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@DanielWeitzenfeld
Created January 21, 2023 16:51
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GRW/Day-of-week seasonality in PyMC
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "f6af5592",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "1dd0d747",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"from datetime import datetime\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"import numpy as np\n",
"import pandas as pd\n",
"import pymc as pm\n",
"import pytensor.tensor as at\n",
"import arviz as az"
]
},
{
"cell_type": "markdown",
"id": "2c06549d",
"metadata": {},
"source": [
"### Gaussian Random Walk"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "96b3ca47",
"metadata": {},
"outputs": [],
"source": [
"# create synthetic data\n",
"idx = pd.period_range(datetime(2022, 1, 1), datetime(2022, 12, 31), freq='D')\n",
"innovation_magnitude = .05\n",
"innovations = np.random.normal(scale=innovation_magnitude, size=len(idx))\n",
"df = pd.DataFrame({'value': np.cumsum(innovations)}, index=idx)\n",
"\n",
"# extend into the future\n",
"df = df.reindex(pd.period_range(df.index.min(), pd.Period(datetime(2023, 1, 14), 'D'), freq='D'))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "4e3496ec",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot: >"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 429,
"width": 560
}
},
"output_type": "display_data"
}
],
"source": [
"df.plot()"
]
},
{
"cell_type": "markdown",
"id": "6a83052f",
"metadata": {},
"source": [
"#### This used to work in pymc3, but no longer does!"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "d08e9657",
"metadata": {},
"outputs": [],
"source": [
"#with pm.Model() as m:\n",
"# innovation_mag = pm.HalfNormal('innovation_mag', sigma=.2)\n",
"# obs = pm.GaussianRandomWalk('obs', sigma=innovation_mag, observed=df.value)"
]
},
{
"cell_type": "markdown",
"id": "d429f2ab",
"metadata": {},
"source": [
"But if we add observation noise, making the GRW latent instead of observed, it works"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "944cc0a1",
"metadata": {},
"outputs": [],
"source": [
"observation_noise_magnitude = .1\n",
"df['value_noisy'] = df.value + np.random.normal(scale=observation_noise_magnitude, size=len(df))"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "8da3e70f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot: >"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 429,
"width": 568
}
},
"output_type": "display_data"
}
],
"source": [
"df[['value', 'value_noisy']].plot()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "062ce7fe",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/pymc/distributions/timeseries.py:288: UserWarning: Initial distribution not specified, defaulting to `Normal.dist(0, 100)`.You can specify an init_dist manually to suppress this warning.\n",
" warnings.warn(\n",
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/pymc/model.py:1400: ImputationWarning: Data in observed contains missing values and will be automatically imputed from the sampling distribution.\n",
" warnings.warn(impute_message, ImputationWarning)\n"
]
}
],
"source": [
"coords={'days': df.index.values}\n",
"with pm.Model(coords=coords) as m:\n",
" innovation_mag = pm.HalfNormal('innovation_mag', sigma=.2)\n",
" latent = pm.GaussianRandomWalk('latent', sigma=innovation_mag, dims=\"days\")\n",
" \n",
" obs_noise_mag = pm.HalfNormal('obs_noise_mag', sigma=.2)\n",
" observed = pm.Normal('observed', mu=latent, sigma=obs_noise_mag, observed=df.value_noisy)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "19d033fd",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n",
" warnings.warn(\n",
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n",
" warnings.warn(\n",
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n",
" warnings.warn(\n",
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n",
" warnings.warn(\n",
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n",
" warnings.warn(\n",
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n",
" warnings.warn(\n",
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n",
" warnings.warn(\n",
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n",
" warnings.warn(\n",
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n",
" warnings.warn(\n",
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n",
" warnings.warn(\n",
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n",
" warnings.warn(\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [innovation_mag, latent, obs_noise_mag, observed_missing]\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [8000/8000 00:33&lt;00:00 Sampling 4 chains, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 54 seconds.\n"
]
}
],
"source": [
"with m:\n",
" trace = pm.sample()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "34e29c5c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/weitzenfeld/Library/Caches/pypoetry/virtualenvs/tsa-ao84tIjZ-py3.9/lib/python3.9/site-packages/arviz/stats/density_utils.py:487: UserWarning: Your data appears to have a single value or no finite values\n",
" warnings.warn(\"Your data appears to have a single value or no finite values\")\n"
]
},
{
"data": {
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