Created
July 10, 2020 17:37
-
-
Save tvladeck/068596b97e5ab75d4791d839ed895cc5 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/ubuntu/anaconda3/lib/python3.7/site-packages/dask/config.py:168: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", | |
" data = yaml.load(f.read()) or {}\n", | |
"/home/ubuntu/anaconda3/lib/python3.7/site-packages/distributed/config.py:20: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", | |
" defaults = yaml.load(f)\n" | |
] | |
} | |
], | |
"source": [ | |
"%load_ext autoreload\n", | |
"%autoreload 2\n", | |
"\n", | |
"%load_ext blackcellmagic\n", | |
"\n", | |
"import warnings\n", | |
"warnings.simplefilter(action='ignore', category=FutureWarning)\n", | |
"\n", | |
"import pymc3 as pm\n", | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"import arviz as az\n", | |
"from matplotlib import pyplot as plt\n", | |
"from covid.models.generative import GenerativeModel\n", | |
"from covid.data import COVIDTrackingStateLoader, PDelayLoader\n", | |
"\n", | |
"%config InlineBackend.figure_format = 'retina'\n", | |
"\n", | |
"ct = COVIDTrackingStateLoader()\n", | |
"df = ct.get_observed(max_date=pd.Timestamp.today()-pd.Timedelta(days=1))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from pykalman import UnscentedKalmanFilter\n", | |
"from pykalman import KalmanFilter" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 139, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"region = \"FL\"\n", | |
"model_data = df.loc[region]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Setting up the state-space model\n", | |
"\n", | |
"Since:\n", | |
"\n", | |
"tests = tests, and\n", | |
"positives = positive_rate * tests\n", | |
"\n", | |
"then\n", | |
"\n", | |
"log(positives) = log(positive_rate) + log(tests), and <br>\n", | |
"log(tests) = log(tests)\n", | |
"\n", | |
"\n", | |
"this allows us to set up a state space model with \n", | |
"\n", | |
"states \\[tests, positive_rate\\] and <br>\n", | |
"observation matrix\n", | |
"\n", | |
"\\[1 1\\], <br>\n", | |
"\\[1 0\\]\n", | |
"\n", | |
"in order to capture day-of-week seasonality, we append a seasonal state space component here with 7 periods\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 140, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"obs_matrix = np.matrix([[1, 1, 1, 0, 0, 0, 0, 0, 0], [1, 0, 1, 0, 0, 0, 0, 0, 0]])\n", | |
"trans_matrix = np.matrix(\n", | |
" [[1, 0, 0, 0, 0, 0, 0, 0, 0],\n", | |
" [0, 1, 0, 0, 0, 0, 0, 0, 0],\n", | |
" [0, 0, -1, -1, -1, -1, -1, -1, -1],\n", | |
" [0, 0, 1, 0, 0, 0, 0, 0, 0],\n", | |
" [0, 0, 0, 1, 0, 0, 0, 0, 0],\n", | |
" [0, 0, 0, 0, 1, 0, 0, 0, 0],\n", | |
" [0, 0, 0, 0, 0, 1, 0, 0, 0],\n", | |
" [0, 0, 0, 0, 0, 0, 1, 0, 0],\n", | |
" [0, 0, 0, 0, 0, 0, 0, 1, 0]]\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Here we estimate the covariance matrices using expectation maximization (the `.em` call) and then run the Kalman Smoother to estimate the smoothed states" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 141, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"\n", | |
"# kf = KalmanFilter(observation_matrices=np.array([[1, 1], [1,0]]), n_dim_obs = 2, n_dim_state = 2, \n", | |
"# em_vars = [\"transition_covariance\", \"observation_covariance\", \"initial_state_covariance\"])\n", | |
"\n", | |
"kf = KalmanFilter(observation_matrices=obs_matrix, n_dim_obs = 2, n_dim_state = 9, transition_matrices=trans_matrix, \n", | |
" em_vars = [\"transition_covariance\", \"observation_covariance\", \"initial_state_covariance\"])\n", | |
"\n", | |
"kfem = kf.em(np.log(1+model_data))\n", | |
"kfems = kfem.smooth(np.log(1+model_data))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"I'm sorry that this code is ugly but I didn't know another way to extract the data other than list comprehensions\n", | |
"\n", | |
"We're doing a few things here: \n", | |
"\n", | |
"1. Extracting the hidden states (tests and positive rate, without seasonal effects)\n", | |
"2. Extracting the observed data from the model data\n", | |
"3. Projecting the hidden states into prediction-space by multiplying by the observation matrix" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 142, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Extracting the hidden states\n", | |
"kf_smooth_tests = np.exp(pd.Series([x[0] for x in kfems[0]]))\n", | |
"kf_smooth_pos_rate = np.exp(pd.Series([x[1] for x in kfems[0]]))\n", | |
"\n", | |
"# Extracting the observed data\n", | |
"unpacked_tests = pd.Series([x for x in model_data.total])\n", | |
"unpacked_pos = pd.Series([x for x in model_data.positive])\n", | |
"unpacked_pos_rate = unpacked_pos / unpacked_tests\n", | |
"\n", | |
"# Projecting the hidden states into prediction-space\n", | |
"predicted_series_packed = [np.dot(obs_matrix, x) for x in kfems[0]]\n", | |
"predicted_log_positives = pd.Series([x[0, 0] for x in predicted_series_packed])\n", | |
"predicted_log_tests = pd.Series([x[0, 1] for x in predicted_series_packed])\n", | |
"predicted_positives = np.exp(predicted_log_positives)\n", | |
