{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook briefly walks through fitting the four linear Bayesian regression calibrations for global core top $\\delta^{18}\\mathrm{O}_{\\mathrm{c}}$ and SSTs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notebook settings for graphics and load some libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import pymc3 as pm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set paths to our core top data. These are also given as supplemental information in the paper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "coretop_path = '../data/parsed/coretops.csv'\n",
    "coretop_grid_path = '../data/parsed/coretops_grid.csv'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read coretop data and parse"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This should be straightforward."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "coretops_raw = pd.read_csv(coretop_path)\n",
    "coretops_grid = pd.read_csv(coretop_grid_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "coretops_raw['foramtype'] = coretops_raw['species'].astype('category')\n",
    "coretops_grid['foramtype'] = coretops_grid['species'].astype('category')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take a quick look at the data to see what we're dealing with... (and make sure everything is there)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[G. bulloides, G. ruber, N. incompta, N. pachyderma, T. sacculifer]\n",
       "Categories (5, object): [G. bulloides, G. ruber, N. incompta, N. pachyderma, T. sacculifer]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coretops_raw['foramtype'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "G. ruber         1002\n",
       "G. bulloides      635\n",
       "T. sacculifer     442\n",
       "N. pachyderma     425\n",
       "N. incompta       132\n",
       "Name: foramtype, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coretops_raw['foramtype'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>gridlat</th>\n",
       "      <th>gridlon</th>\n",
       "      <th>d18oc</th>\n",
       "      <th>d18osw</th>\n",
       "      <th>t_annual</th>\n",
       "      <th>t_seasonal</th>\n",
       "      <th>m1</th>\n",
       "      <th>m2</th>\n",
       "      <th>m3</th>\n",
       "      <th>m4</th>\n",
       "      <th>m5</th>\n",
       "      <th>m6</th>\n",
       "      <th>m7</th>\n",
       "      <th>m8</th>\n",
       "      <th>m9</th>\n",
       "      <th>m10</th>\n",
       "      <th>m11</th>\n",
       "      <th>m12</th>\n",
       "      <th>foramtype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-57.5</td>\n",
       "      <td>-53.5</td>\n",
       "      <td>2.240000</td>\n",
       "      <td>-0.297468</td>\n",
       "      <td>2.100175</td>\n",
       "      <td>3.783593</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G. bulloides</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-56.5</td>\n",
       "      <td>-115.5</td>\n",
       "      <td>2.280000</td>\n",
       "      <td>-0.292819</td>\n",
       "      <td>5.167257</td>\n",
       "      <td>5.167257</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>G. bulloides</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-56.5</td>\n",
       "      <td>-56.5</td>\n",
       "      <td>2.245000</td>\n",
       "      <td>-0.281994</td>\n",
       "      <td>3.576477</td>\n",
       "      <td>4.666713</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>G. bulloides</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-55.5</td>\n",
       "      <td>-58.5</td>\n",
       "      <td>2.146000</td>\n",
       "      <td>-0.272228</td>\n",
       "      <td>4.832495</td>\n",
       "      <td>4.983686</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>G. bulloides</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-55.5</td>\n",
       "      <td>-57.5</td>\n",
       "      <td>2.348571</td>\n",
       "      <td>-0.266258</td>\n",
       "      <td>4.671475</td>\n",
       "      <td>5.106034</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>G. bulloides</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        species  gridlat  gridlon     d18oc    d18osw  t_annual  t_seasonal  \\\n",
