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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"cs224 \n",
"last updated: 2020-07-16 \n",
"\n",
"CPython 3.6.10\n",
"IPython 7.16.1\n",
"\n",
"numpy 1.18.5\n",
"scipy 1.4.1\n",
"xarray 0.15.1\n",
"pandas 1.0.5\n",
"matplotlib 3.2.2\n",
"seaborn 0.10.1\n",
"yfinance 0.1.54\n",
"simdkalman 1.0.1\n",
"pykalman 0.9.5\n"
]
}
],
"source": [
"%load_ext watermark\n",
"%watermark -a 'cs224' -u -d -v -p numpy,scipy,xarray,pandas,matplotlib,seaborn,yfinance,simdkalman,pykalman"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>.container { width:70% !important; }</style>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import numpy as np, scipy, scipy.stats as stats, scipy.special, scipy.misc, pandas as pd, matplotlib.pyplot as plt, seaborn as sns, xarray as xr\n",
"import matplotlib as mpl\n",
"\n",
"pd.set_option('display.max_columns', 500)\n",
"pd.set_option('display.width', 1000)\n",
"# pd.set_option('display.float_format', lambda x: '%.2f' % x)\n",
"#np.set_printoptions(edgeitems=50)\n",
"np.set_printoptions(suppress=True)\n",
"np.set_printoptions(edgeitems=30, linewidth=100000) #, formatter=dict(float=lambda x: \"%.3g\" % x)\n",
"np.core.arrayprint._line_width = 500\n",
"\n",
"sns.set()\n",
"\n",
"from IPython.display import display, HTML\n",
"\n",
"display(HTML(\"<style>.container { width:70% !important; }</style>\"))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import yfinance as yf"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import simdkalman\n",
"import pykalman"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Replicate Quantopian example: linear regression (regression with time-varying coefficients)\n",
"\n",
"* [lectures: kalman-filters](https://www.quantopian.com/lectures/kalman-filters)\n",
" * see also [Time Series Analysis by State Space Methods: Second Edition](https://www.amazon.com/Time-Analysis-State-Space-Methods/dp/019964117X/) section 3.6.1 Regression with time-varying coefficients"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$$\n",
"\\begin{align}\n",
"s_{t+1}=\\begin{pmatrix}\\beta_{t+1}\\\\\\alpha_{t+1}\\end{pmatrix}&=&\\begin{pmatrix}\\beta_t\\\\\\alpha_t\\end{pmatrix}+\\eta_t&,\\qquad& \\eta_t \\sim N(0, I_2\\sigma_\\eta^2)\\\\\n",
"y_t &=& Z_t\\cdot s_t + \\varepsilon_t = \\begin{pmatrix}x_t&1\\end{pmatrix}\\cdot\\begin{pmatrix}\\beta_t\\\\\\alpha_t\\end{pmatrix} + \\varepsilon_t =\\beta_tx_t+\\alpha_t \\\n",
"&,\\qquad&\\varepsilon_t \\sim N(0, \\sigma_\\varepsilon^2)\n",
"\\end{align}\n",
"$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Moving Alpha / Beta"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[*********************100%***********************] 2 of 2 completed\n"
]
}
],
"source": [
"ysymbols = ['SPY', 'AMZN']\n",
"period_start_date = '2012-01-01'\n",
"period_end_date = '2015-01-01'\n",
"data = yf.download(ysymbols, start=period_start_date, end=period_end_date)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"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 tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th colspan=\"2\" halign=\"left\">Adj Close</th>\n",
" <th colspan=\"2\" halign=\"left\">Close</th>\n",
" <th colspan=\"2\" halign=\"left\">High</th>\n",
" <th colspan=\"2\" halign=\"left\">Low</th>\n",
" <th colspan=\"2\" halign=\"left\">Open</th>\n",
" <th colspan=\"2\" halign=\"left\">Volume</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>AMZN</th>\n",
" <th>SPY</th>\n",
" <th>AMZN</th>\n",
" <th>SPY</th>\n",
" <th>AMZN</th>\n",
" <th>SPY</th>\n",
" <th>AMZN</th>\n",
" <th>SPY</th>\n",
" <th>AMZN</th>\n",
" <th>SPY</th>\n",
" <th>AMZN</th>\n",
" <th>SPY</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2012-01-03</th>\n",
" <td>179.029999</td>\n",