"predicted_tests = np.exp(predicted_log_tests)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"These plots show how well our smoother fits the data: " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 143, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7fb457638b38>" | |
] | |
}, | |
"execution_count": 143, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 250, | |
"width": 390 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"predicted_positives.plot()\n", | |
"unpacked_pos.plot(style = \"--\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 144, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7fb457588978>" | |
] | |
}, | |
"execution_count": 144, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 250, | |
"width": 390 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"predicted_tests.plot()\n", | |
"unpacked_tests.plot(style = \"--\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"These plots show the effect of removing the day-of-week component from the observed data:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 145, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7fb45754f710>" | |
] | |
}, | |
"execution_count": 145, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 250, | |
"width": 390 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"kf_smooth_tests.plot()\n", | |
"unpacked_tests.plot(style = \"--\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 146, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7fb4574c8668>" | |
] | |
}, | |
"execution_count": 146, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 251, | |
"width": 390 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"kf_smooth_pos = kf_smooth_pos_rate * kf_smooth_tests\n", | |
"kf_smooth_pos.plot()\n", | |
"unpacked_pos.plot(style = \"--\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 147, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7fb4574ac6a0>" | |
] | |
}, | |
"execution_count": 147, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 250, | |
"width": 373 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"kf_smooth_pos_rate.plot()\n", | |
"unpacked_pos_rate.plot(style = \"--\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Finally, we can use the Kalman Filter to place a likelihood on each new observation. \n", | |
"\n", | |
"We can use this for outlier detection. The below function `density_of_observation` computes the likelihood of a new observation: " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 148, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import scipy.stats as sps" | |
] | |
}, | |
{ | |
"cell_type": "raw", | |
"metadata": {}, | |
"source": [ | |
"Since obs = Z * state + h, h~H\n", | |
"=> \n", | |
"var(obs) = Z*var(state)*Z' + H\n", | |
"and var(state) (P) is the state covariance which we extract from the smoothed fit plus the transition covariance\n", | |
"H is the observation covariance\n", | |
"\n", | |
"so we need to compute the mean and variance of the (logged) observation\n", | |
"\n", | |
"the mean is Z*mean(state)\n", | |
"\n", | |
"the variance is ZPZ' + H" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 136, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def density_of_observation(raw_new_tests, raw_new_positives, model_data, fitted_kalman_filter):\n", | |
" \n", | |
" log_positives = np.log(1 + raw_new_positives)\n", | |
" log_tests = np.log(1 + raw_new_tests)\n", | |
" \n", | |
" smoothed_kalman_filter = fitted_kalman_filter.smooth(np.log(1+model_data))\n", | |
" \n", | |
" mu = smoothed_kalman_filter[0][smoothed_kalman_filter[0].shape[0]-1]\n", | |
" sigma = smoothed_kalman_filter[1][smoothed_kalman_filter[1].shape[0]-1]\n", | |
" \n", | |
" # ZPZ' + H\n", | |
" obs_cov = np.dot(np.dot(obs_matrix, sigma), obs_matrix.transpose()) + \\\n", | |
" + fitted_kalman_filter.observation_covariance\n", | |
"\n", | |
" obs_mu = np.dot(obs_matrix, mu)\n", | |
" obs_mu = np.array([obs_mu[0,0], obs_mu[0,1]])\n", | |
" \n", | |
" dist = sps.multivariate_normal(mean = obs_mu, cov = obs_cov)\n", | |
" \n", | |
" dens = dist.pdf([log_positives, log_tests])\n", | |
" \n", | |
" return(dens)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 137, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0.22742441635509553" | |
] | |
}, | |
"execution_count": 137, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# what if tomorrow is exactly the same as today? \n", | |
"\n", | |
"density_of_observation(model_data.total.tail(1)[0], model_data.positive.tail(1)[0], model_data, kfem)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 138, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0.0018068236774542428" | |
] | |
}, | |
"execution_count": 138, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# what if they only report the positives? \n", | |
"\n", | |
"density_of_observation(model_data.positive.tail(1)[0], model_data.positive.tail(1)[0], model_data, kfem)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"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": "3.7.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment