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Lab_18_intro_to_ML_time_series_part_II.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Lab_18_intro_to_ML_time_series_part_II.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyPC74AbCfylp8r1adu5qZAu",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/jamm1985/c8e06c644d4896a92fff39ffe36d8898/lab_18_intro_to_ml_time_series_part_ii.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"Видео лабораторной: https://youtu.be/KJcDFmBKcMg\n",
"\n",
"TG: https://t.me/data_science_news\n",
"\n",
"\n",
"\n",
"---\n",
"\n"
],
"metadata": {
"id": "dOH1wHpxJBSt"
}
},
{
"cell_type": "code",
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"from scipy.stats import norm\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from statsmodels.graphics.tsaplots import plot_acf"
],
"metadata": {
"id": "mDdq2hEkpMKL",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "91fd83d8-245e-41f6-c2aa-94c5823c8a63"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
" import pandas.util.testing as tm\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"Shumway R. H., Stoffer D. S. Time series analysis and its applications: with R examples. – 2007.\n",
"\n",
"https://link.springer.com/book/10.1007/978-3-319-52452-8"
],
"metadata": {
"id": "EfSJJdHTtX3K"
}
},
{
"cell_type": "markdown",
"source": [
"# Понятие временного ряда\n",
"\n",
"Временной ряд - это набор измерений во времени $x_1, x_2,...,x_n$. Статистическая модель предполагает, что $x_1, x_2,...,x_n$ это реализации случайных величин $X_1,...,X_n$ (необязательно независимых!)."
],
"metadata": {
"id": "B30uVg5qsPR4"
}
},
{
"cell_type": "markdown",
"source": [
"# Статистика временных рядов\n",
"\n",
"Временной ряд это реализация случайных величин $X_1,...,X_n$ во времени.\n",
"\n",
"Частное математическое ожидание для каждого отдельно измерения: $\\mu_X(t)=E(X_t)$\n",
"\n",
"Частная дисперсия: $\\mathrm{Var}(X_t)=E[(X_t - \\mu_X(t))^2]$\n",
"\n",
"Автоковариация: $\\gamma_X(s,t)=\\mathrm{Cov}(X_s,X_t)=E[(X_s - \\mu_X(X_s))(X_t - \\mu_X(X_t))]$\n",
"\n",
"Автокорреляция (ACF): $\\rho_X(s,t)=\\frac{\\gamma_X(s,t)}{\\sqrt{\\gamma_X(s,s)\\gamma_X(t,t)}}$ \n",
"\n",
"### Слабая стационарность\n",
"\n",
"Математическое ожидание и дисперсия являются равными вне зависимости от времени: $\\mu_X(t)=\\mu_X$, $\\mathrm{Var}(X_t)=\\sigma_x^2$.\n",
"\n",
"### Сильная стационарность\n",
"\n",
"Распределение $X_t,...,X_{t+n}$ идентично распределению $X_{t+h},...,X_{t+n+h}$ для любых $t,n,h$\n",
"\n",
"### Оценка параметров для стационарных рядов\n",
"\n",
"Выборочное среднее: $\\bar{X}_n=\\frac{1}{n}\\sum_{t=1}^n x_t$\n",
"\n",
"Выборочная автоковариация: \n",
"\n",
"$$\\hat{\\gamma}_X(h)=\\frac{1}{n}\\sum_{t=1}^{n-|h|}(x_t-\\bar{X}_n)(x_{t+|h|}-\\bar{X}_n)$$ для $-n<h<n$,\n",
"\n",
"то есть $\\gamma(s,t)=\\gamma_X(|s-t|)$\n",
"\n",
"Выборочная автокорреляция: \n",
"\n",
"$$\\hat{\\rho}_X(h)=\\frac{\\hat{\\gamma}_X(h)}{\\hat{\\gamma}_X(0)}$$ для $-n<h<n$\n",
"\n",
"Дисперсия __оценки__ $\\mathrm{Var}(\\bar{X}_n)=\\frac{1}{n}\\sum_{h=-n}^n(1-\\frac{|h|}{n})\\gamma(h)$ зависит от $\\gamma$ так как условие i.i.d не выполняется"