       "0  G. bulloides    -57.5    -53.5  2.240000 -0.297468  2.100175    3.783593   \n",
       "1  G. bulloides    -56.5   -115.5  2.280000 -0.292819  5.167257    5.167257   \n",
       "2  G. bulloides    -56.5    -56.5  2.245000 -0.281994  3.576477    4.666713   \n",
       "3  G. bulloides    -55.5    -58.5  2.146000 -0.272228  4.832495    4.983686   \n",
       "4  G. bulloides    -55.5    -57.5  2.348571 -0.266258  4.671475    5.106034   \n",
       "\n",
       "   m1  m2  m3  m4  m5  m6  m7  m8  m9  m10  m11  m12     foramtype  \n",
       "0   1   1   1   0   0   0   0   0   0    0    0    0  G. bulloides  \n",
       "1   1   1   1   1   1   1   1   1   1    1    1    1  G. bulloides  \n",
       "2   1   1   1   1   1   0   0   0   0    0    0    1  G. bulloides  \n",
       "3   1   1   1   1   1   1   1   1   0    1    1    1  G. bulloides  \n",
       "4   1   1   1   1   1   1   0   1   0    0    1    1  G. bulloides  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coretops_grid.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MCMC models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Annual SST pooled model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is the model setup that pools all foram species together and calibrates on annual-mean SSTs.\n",
    "\n",
    "Models is:\n",
    "\\begin{align}\n",
    "\\delta^{18}O_c = \\alpha + \\beta * T + \\delta^{18}O_{sw} - 0.27 + \\epsilon \\\\\n",
    "\\end{align}\n",
    "\n",
    "with parameters:\n",
    "\\begin{align}\n",
    "\\alpha \\sim \\mathcal{N}(3, 4) \\\\\n",
    "\\beta \\sim \\mathcal{N}(-0.2, 1) \\\\\n",
    "\\epsilon \\sim \\mathcal{N}(0, \\tau) \\\\\n",
    "\\tau \\sim \\mathrm{HalfCauchy}(1)\n",
    "\\end{align}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copy the original `coretops_grid` to `coretops`, which is our working copy. Then we make a `temp` column from the annual SST data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "coretops = coretops_grid.copy()\n",
    "coretops['temp'] = coretops['t_annual']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This gives you an idea what the data looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1386, 21)\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>gridlat</th>\n",
       "      <th>gridlon</th>\n",
       "      <th>d18oc</th>\n",
       "      <th>d18osw</th>\n",
       "      <th>t_annual</th>\n",
       "      <th>t_seasonal</th>\n",
       "      <th>m1</th>\n",
       "      <th>m2</th>\n",
       "      <th>m3</th>\n",
       "      <th>...</th>\n",
       "      <th>m5</th>\n",
       "      <th>m6</th>\n",
       "      <th>m7</th>\n",
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       "      <th>m9</th>\n",
       "      <th>m10</th>\n",
       "      <th>m11</th>\n",
       "      <th>m12</th>\n",
       "      <th>foramtype</th>\n",
       "      <th>temp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-57.5</td>\n",
       "      <td>-53.5</td>\n",
       "      <td>2.240000</td>\n",
       "      <td>-0.297468</td>\n",
       "      <td>2.100175</td>\n",
       "      <td>3.783593</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>2.100175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-56.5</td>\n",
       "      <td>-115.5</td>\n",
       "      <td>2.280000</td>\n",
       "      <td>-0.292819</td>\n",
       "      <td>5.167257</td>\n",
       "      <td>5.167257</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>5.167257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-56.5</td>\n",
       "      <td>-56.5</td>\n",
       "      <td>2.245000</td>\n",
       "      <td>-0.281994</td>\n",
       "      <td>3.576477</td>\n",
       "      <td>4.666713</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>3.576477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-55.5</td>\n",
       "      <td>-58.5</td>\n",
       "      <td>2.146000</td>\n",
       "      <td>-0.272228</td>\n",
       "      <td>4.832495</td>\n",
       "      <td>4.983686</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>4.832495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-55.5</td>\n",
       "      <td>-57.5</td>\n",
       "      <td>2.348571</td>\n",