" <td>107.563774</td>\n",
" <td>179.029999</td>\n",
" <td>127.500000</td>\n",
" <td>179.479996</td>\n",
" <td>128.380005</td>\n",
" <td>175.550003</td>\n",
" <td>127.430000</td>\n",
" <td>175.889999</td>\n",
" <td>127.760002</td>\n",
" <td>5110800</td>\n",
" <td>193697900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-04</th>\n",
" <td>177.509995</td>\n",
" <td>107.732529</td>\n",
" <td>177.509995</td>\n",
" <td>127.699997</td>\n",
" <td>180.500000</td>\n",
" <td>127.809998</td>\n",
" <td>176.070007</td>\n",
" <td>126.709999</td>\n",
" <td>179.210007</td>\n",
" <td>127.199997</td>\n",
" <td>4205200</td>\n",
" <td>127186500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>177.610001</td>\n",
" <td>108.019356</td>\n",
" <td>177.610001</td>\n",
" <td>128.039993</td>\n",
" <td>178.250000</td>\n",
" <td>128.229996</td>\n",
" <td>174.050003</td>\n",
" <td>126.430000</td>\n",
" <td>175.940002</td>\n",
" <td>127.010002</td>\n",
" <td>3809100</td>\n",
" <td>173895000</td>\n",
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" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>182.610001</td>\n",
" <td>107.740929</td>\n",
" <td>182.610001</td>\n",
" <td>127.709999</td>\n",
" <td>184.649994</td>\n",
" <td>128.220001</td>\n",
" <td>177.500000</td>\n",
" <td>127.290001</td>\n",
" <td>178.070007</td>\n",
" <td>128.199997</td>\n",
" <td>7008400</td>\n",
" <td>148050000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>178.559998</td>\n",
" <td>108.002480</td>\n",
" <td>178.559998</td>\n",
" <td>128.020004</td>\n",
" <td>184.369995</td>\n",
" <td>128.179993</td>\n",
" <td>177.000000</td>\n",
" <td>127.410004</td>\n",
" <td>182.759995</td>\n",
" <td>128.000000</td>\n",
" <td>5056900</td>\n",
" <td>99530200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-12-24</th>\n",
" <td>303.029999</td>\n",
" <td>186.359055</td>\n",
" <td>303.029999</td>\n",
" <td>207.770004</td>\n",
" <td>307.000000</td>\n",
" <td>208.339996</td>\n",
" <td>302.880005</td>\n",
" <td>207.720001</td>\n",
" <td>306.380005</td>\n",
" <td>208.020004</td>\n",
" <td>1513800</td>\n",
" <td>42963400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-12-26</th>\n",
" <td>309.089996</td>\n",
" <td>186.960068</td>\n",
" <td>309.089996</td>\n",
" <td>208.440002</td>\n",
" <td>310.779999</td>\n",
" <td>208.850006</td>\n",
" <td>303.809998</td>\n",
" <td>208.250000</td>\n",
" <td>305.000000</td>\n",
" <td>208.309998</td>\n",
" <td>2893800</td>\n",
" <td>57326700</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-12-29</th>\n",
" <td>312.040009</td>\n",
" <td>187.211182</td>\n",
" <td>312.040009</td>\n",
" <td>208.720001</td>\n",
" <td>314.269989</td>\n",
" <td>208.970001</td>\n",
" <td>306.579987</td>\n",
" <td>208.139999</td>\n",
" <td>307.850006</td>\n",
" <td>208.220001</td>\n",
" <td>3009000</td>\n",
" <td>79643900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-12-30</th>\n",
" <td>310.299988</td>\n",
" <td>186.206635</td>\n",
" <td>310.299988</td>\n",
" <td>207.600006</td>\n",
" <td>313.940002</td>\n",
" <td>208.369995</td>\n",
" <td>309.339996</td>\n",
" <td>207.509995</td>\n",
" <td>309.910004</td>\n",
" <td>208.210007</td>\n",
" <td>2093000</td>\n",
" <td>73540800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-12-31</th>\n",
" <td>310.350006</td>\n",
" <td>184.358871</td>\n",
" <td>310.350006</td>\n",
" <td>205.539993</td>\n",
" <td>312.980011</td>\n",
" <td>208.190002</td>\n",
" <td>310.010010</td>\n",
" <td>205.389999</td>\n",
" <td>311.549988</td>\n",
" <td>207.990005</td>\n",
" <td>2048000</td>\n",
" <td>130333800</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>754 rows × 12 columns</p>\n",
"</div>"
],
"text/plain": [
" Adj Close Close High Low Open Volume \n",
" AMZN SPY AMZN SPY AMZN SPY AMZN SPY AMZN SPY AMZN SPY\n",
