Files
COGMOD-HWI/HW03/hw3.ipynb
T
snoopy0328 6fb97a5f4f hw3
2025-03-15 16:20:08 -04:00

311 lines
427 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Problem 5\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: ylabel='Count'>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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EhASNGTNGDz30kJxOZ6fjm5ub5fF4fCYAANB/BU0Bampq0k9+8hMtWLBAkZGRHY5LTU1VQUGBCgsLtWXLFlVXV+uuu+7S+fPnO9wmLy9PUVFR3ikxMbE3DgEAAASIoChAFy5c0H/8x3/Isixt2bKl07GZmZmaP3++Jk6cqIyMDO3Zs0d1dXV66623OtwmNzdX586d804nTpzw9yEAAIAAYuszQF1xqfx88cUXev/99zu9+tOeoUOH6pZbblFVVVWHY0JDQxUaGnq1UQEAQJAI6CtAl8rPsWPHtG/fPl133XXd3kd9fb2OHz+u+Pj4XkgIAACCka0FqL6+XmVlZSorK5MkVVdXq6ysTE6nUxcuXNC///u/68iRI/rv//5vtba2yuVyyeVyqaWlxbuPmTNnavPmzd75p556SgcOHFBNTY2Ki4t17733asCAAVqwYEFfHx4AAAhQtt4CO3LkiGbMmOGdz8nJkSRlZWVp7dq1+t3vfidJmjRpks92H3zwgaZPny5JOn78uNxut3fdyZMntWDBAp09e1YxMTG68847dejQIcXExPTuwQAAgKDRowI0ZswYffzxx5fdkqqrq9PkyZP1l7/8pUv7mT59uizL6nB9Z+suqamp8ZnftWtXl14bAACYq0e3wGpqatTa2nrZ8ubmZn355ZdXHQoAAKA3desK0KVbUpL0xz/+UVFRUd751tZWFRUVadSoUX4LBwAA0Bu6VYDmzZsnSXI4HMrKyvJZN2jQII0aNUovv/yy38IBAAD0hm4VoLa2NknS6NGj9fHHHys6OrpXQgEAAPSmHj0EXV1d7e8cAAAAfabHH4MvKipSUVGRzpw5470ydMm2bduuOhgAAEBv6VEBWrdundavX6/bb79d8fHxcjgc/s4FAADQa3pUgLZu3aqCggI9/PDD/s4DAADQ63r0PUAtLS2aNm2av7MAAAD0iR4VoEceeUQ7d+70dxYAAIA+0aNbYE1NTfrNb36jffv2aeLEiRo0aJDP+g0bNvglHAAAQG/oUQH65JNPvD9QWl5e7rOOB6IBAECg61EB+uCDD/ydAwAAoM/06BkgAACAYNajK0AzZszo9FbX+++/3+NAAAAAva1HBejS8z+XXLhwQWVlZSovL7/sR1IBAAACTY8K0MaNG9tdvnbtWtXX119VIAAAgN7m12eAFi5cyO+AAQCAgOfXAlRSUqKwsDB/7hIAAMDvenQL7L777vOZtyxLp0+f1pEjR7Rq1Sq/BAMAAOgtPSpAUVFRPvMhISFKSkrS+vXrNWvWLL8EAwAA6C09KkDbt2/3dw4AAIA+06MCdElpaakqKiokSePHj9dtt93ml1AAAAC9qUcF6MyZM3rwwQe1f/9+DR06VJJUV1enGTNmaNeuXYqJifFnRgAAAL/q0afAHnvsMZ0/f16fffaZvv76a3399dcqLy+Xx+PRj370I39nBAAA8KseXQEqLCzUvn37lJyc7F02btw45efn8xA0AAAIeD26AtTW1qZBgwZdtnzQoEFqa2u76lAAAAC9qUcF6Hvf+54ef/xxnTp1yrvsyy+/1JNPPqmZM2f6LRwAAEBv6FEB2rx5szwej0aNGqUbb7xRN954o0aPHi2Px6Nf/epX/s4IAADgVz16BigxMVFHjx7Vvn379Pnnn0uSkpOTlZ6e7tdwAAAAvaFbV4Def/99jRs3Th6PRw6HQ9///vf12GOP6bHHHtMdd9yh8ePH609/+lOX93fw4EHNmTNHCQkJcjgc2r17t896y7K0evVqxcfHa8iQIUpPT9exY8euuN/8/HyNGjVKYWFhSk1N1UcffdSdwwQAAP1ctwrQpk2btGzZMkVGRl62LioqSj/84Q+1YcOGLu+voaFBKSkpys/Pb3f9iy++qFdeeUVbt27V4cOHdc011ygjI0NNTU0d7vPNN99UTk6O1qxZo6NHjyolJUUZGRk6c+ZMl3MBAID+rVsF6P/+7/80e/bsDtfPmjVLpaWlXd5fZmamnn/+ed17772XrbMsS5s2bdLKlSs1d+5cTZw4Ua+//rpOnTp12