{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Poisson Regression - tools on islands, part 1\n",
"\n",
"##### Keywords: poisson distribution, poisson regression, glm, centering, counterfactual plot, regression, interaction-term, oceanic tools, parameter correlation"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import scipy as sp\n",
"import matplotlib as mpl\n",
"import matplotlib.cm as cm\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"pd.set_option('display.width', 500)\n",
"pd.set_option('display.max_columns', 100)\n",
"pd.set_option('display.notebook_repr_html', True)\n",
"import seaborn as sns\n",
"sns.set_style(\"whitegrid\")\n",
"sns.set_context(\"poster\")\n",
"import pymc3 as pm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From Mcelreath:\n",
"\n",
">The island societies of Oceania provide a natural experiment in technological evolution. Different historical island populations possessed tool kits of different size. These kits include fish hooks, axes, boats, hand plows, and many other types of tools. A number of theories predict that larger populations will both develop and sustain more complex tool kits. So the natural variation in population size induced by natural variation in island size in Oceania provides a natural experiment to test these ideas. It's also suggested that contact rates among populations effectively increase population size, as it's relevant to technological evolution. So variation in contact rates among Oceanic societies is also relevant. (McElreath 313)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setting up the model and data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some points to take into account:\n",
"\n",
"- sample size is not umber of rows, after all this is a count model\n",
"- the data is small, so we will need regularizing to avoid overfitting\n",
"- outcome will be `total_tools` which we will model as proportional to `log(population)` as theory says it depends on order of magnitude\n",
"- number of tools incereases with `contact` rate\n",
"- we will, over multiple attempts, be testing the idea that the impact of population on tool counts is increased by high `contact`. This is an example of an **interaction**. Specifically this is a **positive** interaction between `log(population)` and `contact`."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pm.plot_posterior(trace);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking at the posteriors reveals something interesting. The posterior for $\\beta_p$ is, as expected from theory, showing a positive effect. The posterior is fairly tightly constrained. The posteriors for $\\beta_c$ and $\\beta_{pc}$ both overlap 0 substantially, and seem comparatively poorly constrained.\n",
"\n",
"At this point you might be willing to say that there is no substantial effect of contact rate, directly or through the interaction.\n",
"\n",
"You would be wrong.\n",
"\n",
"### Posterior check with counterfactual predictions.\n",
"\n",
"Lets get $\\lambda$ traces for high-contact and low contact"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"lamlow = lambda logpop: trace['alpha']+trace['betap']*logpop\n",
"lamhigh = lambda logpop: trace['alpha']+(trace['betap'] + trace['betapc'])*logpop + trace['betac'] "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let us see what happens at an intermediate log(pop) of 8:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"//anaconda/envs/py3l/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6499: 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": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(lamhigh(8) - lamlow(8));\n",
"plt.axvline(0);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see evidence of a fairly strong positive effect of contact in this \"counterfactual posterior\", with most of the weight above 0.\n",
"\n",
"So what happened?\n",
"\n",
"### Posterior scatter plots\n",
"\n",
"We make posterior scatter plots and this give us the answer."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def postscat(trace, thevars):\n",
" d={}\n",
" for v in thevars:\n",
" d[v] = trace.get_values(v)\n",
" df = pd.DataFrame.from_dict(d)\n",
" return sns.pairplot(df)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"postscat(trace,trace.varnames)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Look at the very strong negative correlations between $\\alpha$ and $\\beta_p$, and the very strong ones between $\\beta_c$ and $\\beta_{pc}$. The latter is the cause for the 0-overlaps. When $\\beta_c$ is high, $\\beta_{pc}$ must be low, and vice-versa. As a result, its not enough to observe just the marginal uncertainty of each parameter; you must look at the joint uncertainty of the correlated variables.\n",
"\n",
"You would have seen that this might be a problem if you looked at $n_{eff}$:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'alpha': 6253.6020387847238,\n",
" 'betac': 6954.4520465741789,\n",
" 'betap': 6225.8358335534804,\n",
" 'betapc': 6987.2733444159694}"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.effective_n(trace)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fixing by centering\n",
"\n",
"As usual, centering the log-population fixes things:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"//anaconda/envs/py3l/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
" \"\"\"Entry point for launching an IPython kernel.\n"
]
}
],
"source": [
"df.logpop_c = df.logpop - df.logpop.mean()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"with pm.Model() as m1c:\n",
" betap = pm.Normal(\"betap\", 0, 1)\n",
" betac = pm.Normal(\"betac\", 0, 1)\n",
" betapc = pm.Normal(\"betapc\", 0, 1)\n",
" alpha = pm.Normal(\"alpha\", 0, 100)\n",
" loglam = alpha + betap*df.logpop_c + betac*df.clevel + betapc*df.clevel*df.logpop_c\n",
" y = pm.Poisson(\"ntools\", mu=t.exp(loglam), observed=df.total_tools)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"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: [alpha, betapc, betac, betap]\n",
"Sampling 2 chains: 100%|██████████| 21000/21000 [00:16<00:00, 1284.28draws/s]\n"
]
}
],
"source": [
"with m1c:\n",
" trace1c = pm.sample(10000, njobs=2)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'alpha': 13059.09068128995,\n",
" 'betac': 13486.057010456128,\n",
" 'betap': 14787.07665103561,\n",
" 'betapc': 14659.70637220611}"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.effective_n(trace1c)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"