"Date \n",
"2012-01-03 179.029999 107.563774 179.029999 127.500000 179.479996 128.380005 175.550003 127.430000 175.889999 127.760002 5110800 193697900\n",
"2012-01-04 177.509995 107.732529 177.509995 127.699997 180.500000 127.809998 176.070007 126.709999 179.210007 127.199997 4205200 127186500\n",
"2012-01-05 177.610001 108.019356 177.610001 128.039993 178.250000 128.229996 174.050003 126.430000 175.940002 127.010002 3809100 173895000\n",
"2012-01-06 182.610001 107.740929 182.610001 127.709999 184.649994 128.220001 177.500000 127.290001 178.070007 128.199997 7008400 148050000\n",
"2012-01-09 178.559998 108.002480 178.559998 128.020004 184.369995 128.179993 177.000000 127.410004 182.759995 128.000000 5056900 99530200\n",
"... ... ... ... ... ... ... ... ... ... ... ... ...\n",
"2014-12-24 303.029999 186.359055 303.029999 207.770004 307.000000 208.339996 302.880005 207.720001 306.380005 208.020004 1513800 42963400\n",
"2014-12-26 309.089996 186.960068 309.089996 208.440002 310.779999 208.850006 303.809998 208.250000 305.000000 208.309998 2893800 57326700\n",
"2014-12-29 312.040009 187.211182 312.040009 208.720001 314.269989 208.970001 306.579987 208.139999 307.850006 208.220001 3009000 79643900\n",
"2014-12-30 310.299988 186.206635 310.299988 207.600006 313.940002 208.369995 309.339996 207.509995 309.910004 208.210007 2093000 73540800\n",
"2014-12-31 310.350006 184.358871 310.350006 205.539993 312.980011 208.190002 310.010010 205.389999 311.549988 207.990005 2048000 130333800\n",
"\n",
"[754 rows x 12 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"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>AMZN</th>\n",
" <th>SPY</th>\n",
" <th>weekday</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2012-01-03</th>\n",
" <td>179.029999</td>\n",
" <td>107.563774</td>\n",
" <td>Tuesday</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-04</th>\n",
" <td>177.509995</td>\n",
" <td>107.732529</td>\n",
" <td>Wednesday</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>177.610001</td>\n",
" <td>108.019356</td>\n",
" <td>Thursday</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>182.610001</td>\n",
" <td>107.740929</td>\n",
" <td>Friday</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>178.559998</td>\n",
" <td>108.002480</td>\n",
" <td>Monday</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" AMZN SPY weekday\n",
"Date \n",
"2012-01-03 179.029999 107.563774 Tuesday\n",
"2012-01-04 177.509995 107.732529 Wednesday\n",
"2012-01-05 177.610001 108.019356 Thursday\n",
"2012-01-06 182.610001 107.740929 Friday\n",
"2012-01-09 178.559998 108.002480 Monday"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prices_df = data[['Adj Close']].copy()\n",
"prices_df.columns = prices_df.columns.get_level_values(1)\n",
"prices_df.index = pd.DatetimeIndex(prices_df.index)# .to_period('B')\n",
"prices_df['weekday'] = prices_df.index.day_name() # .to_timestamp()\n",
"prices_df = prices_df.resample('B').asfreq()\n",
"# prices_df['Adj Close'] = prices_df['Adj Close'].ffill()\n",
"prices_df.iloc[:5,:]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1280x640 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot data and use colormap to indicate the date each point corresponds to\n",
"fig = plt.figure(figsize=(16,8), dpi=80, facecolor='w', edgecolor='k')\n",
"cm = plt.get_cmap('jet')\n",
"colors = np.linspace(0.1, 1, len(prices_df))\n",
"sc = plt.scatter(prices_df['SPY'], prices_df['AMZN'], s=30, c=colors, cmap=cm, edgecolor='k', alpha=0.7)\n",
"cb = plt.colorbar(sc)\n",
"cb.ax.set_yticklabels([str(p.date()) for p in prices_df[::len(prices_df)//9].index])\n",
"plt.xlabel('SPY')\n",
"plt.ylabel('AMZN');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### pykalman"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$$\n",