ZWif7RhwwYtW7ZMS5Ys0bhx47R161aFh4dr27ZtXc4FAAD6t24VoNra2nY//n7JwIED9dVXX111KEmqrq6Wy+Xyea4oKipKqampKikpaXeblpYWlZaW+mwTEhKi9PT0DrcBAADm6dZD0Ndff73Ky8t10003tbv+k08+UXx8vF+CuVwuSVJsbKzP8tjYWO+6f+Z2u9Xa2truNpce1m5Pc3OzmpubvfMej6ensRFAnE6n3G633TG67NLv6gEAel+3CtC//Mu/aNWqVZo9e7bCwsJ81v31r3/VmjVr9K//+q9+DdgX8vLytG7dOrtjwI+cTqeSk5LU2MnzYoGquaXF7ggA0O91qwCtXLlS77zzjm655RZlZ2crKSlJkvT5558rPz9fra2t+s///E+/BIuLi5P0t9tu/3hVqba2VpMmTWp3m+joaA0YMEC1tbU+y2tra737a09ubq5ycnK88x6PR4mJiVeRHnZzu91qbGrSjuRkJYeH2x2nS/acPatVNTW6ePGi3VEAoN/rVgGKjY1VcXGxli9frtzcXFmWJUlyOBzKyMhQfn7+Zbefemr06NGKi4tTUVGRt/B4PB4dPnxYy5cvb3ebwYMHa8qUKSoqKtK8efMk/e1nO4qKipSdnd3ha4WGhio0NNQvuRFYksPDNTkiwu4YXVLR2Gh3BAAwRre/CHHkyJHas2ePvvnmG1VVVcmyLN1888269tpru/3i9fX1qqqq8s5XV1errKxMw4YN04gRI/TEE0/o+eef180336zRo0dr1apVSkhI8JYbSZo5c6buvfdeb8HJyclRVlaWbr/9dk2dOlWbNm1SQ0ODlixZ0u18AACgf+rRN0FL0rXXXqs77rjjql78yJEjmjFjhnf+0m2orKwsFRQU6JlnnlFDQ4MeffRR1dXV6c4771RhYaHP80fHjx/3edD1gQce0FdffaXVq1fL5XJp0qRJKiws9NuVKQAAEPx6XID8Yfr06d7baO1xOBxav3691q9f3+GYmpqay5ZlZ2d3essLAACYrUc/hgoAABDMKEAAAMA4FCAAAGAcChAAADAOBQgAABiHAgQAAIxDAQIAAMahAAEAAONQgAAAgHEoQAAAwDgUIAAAYBwKEAAAMA4FCAAAGIcCBAAAjEMBAgAAxqEAAQAA41CAAACAcShAAADAOBQgAABgHAoQAAAwDgUIAAAYhwIEAACMQwECAADGoQABAADjUIAAAIBxKEAAAMA4FCAAAGAcChAAADAOBQgAABiHAgQAAIxDAQIAAMYJ+AI0atQoORyOy6YVK1a0O76goOCysWFhYX2cGgAABLKBdge4ko8//litra3e+fLycn3/+9/X/PnzO9wmMjJSlZWV3nmHw9GrGQEAQHAJ+AIUExPjM//CCy/oxhtv1N13393hNg6HQ3Fxcb0dDQAABKmAvwX2j1paWrRjxw794Ac/6PSqTn19vUaOHKnExETNnTtXn332WR+mBAAAgS6oCtDu3btVV1enxYsXdzgmKSlJ27Zt03vvvacdO3aora1N06ZN08mTJzvcprm5WR6Px2cCAAD9V1AVoFdffVWZmZlKSEjocExaWpoWLVqkSZMm6e6779Y777yjmJgY/frXv+5wm7y8PEVFRXmnxMTE3ogPAAACRNAUoC+++EL79u3TI4880q3tBg0apNtuu01VVVUdjsnNzdW5c+e804kTJ642LgAACGBBU4C2b9+u4cOH65577unWdq2trfr0008VHx/f4ZjQ0FBFRkb6TAAAoP8KigLU1tam7du3KysrSwMH+n5wbdGiRcrNzfXOr1+/Xv/7v/+rv/zlLzp69KgWLlyoL774ottXjgAAQP8V8B+Dl6R9+/bJ6XTqBz/4wWXrnE6nQkL+3uO++eYbLVu2TC6XS9dee62mTJmi4uJijRs3ri8jAwCAABYUBWjWrFmyLKvddfv37/eZ37hxozZu3NgHqQAAQLAKiltgAAAA/kQBAgAAxqEAAQAA41CAAACAcShAAADAOBQgAABgHAoQAAAwDgUIAAAYhwIEAACMQwECAADGoQABAADjUIAAAIBxKEAAAMA4FCAAAGAcChAAADAOBQgAABiHAgQAAIxDAQIAAMYZaHcAAED/VVFRYXeEbomOjtaIESPsjoE+QAECAPjd6ZYWhUhauHCh3VG6JTwsTBWVlZQgA1CAAAB+V3fxotok/XbUKE2+7jq743RJRWOjFlZUyO12U4AMQAECAPSapCFDNDkiwu4YwGV4CBoAABiHAgQAAIxDAQIAAMahAAEAAONQgAAAgHEoQAAAwDgUIAAAYBwKEAAAMA4FCAAAGCegC9DatWvlcDh8prFjx3a6zdtvv62xY8cqLCxMEyZM0J49e/ooLQAACBYBXYAkafz48Tp9