       "      <td>-0.266258</td>\n",
       "      <td>4.671475</td>\n",
       "      <td>5.106034</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>4.671475</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        species  gridlat  gridlon     d18oc    d18osw  t_annual  t_seasonal  \\\n",
       "0  G. bulloides    -57.5    -53.5  2.240000 -0.297468  2.100175    3.783593   \n",
       "1  G. bulloides    -56.5   -115.5  2.280000 -0.292819  5.167257    5.167257   \n",
       "2  G. bulloides    -56.5    -56.5  2.245000 -0.281994  3.576477    4.666713   \n",
       "3  G. bulloides    -55.5    -58.5  2.146000 -0.272228  4.832495    4.983686   \n",
       "4  G. bulloides    -55.5    -57.5  2.348571 -0.266258  4.671475    5.106034   \n",
       "\n",
       "   m1  m2  m3  ...  m5  m6  m7  m8  m9  m10  m11  m12     foramtype      temp  \n",
       "0   1   1   1  ...   0   0   0   0   0    0    0    0  G. bulloides  2.100175  \n",
       "1   1   1   1  ...   1   1   1   1   1    1    1    1  G. bulloides  5.167257  \n",
       "2   1   1   1  ...   1   0   0   0   0    0    0    1  G. bulloides  3.576477  \n",
       "3   1   1   1  ...   1   1   1   1   0    1    1    1  G. bulloides  4.832495  \n",
       "4   1   1   1  ...   1   1   0   1   0    0    1    1  G. bulloides  4.671475  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(coretops.shape)\n",
    "coretops.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is the number of gridpoints we have for each foram species."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "G. ruber         489\n",
       "G. bulloides     291\n",
       "N. pachyderma    273\n",
       "T. sacculifer    243\n",
       "N. incompta       90\n",
       "Name: foramtype, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coretops.foramtype.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now define the model and sample it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [tau, b, a]\n",
      "Sampling 2 chains: 100%|██████████| 12000/12000 [00:14<00:00, 822.13draws/s] \n"
     ]
    }
   ],
   "source": [
    "temp = coretops['temp'].values\n",
    "d18osw = coretops['d18osw'].values\n",
    "d18oc = coretops['d18oc'].values\n",
    "\n",
    "with pm.Model() as model:\n",
    "    # Intercept and slope\n",
    "    a = pm.Normal('a', mu=3.0, sd=2)\n",
    "    b = pm.Normal('b', mu=-0.2, sd=1)\n",
    "\n",
    "    # Model error\n",
    "    tau = pm.HalfCauchy('tau', beta=1)\n",
    "\n",
    "    # Likelihood\n",
    "    d18oc_est = a + b * temp + (d18osw - 0.27)\n",
    "    likelihood_d18oc = pm.Normal('likelihood_d18oc', mu=d18oc_est, sd=tau,\n",
    "                                 observed=d18oc)\n",
    "    trace = pm.sample(draws=5000, tune=1000, chains=2, init='jitter+adapt_diag', random_seed=123)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Very basic diagnostic plots showing the sampling and posterior distribution of the parameters. Remember that the trace plot (below) has two lines on each plot, one for each chain."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f2bfed0da58>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2bfecdda90>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2bfec87cc0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2bfecafef0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2bfec64160>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2bfec0b128>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.plots.traceplot(trace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSpec(1, 2, width_ratios=[3, 1])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.plots.forestplot(trace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is our PSIS-LOO statistics, for cross-validation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LOO_r(LOO=2248.330012450686, LOO_se=74.15124124931084, p_LOO=3.6165249073924315, shape_warn=0)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.stats.loo(trace, model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Seasonal SST pooled model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Same deal as before. This is a model setup that pools all foram species together but calibrates against the seasonal SSTs instead of annual.\n",
