfK355i7vxT6+EkzewVYByjgi4iITDLVLR1sqWhka0UQ6LdXhtdqk5IQy+L8dJbkp7M4P4PF+enaOErkHIsk4B80s/8A7nb3TqALaI5OWSIiIjJWdHb3squqmS0VjWwJBfrKpo7TPi7WjLnTUliSn8HigiDUz1TfvEjURRLwHXgP8DEz2wMUAz82s3nuvicq1YmIiMiIcncqm46z5WgTWyua2FLRyK6qZrp6Tt9sMz09MQjzoRH68/LSSIqPHYGqRaS/sAO+u98GYGZJwBJgeejtu2Y2291nnO4eZnYt8DUgFviuu3/xpPPFwIMEE3ljgX9098fDrVFEREQi09Hdw87KZjZXNLK5oomtFY3UtHae9nFJ8TEsmh4E+aUFGSzJTycnVevNi4wFEc9gcffjwIbQW9jMLBa4F7gaKAfWm9mj7r6932X/DPzM3b9lZouAx4FZkdYoIiIiQ6tqDnrnNx9pZHNFIzuPNdMdxqLzxZlTWJKfwdKCINDPmZZCXIxWtREZi0ZyivoqYK+77wcws58CNxCsytPHgfTQxxlAxQjWJyIiMqF09/Syu7rlRJjfUhFe7/yJibAFGSwrSGfx9HSmJmsirMh4EVHAN7O3ufvTfe8jfK5CoKzf5+XA6pOu+TzwhJl9CkgBrhqmjjuBOwGKi4sjLENERGRiamjvOhHmNx9pZHtlU1gr28zMSmZpQTrLCjJYWpBBSXYKsTGaCCsyXkU6gv8VYEW/95EY6l+Kk38neBvwgLt/1cwuBn5oZkvcfcC/Tu5+H3AfQGlpaThL7IqIiEwo7k5ZQztvHGnkjSMNbD7SyIHattM+Lik+hsXT01lWGIT5pfkanReZaM60RedMfqwvB/pPxC1icAvOR4FrAdz9ldCE3hyg6kyKFBERmSi6enrZeaw5FOgb2XykIaxdYfPTk1hWmMGyggyWFWYwV73zIhPeSPbgrwfmmVkJcAS4FXj/SdccBq4EHjCzhUASUD2CNYqIiIwJTceDdpu+QB9Ou01sjHFeXhrLCzJYXpjB0sIMpmllG5FJZ8QCvrt3m9ldwB8JlsC83923mdndwAZ3fxT4O+A7Zva3BO07H3J3teCIiMiEV9l0nDeONLCpvJHXyxvYV9N62sekJcaxrDAI88sKM1g8PV3rzovIiI7gE1rT/vGTjv1Lv4+3A5eMZE0iIiIjrdedg7VtvF7ewKbyBt440sjRpuOnfVxhRhLLC6eeCPSzc1K0K6yIDBJpwG8JvW8+14WIiIhMVH3986+XN/D6kUbeKG+g8Xj3KR8Ta8b8vFTODwX65YUZ2khKRMISUcB398v7vxcREZHBjnf1sKWikU2hEfotFafvn0+Kj2FJfgYXFGVwftFUluSnk5wwor9oF5EJQv9yiIiInKWWjm7eOBIK9GUNbK9sOu3usFOnxHN+YRDmzy+ayoLcVOJitbqNiJw9BXwREZEINbR18vqRRjaVNfBaeQO7q5o5TZ6nICOJC4qCdpsLiqYyMysZU/+8iERBxAHfzFKA4+7eE4V6RERExpyalg5eC43Ov1bewP4wVrgpyU5hRdFULpiRwQVFmeSmqX9eREbGaQO+mcUQrFn/AWAl0AEkmlk1wYo497n7nqhWKSIiMoJqWjp4rayBjWX1bCxr4FDdqXeINWB+bioXzJjKiqJMzi/KIFO7w4rIKAlnBP8Z4Engn4Ct7t4LYGZZwBrgi2b2K3f/UfTKFBERiZ7qlg5eK6tn4+FghP50gT42xliUlxYE+hlTWVaQQVpS/AhVKyJyauEE/KvcfdBe2O5eBzwCPGJm+ldNRETGjeqWDjYerg+N0jdwuP7UgT4+1liSn8GKUKBfmp/BlARtKCUiY9NpA/5Q4b6PmU1194ZTXSMiIjLaals72VhWz4ZD9Wwsq+dwffspr4+PNZYWZHDhjKlcOCOTxfnaIVZExo+wJtmGJtYuDr0tCb1fCiQDmVGrTkRE5Aw0tnfxWlkDGw7Xs6Gs/rSTYhNiY1hakM6FMzJZMWOqAr2IjGvhTLI9CMQD24GdwA7gNuB8d6+KanUiIiJhaOno5vXyBtYfrmfj4Xp2V7VwqlUrBwT64mBTqcQ4BXoRmRjCGcH/LXAF8B13/xmAmX1W4V5EREbL8a4e3jjSeCLQ76hspseHj/RxMXYi0JcWZ7KkQIFeRCaucHrw7zKzWcC/mdnfA5+DUw6MiIiInFPdvb1sP9rM+sN1vHqoni0VjXT1DP9fUawZC6encWFxJiuLM1lWoEmxIjJ5hNWD7+4HgTvMbDHwH8B0M3uruz8bxdpERGSScnf21bSy/nA9rx6qY1NZA62dw++v2LcOfWlxMEJ/ftFUUhO1WbuITE4R/evn7tuAd5vZauALZna3u18endJERGQyOdrYHgr09aw/VE9dW+cpry/JTmHVzMwTE2MzpmjFZhERCG+SrbkPbGx093XAVWZ21XDXiIiInEpjexfrD9ez/lDQdlPecOqlK/PSElk1M4uVM4O2m5zUxBGqVERkfAlrJ1szewT4jbsf7jtoZgmAm9mDBLvdPhCdEkVEZCLo7O5lc0Uj6w7Wse5QHTsrm085oSsjKY7S4kxWhkL9jKlTMLMRq1dEZLwKJ+BfC3wEeMjMZgP1QBIQCzwB3OPur0evRBERGY/6+uj7Av2m8gaOd/UOe31SfAznF05l1cwg1M/PTSVGgV5EJGLhrKJzHPgm8E0ziwdygHZ3b4h2cSIiMr5Ut3TwaijQv3qontrW4fvoYwwWT09n5awsVs3MZGl+BglxMSNYrYjIxBROD/4dwFeBGOAx4C53b452YSIiMvYd7+rhtfIG1h2oY+2hutPuGDtj6hRWzcpi9cwsSounkpakibEiIudaOC06nwOuBo4AnwL+M/ReREQmmb62m7UH61h7oJZN5Y109gzfdpOeFMeqmcEI/epZWRRkTBnBakVEJqdwAn6Tu28Kffw5M1sXzYJERGRsaWjv4tVDdaw9UMe6g3VUtXQMe21cjLG8MIPVs7JYNTOL8/LSiI1RH72IyEgKJ+Dnm9mdwA5gJ6Dfp4qITGDdvb1sq2jilYN1rD1Yx/ajTadc7aYkO5nVs7K4aFY2K4qmasdYEZFRFk7A/1dgGfABYCmQamaPA28Am939oSjWJyIiI+BY83Fe3l/LKwfqWH+4npaO7mGvTUuMY9XMTC4qyeaiWVlMT08awUpFROR0wllF577+n5tZEUHgXwpcDyjgi4iMM109vbxxpJGX99fy8oFa9p1icmzfajcXlQSj9Ivy04iL0Wo3IiJjVTgj+AO4ezlQDjx+7ssREZFoqWw6fiLQrz9UT1tXz7DX5qYlcvGsLC4qyWZlcSYZU9SdKSIyXkQc8EVEZHzo7O7l9SMNoVBfx4Ha4Ufp42ONFUVTubgkm4tLsinJTtausSIi45QCvojIBNI3Sv9SaJS+/RSj9AUZSbylJJu3zM6mdEamJseKiEwQYQd8M0sEbgJm9X+cu9997ssSEZFw9PQ6WysaeXF/LS/tr2VPdcuw1ybExrBiRjBK/5bZWczM1Ci9iMhEFMkI/m+ARmAjMPwiyCIiElUN7V2sPVDLi/trWXuglsbjw694UzR1Cm8pyebikixKizNJitcovYjIRBdJwC9y92ujVomIiAzJ3dlT3cJL+2t5cV8tW4820jvMwvR9vfSXzMnhktnZFGcmj2yxIiIy6iIJ+C+b2VJ33xK1akREBIDjXT28eqieF/fV8NKBWqqah//F6bTUBN4yO5tLZ+ewamYmyQmaXiUiMpmd9n8BM9sCeOjaD5vZfoIWHQPc3ZdFt0QRkcmhuqWDF/bV8MK+GtYfqqeju3fI6wxYkp/OJXOCUD8/N1W99CIickI4wzzviHoVIiKTkLuzu6qF50Ohfkdl87DXpiXGcVFJFpfODpaxzExOGMFKRURkPAlnJ9tDAGb2JXf/h/7nzOxLwD8M+cAhmNm1wNeAWOC77v7FIa65Bfg8wW8N3nD394d7fxGRsa6ju4cNh+t5YW8tL+yvOWXrTUl2MpfOzuHSOdksK8zQ7rEiIhKWSBo1r2ZwmL9uiGNDMrNY4N7QfcqB9Wb2qLtv73fNPOCfgEvcvd7MciOoT0RkTKpt7eSl/TW8sLeGdadYmz42xrigKIPL5uRw2ZwcZmiCrIiInIFwevD/CvgEMNvMNvc7lQa8FMFzrQL2uvv+0H1/CtwAbO93zceAe929HsDdqyK4v4jImHGwrpXn99Tw3N4atlQ0MsyiN6QnxXFxSTaXz8nh4pIs0pLiR7ROERGZeMIZwf8J8Hvg/wL/2O94s7vXRfBchUBZv8/LgdUnXTMfwMxeImjj+by7/+HkG5nZncCdAMXFxRGUICISHb3ubK1o4rm91Ty/t4aDdW3DXlucmcxlc7K5bG4Oy9V6IyIi51g4PfiNBBtc3XaWzzXUEg8nD2rFAfOAtwJFwAtmtsTdG06q6T7gPoDS0tLhBsZERKKqo7uH9YfqeW5vDc/vraGurXPI62IMlhdO5fK5QevNzCy13oiISPSE06LzortfambNDAzkfctkpof5XOXAjH6fFwEVQ1yz1t27gANmtosg8K8P8zlERKKqsb2Ll/YHrTevHKgbtp8+KT6Gi2Zlc8XcHC6dnc1UrXojIiIjJJwR/EtD79PO8rnWA/PMrAQ4AtwKnLxCzq8JflPwgJnlELTs7D/L5xUROSuVTcd5bm81z+6pZlNZIz0+9C8OM5PjuXxODpfPncaqmZkkxceOcKUiIiIRrKJjZj8AXgBecPedkT6Ru3eb2V3AHwn66+93921mdjewwd0fDZ37MzPbDvQAn3X32kifS0TkbB2qa+OZPVU8u6eGbUebhr2uOHMKV8ydxhVzc1hSkEFsjDacEhGR0WU+zEjUoAvN3gZcClwGzAZeB553969Fr7zTKy0t9Q0bNoxmCSIyAfRtOvX0nmCkfn9N67DXLslP54p5OVwxdxqzspK1i6yIiESFmW1099JIHxf2CL67P21mzwErgTXAx4HFBBtXiYiMOz29zpaKRp7ZXc2ze6upaDw+5HWxMUbpjKmsmZ/L5XNzmJaaOMKVioiIhC+SFp2ngBTgFYJWnZVap15Expuunl42HK7nmd3VPHeKlW8S42K4eFYWa+ZP49I5OaRrfXoRERknItnJdjNwIbCEYNnMBjN7xd3bo1KZiMg50tndy6uH6nhyVxXP762huaN7yOtSE+O4dHY2a+ZP4+JZ2UxJ0CRZEREZfyJp0flbADNLBT4MfB+YDuh31SIy5hzv6mHdwTqe2h2E+tbOoZezzEpO4K3zcnjrvGmUFmcSH6tNp0REZHyLpEXnLoIJthcCh4D7CVp1RETGhONdPby8v5andlfx4r5a2oZZoz4/PYk186exZt40lmrlGxERmWAiadGZAvw3sNHdh/79tojICGvr7ObF/bU8vauKlw7Ucryrd8jrCjOSuHJBLlcuyGVhXppWvhERkQkrkhad/4pmISIi4Wrt7OaFvTU8tbuaVw7U0tE9dKgvzpwShPr5uczPTVWoFxGRSSGSEXwRkVHT3tnRdGaoAAAgAElEQVTDi/tr+NPOKl4+RagvyU7myvnBSP2cnBSFehERmXQU8EVkzDre1cPLB2p5clcVL+yrGbb9Zm5OCm8LjdTPzkkZ4SpFRETGFgV8ERlTOrt7eeVgLU/uDFa/GW6i7NycFK46Lxipn5WlUC8iItLnjAO+meUDde7ecQ7rEZFJqKsnWKf+TzureG5vDS3DrFNfkp3M1QvyuOq8XEqyFepFRESGcjYj+D8E5pjZI+7+mXNVkIhMDj29zsayep7YcYxn9lTTdHzoUF+cOYWrzsvjavXUi4iIhOWMA767X2XB/7SLzmE9IjKBuTvbjjbxx53H+NPOKmpbO4e8riAjiatDoV6r34iIiEQm4oBvZinAcXfvcXcHtp37skRkItlX08ITO47xxx3HONJ4fMhrpqcnctWCPK4+T+vUi4iInI3TBnwziwFuBT4ArAQ6gEQzqwYeB+5z9z1RrVJExp2Kxnae2HmMJ3ZUsae6ZchrspITuPq8XP7svDyWFqQr1IuIiJwD4YzgPw08BfwTsNXdewHMLAtYA3zRzH7l7j+KXpkiMh7Utnby1K4q/rjjGJsrGoe8JjUxjjXzpnHNwjwuLJ5KXEzMCFcpIiIysYUT8CuAL5+8Wo671wGPAI+YWXw0ihORsa+ts5tn91Tz++3HePVQHb0++JrEuBgum5PDNQvzuLgki8S42JEvVEREZJIIJ+DvA142s5vc/WDfQTNbBnza3T/i7l3RKlBExp7u3l7WHazn99sreW5v9ZAbUMWasXpWFtcszOWKedNISdC2GyIiIiPhtP/juvvnzGwd8KSZ/Q0QD3waSAO+FuX6RGSMcHe2Vzbz++2V/GnnMerahv65/oKiDP7svDyuXJBLZnLCCFcpIiIi4Q6pPQ/8AXgMqAJucffno1aViIwZ5Q3t/GF7Jb/ffozD9W1DXjM7J4XrF03nmoV5TE9PGuEKRUREpL9wVtG5F3gH8BCwEPhX4K/NbIO7D/2/vYiMaw3tXTy1q4rfb6/kjSNDT5adlprANQunc92iPOZN01r1IiIiY0U4I/hbgM+4e3vo8/eb2d8Ba83sZnffHb3yRGSkdHb38uK+Gh7fXslL+2vpHmK2bHJ8LGvmT+P6xdO5cEYmsTEK9SIiImNNOD343x7i2FfNbBPBOvhzo1GYiERfX1/9b7ce5U87j9F4vHvQNbFmXFySxXWLpnP53ByS4rUCjoiIyFh2xstauPvTZrbmXBYjIiOjqrmD32+v5HfbjnKgduhOuyX56Vy3aDpXLcglK0WTZUVERMaLcHrwi8M83+DuTeekKhE554539fDsnmp+t61y2PXqp6cncv3ifK5fNJ2ZWckjX6SIiIictXBG8B8EHDhVs60DDwA/OAc1icg54u68fqSR3209ypO7qmjt7Bl0zZT4WN42fxrvWJLPihlTidFkWRERkXEtnB58teGIjDMVje38blslv9t6lCONxwedN+DC4kzesXg6a+ZPI1mbUImIiEwYZ/W/uplNdfeGc1WMiJy5vhacR7ccZf3h+iGvKc6cwtsX53P94ular15ERGSCCivgm1kKsDj0tiT0fimQDGRGrToROSV3Z8exZh7dcpQ/7jhGS8fgVXDSEuO4+rxc3r44n6UF6VqvXkREZIILZ5LtQSAe2A7sBHYAtwHnu3tVVKsTkSE1tHXy+x3HeGzLUfZUtww6H2OwelYW71ySz+Vzc0iM09KWIiIik0U4I/i/Ba4AvuPuPwMws88q3IuMrJ5eZ+3BOh7bUsFze2uG3IiqaOoU3rU0aMHJS1MLjoiIyGQUziTbu8xsFvBvZvb3wOcIVs0RkRFQVt/GY1uP8rutlVS1dAw6nxQfw5Xzc3nX0nwuKJqqFhwREZFJLqwefHc/CNxhZouB/wCmm9lb3f3ZKNYmMml1dPfw9O5qfr25gtfKhp7HvrQgnXctLeCqBbmkJmoVHBEREQlElArcfRvwbjNbDXzBzO5298ujU5rI5LO3uoVfb67g99sraTo+eMJsVnI81y/O551L8pmdkzIKFYqIiMhYF84kW3P3AS057r4OuMrMrhruGhEJT3tnD3/adYxfb65gS8XgzaBjzbhkTjbvWpLPJbOziYuNGYUqRUREZLwIZwT/GTN7BPiNux/uO2hmCYCb2YPAMwQ72Z6SmV0LfA2IBb7r7l8c5rqbgZ8DK919Qxg1iow7u44186vNFfxhe+WQO8wWZCRx47IC3rkkn5zUxFGoUERERMajcAL+tcBHgIfMbDZQDyQRhPQngHvc/fXT3cTMYoF7gauBcmC9mT3q7ttPui4N+GtgXSRfiMh40NrZzR93BKP1OyqbB52PizHeOm8aNy4rYOXMTGI0YVZEREQiFM4qOseBbwLfNLN4IAdoP4MdbFcBe919P4CZ/RS4gWB9/f7+Hfgy8JkI7y8yJrk72yub+dXmIzyxo4r2rsGj9cWZydy4rIC3L55OVkrCKFQpIiIiE0U4Pfh3AF8FYoDHgLvcffDQ4+kVAmX9Pi8HVp/0XBcAM9z9t2Y2bMA3szuBOwGKi4vPoBSR6Gvv7OEPOyp55PUj7KoavBlVQmwMb5s/jRuXF7BCy1uKiIjIORJOi87nCNpqjgCfAv4z9D5SQ6WXExNzzSwGuAf40Olu5O73AfcBlJaWanKvjCn7alp45PUjPL5t6N762Tkp3LisgOsXTSdjSvwoVCgiIiITWTgBv8ndN4U+/pyZnWlvfDkwo9/nRUBFv8/TgCXAs6GRzOnAo2b2Lk20lbGus7uXp3dX8cs3jrCpvHHQ+cS4GK5akMu7lxeyrCBdo/UiIiISNeEE/PxQS8wOYCdwpkOO64F5ZlZC8NuAW4H3951090aC/n4AzOxZ4DMK9zKWlTe086s3jvDY1qPUt3UNOj8zK5n3LC/k7Ys1Wi8iIiIjI5yA/6/AMuADwFIg1cweB94ANrv7Q+E8kbt3m9ldwB8JVuC53923mdndwAZ3f/SMvgKREdbT67y4v4ZHXj/C2gN1nNwjFhtjrJk3jfcsL6C0OFOj9SIiIjKiLNL9qcysiCDwLwWWuPufR6OwcJWWlvqGDRrkl+iraeng15sr+PXmCo41dww6n5eWyLuXF3DD0gKtWy8iIiJnzcw2untppI8LZwR/AHcvJ+infzzSx4qMN+7OloomfrapnKd2VdHdO/AHYgMuLsnmpvMLuWR2NrExGq0XERGR0RVxwBeZDI539fDEzmP8fNMRdh4bvCpsZnI871ySz3uWF1I4dcooVCgiIiIyNAV8mfDKG9p5+LUyntpVRVtnD8kJsVy5IJf3rZhB0Unh/GhjO794/Qi/2XKUxvbBk2aXF2bw3gsKWTMvl4S4mJH6EkRERETCdsYB38zygTp3H9yMLDIGuDv3Pr+PhzaW0+t+or2mtbOHX2w6wi9fr+C2C4v4xGWzWX+4gZ9vKueFfTWc1IVDYlwM1y7M470XFLEgL20UvhIRERGR8J3NCP4PgTlm9oi7D7vrrMhouff5fTz8WjmdPb2DzgVh3/nxhjJ+vbmCxuPdg64pyEji5vMLeefSAqZqiUsREREZJ8IK+Bas81fk7mV9x9z9qtDxRdEqTuRMlTe089DGocN9f929PijcXzQri/deUKRJsyIiIjIuhRXw3d3N7NfAhScfB7ZFozCRs/Hwa2X0RrAEbFyMcdP5hdx8fiGzslOiWJmIiIhIdEXSorPWzFa6+/qoVSNyjgy1pOWpZEyJ4zNXzo9iRSIiIiIjI5KAvwb4SzM7BLQSLAHu7r4sKpWJnIWWjsE99adyvOvUrTwiIiIi40UkAf+6qFUhco5sO9rEQxvLaI8wsCcnxEapIhEREZGRFXbAd/dDZrYcuCx06AV3fyM6ZYmEr7u3l2f31PDQhjI2VzRG/Pi4GOOqBblRqExERERk5IUd8M3sb4CPAb8MHfqRmd3n7v8TlcpETqPpeBe/2VzBw6+Vc6x58HYMBoTThR9jxi0rZpzz+kRERERGQyQtOh8FVrt7K4CZfQl4BVDAlxF1pKGdhzaW8eiWo7R39Qw4FxdjXLMwj1svnMGTO4/x8GvlHO8evl0nKS6G960oGrSjrYiIiMh4FUnAN6B/muoJHRMZEduONvGj9Yd5enfVoN1mM5PjuWl5ITedX0hOaiIAC3JTAQbtZAvBDwIxZrxvRRGfvHzOiH0NIiIiItEWScD/PrDOzH4V+vxG4HvnviSRN/W68+K+Wn60/jCbyhsGnZ+bk8JtpTO4ZmEeiXEDJ8qaGXddMZcblxfys9fKeHJXFW2dPSQnxHLVglxuWTFDI/ciIiIy4ZhHsBmQmV0IXEIwcv+8u2+KVmHhKi0t9Q0bNox2GXKOHe/q4fHtlfxkQxmH6toGnV89M5PbVxazelYWwYbKIiIiIhOLmW1099JIHxfJCD7uvhHYGOmTiISroa2Tn79+hJ9vKqe+rWvAudgY45rz8vjAyhnMz00bpQpFRERExrbTBnwze9HdLzWzZgYuStK30VV61KqTSeNwfRs/2VDGb7cepeOkSbEpCbHcdH4ht6woIi8taZQqFBERERkfThvwQ+HegMXufngEapJJZGtFIw++epjn9lQPWtIyLy2R95fO4F1LC0hNjOiXTSIiIiKTVlipyd09NLn2wijXI5OAu7P2YB0PrjvExrLBE2fPy0vj9pUzuHJ+LnGxMaNQoYiIiMj4Fcmw6FozW+nu66NWjUxoPb3OU7ureHDdIXZXtQw6f8nsbG5fWcyFM6Zq4qyIiIjIGYok4K8BPm5mB4FW3uzBXxaNwmTi6Oju4XdbK/nh+sOUN7QPOBdrxrWL8rh9ZTFzp6WOUoUiIiIiE0ckAf+6qFUhE1JLRzePvH6En2woo66tc8C5xLgYblxWwAdKZ5CfobXoRURERM6VSAL+YeADwGx3v9vMioHpwKGoVCbjVk1LBz99rZxfbCqntbNnwLn0pDhuuaCIW1YUkZmcMEoVioiIiExckQT8bwK9wNuAu4Fm4BFgZRTqknGovL6NH60v47GtR+nsGbjUZW5qIh9YOYMblxWQnKAVcURERESiJZKktdrdV5jZJgB3rzczDcEK+2ta+f7agzyx8xi9J611OTMrmQ+uKua6RdOJ14o4IiIiIlEXScDvMrNYQptdmdk0ghF9maR2HWvm+2sP8vTuwWvYL5qexh2rZ3LF3GnExmhFHBEREZGREknA/zrwKyDXzL4A3Ax8LipVyZi27WgT33vlIC/sqxl0btXMTD60eialxZla6lJERERkFIQd8N39x2a2EbiSYInMG919R9QqkzFnU3kD979ykLUH6wadu2xODh+5aCZLCjJGvjAREREROSHsgG9mX3L3fwB2DnFMJih359VD9XzvlYNsKh+466wBb5s/jQ9fNIsFeWmjUp+IiIiIDBRJi87VwMlh/rohjskE4O68tL+W+185yJajTQPOxRj82Xl5fPiiWczOSRmdAkVERERkSKcN+Gb2V8AngDlmtrnvMJAGvBTF2mQU9Lrz7J5q7n/lILuqWgaci40x3r54OnesnklxZvLoFCgiIiIipxTOCP5PgN8D/xf4x37Hm919cDO2jEu97jy7u5rvvHyAvTWtA87FxxrvWlrAHauKteusiIiIyBh32oDv7o1Ao5n9Eqhz92Yz+2dghZn9u7tvinqVEjXuzrN7avjOywfYUz1wxD4xLob3LC/kz1cVMy01cZQqFBEREZFIRNKD/zl3/7mZXQpcA3wF+DawOtwbmNm1wNeAWOC77v7Fk87/H+AvgG6gGviIux+KoEYJk7vz/N4a7nv5ALtPasWZEh/Ley8o5AOlxWSlaC8zERERkfEkkoDfE3r/duBb7v4bM/t8uA8ObZJ1L8Fk3XJgvZk96u7b+122CSh197ZQ7/+XgfdFUKOchrvzwr5avvPyAXYeax5wLik+hlsuKOL2lcVkJivYi4iIiIxHkQT8I2b2v8BVwJfMLBGIieDxq4C97r4fwMx+CtwAnAj47v5Mv+vXArdHcH85hb5Vce57+QA7KgcG+8S4GN57QRF/vlIj9iIiIiLjXSQB/xbgWuAr7t5gZvnAZyN4fCFQ1u/zck7d3vNRgsm9g5jZncCdAMXFxRGUMPm4Oy8fqOM7Lx9g20nLXSbGxXDT+YV8cNVMshXsRURERCaESHaybTOzfcA1ZnYN8IK7PxHBc9lQtx3yQrPbgVLgimFquQ+4D6C0tHTIe0x27s7ag3Xc99IBtg4R7N+zvJAPriomR5NnRURERCaUSHay/RvgY8AvQ4d+ZGb3ufv/hHmLcmBGv8+LgIohnucq4P8DrnD3jnDrkzdtLKvnm8/vZ3NF44DjCbExvHt5AR9aPVPBXkRERGSCiqRF56PAandvBTCzLwGvAOEG/PXAPDMrAY4AtwLv73+BmV0A/C9wrbtXRVCbANuONvGtF/ax7lD9gOPxsca7lxVyx+qZ5KYp2IuIiIhMZJEEfOPNlXQIfTxU282Q3L3bzO4C/kiwTOb97r7NzO4GNrj7o8B/AanAz80M4LC7vyuCGielfTUtfPvFAzy7p3rA8bgY48ZlBXzoopnkpSWNUnUiIiIiMpIiCfjfB9aZ2a9Cn98IfC+SJ3P3x4HHTzr2L/0+viqS+0125Q3tfOelA/x+e+WAyQwxBu9Yks9fXDxLO8+KiIiITDKRTLL9bzN7FriUYOT+w9rFdnRUt3TwvVcO8uvNFfT0DpxjfNWCXP7ykhJmZaeMTnEiIiIiMqpOG/DNLAn4ODAX2AJ80927o12YDNbQ3sUP1h3iZ5vK6ejuHXDuktnZ/NWls1mQlzZK1YmIiIjIWBDOCP6DQBfwAnAdsBD4dDSLkoFaO7v5yYYyfrz+MK2dPQPOXVA0lU9eNpvlRVNHqToRERERGUvCCfiL3H0pgJl9D3g1uiVJn47uHn6x6QgPrDtEQ3vXgHML89L4xGWzWT0ri9CEZBERERGRsAL+iWQZWgkniuUIQE+v84ftlXz7pf1UNg3cCqAkO5mPXzqbNfOmKdiLiIiIyCDhBPzlZta3FaoBU0KfG+Dunh616iYZd+eVg3V847l97KluGXCuICOJO99SwrWLphMbo2AvIiIiIkM7bcB399iRKGSy21HZxNef28eGwwM3qcpMjucvLi7h3csLiI+NGaXqRERERGS8iGQdfImC8oZ2vvXCPp7YOXDj3qT4GG4vLeb2VcWkJOiPSURERETCo+Q4SurbOvneKwd55PUjdPdbyz7WjBuW5fOxt5SQk5o4egWKiIiIyLikgD/Cjnf18JMNZfzg1UODlrxcM28an7h8NrOytEmViIiIiJwZBfwR0t3by2NbjnLfSweoae0ccG55YQafumIuywszRqk6EREREZkoFPCjzN15aX8tX39uLwdq2wacm5WVzF2Xz+HyuTla8lJEREREzgkF/CjaW93CPc/s4dVDA1fGyUlJ4M5LSnjn0nziYrQyjoiIiIicOwr4UVDb2sm3X9zPo1sq6Dd/lpSEWD64aia3XTiDKQlafVREREREzj0F/HOoozuYQPvA2kO0db05gTbG4N3LCrnzkhKyUhJGsUIRERERmegU8M8Bd+dPO6v4xvP7ONp0fMC5i2Zl8ek1c5mTkzpK1YmIiIjIZKKAf5a2VDRyz9N72HK0acDxkuwUPr1mLm8pyR6lykRERERkMlLAP0NHG9u594X9/HHHsQHHp06J5y8vKeHG5QWaQCsiIiIiI04BP0Ktnd08uO4QP9lQRkd374nj8bHGrStm8OGLZpKWFD+KFYqIiIjIZKaAH6Zed3679Sj3Pr+furaBG1W9bf40PnX5HIoyk0epOhERERGRgAJ+GLZWNPJfT+1me2XzgOMLp6fxt2vmcUHR1FGqTERERERkIAX8U6hp6eDeF/bx262VA47npibyyctnc+2i6cRoB1oRERERGUMU8IfQ1dPLw6+V892XD9Da+eZ69gmxMdy+qpgPrZqpjapEREREZExSwD/J2gO1fPXpPRysaxtw/K1zc/ibNfMomjpllCoTERERETk9BfyQ8oZ2/t8ze3hub82A4zOzkvnM2+ZxkdazFxEREZFxYNIH/PbOHh549RA/evUwnT1vLnuZkhDLx95Swi0rioiP1Xr2IiIiIjI+TNqA7+78aVcVX3t2L1XNHQPOvWPJdD552RxyUhNHqToRERERkTMzKQP+3uoW/uup3bxW1jDg+KLpaXz2yvksKcgYpcpERERERM7OpAr4rZ3d3PfSAR7eWE6P+4njmcnx3HX5HN6xJF/LXoqIiIjIuDYpAr678/Tuav776T1UtbzZjhNrxvtWFPEXb5lFWlL8KFYoIiIiInJuTPiAX1bfxpef3M3ag3UDjpcWT+WzVy5gdk7KKFUmIiIiInLuTdiA39Hdww/WHeaBdYcGrI6TlZzAp9fM5dqFeZjacURERERkgpmQAX/tgVq+/ORuyhraTxwz4OYLCvmrS2erHUdEREREJqwJFfCrmju455k9PLmrasDxhdPT+KerF7BwevooVSYiIiIiMjImRMDv7u3lZ6+V878vHqCtq+fE8dTEOD552WzevbyQ2Bi144iIiIjIxDeiAd/MrgW+BsQC33X3L550PhH4AXAhUAu8z90Pnuqe7V09fPAHG9hT3TLg+PWLpvPXb51LdkrCOfwKRERERETGthEL+GYWC9wLXA2UA+vN7FF3397vso8C9e4+18xuBb4EvO9U9z1Y20Zyv3Bfkp3MP1y9gAtnZJ7zr0FEREREZKwbyRH8VcBed98PYGY/BW4A+gf8G4DPhz7+BfANMzP3frtSDSMpPoa/uLiE95fOID425txWLiIiIiIyToxkwC8Eyvp9Xg6sHu4ad+82s0YgG6jpf5GZ3QncGfq0Y8PfX7kV4EXgQ+e8bJlgcjjp9SQyDL1WJBJ6vUi49FqRSCw4kweNZMAfapbrySPz4VyDu98H3AdgZhvcvfTsy5PJQK8XCZdeKxIJvV4kXHqtSCTMbMOZPG4ke1nKgRn9Pi8CKoa7xszigAygDhERERERCctIBvz1wDwzKzGzBOBW4NGTrnkUuCP08c3A0+H034uIiIiISGDEWnRCPfV3AX8kWCbzfnffZmZ3Axvc/VHge8APzWwvwcj9rWHc+r6oFS0TkV4vEi69ViQSer1IuPRakUic0evFNEAuIiIiIjJxaD1JEREREZEJRAFfRERERGQCGTcB38yuNbNdZrbXzP5xiPOJZvZw6Pw6M5s18lXKWBDGa+X/mNl2M9tsZk+Z2czRqFPGhtO9Xvpdd7OZuZlpebtJKpzXipndEvr3ZZuZ/WSka5SxI4z/i4rN7Bkz2xT6/+j60ahTRp+Z3W9mVWa2dZjzZmZfD72WNpvZitPdc1wEfDOLBe4FrgMWAbeZ2aKTLvsoUO/uc4F7gC+NbJUyFoT5WtkElLr7MoIdk788slXKWBHm6wUzSwP+Glg3shXKWBHOa8XM5gH/BFzi7ouBT494oTImhPlvyz8DP3P3CwgWFfnmyFYpY8gDwLWnOH8dMC/0difwrdPdcFwEfGAVsNfd97t7J/BT4IaTrrkBeDD08S+AK81sqI2zZGI77WvF3Z9x97bQp2sJ9mSQySmcf1sA/p3gB8HjI1mcjCnhvFY+Btzr7vUA7l71/7d3/6F213Ucx5+vza5bOiu9IGk3ppgi3ummxpYoJUmlyUIQVPzRnIiCJjU1iAidqAThfylFGWsQpcLSiygLJ7qLuVLUam2KMp1OTCR15M/N+eqP7/fq6ezcc767tvPje14PuPA93/P+fL7vAx/OfZ/P9/P9frucY/SPKuPFwAHl9mfY/dlAMSRsr6f9c5++A6x2YQPwWUmfb9fnoBT4hwIvNbzeVu5rGWP7A2A7cFBXsot+UmWsNLoEuH+vZhT9rON4kbQIGLN9bzcTi75T5bvlSOBISY9I2iCp3Yxc1FuV8XI9cIGkbcB9wPe6k1oMoD2tbbp3H/xPqNVMfPP9PavERP1VHgeSLgBOBL66VzOKftZ2vEiaRbHkb1m3Eoq+VeW7ZR+KU+hfozgzOClp3Pabezm36D9Vxst5wCrbt0j6CsVzgMZtf7j304sBs8c17qDM4