"\\begin{align}\n",
"s_{t+1}=\\begin{pmatrix}\\beta_{t+1}\\\\\\alpha_{t+1}\\end{pmatrix}&=&\\begin{pmatrix}\\beta_t\\\\\\alpha_t\\end{pmatrix}+\\eta_t&,\\qquad& \\eta_t \\sim N(0, I_2\\sigma_\\eta^2)\\\\\n",
"y_t &=& Z_t\\cdot s_t + \\varepsilon_t = \\begin{pmatrix}x_t&1\\end{pmatrix}\\cdot\\begin{pmatrix}\\beta_t\\\\\\alpha_t\\end{pmatrix} + \\varepsilon_t =\\beta_tx_t+\\alpha_t \\\n",
"&,\\qquad&\\varepsilon_t \\sim N(0, \\sigma_\\varepsilon^2)\n",
"\\end{align}\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"ldf = prices_df.dropna()\n",
"x = ldf['SPY']\n",
"x.name = 'beta'\n",
"y = ldf['AMZN']"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[107.56377411, 1. ],\n",
" [107.73252869, 1. ],\n",
" [108.01935577, 1. ],\n",
" [107.74092865, 1. ],\n",
" [108.00247955, 1. ]])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Z_ = np.vstack([[x], [np.ones(len(x))]]).T\n",
"Z_[:5,:]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(754, 2)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Z_.shape"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(754, 1, 2)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Z = np.expand_dims(Z_, axis=1)\n",
"Z.shape"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"delta = 1e-3\n",
"trans_cov = delta / (1 - delta) * np.eye(2) # How much random walk wiggles\n",
"obs_mat = Z\n",
"\n",
"kf = pykalman.KalmanFilter(n_dim_obs=1, n_dim_state=2, # y is 1-dimensional, (alpha, beta) is 2-dimensional\n",
" initial_state_mean=[0,0],\n",
" initial_state_covariance=np.ones((2, 2)),\n",
" transition_matrices=np.eye(2),\n",
" observation_matrices=obs_mat,\n",
" observation_covariance=2,\n",
" transition_covariance=trans_cov)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# Use the observations y to get running estimates and errors for the state parameters\n",
"state_means, state_covs = kf.filter(y.values)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(754, 2)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"state_means.shape"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1.64879699, 1.64879699],\n",
" [1.63450808, 1.64659645],\n",
" [1.62971398, 1.64646172],\n",
" [1.67311169, 1.64697238],\n",
" [1.64259522, 1.64668174],\n",
" [1.63259418, 1.64659236],\n",
" [1.62702546, 1.64654156],\n",
" [1.59919775, 1.64629025],\n",
" [1.62284708, 1.64651433],\n",
" [1.6463096 , 1.64672437]])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"state_means[:10,:]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1.65237923, 1.58206643],\n",
" [1.60798622, 1.58618845],\n",
" [1.61030826, 1.58615132],\n",
" [1.63727168, 1.58579498],\n",
" [1.63530287, 1.58579641],\n",
" [1.61846427, 1.58571752],\n",
" [1.6434081 , 1.58554454],\n",
" [1.65754703, 1.58553898],\n",
" [1.65789423, 1.58554787],\n",
" [1.67390469, 1.58626598]])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"state_means[-10:,:]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2304x1152 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# fig = plt.figure(figsize=(32,16), dpi=80, facecolor='w', edgecolor='k')\n",
"_, axarr = plt.subplots(2, sharex=True, figsize=(32,16))\n",
"axarr[0].plot(x.index, state_means[:,0], label='slope')\n",
"axarr[0].legend()\n",
"axarr[1].plot(x.index, state_means[:,1], label='intercept')\n",
"axarr[1].legend()\n",
"plt.tight_layout();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### simdkalman"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The below does not work. See further down at \"simdkalman via primitives module\" how it will work."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"kf = simdkalman.KalmanFilter(\n",
" state_transition=np.eye(2),\n",
" observation_model=obs_mat,\n",
" process_noise=trans_cov,\n",