    "\n",
    "Models is:\n",
    "\\begin{align}\n",
    "\\delta^{18}O_c = \\alpha + \\beta * T + \\delta^{18}O_{sw} - 0.27 + \\epsilon \\\\\n",
    "\\end{align}\n",
    "\n",
    "with parameters:\n",
    "\\begin{align}\n",
    "\\alpha \\sim \\mathcal{N}(3, 4) \\\\\n",
    "\\beta \\sim \\mathcal{N}(-0.2, 1) \\\\\n",
    "\\epsilon \\sim \\mathcal{N}(0, \\tau) \\\\\n",
    "\\tau \\sim \\mathrm{HalfCauchy}(1)\n",
    "\\end{align}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "coretops = coretops_grid.copy()\n",
    "coretops['temp'] = coretops['t_seasonal']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1386, 21)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>gridlat</th>\n",
       "      <th>gridlon</th>\n",
       "      <th>d18oc</th>\n",
       "      <th>d18osw</th>\n",
       "      <th>t_annual</th>\n",
       "      <th>t_seasonal</th>\n",
       "      <th>m1</th>\n",
       "      <th>m2</th>\n",
       "      <th>m3</th>\n",
       "      <th>...</th>\n",
       "      <th>m5</th>\n",
       "      <th>m6</th>\n",
       "      <th>m7</th>\n",
       "      <th>m8</th>\n",
       "      <th>m9</th>\n",
       "      <th>m10</th>\n",
       "      <th>m11</th>\n",
       "      <th>m12</th>\n",
       "      <th>foramtype</th>\n",
       "      <th>temp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-57.5</td>\n",
       "      <td>-53.5</td>\n",
       "      <td>2.240000</td>\n",
       "      <td>-0.297468</td>\n",
       "      <td>2.100175</td>\n",
       "      <td>3.783593</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>3.783593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-56.5</td>\n",
       "      <td>-115.5</td>\n",
       "      <td>2.280000</td>\n",
       "      <td>-0.292819</td>\n",
       "      <td>5.167257</td>\n",
       "      <td>5.167257</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>5.167257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-56.5</td>\n",
       "      <td>-56.5</td>\n",
       "      <td>2.245000</td>\n",
       "      <td>-0.281994</td>\n",
       "      <td>3.576477</td>\n",
       "      <td>4.666713</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>4.666713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-55.5</td>\n",
       "      <td>-58.5</td>\n",
       "      <td>2.146000</td>\n",
       "      <td>-0.272228</td>\n",
       "      <td>4.832495</td>\n",
       "      <td>4.983686</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>4.983686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>-55.5</td>\n",
       "      <td>-57.5</td>\n",
       "      <td>2.348571</td>\n",
       "      <td>-0.266258</td>\n",
       "      <td>4.671475</td>\n",
       "      <td>5.106034</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>G. bulloides</td>\n",
       "      <td>5.106034</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        species  gridlat  gridlon     d18oc    d18osw  t_annual  t_seasonal  \\\n",
       "0  G. bulloides    -57.5    -53.5  2.240000 -0.297468  2.100175    3.783593   \n",
       "1  G. bulloides    -56.5   -115.5  2.280000 -0.292819  5.167257    5.167257   \n",
       "2  G. bulloides    -56.5    -56.5  2.245000 -0.281994  3.576477    4.666713   \n",
       "3  G. bulloides    -55.5    -58.5  2.146000 -0.272228  4.832495    4.983686   \n",
       "4  G. bulloides    -55.5    -57.5  2.348571 -0.266258  4.671475    5.106034   \n",
       "\n",
       "   m1  m2  m3  ...  m5  m6  m7  m8  m9  m10  m11  m12     foramtype      temp  \n",
       "0   1   1   1  ...   0   0   0   0   0    0    0    0  G. bulloides  3.783593  \n",
       "1   1   1   1  ...   1   1   1   1   1    1    1    1  G. bulloides  5.167257  \n",
       "2   1   1   1  ...   1   0   0   0   0    0    0    1  G. bulloides  4.666713  \n",
       "3   1   1   1  ...   1   1   1   1   0    1    1    1  G. bulloides  4.983686  \n",
       "4   1   1   1  ...   1   1   0   1   0    0    1    1  G. bulloides  5.106034  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(coretops.shape)\n",
    "coretops.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now define the model and sample..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [tau, b, a]\n",
      "Sampling 2 chains: 100%|██████████| 12000/12000 [00:13<00:00, 859.43draws/s] \n"
     ]
    }
   ],
   "source": [
    "temp = coretops['temp'].values\n",
    "d18osw = coretops['d18osw'].values\n",
    "d18oc = coretops['d18oc'].values\n",
    "\n",
    "with pm.Model() as model:\n",
    "    # Intercept and slope\n",
    "    a = pm.Normal('a', mu=3.0, sd=2)\n",
    "    b = pm.Normal('b', mu=-0.2, sd=1)\n",
    "\n",
    "    # Model error\n",
    "    tau = pm.HalfCauchy('tau', beta=1)\n",
    "\n",
    "    # Likelihood\n",
    "    d18oc_est = a + b * temp + (d18osw - 0.27)\n",
    "    likelihood_d18oc = pm.Normal('likelihood_d18oc', mu=d18oc_est, sd=tau,\n",
    "                                 observed=d18oc)\n",
    "    trace = pm.sample(draws=5000, tune=1000, chains=2, init='jitter+adapt_diag', random_seed=123)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Diagnostic plots..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f2bfc78f4e0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2bfc73d518>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2bfc6e3748>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2bfc7c79b0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2c0cfb7b00>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2bfc7b7a90>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.plots.traceplot(trace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSpec(1, 2, width_ratios=[3, 1])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.plots.forestplot(trace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PSIS-LOO, the cross-validation statistic:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LOO_r(LOO=2063.3352538660483, LOO_se=65.1643759424864, p_LOO=3.268363037828749, shape_warn=0)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.stats.loo(trace, model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Annual SST hierarchical model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is the hierarchical model setup, calibrated on annual SSTs. We're allowing some wiggle room in the parameters, for the individual species.\n",
    "\n",
    "Models is:\n",
    "\\begin{align}\n",
    "\\delta^{18}O_c = \\alpha_i + \\beta_i * T + \\delta^{18}O_{sw} - 0.27 + \\epsilon \\\\\n",
    "\\end{align}\n",
    "\n",
    "using parameters set for individual foram species ($i$):\n",
    "\\begin{align}\n",
    "\\epsilon \\sim \\mathcal{N}(0, \\tau_i) \\\\\n",
    "\\alpha_i \\sim \\mathcal{N}(\\mu_\\alpha, \\sigma_\\alpha) \\\\\n",
    "\\beta_i \\sim \\mathcal{N}(\\mu_\\beta, \\sigma_\\beta) \\\\\n",
    "\\tau_i \\sim \\mathrm{\\Gamma}( \\frac{\\sigma_m^2} {\\sigma_d^2}, \\frac{\\sigma_m} {\\sigma_d^2} ) \\\\\n",
    "\\end{align}\n",
    "\n",
    "and hyperparameters:\n",
    "\\begin{align}\n",
    "\\mu_\\alpha \\sim \\mathcal{N}(3, 4) \\\\\n",
    "\\mu_\\beta \\sim \\mathcal{N}(-0.2, 1) \\\\\n",
    "\\sigma_\\alpha \\sim \\mathrm{HalfCauchy}(0.5) \\\\\n",
    "\\sigma_\\beta \\sim \\mathrm{HalfCauchy}(0.25) \\\\\n",
    "\\sigma_m \\sim \\mathrm{HalfCauchy}(1) \\\\\n",
    "\\sigma_d \\sim \\mathrm{HalfCauchy}(1) \\\\\n",
    "\\end{align}\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The rest follows what we had before.\n",
    "\n",
    "Let's make a new copy of the core top data and set `temp`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "coretops = coretops_grid.copy()\n",
    "coretops['temp'] = coretops['t_annual']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define the model and sample from it..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sbm/miniconda3/envs/d18oc_sst/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  rval = inputs[0].__getitem__(inputs[1:])\n",
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "/home/sbm/miniconda3/envs/d18oc_sst/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  rval = inputs[0].__getitem__(inputs[1:])\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [tau, b, a, sigma_d, sigma_m, sigma_b, mu_b, sigma_a, mu_a]\n",
      "Sampling 2 chains: 100%|██████████| 12000/12000 [03:07<00:00, 64.02draws/s]\n"
     ]
    }
   ],
   "source": [
    "temp = coretops['temp'].values\n",
    "d18osw = coretops['d18osw'].values\n",
    "d18oc = coretops['d18oc'].values\n",
    "foramtype = coretops['foramtype'].cat.codes\n",
    "n_foram = len(set(foramtype))\n",
    "\n",
    "\n",
    "with pm.Model() as model:\n",
    "    # Hyperparameters\n",
    "    mu_a = pm.Normal('mu_a', mu=3, sd=2)\n",
    "    sigma_a = pm.HalfCauchy('sigma_a', beta=0.5)\n",
    "\n",
    "    mu_b = pm.Normal('mu_b', mu=-0.2, sd=1)\n",
    "    sigma_b = pm.HalfCauchy('sigma_b', beta=0.25)\n",
    "\n",
    "    sigma_m = pm.HalfCauchy('sigma_m', beta=1)\n",
    "    sigma_d = pm.HalfCauchy('sigma_d', beta=1)\n",
    "\n",
    "    # Intercept and slope\n",
    "    a = pm.Normal('a', mu=mu_a, sd=sigma_a, shape=n_foram)\n",
    "    b = pm.Normal('b', mu=mu_b, sd=sigma_b, shape=n_foram)\n",
    "\n",
    "    # Model error\n",
    "    tau = pm.Gamma('tau', alpha=sigma_m**2 / sigma_d**2,\n",
    "                          beta=sigma_m / sigma_d**2,\n",
    "                          shape=n_foram)\n",
    "\n",
    "    # Likelihood\n",
    "    d18oc_est = a[foramtype] + b[foramtype] * temp + (d18osw - 0.27)\n",
    "    likelihood_d18oc = pm.Normal('likelihood_d18oc', mu=d18oc_est, \n",
    "                                 sd=tau[foramtype], observed=d18oc)\n",
    "    trace = pm.sample(draws=5000, tune=1000, chains=2, init='jitter+adapt_diag', random_seed=123)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Diagnostic plots and such... same as before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be6e4fb70>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be6deacf8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be6e06f28>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be6da8198>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be6dc53c8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be6ef4ef0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be6f1b390>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be736af98>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be81e8588>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be8c5af28>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be8c3de48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be92a1e10>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be98f8978>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be98daba8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2bea342e48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2bea796c18>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2bea770c18>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2bea7c4eb8>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1296 with 18 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.plots.traceplot(trace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSpec(1, 2, width_ratios=[3, 1])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.plots.forestplot(trace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "...and the PSIS-LOO cross-validation statistic:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sbm/miniconda3/envs/d18oc_sst/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  rval = inputs[0].__getitem__(inputs[1:])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "LOO_r(LOO=1783.1659029713364, LOO_se=68.30307163243374, p_LOO=18.424742754624276, shape_warn=0)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.stats.loo(trace, model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Seasonal SST hierarchical model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we use the same hierarchical model setup, but calibrated on seasonal SSTs.\n",
    "\n",
    "Models is:\n",
    "\\begin{align}\n",
    "\\delta^{18}O_c = \\alpha_i + \\beta_i * T + \\delta^{18}O_{sw} - 0.27 + \\epsilon \\\\\n",
    "\\end{align}\n",
    "\n",
    "using parameters set for individual foram species ($i$):\n",
    "\\begin{align}\n",
    "\\epsilon \\sim \\mathcal{N}(0, \\tau_i) \\\\\n",
    "\\alpha_i \\sim \\mathcal{N}(\\mu_\\alpha, \\sigma_\\alpha) \\\\\n",
    "\\beta_i \\sim \\mathcal{N}(\\mu_\\beta, \\sigma_\\beta) \\\\\n",
    "\\tau_i \\sim \\mathrm{\\Gamma}( \\frac{\\sigma_m^2} {\\sigma_d^2}, \\frac{\\sigma_m} {\\sigma_d^2} ) \\\\\n",
    "\\end{align}\n",
    "\n",
    "and hyperparameters:\n",
    "\\begin{align}\n",
    "\\mu_\\alpha \\sim \\mathcal{N}(3, 4) \\\\\n",