+rR3+vDDDzscW1xcrAULFmjp0qX685//rHnz5mnevHkqLy/vw8QAACDQBXwBGjhwoOLi4rxTdHR0h2N/+ctfavbs2Xr66aeVnJys5557TpMnT9bmzZv7MDEAAAh0Af9jqMeOHVNCQoLCwsKUlpamvLy8Dn+lt6SkRDk5OT7LMjIytHv37k5fo7m5Wc3Nzd55j8dz1bn7G6fTKbfbbXeMLquoqLA7AgAggAV0AUpNTVVBQYGSkpJ0+vRprVu3TnfddZfKy8sV0c6vC7tcLsXGxvosi42Nlcvl6vR18vLytG7dOr9m70+cTqeSk5LU2NRkd5Rua25psTsCACAABXQByszM9P574sSJSk1N1ciRI/XWW29p6dKlfnud3NxcnytHHo9HiYmJftt/sHO73WpsatKO5GQlh4fbHadL9pw9q1U1Nbp48aLdUQAAASigC9A/Gzp0qG655RZVVVW1uz4uLk61tbU+y2praxUXF9fpfkNDQxUaGuq3nP1Vcni4Jrdz5S0QVTQ22h0BABDAAv4h6H9UX1+v48ePKz4+vt31aWlpKioq8lm2d+9epaWl9UU8AAAQJAK6AD311FM6cOCAampqVFxcrHvvvVcDBgzQggULJEmLFi1Sbm6ud/zjjz+uwsJCvfzyy/r888+1du1aHTlyRNnZ2XYdAgAACEABfQvs5MmTWrBggc6ePauYmBjdeeedOnTokGJiYiT97eHckJC/d7hp06Zp586dWrlypZ599lndfPPN2r17t2699Va7DgEAAASggC5Au3bt6nT9/v37L1s2f/58zZ8/v5cSAQCA/iCgb4EBAAD0BgoQAAAwDgUIAAAYhwIEAACMQwECAADGoQABAADjUIAAAIBxKEAAAMA4FCAAAGAcChAAADAOBQgAABiHAgQAAIxDAQIAAMahAAEAAONQgAAAgHEoQAAAwDgUIAAAYBwKEAAAMA4FCAAAGIcCBAAAjEMBAgAAxqEAAQAA41CAAACAcShAAADAOBQgAABgHAoQAAAwzkC7A5jI6XTK7XbbHaPLKioq7I4AAIBfUYD6mNPpVHJSkhqbmuyO0m3NLS12RwAAwC8oQH3M7XarsalJO5KTlRwebnecLtlz9qxW1dTo4sWLdkcBAMAvKEA2SQ4P1+SICLtjdElFY6PdEQAA8CseggYAAMYJ6AKUl5enO+64QxERERo+fLjmzZunysrKTrcpKCiQw+HwmcLCwvooMQAACAYBXYAOHDigFStW6NChQ9q7d68uXLigWbNmqaGhodPtIiMjdfr0ae/0xRdf9FFiAAAQDAL6GaDCwkKf+YKCAg0fPlylpaX67ne/2+F2DodDcXFxvR0PAAAEqYC+AvTPzp07J0kaNmxYp+Pq6+s1cuRIJSYmau7cufrss886Hd/c3CyPx+MzAQCA/itoClBbW5ueeOIJfec739Gtt97a4bikpCRt27ZN7733nnbs2KG2tjZNmzZNJ0+e7HCbvLw8RUVFeafExMTeOAQAABAggqYArVixQuXl5dq1a1en49LS0rRo0SJNmjRJd999t9555x3FxMTo17/+dYfb5Obm6ty5c97pxIkT/o4PAAACSEA/A3RJdna2fv/73+vgwYO64YYburXtoEGDdNttt6mqqqrDMaGhoQoNDb3amAAAIEgE9BUgy7KUnZ2td999V++//75Gjx7d7X20trbq008/VXx8fC8kBAAAwSigrwCtWLFCO3fu1HvvvaeIiAi5XC5JUlRUlIYMGSJJWrRoka6//nrl5eVJktavX69vf/vbuummm1RXV6eXXnpJX3zxhR555BHbjgMAAASWgC5AW7ZskSRNnz7dZ/n27du1ePFiSX/7cdGQkL9fyPrmm2+0bNkyuVwuXXvttZoyZYqKi4s1bty4vooNAAACXEAXIMuyrjhm//79PvMbN27Uxo0beykRAADoDwL6GSAAAIDeQAECAADGoQABAADjUIAAAIBxKEAAAMA4FCAAAGAcChAAADAOBQgAABiHAgQAAIxDAQIAAMahAAEAAONQgAAAgHEoQAAAwDgUIAAAYBwKEAAAMA4FCAAAGIcCBAAAjEMBAgAAxhlodwAAANBzTqdTbrfb7hjdEh0drREjRtiagQIEAECQcjqdSk5KUmNTk91RuiU8LEwVlZW2liAKEAAAQcrtdquxqUk7kpOVHB5ud5wuqWhs1MKKCrndbgoQAADoueTwcE2OiLA7RlDhIWgAAGAcChAAADAOBQgAABiHAgQAAIxDAQIAAMahAAEAAONQgAAAgHEoQAAAwDgUIAAAYJygKED5+fkaNWqUwsLClJqaqo8++qjT8W+//bbGjh2rsLAwTZgwQXv27OmjpAAAIBgEfAF68803lZOTozVr1ujo0aNKSUlRRkaGzpw50+744uJiLViwQEuXLtWf//xnzZs3T/PmzVN5eXkfJwcAAIEq4AvQhg0btGzZMi1ZskTjxo3T1q1bFR4erm3btrU7/pe//KVmz56tp59+WsnJyXruuec0efJkbd68uY+TAwCAQBXQP4ba0tKi0tJS5ebmepeFhIQoPT1dJSUl7W5TUlKinJwcn2UZGRnavXt3h6/T3Nys5uZm7/y5c+ckSR6P5yrSt6++vl6SVHr+vOpbW/2+/95Q0dAgSSpraJBVV2dvmC4ic98gc98gc9+obGyUJJWWlnr/Vge6yspKScH1f8ql81xfX+/3/2cv7c+yrCsPtgLYl19+aUmyiouLfZY//fTT1tSpU9vdZtCgQdbOnTt9luXn51vDhw/v8HXWrFljSWJiYmJiYmLqB9OJEyeu2DEC+gpQX8nNzfW5atTW1qavv/5a1113nRwOR6fbejweJSYm6sSJE4qMjOztqMbgvPof57R3cF57B+e1d/T382pZls6fP6+EhIQrjg3oAhQdHa0BAwaotrbWZ3ltba3i4uLa3SYuLq5b4yUpNDRUoaGhPsuGDh3arayRkZH98s1kN86r/3FOewfntXdwXntHfz6vUVFRXRoX0A9BDx48WFOmTFFRUZF3WVtbm4qKipSWltbuNmlpaT7jJWnv3r0djgcAAOYJ6CtAkpSTk6OsrCzdfvvtmjp1qjZt2qSGhgYtWbJEkrRo0SJdf/31ysvLkyQ9/vjjuvvuu/Xyyy/rnnvu0a5du3TkyBH95je/sfMwAABAAAn4AvTAAw/oq6++0urVq+VyuTRp0iQVFhYqNjZWkuR0OhUS8vcLWdOmTdPOnTu1cuVKPfvss7r55pu1e/du3Xrrrb2SLzQ0VGvWrLnsFhquDufV/zinvYPz2js4r72D8/p3DsvqymfFAAAA+o+AfgYIAACgN1CAAACAcShAAADAOBQgAABgHArQVfjZz36madOmKTw8vMMvTnQ6nbrnnnsUHh6u4cOH6+mnn9bFixf7NmiQGzVqlBwOh8/0wgsv2B0r6OTn52vUqFEKCwtTamqqPvroI7sjBbW1a9de9r4cO3as3bGCzsGDBzVnzhwlJCTI4XBc9ruNlmVp9erVio+P15AhQ5Senq5jx47ZEzZIXOmcLl68+LL37uzZs+0JayMK0FVoaWnR/PnztXz58nbXt7a26p577lFLS4uKi4v12muvqaCgQKtXr+7jpMFv/fr1On36tHd67LHH7I4UVN58803l5ORozZo1Onr0qFJSUpSRkaEzZ87YHS2ojR8/3ud9+eGHH9odKeg0NDQoJSVF+fn57a5/8cUX9corr2jr1q06fPiwrrnmGmVkZKipqamPkwaPK51TSZo9e7bPe/eNN97ow4QB4oq/FoYr2r59uxUVFXXZ8j179lghISGWy+XyLtuyZYsVGRlpNTc392HC4DZy5Ehr48aNdscIalOnTrVWrFjhnW9tbbUSEhKsvLw8G1MFtzVr1lgpKSl2x+hXJFnvvvuud76trc2Ki4uzXnrpJe+yuro6KzQ01HrjjTdsSBh8/vmcWpZlZWVlWXPnzrUlTyDhClAvKikp0YQJE7xf2ihJGRkZ8ng8+uyzz2xMFnxeeOEFXXfddbrtttv00ksvcRuxG1paWlRaWqr09HTvspCQEKWnp6ukpMTGZMHv2LFjSkhI0JgxY/TQQw/J6XTaHalfqa6ulsvl8nnvRkVFKTU1lffuVdq/f7+GDx+upKQkLV++XGfPnrU7Up8L+G+CDmYul8un/EjyzrtcLjsiBaUf/ehHmjx5soYNG6bi4mLl5ubq9OnT2rBhg93RgoLb7VZra2u778XPP//cplTBLzU1VQUFBUpKStLp06e1bt063XXXXSovL1dERITd8fqFS38n23vv8je052bPnq377rtPo0eP1vHjx/Xss88qMzNTJSUlGjBggN3x+gwF6J/89Kc/1S9+8YtOx1RUVPCw41XqznnOycnxLps4caIGDx6sH/7wh8rLy+Pr3GGbzMxM778nTpyo1NRUjRw5Um+99ZaWLl1qYzKgcw8++KD33xMmTNDEiRN14403av/+/Zo5c6aNyfoWBeif/PjHP9bixYs7HTNmzJgu7SsuLu6yT9rU1tZ615nsas5zamqqLl68qJqaGiUlJfVCuv4lOjpaAwYM8L73LqmtrTX+fehPQ4cO1S233KKqqiq7o/Qbl96ftbW1io+P9y6vra3VpEmTbErV/4wZM0bR0dGqqqqiAJksJiZGMTExftlXWlqafvazn+nMmTMaPny4JGnv3r2KjIzUuHHj/PIawepqznNZWZlCQkK85xSdGzx4sKZMmaKioiLNmzdPktTW1qaioiJlZ2fbG64fqa+v1/Hjx/Xwww/bHaXfGD16tOLi4lRUVOQtPB6PR4cPH+7w07fovpMnT+rs2bM+JdMEFKCr4HQ69fXXX8vpdKq1tVVlZWWSpJtuuknf+ta3NGvWLI0bN04PP/ywXnzxRblcLq1cuVIrVqzg1k0XlZSU6PDhw5oxY4YiIiJUUlKiJ598UgsXLtS1115rd7ygkZOTo6ysLN1+++2aOnWqNm3apIaGBi1ZssTuaEHrqaee0pw5czRy5EidOnVKa9as0YABA7RgwQK7owWV+vp6n6tm1dXVKisr07BhwzRixAg98cQTev7553XzzTdr9OjRWrVqlRISErxlHpfr7JwOGzZM69at0/3336+4uDgdP35czzzzjG666SZlZGTYmNoGdn8MLZhlZWVZki6bPvjgA++YmpoaKzMz0xoyZIgVHR1t/fjHP7YuXLhgX+ggU1paaqWmplpRUVFWWFiYlZycbP385z+3mpqa7I4WdH71q19ZI0aMsAYPHmxNnTrVOnTokN2RgtoDDzxgxcfHW4MHD7auv/5664EHHrCqqqrsjhV0Pvjgg3b/jmZlZVmW9bePwq9atcqKjY21QkNDrZkzZ1qVlZX2hg5wnZ3TxsZGa9asWVZMTIw1aNAga+TIkdayZct8vq7FFA7LsiwbehcAAIBt+B4gAABgHAoQAAAwDgUIAAAYhwIEAACMQwECAADGoQABAADjUIAAAIBxKEAAAMA4FCAAAGAcChAAADAOBQgAABiHAgQAAIzz/9K6Se3v0Ab3AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import stan\n",
"import arviz as az\n",
"import nest_asyncio\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"nest_asyncio.apply() # Allow nested event loops for Jupyter notebooks\n",
"# Simulate data\n",
"N = 100\n",
"alpha = 2.3\n",
"beta = 4.0\n",
"sigma = 2.0\n",
"\n",
"x = np.random.normal(size=N)\n",
"y = alpha + beta * x + sigma * np.random.normal(size=N)\n",
"sns.histplot(y, color=\"red\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Building...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Building: found in cache, done.Sampling: 0%\n",
"Sampling: 25% (1500/6000)\n",
"Sampling: 50% (3000/6000)\n",
"Sampling: 75% (4500/6000)\n",
"Sampling: 100% (6000/6000)\n",
"Sampling: 100% (6000/6000), done.\n",
"Messages received during sampling:\n",
" Gradient evaluation took 4.7e-05 seconds\n",
" 1000 transitions using 10 leapfrog steps per transition would take 0.47 seconds.\n",
" Adjust your expectations accordingly!\n",
" Gradient evaluation took 4.9e-05 seconds\n",
" 1000 transitions using 10 leapfrog steps per transition would take 0.49 seconds.\n",
" Adjust your expectations accordingly!\n",
" Gradient evaluation took 1e-05 seconds\n",
" 1000 transitions using 10 leapfrog steps per transition would take 0.1 seconds.\n",
" Adjust your expectations accordingly!\n",
" Gradient evaluation took 1.5e-05 seconds\n",
" 1000 transitions using 10 leapfrog steps per transition would take 0.15 seconds.\n",
" Adjust your expectations accordingly!\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n",
"alpha 2.701 0.197 2.344 3.082 0.003 0.003 3785.0 2755.0 \n",
"beta 3.838 0.176 3.488 4.142 0.003 0.003 3854.0 3215.0 \n",
"sigma 1.987 0.143 1.734 2.265 0.002 0.002 3842.0 2617.0 \n",
"\n",
" r_hat \n",
"alpha 1.0 \n",
"beta 1.0 \n",
"sigma 1.0 \n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
"<Figure size 2208x552 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"\n",
"stan_code = \"\"\"\n",
"data {\n",
" int<lower=1> N; // Number of observations\n",
" vector[N] x; // Covariate\n",
" vector[N] y; // Outcome\n",
"}\n",
"\n",
"parameters {\n",
" real alpha; // Intercept\n",
" real beta; // Slope\n",
" real<lower=0> sigma2; // Variance (sigma squared)\n",
"}\n",
"\n",
"transformed parameters {\n",
" real<lower=0> sigma; // Standard deviation\n",
" sigma = sqrt(sigma2);\n",
"}\n",
"\n",
"model {\n",
" // Priors\n",
" alpha ~ normal(0, 10);\n",
" beta ~ normal(0, 10);\n",
" sigma2 ~ inv_gamma(1, 1);\n",
"\n",
" // Likelihood\n",
" y ~ normal(alpha + beta * x, sigma);\n",
"}\n",
"\"\"\"\n",
"# Prepare data dictionary\n",
"data_dict = {\n",
" 'N': N,\n",
" 'x': x,\n",
" 'y': y\n",
"}\n",
"\n",
"# Build and fit the model\n",
"model = stan.build(stan_code, data=data_dict)\n",
"fit = model.sample(num_chains=4, num_samples=1000, num_warmup=500)\n",
"summary = az.summary(fit, var_names=['alpha', 'beta', 'sigma'])\n",
"print(summary)\n",
"\n",
"# Trace plots for convergence diagnostics\n",
"az.plot_trace(fit, var_names=['alpha', 'beta', 'sigma'], compact=False, legend=True)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# Plot posterior distributions\n",
"az.plot_posterior(fit, var_names=['alpha', 'beta', 'sigma'])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Building...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Building: found in cache, done.Sampling: 0%"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Sampling: 25% (1500/6000)\n",
"Sampling: 50% (3000/6000)\n",
"Sampling: 75% (4500/6000)\n",
"Sampling: 100% (6000/6000)\n",
"Sampling: 100% (6000/6000), done.\n",
"Messages received during sampling:\n",
" Gradient evaluation took 0.000227 seconds\n",
" 1000 transitions using 10 leapfrog steps per transition would take 2.27 seconds.\n",
" Adjust your expectations accordingly!\n",
" Informational Message: The current Metropolis proposal is about to be rejected because of the following issue:\n",
" Exception: normal_lpdf: Scale parameter is 0, but must be positive! (in '/tmp/httpstan_tzmle_c1/model_hxisyy5r.stan', line 26, column 4 to column 40)\n",