" observation_noise=2.0\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"filtering 1/1\n"
]
}
],
"source": [
"r = kf.compute(y.values.reshape(-1,1), 0, initial_value=np.zeros((2,1)), initial_covariance=np.ones((2, 2)), smoothed=True, filtered=True, states=True, covariances=True, observations=True, likelihoods=False, gains=False, log_likelihood=False, verbose=True)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(754, 1)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r.filtered.observations.mean.shape"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(754, 1, 2)"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r.filtered.states.mean.shape"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[[1.64879699, 1.64879699]],\n",
"\n",
" [[1.63226197, 1.63226197]],\n",
"\n",
" [[1.62888614, 1.62888614]],\n",
"\n",
" [[1.67902851, 1.67902851]],\n",
"\n",
" [[1.63785215, 1.63785215]],\n",
"\n",
" [[1.63099964, 1.63099964]],\n",
"\n",
" [[1.62612491, 1.62612491]],\n",
"\n",
" [[1.59533742, 1.59533742]],\n",
"\n",
" [[1.62625053, 1.62625053]],\n",
"\n",
" [[1.64944172, 1.64944172]]])"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r.filtered.states.mean[:10,...]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[[1.65115269, 1.65115269]],\n",
"\n",
" [[1.60532653, 1.60532653]],\n",
"\n",
" [[1.61021308, 1.61021308]],\n",
"\n",
" [[1.63836924, 1.63836924]],\n",
"\n",
" [[1.63483861, 1.63483861]],\n",
"\n",
" [[1.61728365, 1.61728365]],\n",
"\n",
" [[1.64435193, 1.64435193]],\n",
"\n",
" [[1.65783132, 1.65783132]],\n",
"\n",
" [[1.65743208, 1.65743208]],\n",
"\n",
" [[1.67422222, 1.67422222]]])"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r.filtered.states.mean[-10:,...]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 2304x1152 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# fig = plt.figure(figsize=(32,16), dpi=80, facecolor='w', edgecolor='k')\n",
"_, axarr = plt.subplots(2, sharex=True, figsize=(32,16))\n",
"axarr[0].plot(x.index, r.filtered.states.mean[:,0,0], label='slope')\n",
"axarr[0].legend()\n",
"axarr[1].plot(x.index, r.filtered.states.mean[:,0,1], label='intercept')\n",
"axarr[1].legend()\n",
"plt.tight_layout();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### simdkalman via primitives module\n",
"\n",
"* [Regression with time-varying coefficients](https://github.com/oseiskar/simdkalman/issues/14)\n",
"* [simdkalman primitives module](https://simdkalman.readthedocs.io/en/latest/primitives.html)\n",
"* [examples/primitives_varying_noise.py](https://github.com/oseiskar/simdkalman/blob/master/examples/primitives_varying_noise.py)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"state_transition=np.eye(2)\n",
"observation_model=obs_mat\n",
"process_noise=trans_cov\n",
"observation_noise=2.0\n",
"initial_value=np.zeros((2,1))\n",
"initial_covariance=np.ones((2, 2))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(754, 1, 2)"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"observation_model.shape"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([179.02999878])"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y.values[np.newaxis, 0]"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([2.])"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array([observation_noise])"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[107.56377411, 1. ]])"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"observation_model[0]"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"m_list = []\n",
"P_list = []\n",
"\n",
"m = initial_value\n",
"P = initial_covariance\n",
"\n",
"for i in range(observation_model.shape[0]):\n",
" m, P = simdkalman.primitives.predict(m, P, state_transition, process_noise)\n",