    "\\mu_\\beta \\sim \\mathcal{N}(-0.2, 1) \\\\\n",
    "\\sigma_\\alpha \\sim \\mathrm{HalfCauchy}(0.5) \\\\\n",
    "\\sigma_\\beta \\sim \\mathrm{HalfCauchy}(0.25) \\\\\n",
    "\\sigma_m \\sim \\mathrm{HalfCauchy}(1) \\\\\n",
    "\\sigma_d \\sim \\mathrm{HalfCauchy}(1) \\\\\n",
    "\\end{align}\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "coretops = coretops_grid.copy()\n",
    "coretops['temp'] = coretops['t_seasonal']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fit the model and sample it..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [tau, b, a, sigma_d, sigma_m, sigma_b, mu_b, sigma_a, mu_a]\n",
      "Sampling 2 chains: 100%|██████████| 12000/12000 [04:22<00:00, 26.80draws/s]\n",
      "The number of effective samples is smaller than 25% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "temp = coretops['temp'].values\n",
    "d18osw = coretops['d18osw'].values\n",
    "d18oc = coretops['d18oc'].values\n",
    "foramtype = coretops['foramtype'].cat.codes\n",
    "n_foram = len(set(foramtype))\n",
    "\n",
    "\n",
    "with pm.Model() as model:\n",
    "    # Hyperparameters\n",
    "    mu_a = pm.Normal('mu_a', mu=3, sd=2)\n",
    "    sigma_a = pm.HalfCauchy('sigma_a', beta=0.5)\n",
    "\n",
    "    mu_b = pm.Normal('mu_b', mu=-0.2, sd=1)\n",
    "    sigma_b = pm.HalfCauchy('sigma_b', beta=0.25)\n",
    "\n",
    "    sigma_m = pm.HalfCauchy('sigma_m', beta=1)\n",
    "    sigma_d = pm.HalfCauchy('sigma_d', beta=1)\n",
    "\n",
    "    # Intercept and slope\n",
    "    a = pm.Normal('a', mu=mu_a, sd=sigma_a, shape=n_foram)\n",
    "    b = pm.Normal('b', mu=mu_b, sd=sigma_b, shape=n_foram)\n",
    "\n",
    "    # Model error\n",
    "    tau = pm.Gamma('tau', alpha=sigma_m**2 / sigma_d**2,\n",
    "                          beta=sigma_m / sigma_d**2,\n",
    "                          shape=n_foram)\n",
    "\n",
    "    # Likelihood\n",
    "    d18oc_est = a[foramtype] + b[foramtype] * temp + (d18osw - 0.27)\n",
    "    likelihood_d18oc = pm.Normal('likelihood_d18oc', mu=d18oc_est, \n",
    "                                 sd=tau[foramtype], observed=d18oc)\n",
    "    trace = pm.sample(draws=5000, tune=1000, chains=2, init='jitter+adapt_diag', random_seed=123)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Diagnostics..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f2c025db5c0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2c03b03630>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be693e160>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be6242470>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be61dc9b0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be61f9f28>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be619c4e0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be61baa20>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be615afd0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be6180588>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be611db00>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be61450b8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be60eb630>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be6111ba8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be60c3160>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be60696d8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f2be6092c50>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f2be6042208>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1296 with 18 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.plots.traceplot(trace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSpec(1, 2, width_ratios=[3, 1])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.plots.forestplot(trace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And our PSIS-LOO cross-validation statistic..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LOO_r(LOO=1952.2478024964116, LOO_se=65.8857575929775, p_LOO=17.875933673433337, shape_warn=0)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.stats.loo(trace, model)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  },
  "widgets": {
   "state": {},
   "version": "1.0.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}