" If this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,\n",
" but if this warning occurs often then your model may be either severely ill-conditioned or misspecified.\n",
" Gradient evaluation took 0.00388 seconds\n",
" 1000 transitions using 10 leapfrog steps per transition would take 38.8 seconds.\n",
" Adjust your expectations accordingly!\n",
" Gradient evaluation took 0.000115 seconds\n",
" 1000 transitions using 10 leapfrog steps per transition would take 1.15 seconds.\n",
" Adjust your expectations accordingly!\n",
" Gradient evaluation took 4.5e-05 seconds\n",
" 1000 transitions using 10 leapfrog steps per transition would take 0.45 seconds.\n",
" Adjust your expectations accordingly!\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n",
"alpha 2.220 0.064 2.102 2.344 0.001 0.001 3953.0 3010.0 \n",
"beta 3.980 0.065 3.851 4.097 0.001 0.001 3775.0 2697.0 \n",
"sigma 1.993 0.044 1.912 2.076 0.001 0.001 3210.0 2842.0 \n",
"\n",
" r_hat \n",
"alpha 1.0 \n",
"beta 1.0 \n",
"sigma 1.0 \n",
"Uncertainty (N=100):\n",
" mean sd hdi_3% hdi_97%\n",
"alpha 2.701 0.197 2.344 3.082\n",
"beta 3.838 0.176 3.488 4.142\n",
"sigma 1.987 0.143 1.734 2.265\n",
"\n",
"Uncertainty (N=1000):\n",
" mean sd hdi_3% hdi_97%\n",
"alpha 2.220 0.064 2.102 2.344\n",
"beta 3.980 0.065 3.851 4.097\n",
"sigma 1.993 0.044 1.912 2.076\n"
]
}
],
"source": [
"# Simulate larger dataset\n",
"N_large = 1000\n",
"x_large = np.random.normal(size=N_large)\n",
"y_large = alpha + beta * x_large + sigma * np.random.normal(size=N_large)\n",
"\n",
"# Prepare data dictionary for larger dataset\n",
"data_dict_large = {\n",
" 'N': N_large,\n",
" 'x': x_large,\n",
" 'y': y_large\n",
"}\n",
"\n",
"# Build and fit the model with larger dataset\n",
"model_large = stan.build(stan_code, data=data_dict_large)\n",
"fit_large = model_large.sample(num_chains=4, num_samples=1000, num_warmup=500)\n",
"\n",
"# Summarize results\n",
"summary_large = az.summary(fit_large, var_names=['alpha', 'beta', 'sigma'])\n",
"print(summary_large)\n",
"\n",
"# Compare uncertainty\n",
"print(\"Uncertainty (N=100):\")\n",
"print(summary[['mean', 'sd', 'hdi_3%', 'hdi_97%']])\n",
"print(\"\\nUncertainty (N=1000):\")\n",
"print(summary_large[['mean', 'sd', 'hdi_3%', 'hdi_97%']])"
]
}
],
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