],
"metadata": {
"id": "UfCSUCArPUTS"
}
},
{
"cell_type": "markdown",
"source": [
"# Поиск стационарности\n",
"\n",
"Моделипование временного ряда по компонентам тренда. То есть, модель принимает вид: $X_t = T_t + S_t + Y_t$, где\n",
"\n",
"- $T_t$ - детерминестический тренд,\n",
"- $S_t$ - сезонные вариации,\n",
"- $Y_t$ - остаточная часть (стационарный процесс).\n",
"\n",
"\n",
"Дифференцирование: \n",
"\n",
"$Y_t= \\nabla X_t = X_t - X_{t-1}$\n",
"\n",
"$V_t = \\nabla^2 X_t = \\nabla X_t - \\nabla X_{t-1}$"
],
"metadata": {
"id": "PSzPnHehWxia"
}
},
{
"cell_type": "markdown",
"source": [
"Мотивация: https://paperswithcode.com/"
],
"metadata": {
"id": "1X2gMaOYf59R"
}
},
{
"cell_type": "markdown",
"source": [
"# Модель \"Белый Шум\" (White Noise)\n",
"\n",
"Белый Шум это серия некорреклируемых случайных величин $W_t$ с математическим ожиданием $E[W_t]=0$ и дисперсией $\\mathrm{Var}(W_t)=\\sigma^2$. Зачастую $W_t$ рассматривается как реализация случайных величин (нод, iid) из нормального распредедлелния $N(0,\\sigma^2)$.\n",
"\n",
"## Свойства \n",
"\n",
"- Математическое ожидание: $\\mu_w(t)=E[W_t]=0$\n",
"- Автоковариация: \n",
" - $\\gamma(t,t)=\\mathrm{Var}(W_t)=\\sigma^2$\n",
" - $\\gamma(s,t)=\\mathrm{Cov}(W_s, W_t)=0$\n",
"- $W_t$ это стационарный временной ряд\n"
],
"metadata": {
"id": "0SmzhzAtutLF"
}
},
{
"cell_type": "code",
"source": [
"# generate W_t series\n",
"\n",
"sigma = 2\n",
"mu = 0\n",
"w_t = norm.rvs(loc=mu, scale=sigma, size=1000)\n",
"w_t.shape, np.mean(w_t), np.std(w_t)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "4_EMx3lUziTf",
"outputId": "4a368a0b-0e06-457d-f19d-e0f381b0eb20"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"((1000,), 0.05529380933860809, 2.041990428083059)"
]
},
"metadata": {},
"execution_count": 2
}
]
},
{
"cell_type": "code",
"source": [
"# plot w_t\n",
"plt.rcParams['figure.figsize'] = [12, 5]\n",
"plt.plot(w_t)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 338
},
"id": "7TR076z70u7Q",
"outputId": "61b16e7c-ba4c-403e-8007-eb27081d9f55"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f8325aa9f90>]"
]
},
"metadata": {},
"execution_count": 3
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"# plot ACF for w_t\n",
"plot_acf(w_t, lags=60, fft=False, title=\"ACF for Wite Noise\")\n",
"plt.plot()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 354
},
"id": "szCSvz8Y1K-q",
"outputId": "8d16522e-9afa-49b7-b506-41dd48273a4a"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[]"
]
},
"metadata": {},
"execution_count": 4
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Скользящее среднее (Moving Average)\n",
"\n",
"Скользящее среднее порядка $q$ это модель вида \n",
"\n",
"$$\\mathrm{MA}(q)=X_t=W_t+\\theta_1 W_{t-1} + \\theta_2 W_{t-2} +...+ \\theta_q W_{t-q}=\\sum_{h=0}^q \\theta_h W_{t-h},$$ \n",
"\n",
"где $W_t$ - белый шум.\n",
"\n",
"Пример: $v_t = \\frac{1}{3}(w_{t-t} + w_t + w_{t+1})$\n",
"\n",
"## Свойства\n",
"\n",
"- Математическое ожидание: $E[X_t]=0$\n",
"- Автоковариация: \n",