" m, P = simdkalman.primitives.update(m, P, observation_model[i], np.array([observation_noise]), y.values[np.newaxis, i])\n",
" m_list.append(m[np.newaxis,...])\n",
" P_list.append(P[np.newaxis,...]) "
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1.67391482],\n",
" [1.58439757]])"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"m = np.vstack(m_list)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(754, 2, 1)"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m.shape"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2304x1152 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# fig = plt.figure(figsize=(32,16), dpi=80, facecolor='w', edgecolor='k')\n",
"_, axarr = plt.subplots(2, sharex=True, figsize=(32,16))\n",
"axarr[0].plot(x.index, m[:,0,0], label='slope')\n",
"axarr[0].legend()\n",
"axarr[1].plot(x.index, m[:,1,0], label='intercept')\n",
"axarr[1].legend()\n",
"plt.tight_layout();"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.allclose(state_means[:,0], m[:,0,0])"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.allclose(state_means[:,1], m[:,1,0])"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"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>pykalman</th>\n",
" <th>simdkalman</th>\n",
" <th>delta</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2012-01-03</th>\n",
" <td>1.648797</td>\n",
" <td>1.647194</td>\n",
" <td>0.001603</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-04</th>\n",
" <td>1.646596</td>\n",
" <td>1.644996</td>\n",
" <td>0.001601</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>1.646462</td>\n",
" <td>1.644861</td>\n",
" <td>0.001601</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>1.646972</td>\n",
" <td>1.645373</td>\n",
" <td>0.001599</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>1.646682</td>\n",
" <td>1.645084</td>\n",
" <td>0.001598</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-12-24</th>\n",
" <td>1.585718</td>\n",
" <td>1.583848</td>\n",
" <td>0.001869</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-12-26</th>\n",
" <td>1.585545</td>\n",
" <td>1.583675</td>\n",
" <td>0.001870</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-12-29</th>\n",
" <td>1.585539</td>\n",
" <td>1.583669</td>\n",
" <td>0.001870</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-12-30</th>\n",
" <td>1.585548</td>\n",
" <td>1.583678</td>\n",
" <td>0.001870</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-12-31</th>\n",
" <td>1.586266</td>\n",
" <td>1.584398</td>\n",
" <td>0.001868</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>754 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" pykalman simdkalman delta\n",
"Date \n",
"2012-01-03 1.648797 1.647194 0.001603\n",
"2012-01-04 1.646596 1.644996 0.001601\n",
"2012-01-05 1.646462 1.644861 0.001601\n",
"2012-01-06 1.646972 1.645373 0.001599\n",
"2012-01-09 1.646682 1.645084 0.001598\n",
"... ... ... ...\n",
"2014-12-24 1.585718 1.583848 0.001869\n",
"2014-12-26 1.585545 1.583675 0.001870\n",
"2014-12-29 1.585539 1.583669 0.001870\n",
"2014-12-30 1.585548 1.583678 0.001870\n",
"2014-12-31 1.586266 1.584398 0.001868\n",
"\n",
"[754 rows x 3 columns]"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ldf = pd.DataFrame(np.zeros((observation_model.shape[0],2)), index = x.index, columns=['pykalman', 'simdkalman'])\n",
"ldf['pykalman'].iloc[:] = state_means[:,1]\n",
"ldf['simdkalman'].iloc[:] = m[:,1,0]\n",
"ldf['delta'] = (ldf['pykalman'] - ldf['simdkalman']).abs()\n",
"ldf"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0018926824411740206"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ldf['delta'].max()"
]
},
{
"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": "3.6.10"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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