{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# Single Spectrum Analysis (SSA)\n", "\n", "Illustration de la m\u00e9thode [SSA](https://en.wikipedia.org/wiki/Singular_spectrum_analysis) pour les s\u00e9ries temporelles appliqu\u00e9e \u00e0 la d\u00e9tection de points aberrants. La m\u00e9thode est d\u00e9crite dans [Singular Spectrum Analysis: Methodology and Comparison](http://perso.ens-lyon.fr/patrick.flandrin/hassani.pdf). Voir aussi [Automated outlier detection in Singular Spectrum Analysis](https://www.statistics.gov.hk/wsc/CPS204-P35-S.pdf)."]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [{"data": {"text/html": ["
\n", ""], "text/plain": [""]}, "execution_count": 2, "metadata": {}, "output_type": "execute_result"}], "source": ["from jyquickhelper import add_notebook_menu\n", "add_notebook_menu()"]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": ["%matplotlib inline"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Une s\u00e9rie articielle\n", "\n", "On introduit quelques points aberrants, pour le reste, elle suit le mod\u00e8le $y_t = \\frac{9}{10} y_{t-2} + \\epsilon_t + a_t$ o\u00f9 $a_t$ est le bruit aberrant qui survient quelques fois."]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [{"data": {"text/plain": ["(array([-0.42127366, -0.80614375, 1.87947411, 0.13890672, 0.55054172]),\n", " array([0, 1, 2, 3, 4]))"]}, "execution_count": 4, "metadata": {}, "output_type": "execute_result"}], "source": ["import numpy.random as rnd\n", "import numpy\n", "N = 2000\n", "bruit1 = rnd.normal(size=(N,))\n", "temps = numpy.arange(N)\n", "bruit1[:5], temps[:5]"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On cr\u00e9e un bruit aberrant."]}, {"cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": ["import random\n", "bruit2 = numpy.zeros((N,))\n", "for i in range(0, 10):\n", " h = random.randint(0, N-1)\n", " bruit2[h] = rnd.normal() + 10"]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [{"data": {"text/plain": ["array([ 0.35328897, 0.43350731, -0.25385586, 1.62514162, 0.09987641])"]}, "execution_count": 6, "metadata": {}, "output_type": "execute_result"}], "source": ["serie = []\n", "y = 10\n", "for i in range(N//2+100):\n", " serie.append(y + bruit1[i] + 0.0004 * temps[i] + bruit2[i])\n", " if i > 30:\n", " y = 0.9 * serie[-2]\n", "Y = numpy.array(serie[-1000:])\n", "Y[:5]"]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["import matplotlib.pyplot as plt\n", "fig, ax = plt.subplots(1, 2, figsize=(12, 4))\n", "ax[0].plot(numpy.arange(len(Y)), Y)\n", "ax[1].plot(numpy.arange(800, 900), Y[800:900])\n", "ax[0].set_title(\"S\u00e9rie temporelle simul\u00e9e\")\n", "ax[1].set_title(\"M\u00eame s\u00e9rie temporelle simul\u00e9e\");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Autocorr\u00e9lations\n", "\n", "L'autocorr\u00e9logramme est d\u00e9finie par la s\u00e9rie $cor(Y_t, Y_{t-d})_d$. On le calcule sur la s\u00e9rie nettoy\u00e9e de sa tendance."]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " Y \n", " \n", " \n", " \n", " \n", " 0 \n", " 0.353289 \n", " \n", " \n", " 1 \n", " 0.433507 \n", " \n", " \n", " 2 \n", " -0.253856 \n", " \n", " \n", " 3 \n", " 1.625142 \n", " \n", " \n", " 4 \n", " 0.099876 \n", " \n", " \n", "
\n", "
"], "text/plain": [" Y\n", "0 0.353289\n", "1 0.433507\n", "2 -0.253856\n", "3 1.625142\n", "4 0.099876"]}, "execution_count": 8, "metadata": {}, "output_type": "execute_result"}], "source": ["from pandas import DataFrame\n", "df = DataFrame(dict(Y=Y))\n", "df.head()"]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " Y \n", " notrend \n", " \n", " \n", " \n", " \n", " 0 \n", " 0.353289 \n", " 0.216265 \n", " \n", " \n", " 1 \n", " 0.433507 \n", " 0.292403 \n", " \n", " \n", " 2 \n", " -0.253856 \n", " -0.399040 \n", " \n", " \n", " 3 \n", " 1.625142 \n", " 1.475877 \n", " \n", " \n", " 4 \n", " 0.099876 \n", " -0.053468 \n", " \n", " \n", "
\n", "