" - $\\gamma_X(h)=\\mathrm{Cov}(\\sum_{j=0}^q \\theta_j W_{t-j}, \\sum_{k=0}^q \\theta_k W_{t+h-k})$\n",
" - $\\gamma_X(h)$ зависит только от лага\n",
"- $\\mathrm{MA}(q)$ - это cтационарный временной ряд\n",
"\n"
],
"metadata": {
"id": "c--Plj7H-Bb7"
}
},
{
"cell_type": "code",
"source": [
"# generate rolling mean MA(q) time series ma_3 = 1/3*(w_t-1 + w_t + w_t+1)\n",
"# https://numpy.org/doc/stable/reference/generated/numpy.convolve.html\n",
"\n",
"def moving_average(x, w):\n",
" return np.convolve(x, np.ones(w), 'valid') / w\n",
"\n",
"ma_3 = moving_average(w_t,3)\n",
"w_t.shape, ma_3.shape"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "hO5TC33_B296",
"outputId": "c08a818b-b3d3-445e-93d6-5ee4a0eea7db"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"((1000,), (998,))"
]
},
"metadata": {},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"source": [
"ma_10 = moving_average(w_t,10)\n",
"w_t.shape, ma_10.shape"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "C72qn38uS4xX",
"outputId": "a71a9309-9b7e-4ef1-ade5-ba648285f991"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"((1000,), (991,))"
]
},
"metadata": {},
"execution_count": 6
}
]
},
{
"cell_type": "code",
"source": [
"plt.rcParams['figure.figsize'] = [12, 10]\n",
"plt.subplot(311)\n",
"plt.title(\"White Noise\")\n",
"plt.plot(w_t)\n",
"plt.subplot(312)\n",
"plt.title(\"MA(3)\")\n",
"plt.plot(ma_3)\n",
"plt.subplot(313)\n",
"plt.title(\"MA(10)\")\n",
"plt.plot(ma_10)\n",
"\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
},
"id": "TyTlQYTSGJ07",
"outputId": "078a6fb8-8046-41b0-cbdd-c02ee5f33df7"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x720 with 3 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.rcParams['figure.figsize'] = [12, 5]\n",
"plt.title(\"WN and MA(10)\")\n",
"plt.plot(w_t)\n",
"plt.plot(ma_10,\"r\")\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 336
},
"id": "8VAkrPSPGUTH",
"outputId": "e51e75ae-43ce-4f0c-f69e-9889f98623bc"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"# plot ACF for w_t, ma_3, ma_10\n",
"plt.rcParams['figure.figsize'] = [12, 5]\n",
"plot_acf(w_t, lags=60, fft=False, title=\"ACF for Wite Noise\")\n",
"plot_acf(ma_3, lags=60, fft=False, title=\"ACF for MA(3)\")\n",
"plot_acf(ma_10, lags=60, fft=False, title=\"ACF for MA(10)\")\n",
"plt.plot()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 992
},
"id": "8WsCBibMGjRY",
"outputId": "41ac7bc1-383f-49ca-d253-dfb0bcb96714"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[]"
]
},
"metadata": {},
"execution_count": 9
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Модель \"Случайное блуждание\" (Random Walk)\n",
"\n",
"Модель случайного блуждания имеет вид $X_t = X_{t-1} + W_t = X_0 + W_1 +...+ W_t = X_0 + \\sum_{i=1}^t W_i$. Зачастую $X_0$ это фиксированное значение, например, $0$.\n",
"\n",
"Случайное блуждание с дрейфом (Random Walk with drift): $Y_t = \\delta + Y_{t-1} + W_t = t\\delta + Y_0 + \\sum_{i=1}^t W_i$\n",
"\n",
"## Свойства\n",
"\n",
"- Математическое ожидание: \n",
" - $\\mu_X(t)=E[X_t]=E[X_0 + \\sum_{i=1}^t W_i]=E[X_0]$, \n",
" - $\\mu_Y(t)=E[Y_t]=t\\delta + E[Y_0]$\n",