G8Dxhpef4HdT2V9FCNpH4rTXe1Od0Q9VRkrSDoN+DGw1Pb7Xcot+k+n8TIPGAcekvQCsASYyIW2Q6nq/6F7bO+0/TzwDEXBH8Onyni5BLgTwPajwBxgtCvZxaCpVNs0GpQC/zHgS5IOkzRCcTHKRFPMBPDdcvts4EHnKV7DqONYKZdc/JKiuM8a2eHWdrzY3m571PZ82/MprtlYavvx3qQbPVTl/9DdwKkAkkYpluxs6WqW0S+qjJcXga8DSDqaosB/ratZxqCYAC4q76azBNhu+5V2DQZiiY7tDyRdCawFZgO/sf1PSTcAj9ueAG6nOL31HMXM/bm9yzh6peJY+RmwP3BXeR32i7aX9izp6JmK4yWi6lhZC3xD0iZgF3Ct7X/3LuvolYrj5WrgV5J+QLHcYlkmJoeTpN9TLO0bLa/JuA74FIDtX1Bco3EG8BzwDnBxxz4zliIiIiIi6mNQluhEREREREQFKfAjIiIiImokBX5ERERERI2kwI+IiIiIqJEU+BERERERNZICPyIiIiKiRlLgR0RERETUSAr8iIgBIWmXpKckbZR0l6RPTxP35//jMS+T9K/yuFskLSv3z5X0sKTZTfE/l7S14fWIpPWSBuLBihERdZACPyJicLxre6HtcWAHcHnjm+VjzGfZPqlqh1Nt2oQcC1xveyFwNnBLuX85sMb2roa+DqN4GuOIpHkAtncA64BzquYUERGfTAr8iIjBNAkcIWm+pM2SbgOeAMYkvQUgaUU5279R0venGrZq0+Y4C4DN5fY2YGrG/nzgnqbYlcCNwCbgmIb9d5fxMyLpD5LukPQXSVslfXumfUVEDIMU+BERA6Zc7nI68ETIMdEAAAJQSURBVI9y11HAatuLbG8tY04ALgYWA0uASyUtauhmtzbTWAA8LUnAVcC9kkaAw22/0JDTMcA4cAfFD4LGAn8j8OUWn2OyXPrT/HdaU+hxwBbbiyl+KFzXJt+IiKGXNZEREYNjrqSnyu1J4HbgEGCr7Q1NsScDf7T9NoCkNcApwJPl+63a/A9JY8D+wFpgJ/BX4ApgFHizKfwm4Ce2LWkzRbEPgO1dknZImmf7Pw37T+n0gSXNLY+3sty1Cfhcp3YREcMsBX5ExOB4t1wL/5FiYp23W8SqQ1+t2jQ7Flhn+1tNx5wFzGl4vRj4JrBQ0q3le39v6mtf4L2mfiaBeS2Oe43tB8rtceBZ21Ntjwf+ViH3iIihlQI/IqKe1gOrJP2Uotg/C7hwumBJ64CLbL/csHsBLYpp229Imi1pTll43wycaXtd2dfBfHymAEkHAa/Z3tnUT8cZfIrlOV+UNIdi/f9K4IcV2kVEDK0U+BERNWT7CUmrKJbVAPza9pOtYssZ+SOA15veWgDcN80h/gScXK7N33equC+P/aqk/SQdaPt14NQ2/XRyHPA74CHgAOBm24/MsK+IiKEg273OISIiekjSOLDc9oo9aLMIWGF72rMCDbFrgB/ZfmYGua0HLp1J24iIYZUCPyIiZkTScuC3jffCbxEzApxre/UMj/EyMGb7wxmmGRExdFLgR0RERETUSO6DHxERERFRIynwIyIiIiJqJAV+RERERESNpMCPiIiIiKiRFPgRERERETWSAj8iIiIiokZS4EdERERE1Mh/AXCqXJV8t45lAAAAAElFTkSuQmCC\n", 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AviUfHTt2pEuXLixdupSlS5eybNkyVqxYwcSJEyv6VHfCZWwckZijk+Xqtm/X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\npF1EREREJM39f/YawOkdCGYlAAAAAElFTkSuQmCC\n", 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\n", 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dua5fy1rOY3lQWXpGU287fj+otzw9jZaj/X6I1qvl5Odhw4ZkYktXVxezZs1i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\nWLDAr1i+J8dMn5LjvWmss7uXAyZPYNp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+ "image/png": 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\n", 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or15PqGcxAK4hzJK7H2bl/3sMF4lkuHUiIiIi0tm0W029mU0B7nfOnR+d/hrg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\nXMeJQGAedxoH/HECEQSpZMAs1befC8JWWxDg3uYynipNtD4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\n", 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09CjG7DKsbe1Jpd25Q+PsB0vukCZ7K3fu7X7daub+ypx7mTn3dDox+xkzZtDT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\nRdVs594eYt3//c6+hSRtBRwcEVcBRMR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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -634,20 +634,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Applied log-transform to lambda_1 and added transformed lambda_1_log_ to model.\n", - "Applied log-transform to lambda_2 and added transformed lambda_2_log_ to model.\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import pymc3 as pm\n", "import theano.tensor as tt\n", @@ -670,10 +659,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "with model:\n", @@ -692,10 +679,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "with model:\n", @@ -713,16 +698,20 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 10000/10000 [00:02<00:00, 4511.50it/s]\n" + "Multiprocess sampling (4 chains in 4 jobs)\n", + "CompoundStep\n", + ">Metropolis: [tau]\n", + ">Metropolis: [lambda_2]\n", + ">Metropolis: [lambda_1]\n", + "Sampling 4 chains: 100%|██████████| 60000/60000 [00:08<00:00, 6865.33draws/s] \n", + "The number of effective samples is smaller than 25% for some parameters.\n" ] } ], @@ -735,10 +724,8 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "lambda_1_samples = trace['lambda_1']\n", @@ -748,19 +735,28 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/marshallmcquillen/anaconda3/lib/python3.7/site-packages/matplotlib/axes/_axes.py:6521: MatplotlibDeprecationWarning: \n", + "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n", + " alternative=\"'density'\", removal=\"3.1\")\n" + ] + }, { "data": { - "image/png": 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IXTt2aOm3f6ztG14r9FQAAABKCi03wehFi0cPfTyO83hkHo/M45F5PDLPBgp6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\niEgd04ReRERERKSOaUIvIiIiIlLH/j+iN1eauGJfmQAAAABJRU5ErkJggg==\n", 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\n", 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bwPmw/u9//8usWbN49tlnmTBhAikpKYHH79mzhxdeeIETJ06wcOFCNm7cSLdu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\niEgFaaAuIiIiIlJBGqiLiIiIiFTQ/wcvO0//8pTK2wAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -891,6 +887,227 @@ "Our analysis shows strong support for believing the user's behavior did change ($\\lambda_1$ would have been close in value to $\\lambda_2$ had this not been true), and that the change was sudden rather than gradual (as demonstrated by $\\tau$'s strongly peaked posterior distribution). We can speculate what might have caused this: a cheaper text-message rate, a recent weather-to-text subscription, or perhaps a new relationship. (In fact, the 45th day corresponds to Christmas, and I moved away to Toronto the next month, leaving a girlfriend behind.)\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Appendix 1.6.2 Extending to Two Switchpoints" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Readers might be interested in how the previous model can be extended to more than a single switchpoint, or may question the assumption of only one switchpoint. We'll start with extending the model to consider two switchpoints (which implies 3 $\\lambda_i$ parameters). The model looks vert similar to the previous:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "$$\n", + "\\lambda = \n", + "\\begin{cases}\n", + "\\lambda_1 & \\text{if } t \\lt \\tau_1 \\cr\n", + "\\lambda_2 & \\text{if } \\tau_1 \\le t \\lt \\tau_2 \\cr\n", + "\\lambda_3 & \\text{if } t \\ge \\tau_2\n", + "\\end{cases}\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "where" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\\begin{align}\n", + "&\\lambda_1 \\sim \\text{Exp}( \\alpha ) \\\\\\\n", + "&\\lambda_2 \\sim \\text{Exp}( \\alpha ) \\\\\\\n", + "&\\lambda_3 \\sim \\text{Exp}( \\alpha )\n", + "\\end{align}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\\begin{align}\n", + "& \\tau_1 \\sim \\text{DiscreteUniform(1,69) } \\\\\\\n", + "& \\tau_2 \\sim \\text{DiscreteUniform}(\\tau_1,70) \\\\\\\n", + "\\end{align}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's code this model up, which looks very similar to our previous code:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (4 chains in 4 jobs)\n", + "CompoundStep\n", + ">Metropolis: [tau_2]\n", + ">Metropolis: [tau_1]\n", + ">Metropolis: [lambda_3]\n", + ">Metropolis: [lambda_2]\n", + ">Metropolis: [lambda_1]\n", + "Sampling 4 chains: 43%|████▎ | 25912/60000 [00:03<00:04, 7810.35draws/s]" + ] + } + ], + "source": [ + "with pm.Model() as model:\n", + " \n", + " alpha = 1/count_data.mean()\n", + " \n", + " lambda_1 = pm.Exponential(\"lambda_1\", alpha)\n", + " lambda_2 = pm.Exponential(\"lambda_2\", alpha)\n", + " lambda_3 = pm.Exponential(\"lambda_3\", alpha)\n", + " \n", + " tau_1 = pm.DiscreteUniform(\"tau_1\", lower=0, upper=n_count_data-1)\n", + " tau_2 = pm.DiscreteUniform(\"tau_2\", lower=tau_1, upper=n_count_data)\n", + " \n", + "with model:\n", + " \n", + " idx = np.arange(n_count_data)\n", + " lambda_ = pm.math.switch(idx < tau_2,\n", + " pm.math.switch(idx < tau_1,\n", + " lambda_1,\n", + " lambda_2),\n", + " lambda_3)\n", + " observation = pm.Poisson('obs', lambda_, observed=count_data)\n", + " \n", + " step = pm.Metropolis()\n", + " trace = pm.sample(10000, tune=5000, step=step)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "lambda_1_samples = trace['lambda_1']\n", + "lambda_2_samples = trace['lambda_2']\n", + "lambda_3_samples = trace['lambda_3']\n", + "tau_1_samples = trace['tau_1']\n", + "tau_2_samples = trace['tau_2']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.figsize'] = (12.5, 10)\n", + "\n", + "# lambda_1\n", + "ax = plt.subplot(511)\n", + "ax.set_autoscaley_on(False)\n", + "\n", + "plt.hist(lambda_1_samples,\n", + " histtype='stepfilled',\n", + " bins=100,\n", + " alpha=0.85,\n", + " label=r\"Posterior of $\\lambda_1$\",\n", + " color='#A60628',\n", + " density=True)\n", + "plt.legend(loc='upper left')\n", + "plt.ylabel('Density')\n", + "plt.xlabel(r\"$\\lambda_1$ value\")\n", + "plt.title(r\"Posterior Distribution of the variables $\\lambda_1, \\lambda_2, \\lambda_3, \\tau_1 ~&~ \\tau_2$\")\n", + "plt.xlim([15, 30])\n", + "\n", + "# lambda_2\n", + "ax = plt.subplot(512)\n", + "ax.set_autoscaley_on(False)\n", + "\n", + "plt.hist(lambda_2_samples,\n", + " histtype='stepfilled',\n", + " bins=100,\n", + " alpha=0.85,\n", + " label=r\"Posterior of $\\lambda_2$\",\n", + " color='#7A68A6',\n", + " density=True)\n", + "plt.legend(loc='upper left')\n", + "plt.ylabel('Density')\n", + "plt.xlim([30, 90])\n", + "plt.xlabel(r\"$\\lambda_2$ value\")\n", + "\n", + "# lambda_3\n", + "ax = plt.subplot(513)\n", + "ax.set_autoscaley_on(False)\n", + "\n", + "plt.hist(lambda_3_samples,\n", + " histtype='stepfilled',\n", + " bins=100,\n", + " alpha=0.85,\n", + " label=r\"Posterior of $\\lambda_3$\",\n", + " color='#3A68A6',\n", + " density=True)\n", + "plt.legend(loc='upper left')\n", + "plt.ylabel('Density')\n", + "plt.xlim([15, 30])\n", + "plt.xlabel(r\"$\\lambda_3$ value\")\n", + "\n", + "# tau_1\n", + "plt.subplot(514)\n", + "w = 1.0 / tau_1_samples.shape[0] * np.ones_like(tau_1_samples)\n", + "plt.hist(tau_1_samples,\n", + " bins=n_count_data,\n", + " alpha=1,\n", + " label=r'Posterior of $\\tau_1$',\n", + " color='#467821',\n", + " weights=w,\n", + " rwidth=2)\n", + "plt.xticks(np.arange(n_count_data))\n", + "plt.legend(loc='upper left')\n", + "plt.ylim([0, 0.75])\n", + "plt.xlim([35, len(count_data)-20])\n", + "plt.xlabel(r'$\\tau_1$ (in days)')\n", + "plt.ylabel('Probability')\n", + "\n", + "# tau_2\n", + "plt.subplot(515)\n", + "w = 1.0 / tau_2_samples.shape[0] * np.ones_like(tau_2_samples)\n", + "plt.hist(tau_2_samples,\n", + " bins=n_count_data,\n", + " alpha=1,\n", + " label=r'Posterior of $\\tau_2$',\n", + " color='#767821',\n", + " weights=w,\n", + " rwidth=2)\n", + "plt.xticks(np.arange(n_count_data))\n", + "plt.legend(loc='upper left')\n", + "plt.ylim([0, 0.75])\n", + "plt.xlim([35, len(count_data)-20])\n", + "plt.xlabel(r'$\\tau_2$ (in days)')\n", + "plt.ylabel('Probability')" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -902,10 +1119,8 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "#type your code here." @@ -920,10 +1135,8 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "#type your code here." @@ -938,10 +1151,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "#type your code here." @@ -963,69 +1174,9 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "from IPython.core.display import HTML\n", "def css_styling():\n", @@ -1037,9 +1188,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [] } @@ -1047,9 +1196,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [bayes]", + "display_name": "Python 3", "language": "python", - "name": "Python [bayes]" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1061,9 +1210,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.7.2" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } From 36b453db56691cff2307a83becfaa9e838cdb401 Mon Sep 17 00:00:00 2001 From: Marshall McQuillen Date: Wed, 8 May 2019 16:04:58 -0400 Subject: [PATCH 2/2] Add chapter 1 work --- .../Ch1_Introduction_PyMC3.ipynb | 243 +++++++++++++++--- 1 file changed, 210 insertions(+), 33 deletions(-) diff --git a/Chapter1_Introduction/Ch1_Introduction_PyMC3.ipynb b/Chapter1_Introduction/Ch1_Introduction_PyMC3.ipynb index 9e85897a..4d8ead0e 100644 --- a/Chapter1_Introduction/Ch1_Introduction_PyMC3.ipynb +++ b/Chapter1_Introduction/Ch1_Introduction_PyMC3.ipynb @@ -160,12 +160,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -284,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -326,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -413,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -476,7 +476,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -539,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -634,7 +634,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -659,7 +659,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -679,7 +679,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -698,7 +698,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -710,7 +710,7 @@ ">Metropolis: [tau]\n", ">Metropolis: [lambda_2]\n", ">Metropolis: [lambda_1]\n", - "Sampling 4 chains: 100%|██████████| 60000/60000 [00:08<00:00, 6865.33draws/s] \n", + "Sampling 4 chains: 100%|██████████| 60000/60000 [00:08<00:00, 7111.54draws/s] \n", "The number of effective samples is smaller than 25% for some parameters.\n" ] } @@ -724,7 +724,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -735,7 +735,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -749,7 +749,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -828,12 +828,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -959,7 +959,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -973,7 +973,8 @@ ">Metropolis: [lambda_3]\n", ">Metropolis: [lambda_2]\n", ">Metropolis: [lambda_1]\n", - "Sampling 4 chains: 43%|████▎ | 25912/60000 [00:03<00:04, 7810.35draws/s]" + "Sampling 4 chains: 100%|██████████| 60000/60000 [00:08<00:00, 7225.63draws/s]\n", + "The number of effective samples is smaller than 10% for some parameters.\n" ] } ], @@ -1005,7 +1006,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -1018,9 +1019,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Probability')" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.rcParams['figure.figsize'] = (12.5, 10)\n", "\n", @@ -1119,11 +1143,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "17.758062445442253\n", + "58.36165697369309\n" + ] + } + ], "source": [ - "#type your code here." + "print(lambda_1_samples.mean())\n", + "print(lambda_2_samples.mean())" ] }, { @@ -1135,11 +1169,54 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "#type your code here." + "# 2\n", + "pct_inc_post = (lambda_2_samples - lambda_1_samples)/lambda_2_samples\n", + "\n", + "# frequentist \"estimate/answer\"\n", + "freq_est = pct_inc_post.mean()\n", + "\n", + "# posterior of expected percentage increase\n", + "fig, ax = plt.subplots(figsize=(12, 9))\n", + "\n", + "ax.hist(pct_inc_post,\n", + " bins=100,\n", + " color='#348ABD',\n", + " density=True,\n", + " label='Bayesian Posterior')\n", + "plt.axvline(freq_est,\n", + " color=\"#A60628\",\n", + " label='Frequentist Estimate')\n", + "plt.title(\"Posterior Distribution of the Expected Percentage Increase\")\n", + "plt.xlabel('Percentage Increase')\n", + "plt.ylabel('Density')\n", + "plt.legend(loc='upper left')" ] }, { @@ -1151,11 +1228,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "17.882761522264225\n" + ] + } + ], "source": [ - "#type your code here." + "# knowing that we are \"before\" the switchpoint, we are in the realm\n", + "# of the first lambda (lambda_1), so the expected message rate is the mean\n", + "# of that distribution:\n", + "print(lambda_1_samples[:45].mean()) " ] }, { @@ -1174,9 +1262,98 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from IPython.core.display import HTML\n", "def css_styling():\n",