"], "text/plain": [" Y notrend\n", "0 0.353289 0.216265\n", "1 0.433507 0.292403\n", "2 -0.253856 -0.399040\n", "3 1.625142 1.475877\n", "4 0.099876 -0.053468"]}, "execution_count": 9, "metadata": {}, "output_type": "execute_result"}], "source": ["from statsmodels.tsa.tsatools import detrend\n", "df[\"notrend\"] = detrend(df.Y)\n", "df.head()"]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["ax = df.plot()\n", "ax.set_title(\"Sans tendance\");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["L'autocorr\u00e9logramme \u00e0 proprement parler."]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["from statsmodels.tsa.stattools import acf\n", "cor = acf(df.notrend)\n", "fig, ax = plt.subplots(1, 1)\n", "ax.plot(cor)\n", "ax.set_title(\"Autocorr\u00e9logramme\");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Etant donn\u00e9e que la s\u00e9rie $Y_t$ d\u00e9pend de $Y_{t-2}$, on observe un pic pour $cor(Y_t, Y_{t-2})_d$ et pour tous les $d$ pairs. $cor(Y_t, Y_{t-4}) \\sim cor(Y_t, Y_{t-2})^2$. On enl\u00e8ve ces effets r\u00e9cursifs en calculant l'autocorr\u00e9logramme partiel qui correspond \u00e0 l'estimation des coefficients d'un [mod\u00e8le autor\u00e9gressif](https://fr.wikipedia.org/wiki/Processus_autor%C3%A9gressif) infini."]}, {"cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["from statsmodels.tsa.stattools import pacf\n", "pcor = pacf(df.notrend)\n", "fig, ax = plt.subplots(1, 1)\n", "ax.plot(pcor[1:])\n", "ax.set_title(\"Autocorr\u00e9logramme partiel\");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## SSA\n", "\n", "Ou Singular Spectrum Analysis. La m\u00e9thode part de la matrice des s\u00e9ries d\u00e9cal\u00e9es qu'on d\u00e9compose avec la m\u00e9thode SVD ou [Singular Value Decomposition](https://fr.wikipedia.org/wiki/D%C3%A9composition_en_valeurs_singuli%C3%A8res)."]}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [{"data": {"text/plain": ["array([[ 0.35328897, 0.43350731, -0.25385586],\n", " [ 0.43350731, -0.25385586, 1.62514162],\n", " [-0.25385586, 1.62514162, 0.09987641],\n", " ...,\n", " [ 5.59900199, 4.51154279, 6.48711916],\n", " [ 4.51154279, 6.48711916, 4.94491822],\n", " [ 6.48711916, 4.94491822, 6.90403987]])"]}, "execution_count": 13, "metadata": {}, "output_type": "execute_result"}], "source": ["def lagged_ts(serie, lag):\n", " dim = serie.shape[0]\n", " res = numpy.zeros((dim - lag + 1, lag))\n", " for i in range(lag):\n", " res[:, i] = serie[i:dim-lag+i+1]\n", " return res\n", "\n", "lagged_ts(Y, 3)"]}, {"cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [{"data": {"text/plain": ["(941, 60)"]}, "execution_count": 14, "metadata": {}, "output_type": "execute_result"}], "source": ["lag = lagged_ts(Y, 60)\n", "lag.shape"]}, {"cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": ["from numpy.linalg import svd\n", "# u @ numpy.diag(s) @ vh\n", "u, s, vh = svd(lag)"]}, {"cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [{"data": {"text/plain": ["((941, 941), (60,), (60, 60))"]}, "execution_count": 16, "metadata": {}, "output_type": "execute_result"}], "source": ["u.shape, s.shape, vh.shape"]}, {"cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": ["d = numpy.zeros((941, 60))\n", "d[:60,:60] = numpy.diag(s)"]}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [{"data": {"text/plain": ["(941, 60)"]}, "execution_count": 18, "metadata": {}, "output_type": "execute_result"}], "source": ["(u @ d @ vh).shape"]}, {"cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, ax = plt.subplots(1,2, figsize=(12,4))\n", "DataFrame(dict(valeur=s)).plot(kind=\"bar\", ax=ax[0])\n", "DataFrame(dict(valeur=s[1:15])).plot(kind=\"bar\", ax=ax[1])\n", "ax[0].set_title(\"Valeurs propres\")\n", "ax[1].set_title(\"Valeurs propres sans la premi\u00e8re\");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Je me repr\u00e9sente la m\u00e9thode SVD comme une fa\u00e7on de projeter des vecteurs sur l'espace vectoriel constitu\u00e9 des premiers vecteurs propres, \u00e0 chaque dimension suppl\u00e9mentaire, c'est comme une pi\u00e8ce du puzzle qui s'assemble jusqu'\u00e0 recomposer l'ensemble. Ce qu'on peut voir aussi comme ceci :"]}, {"cell_type": "code", "execution_count": 19, "metadata": {"scrolled": false}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["np = 12\n", "fig, ax = plt.subplots(np, 3, figsize=(14, np*2))\n", "for n in range(np):\n", " i = n if n < 5 else n * 5 - 15\n", " d = numpy.zeros((941, 60))\n", " d[i, i] = s[i]\n", " X2 = u @ d @ vh\n", " pos = 0 #X2.shape[1] - 1\n", " \n", " # s\u00e9rie reconstruites avec un