"- Дисперсия:\n",
" - $\\sigma_X^2(t)=\\mathrm{Var}(X_0 + \\sum_{i=1}^t W_i)=\\mathrm{Var}(X_0)+\\sum_{h=1}^t [ 2 \\mathrm{Cov}(X_0, W_h) + \\mathrm{Var}(W_h)] + 2 \\sum_{1 \\leq h < j \\leq t} \\mathrm{Cov}(W_h, W_t)= \\mathrm{Var}(X_0) + t\\sigma_w^2$\n",
" - $\\sigma_Y^2(t)=\\mathrm{Var}(Y_0) + t\\sigma_w^2$\n",
"- Ковариация:\n",
" - $\\gamma_X(s,t)=\\mathrm{Cov}(X_0 + \\sum_{h=1}^s W_h, X_0 + \\sum_{h=1}^t W_h)=\\mathrm{Var}(X_0) + \\sum_{h=1}^{\\min(s,t)} \\mathrm{Var}(W_h)=\\mathrm{Var}(X_0)+ \\min(s,t)\\sigma_W^2$\n",
" - $\\gamma_Y(s,t)=\\mathrm{Var}(Y_0)+ \\min(s,t)\\sigma_W^2$\n",
"- Случайное блуждание это нестационарный временной ряд!\n",
"- $\\nabla X_t=X_t - X_{t-1}=W_t$ - стационарный ряд.\n"
],
"metadata": {
"id": "mf1xtYFxHg7n"
}
},
{
"cell_type": "code",
"source": [
"# generate random walk\n",
"r_w = np.cumsum(w_t)\n",
"drift = 0.2\n",
"r_w_d = np.cumsum(w_t + drift)"
],
"metadata": {
"id": "IBb_YlO1YOUy"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"plt.title(\"Random Walk\")\n",
"plt.plot(r_w, label=\"without drift\")\n",
"plt.plot(r_w_d, label=\"with drift\")\n",
"plt.legend()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 354
},
"id": "J2OGK9UoZJik",
"outputId": "1065ae9e-b0e8-443e-ecfe-c4c02ee16a4b"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f8321260610>"
]
},
"metadata": {},
"execution_count": 11
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"# plot ACF for w_t, r_w, r_w_d\n",
"plot_acf(w_t, lags=60, fft=False, title=\"ACF for Wite Noise\")\n",
"plot_acf(r_w, lags=60, fft=False, title=\"ACF for Random Walk\")\n",
"plot_acf(r_w_d, lags=60, fft=False, title=\"ACF for Random Walk with Drift (0.2)\")\n",
"plot_acf(np.diff(r_w_d), lags=60, fft=False, title=\"ACF for 1-st DIFFERENCE Random Walk with Drift (0.2)\")\n",
"plt.plot()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "1NOdjq2EZlP_",
"outputId": "d5125f1b-21e7-4b66-8b03-fa052efd4517"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[]"
]
},
"metadata": {},
"execution_count": 12
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
],
"image/png": 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T8O7MPASQmQcGMK8kSZK0qgYRli8F9nYd76vPdXsq8NSI+OuI+EJEXD2AeSVJkqRV1XcbxinMcwVwFXAZ8NmI+KeZOdU9KCKuA64D2LVr1xotTZIkSVreICrL+4GdXceX1ee67QP2ZGYrM78OfJUqPC+SmTdk5u7M3L1jx44BLE2SJEk6fYMIy7cAV0TEUyJiC/BqYM+SMZ+gqioTERdQtWXcN4C5JUmSpFXTd1jOzDbwFuCTwF3AjZl5R0S8IyJeXg/7JHAwIu4EPg38VGYe7HduSZIkaTUNpGc5M28Cblpy7u1drxP4ifpLkiRJ60xmUpRJu0zKrL+X1bmiTIpMGu0SEu5/bJoys/6i+l4yf+5Yow3AbQ88TlGf33HOVr5px9lD/imPt1Y3+EmSJGkIsg62nVDbCbmtoiSB/VOzlOXiMd0B+OhcFWy/cN/jJ52r0SoAeOjw3AnHlWUC0Gxnfz/cGjAsS5Ikjagq3Jbz4TWBx441FgXapSF3utEmqaq27aKq7C5ntlkF228cnDnhGqoGgY3LsCxJkrQKkipozjTbVaAtqkrtfMAtqiA82yrIhK/sPzxfzZ0Px105dbpuXbjnkWMnnLdYR1Xb9cCwLEmStER360J3sC3KpNmu2hfuf2y6a0x5XJX36GwLgL/fe/iEc7XaJcB8u4NGi2FZkiSNnaV9ugkcrNsXFoXgsqRdJu2iuuksE/7264/PV2eXM7fCvlyNB8OyJEkaSd03nbXKsq7uLlRy51oFCdz98NHjKrvtYiHsdtoXvnqS9oXOTWcnCsraeAzLkiRp1SzdZSETHj3aoF2WtIuFCm/38dG5Nknyxa+fePeFZt2+8Ph0cy1+FG1QhmVJknRS7aJuV6j7d1t1JbdVHF/hbReLA3JHp8J774ETV3g3+u4LGi2GZUmSNohOH2+ZVYV3aqZJq67mtuowXJTl/LlOD+8X7jvIifKrFV6NM8OyJEnrUHfA7VR9F+/SUC4Kwp12h0w4Vu+6cNdDR084R6eH10KvNjLDsiRJQ9Sp9rbr1oZ2sRB+20XO78F7x4OH6/aGsueDJtylQRo8w7IkSQOSdXtDkhyebdGuK7qtuvrb6gq7Cy0OJ76JrbMH75FZ9+CVhsGwLElSD50Kb6uoAm6S7J+aPS74troqwUfnqgdR3PngkRN+dun2ZNK6YFiWJG0ImTkfcFvFQgButEsyk3seOUqzKOdbHVrF4kcNzzSryu43Ds4M6SeQNAyGZUnSurQo/Larft9OAG4VJTPNgszk9r1T85Xg5TTqPt/HjrmTg6TjGZYlSSMjE2abRRV82ws7PHRaIVpFueJe33ZR9frONou1WLqkMWVYliStms4Nb2Xm/J6+ndDb3QrRLEqOzLUg4fa9Uyf8THt9Ja0lw7Ik6ZRkVuG2KJMEDhydq4Jve3EI7rzu3PB2sj19MQNLGkGGZUkSwHzArR5ckTw4NTt/rtleHIBh4dHFXzswPcxlS9KqMixL0hgry6oK3KyDbibsfXxm/rjVzkXvAczUIfgBd32QJMOyJK1Hnd0duoPuAwenaRUljfbifuCOzo1u+w7NDmvZkrTuGJYlaYQU9e4PzfZCCL7/se4QXAXhojw+BD845SOOJWnQDMuStAaWa4dYWglutstlQ/BDhw3BkjQsAwnLEXE18OvAJPCezHxnj3H/FvgY8M8y89ZBzC1Jw7b0xri9j89UN8UVZVeV2EqwJK1HfYfliJgE3g28BNgH3BIRezLzziXjzgF+DPhiv3NK0lrp7BH8+HRzPvg2i4JGVwjuVIM7N8bZEyxJ42MQleXnAPdm5n0AEfER4BrgziXjfhH4ZeCnBjCnJPUtE4412jTbJY12MR+GG+2FqnBnj+C7Hz7JHsGSpLE0iLB8KbC363gf8NzuARHxbGBnZv5JRPQMyxFxHXAdwK5duwawNEkbVbvuBW7WwbfRWqgIN9oLT4v78r7Dw16qJGmErfoNfhExAfw34PUnG5uZNwA3AOzevdtnOUlaVmbOh97uqnCjXXKs0SYTbrn/0Ek+ZG3WKkla3wYRlvcDO7uOL6vPdZwDfBvwmYgAeBKwJyJe7k1+kpZTlEmjXdTV4KoqPNssKDO57YFDix6gsVRZmoIlSYMziLB8C3BFRDyFKiS/Gnht583MPAxc0DmOiM8AP2lQljauTotEpzJcZnL3w0fnK8TdO0d0tIoSgGa7XOvlSpI2sL7Dcma2I+ItwCepto57X2beERHvAG7NzD39ziFpfWkX1X7BmfDQ4VkarU44rnqGu58qN9eqtlF7fLo5rOVKktTTQHqWM/Mm4KYl597eY+xVg5hT0nDNNgvmWsWiENxolcy1C9pFMl1vo3b/YzNDXqkkSafPJ/hJWlYnAM+1iroyXDDXKjk61yYzuX3v1LCXKEnSqjMsSxtUWeZ8GJ5rV1XiMuH2vVM06tfLyV531kmSNIYMy9IYK8rq6XJlJvunZqtg3KoqxEt3lOjcONd5FLMkSTIsS+teuyiZ61SI6yBc9RIXNNsLvcPfOGjvsCRJp8qwLK0DZZnMdsJwu9pzeLrRplzJwzckSdJpMyxLI6LzVLp2UbVN3PfoMeZaJbOtYtm9hQsfviFJ0qozLEtrrF1UAXi2VTDXLBcqxvVNdTPNqm3ikSONIa9UkiQZlqVV0mgXzDarUDzbLJhutilL2yYkSVpPDMtSHzKrlomyhP1Ts8w228zW1eKlbRLFMo9wliRJo82wLK1Ap594plkw02wvqhgfm3O3CUmSxpVhWVpirg7BjXZJmck/7Jtittn7IR2SJGl8GZa1YbWLkulmFYxnmm1m6mpxu26XaLSqh3NMN3xIhyRJG5VhWWMvM5lrlUw328w0CmaaVT+xN9pJkqSTMSxrrCRwZK7FTKPafaKqGi++2a5dHL9nsSRJ0nIMy1q3WkXJTKPgWLPNdKPNsUabskzu2H9k2EuTJEljwrCsdSETDk03mW62ma6rxo3W4gpx6R14kiRpwAzLGjntomS6UXC00aq+z7XJTP7x4aPDXpokSdpgDMsaqrLM+TaK6Uabo3Nt5pZUjDOtGEuSpOEwLGtNzbWKOhBXN9397f2PYxaWJEmjyrCsVVOUybH6xrtjc22OzrVo1XsYN9tV9digLEmSRplhWQPTbJe0ipKiTL687zDTzbZhWJIkrWuGZZ22uVbBkbkWR+faHJltMdcqmW1WT7s71mgPeXWSJEn9G0hYjoirgV8HJoH3ZOY7l7z/E8AbgTbwKPB/ZeYDg5hba6fM5JEjcxyZbXFkrj3fSiFJkjSu+g7LETEJvBt4CbAPuCUi9mTmnV3DvgTszsyZiPgPwH8B/l2/c2t1zbWKOhi35rdvu+/R6WEvS5Ikac0MorL8HODezLwPICI+AlwDzIflzPx01/gvAN8/gHk1YK2i5Mhsi8P1V/cWbm7fJkmSNqJBhOVLgb1dx/uA555g/BuAPx3AvOpTZtIuk3ZR8g/7pphuFMNekiRJ0khZ0xv8IuL7gd3A9/R4/zrgOoBdu3at4co2jma7ZGqmyVRdPZ6pb8QzKEuSJB1vEGF5P7Cz6/iy+twiEfFi4G3A92RmY7kPyswbgBsAdu/e7f/3H4DMaq/jqZkWUzMtd6mQJEk6BYMIy7cAV0TEU6hC8quB13YPiIhnAf8duDozDwxgTp1AWSatoqRdJrc9cGj+QSCSJEk6NX2H5cxsR8RbgE9SbR33vsy8IyLeAdyamXuAXwHOBv4gIgC+kZkv73duLSjKZGqmyePTTQ7NtOb3OzYoS5Iknb6B9Cxn5k3ATUvOvb3r9YsHMY8WK8rkUB2Qp2ZaFKXBWJIkaZB8gt86k0C7KLn74aNMzTQxH0uSJK0ew/I6cXSuxYGjDY7VDwd5fLo57CVJkiSNPcPyCGu2Sx471uDA0cZ8D7IPB5EkSVo7huURk5lMzVRV5EMzTczGkiRJw2NYHhFlJq128nffOESzbUKWJEkaBYblIZtrFeyfmq0eFpIYlCVJkkaIYXlIphttHpya5eB03WphRpYkSRo5huU1