axe\n", " ax[n, 0].plot(X2[:,pos])\n", " ax[n, 1].set_title(\"i=%d\" % i) \n", " # s\u00e9rie reconstruites avec un axe\n", " ax[n, 1].plot(X2[800:850,pos])\n", " ax[n, 1].set_title(\"i=%d\" % i)\n", " \n", " d = numpy.zeros((941, 60))\n", " d[:i+1, :i+1] = numpy.diag(s[:i+1])\n", " X2 = u @ d @ vh\n", " ax[n, 2].plot(X2[800:850,pos]) \n", " ax[n, 2].plot(Y[800:850])\n", " ax[n, 2].set_title(\"-->i=%d + 1\" % i)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## La pr\u00e9diction\n", "\n", "On veut pr\u00e9dire $Y_{t+1}$. L'id\u00e9e consiste \u00e0 appliquer la m\u00e9thode en consid\u00e9rent $Y_{t+1}$ \u00e9gale \u00e0 $Y_t$ puis \u00e0 remplacer cette pr\u00e9diction par la valeur de la s\u00e9rie reconstruite. On peut m\u00eame pr\u00e9dire \u00e0 un horizon plus grand que la valeur suivante."]}, {"cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [{"data": {"image/png": 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CYII=\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, ax = plt.subplots(1, 1, figsize=(5,5))\n", "for i in range(0, 8):\n", " ax.plot([0, 5], [i, i], 'k-')\n", " if i < 6:\n", " ax.plot([i, i], [0, 7], 'k-')\n", " if i < 4:\n", " ax.text(i + 0.1, 1.5, \"Y(t-%d)\" % (4-i))\n", " ax.text(i + 0.1, 0.5, \"Y(t-%d)\" % (3-i))\n", "ax.text(4.1, 1.5, \"Y(t)\")\n", "ax.text(4.05, 0.5, \"Y(t+1)=?\")\n", "plt.axis('off');"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Les points aberrants\n", "\n", "On rep\u00e8re les points aberrants avec l'une m\u00e9thode de son choix sur la s\u00e9rie reconstruite."]}, {"cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": ["d = numpy.zeros((941, 60))\n", "for i in range(0, 30):\n", " d[i, i] = s[i]\n", "X2 = u @ d @ vh"]}, {"cell_type": "code", "execution_count": 22, "metadata": {"scrolled": false}, "outputs": [{"data": {"text/plain": ["EllipticEnvelope(assume_centered=False, contamination=0.1, random_state=None,\n", " store_precision=True, support_fraction=0.9)"]}, "execution_count": 23, "metadata": {}, "output_type": "execute_result"}], "source": ["from sklearn.covariance import EllipticEnvelope\n", "env = EllipticEnvelope(support_fraction=0.9)\n", "env.fit(X2[:,:30])"]}, {"cell_type": "markdown", "metadata": {}, "source": ["L'id\u00e9al serait d'utiliser une m\u00e9thode bas\u00e9e sur une ACP. Le plus proche reste le mod\u00e8le gaussien avec [EllipticEnvelope](http://scikit-learn.org/dev/modules/generated/sklearn.covariance.EllipticEnvelope.html#sklearn.covariance.EllipticEnvelope)."]}, {"cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["out = env.predict(X2[:,:30])\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(12,2))\n", "ax.plot((1 - out)/2, \"-\")\n", "ax.set_title(\"Points aberrants d'une s\u00e9rie temporelles.\");"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On observe des plages contigu\u00ebs. Cela signifie que d'une valeur aberrante contamine des vecteurs d\u00e9cal\u00e9es cons\u00e9cutifs de la s\u00e9rie $Y$. Il ne reste plus qu'\u00e0 rep\u00e9rer la valeur incrimin\u00e9e."]}, {"cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, ax = plt.subplots(1, 1, figsize=(14,2))\n", "ax.plot(X2[:,0], label=\"serie\")\n", "ax.plot((1 - out)*5, \"-\", label=\"outlier\")\n", "ax.set_title(\"Points aberrants sur la s\u00e9rie reconstruite\")\n", "ax.legend();"]}, {"cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, ax = plt.subplots(1, 1, figsize=(14,2))\n", "ax.plot(Y, label=\"serie\")\n", "ax.plot((1 - out)*5, \"-\", label=\"outlier\")\n", "ax.set_title(\"Points aberrants sur la s\u00e9rie brute\")\n", "ax.legend();"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Ce qui a l'air de correspondre \u00e0 la fin des grandes plages. On recommence avec la probabilit\u00e9 d'\u00eatre un outlier."]}, {"cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, ax = plt.subplots(1, 1, figsize=(14,2))\n", "outp = env.decision_function(X2[:,:30])\n", "ax.plot(Y, label=\"serie\")\n", "ax.plot(outp, \"-\", label=\"Proba not outlier\")\n", "ax.set_title(\"Points aberrants sur la s\u00e9rie brute\")\n", "ax.legend();"]}, {"cell_type": "code", "execution_count": 27, "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": "3.7.0"}}, "nbformat": 4, "nbformat_minor": 2}