dnSuxf6pWQ5Nt4a9FEmSJJ2EYXmNHJ5psW9qhiOz7WEvRZIkSStkWF5FmUmrKGm2S+586MiwlyNJkqRTZFheBWWZPHaswYOH5+b3R5YkSdL6Y1geoKJMHjkyx0OH52i2y2EvR5IkSX0yLA9As13yyJE5Hj4yR7twWwtJkqRxYVjuQ5nJ1x+b5sCROUozsiRJ0tgxLJ+G6Uab2WZBqyx5+PDcsJcjSZKkVWJYPgWHZ1s8ODXL1EyLVmFPsiRJ0rgzLK9AUSZ3PXSEo3PukSxJkrSRTAx7AetBmWlQliRJ2oAMy5IkSVIPhmVJkiSpB8OyJEmS1INhWZIkSephIGE5Iq6OiLsj4t6IuH6Z97dGxEfr978YEZcPYl5JkiRpNfUdliNiEng38FLgGcBrIuIZS4a9ATiUmd8MvAv45X7nlSRJklbbICrLzwHuzcz7MrMJfAS4ZsmYa4AP1K8/BrwoImIAc0uSJEmrJjKzvw+IeCVwdWa+sT7+AeC5mfmWrjFfqcfsq4+/Vo95rNfnnv/kp+dLfvZ9fa3tdNz+97cDcOUzr5w/l8DRudaicffc+RUArnjGt53w8xzX37j1sEbHOW7YczvOccOe23GOG8RnbpmcYNvmyZPOsRpufPM/vy0zdy/33kiF5Yi4DrgO4OyLv+k7XvbzH+prbYOyXFiWJEnS4IxqWB7E4673Azu7ji+rzy03Zl9EbALOAw4u/aDMvAG4AWD37t350X//vAEsr3+touTW+w8NexmSJElj68Jzt/JNO84eytw3vrn3e4PoWb4FuCIinhIRW4BXA3uWjNkDXFu/fiXwF9lvSVuSJElaZX1XljOzHRFvAT4JTALvy8w7IuIdwK2ZuQd4L/ChiLgXeJwqUEuSJEkjbRBtGGTmTcBNS869vev1HPB/DmIuSZIkaa34BD9JkiSpB8OyJEmS1INhWZIkSerBsCxJkiT1YFiWJEmSejAsr8DmyQn+6WXn8cSztxAx7NVIkiRprQxk67iN4Oytm3jqRecw2yx48PAsjx1tUPpYFUmSpLFmZfkUnbFlkm/acTZX7trOJdu3MTlhqVmSJGlcWVk+TVs3TfLkJ57FpdvP4OEjczxyZI5m21KzJEnSODEs92nT5ASXPeFMLjnvDB491uDBqVnmWuWwlyVJkqQBMCwPyMREcNG527jwnK0cnG7y4NQs041i2MuSJElSHwzLAxYRXHD2Vi44eytTM032T81yZLY97GVJkiTpNBiWV9H2M7ew/cwtHJ1rsX9qlkPTrWEvSZIkSafAsLwGztm2mW950mZmmm32H5rl4HST9F5ASZKkkWdYXkNnbtnEFRedw85Wwf4p92qWJEkade6zPATbNi/s1Xzxee7VLEmSNKqsLA/R1k2TXH7BWVz6hDN4+HC1V3OrsNQsSZI0KgzLI2Dz5AQ7zz+TS7efweMzTQ4caXBkrmVfsyRJ0pAZlkfIxMTCtnNzrYJHjzZ49FiDhg85kSRJGgrD8ojatnmSneefyc7zz+TwTItHj81x8FjTGwIlSZLWkGF5HTjvzM2cd+ZmLn9iyWPHmjx2rMHROR90IkmStNoMy+vIpskJnnTeNp503jYa7YLHp5scPNY0OEuSJK0Sw/I6tXXTJBefdwYXn3cGjXbBoekWB6erirM3BkqSJA1GX/ssR8T5EfGpiLin/v6EZcZcGRGfj4g7IuIfIuLf9TOnjrd10yRPOm8b33rJeTx71xN4ygVnce4Zmwi3b5YkSepLvw8luR64OTOvAG6uj5eaAV6Xmd8KXA38WkRs73Ne9bBl08R8cP6OJz+Bb77wbHacs4XNkyZnSZKkU9VvG8Y1wFX16w8AnwF+pntAZn616/WDEXEA2AFM9Tm3TmLz5AQ7ztnKjnO2kpkca7SZmmlxaKbJdKMY9vIkSZJGXr9h+aLMfKh+/TBw0YkGR8RzgC3A1/qcV6coIjhn22bO2baZneefSaNdcHimxaGZFodnWxTuSSdJknSck4bliPhz4EnLvPW27oPMzIjombgi4mLgQ8C1mbnsUzYi4jrgOoBdu3adbGnqw9ZNk1x47iQXnruNzORoo82R2So4H8QYyaMAAA4zSURBVJtru5+zJEkSKwjLmfniXu9FxCMRcXFmPlSH4QM9xp0L/Anwtsz8wgnmugG4AWD37t3GtTUSEZy7bTPnbtvMZU+AokyOzlXB+fBsy5YNSZK0YfXbhrEHuBZ4Z/39j5YOiIgtwMeBD2bmx/qcT2tgciLYfuYWtp+5BYBWUc5XnY/OtZlpGp4lSdLG0G9YfidwY0S8AXgAeBVAROwG3pyZb6zPvQB4YkS8vv5zr8/M2/ucW2tk8+QETzx7K088eytQheejc1XbxtG5NtNN93aWJEnjqa+wnJkHgRctc/5W4I31698FfrefeTRaNk9OcP5ZWzj/rKry3GnbODrXrts27HmWJEnjwSf4qW/dbRs7gbJMppttjs61Odaovjfby97TKUmSNNIMyxq4iYmFbeo65loFxxptjtUB+ljD1g1JkjT6DMtaE9s2T7Jt8yQX1H3PZZkca7aZ7grQcy2rz5IkabQYljUUExML29VxXnWuVZRVeK6/phttmm3Lz5IkaXgMyxoZmycnFm1ZB9BoFxyrt6s71mgz0zRAS5KktWNY1kjbummSrWdP8sSuc412wUyjCs/TzTbTjcIbCCVJ0qowLGvd2bppkq2bJnnCWQsV6Ga7ZKbZZrpZMNOovs+1Cm8ilCRJfTEsayxs2TTBlk1b2H7mwrnOFnazzYLpZsF0o2rnKNwEWpIkrZBhWWNruS3soNrGbqYOz7P1a6vQkiRpOYZlbTidbezO72rjKMtkplUwU1eiZ5qFNxNKkiTDsgRVFfrsrZs4e+vifyXaRclMq2C2WcyH6NmWIVqSpI3CsCydwKbJCc6dnKj2g+7SKkpmW10Bulkw23JXDkmSxo1hWToNmycn2LxMiG53QnSrYK5ZMtOq2joa7dKeaEmS1iHDsjRAmyYnOGdy4ribCssymWsvVKDnWgWzzSpYuzuHJEmjy7AsrYGJieDMLZs4c8vx/8o12lUVujtMd1o6rEZLkjRchmVpyDoPWTmP5avRc62yqkTXFem5VuENhpIkrRHDsjSiFqrRx79XlLkoPHcCdaNtkJYkaZAMy9I6NNljqzuogvTiSnQnSJfu1iFJ0ikyLEtjZnIiOGvrJs5aJkh3t3Y0ulo8OmHaHmlJkhYzLEsbyIlaOzKTRruk0RWku7+3CpO0JGnjMSxLAiAi5h8FzpKbDaHaQ7rRXmjpWPS6VeAOeJKkcWRYlrQimyYn2DQ5sWx7B0CzXW1/16lMd4dpt8GTJK1XfYXliDgf+ChwOXA/8KrMPNRj7LnAncAnMvMt/cwrafRs2TTBlk0TsO349zKTZl2Z7g7T3a8N05KkUdRvZfl64ObMfGdEXF8f/0yPsb8IfLbP+SStQxExv5/0ycJ0s13Ot3Z0H/ukQ0nSMPQblq8BrqpffwD4DMuE5Yj4DuAi4H8Du/ucU9KYWRSme2gtCtPFfIheODZMS5IGr9+wfFFmPlS/fpgqEC8SERPArwLfD7y4z/kkbVCbJyfYPDkBW5d/vyzr6nSrpFEsDtNWpyVJp+ukYTki/hx40jJvva37IDMzIpb7L9EPATdl5r6IONlc1wHXAezatetkS5OkeRMTwbaJ3rt5QLWjRydQN4tymep06a4ekqRFThqWM7NnNTgiHomIizPzoYi4GDiwzLDnAc+PiB8Czga2RMSxzLx+mbluAG4A2L17t//JkjRQnR09lttnuqNVLFSjlwbqzrEVaknaOPptw9gDXAu8s/7+R0sHZOb3dV5HxOuB3csFZUkaBZ12j7N6tHvAQoW6u8WjteScD3GRpPHQb1h+J3BjRLwBeAB4FUBE7AbenJlv7PPzJWnkrKRC3emh7gTo1nLh2rYPSRp5fYXlzDwIvGiZ87cCxwXlzHw/8P5+5pSk9WBxD3VvnSp1q53zNya2ilwI2EVJy1AtSUPjE/wkaYg6VWq2QK8bE2Ghl7q1qFptqJak1WZYlqR1YH7rvJNoFVV4brWrNpClIbtVJK2ipG1PtSStiGFZksbIfKg+QT81LPRUt7oCdGfHj07YbpVWqyXJsCxJG9BKe6qh6qtuFd3heqFy3S4XV7HTYC1pzBiWJUknVPVVwxmcPFh3Wjy6g3X38fxrK9aS1gnDsiRpYKo2kJUF66LM+V7qdlcrSLvM+V1COufbZVq1ljQUhmVJ0lBMTgSTK2wFyUxaRc63fbTKhUp1d991J1h7A6OkQTEsS5JGXkSwZVOwhZPfvAhVuO5UpttF73DdqWL7xEVJvRiWJUljJyLYummSrSv8r9yiynVRBeh2mccF7O737bmWNgbDsiRpw1tUuV6hTs91d3W6XS7us+6E7c55A7a0/hiWJUk6DZ2e61NxooC99FyrSIqy+pI0PIZlSZLWyOkE7LKseq67A3Wnal2F7+MDt7uHSINjWJYkaYRNTARbJ1bef93RCc3dFeuiK2R3V68XzhmypaUMy5IkjaHOw2RO1dKQ3dmKr7t6vTR024+tcWZYliRJ8043ZHeCc6c1pDtIL61eW83WemJYliRJfTudfuyOTgW76Kpo9wrWRWlvttaWYVmSJA3V6VazYXFFu10mxbKtInn8OJ/0qBUyLEuSpHWrn4p2Zh5XsV4Uqose58uFbf2sbI8/w7IkSdqQIoJNk3HaVW04cWW7yM7x8SG7+7VGm2FZkiTpNPVT2Yblq9tl2TtwF7lQ8S7SCvdaMCxLkiQNySCq27BQ4S5LFoJ1V+BeLmB3V7nLNHT3YliWJEla5xZXuE8/eS8N3fPhe5mQXebidpJiPnRDmeMTvA3LkiRJAgYXumGhxaTMhfBcZlXdzjpQzx8nbOu3vL5K+grLEXE+8FHgcuB+4FWZeWiZcbuA9wA7gQRelpn39zO3JEmSRlenxWS9m+jzz18P3JyZVwA318fL+SDwK5n5dOA5wIE+55UkSZJWXb9h+RrgA/XrDwCvWDogIp4BbMrMTwFk5rHMnOlzXkmSJGnV9RuWL8rMh+rXDwMXLTPmqcBURPxhRHwpIn4lIpZtSomI6yLi1oi49dFHH+1zaZIkSVJ/TtqzHBF/Djxpmbfe1n2QmRkRy933uAl4PvAs4BtUPc6vB967dGBm3gDcALB79+4xuYdSkiRJ69VJw3JmvrjXexHxSERcnJkPRcTFLN+LvA+4PTPvq//MJ4DvZJmwLEmSJI2Sftsw9gDX1q+vBf5omTG3ANsjYkd9/ELgzj7nlSRJklZdv2H5ncBLIuIe4MX1MRGxOyLeA5CZBfCTwM0R8WUggN/pc15JkiRp1fW1z3JmHgRetMz5W4E3dh1/Cvj2fuaSJEmS1lq/lWVJkiRpbBmWJUmSpB4My5IkSVIPkTma2xlHxKPAA0Oa/gLgsSHNreV5TUaL12P0eE1Gi9dj9HhNRs8oXZMnZ+aO5d4Y2bA8TBFxa2buHvY6tMBrMlq8HqPHazJavB6jx2syetbLNbENQ5IkSerBsCxJkiT1YFhe3g3DXoCO4zUZLV6P0eM1GS1ej9HjNRk96+Ka2LMsSZIk9WBlWZIkSerBsNwlIq6OiLsj4t6IuH7Y69mIIuJ9EXEgIr7Sde78iPhURNxTf3/CMNe40UTEzoj4dETcGRF3RMSP1ee9LkMQEdsi4m8j4u/r6/H/1OefEhFfrH9/fTQitgx7rRtNRExGxJci4o/rY6/JkETE/RHx5Yi4PSJurc/5O2uIImJ7RHwsIv4xIu6KiOetl2tiWK5FxCTwbuClwDOA10TEM4a7qg3p/cDVS85dD9ycmVcAN9fHWjtt4D9m5jOA7wR+uP53w+syHA3ghZn5TOBK4OqI+E7gl4F3ZeY3A4eANwxxjRvVjwF3dR17TYbrX2TmlV1bk/k7a7h+HfjfmfktwDOp/l1ZF9fEsLzgOcC9mXlfZjaBjwDXDHlNG05mfhZ4fMnpa4AP1K8/ALxiTRe1wWXmQ5n5d/Xro1S/4C7F6zIUWTlWH26uvxJ4IfCx+rzXY41FxGXAvwbeUx8HXpNR4++sIYmI84AXAO8FyMxmZk6xTq6JYXnBpcDeruN99TkN30WZ+VD9+mHgomEuZiOLiMuBZwFfxOsyNPX/7r8dOAB8CvgaMJWZ7XqIv7/W3q8BPw2U9fET8ZoMUwJ/FhG3RcR19Tl/Zw3PU4BHgf9Rtyq9JyLOYp1cE8Oy1pWstm9xC5chiIizgf8J/N+ZeaT7Pa/L2srMIjOvBC6j+r9i3zLkJW1oEfG9wIHMvG3Ya9G8787MZ1O1Vv5wRLyg+01/Z625TcCzgd/OzGcB0yxpuRjla2JYXrAf2Nl1fFl9TsP3SERcDFB/PzDk9Ww4EbGZKij/Xmb+YX3a6zJk9f/G/DTwPGB7RGyq3/L319r6LuDlEXE/VQvfC6n6M70mQ5KZ++vvB4CPU/2l0t9Zw7MP2JeZX6yPP0YVntfFNTEsL7gFuKK+e3kL8Gpgz5DXpMoe4Nr69bXAHw1xLRtO3Xv5XuCuzPxvXW95XYYgInZExPb69RnAS6j6yD8NvLIe5vVYQ5n51sy8LDMvp/pvx19k5vfhNRmKiDgrIs7pvAb+JfAV/J01NJn5MLA3Ip5Wn3oRcCfr5Jr4UJIuEfEyqr6zSeB9mflLQ17ShhMRHwauAi4AHgF+HvgEcCOwC3gAeFVmLr0JUKskIr4b+BzwZRb6MX+Wqm/Z67LGIuLbqW6EmaQqeNyYme+IiH9CVdU8H/gS8P2Z2RjeSjemiLgK+MnM/F6vyXDU/9w/Xh9uAn4/M38pIp6Iv7OGJiKupLoBdgtwH/CD1L/DGPFrYliWJEmSerANQ5IkSerBsCxJkiT1YFiWJEmSejAsS5IkST0YliVJkqQeDMuSJElSD4ZlSZIkqQfDsiRJktTD/w9bnixrMQy9OwAAAABJRU5ErkJggg==\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Авторегриссионная модель\n",
"\n",
"Авторегрессионная модель $AR(p)$ порядка $p$ это временной ряд вида: $X_t=\\phi_1 X_{t-1} + \\phi_2 X_{t-2} +...+ \\phi_p X_{t-p} + W_t$, где $\\{W_t\\}_t$ это белый шум и $W_t$ некоррелирует с $X_s$ для $s<t$\n",
"\n",
"Ввиду рекурсивности все реализации модели зависимы. Следовательно, австоковариация $\\gamma_X(h)$ не равна нулю при увелечении лага и спадает экспоненциально."
],
"metadata": {
"id": "tLvKULMVcx7y"
}
},
{
"cell_type": "code",
"source": [
"#generate AR(1) \n",
"\n",
"phi = 0.9\n",
"\n",
"ar_1 = np.zeros_like(w_t)\n",
"print(ar_1.shape)\n",
"\n",
"for i in range(1, w_t.size):\n",
" ar_1[i] = phi * ar_1[i - 1] + w_t[i]"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "42ZhyJ2PPvI8",
"outputId": "62a384eb-d7da-4f35-e873-b4101a5623da"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(1000,)\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"plt.rcParams['figure.figsize'] = [12, 10]\n",
"plt.subplot(211)\n",
"plt.title(\"White Noise\")\n",
"plt.plot(w_t)\n",
"plt.subplot(212)\n",
"plt.title(\"AR(1)\")\n",
"plt.plot(ar_1)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 625
},
"id": "kTUIieZXRj6B",
"outputId": "bcb0b5e1-480d-46ad-ec95-f89b3d3f45bf"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f8320f0a050>]"
]
},
"metadata": {},
"execution_count": 14
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x720 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"# plot ACF for w_t and AR(1)\n",
"plt.rcParams['figure.figsize'] = [12, 5]\n",
"plot_acf(w_t, lags=60, fft=False, title=\"ACF for Wite Noise\")\n",
"plot_acf(ar_1, lags=60, fft=False, title=\"ACF for Wite Noise\")\n",
"plt.plot()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 673
},
"id": "n5JmjUYVTshK",
"outputId": "be5adc19-d92f-42f1-da95-14cdbed7618f"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[]"
]
},
"metadata": {},
"execution_count": 15
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x360 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"### Картинки с прошлой лабораторной\n"
],
"metadata": {
"id": "_vU0dmibUNQ0"
}
},
{
"cell_type": "markdown",
"source": [
"#### Детерминистические компоненты\n",
"\n",
"![Screenshot 2022-05-11 at 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