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{"metadata":{"kernelspec":{"name":"ir","display_name":"R","language":"R"},"language_info":{"name":"R","codemirror_mode":"r","pygments_lexer":"r","mimetype":"text/x-r-source","file_extension":".r","version":"4.0.5"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This R environment comes with many helpful analytics packages installed\n# It is defined by the kaggle/rstats Docker image: https://github.com/kaggle/docker-rstats\n# For example, here's a helpful package to load\n\nlibrary(tidyverse) # metapackage of all tidyverse packages\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nlist.files(path = \"../input\")\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"051d70d956493feee0c6d64651c6a088724dca2a","_execution_state":"idle"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Installing and loading multiple packages\n","metadata":{}},{"cell_type":"code","source":"###installing and loading multiple packages\nlist.packages<-c(\"fGarch\", \"PerformanceAnalytics\",\"rugarch\",\"tseries\",\"xts\",\"FinTS\",\"urca\")\nnew.packages <- list.packages[!(list.packages %in% installed.packages()[,\"Package\"])]\nif(length(new.packages)) install.packages(new.packages)\n#Loading Packages\ninvisible(lapply(list.packages, require, character.only = TRUE))","metadata":{"execution":{"iopub.status.busy":"2022-12-03T19:17:27.372434Z","iopub.execute_input":"2022-12-03T19:17:27.428839Z","iopub.status.idle":"2022-12-03T19:17:34.875095Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stderr","text":"Loading required package: fGarch\n\nNOTE: Packages 'fBasics', 'timeDate', and 'timeSeries' are no longer\nattached to the search() path when 'fGarch' is attached.\n\nIf needed attach them yourself in your R script by e.g.,\n require(\"timeSeries\")\n\nLoading required package: PerformanceAnalytics\n\nLoading required package: xts\n\nLoading required package: zoo\n\n\nAttaching package: ‘zoo’\n\n\nThe following objects are masked from ‘package:base’:\n\n as.Date, as.Date.numeric\n\n\n\nAttaching package: ‘PerformanceAnalytics’\n\n\nThe following object is masked from ‘package:graphics’:\n\n legend\n\n\nLoading required package: rugarch\n\nLoading required package: parallel\n\n\nAttaching package: ‘rugarch’\n\n\nThe following object is masked from ‘package:stats’:\n\n sigma\n\n\nLoading required package: tseries\n\nRegistered S3 method overwritten by 'quantmod':\n method from\n as.zoo.data.frame zoo \n\nLoading required package: FinTS\n\nLoading required package: urca\n\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Set working Directory and Upload Data","metadata":{}},{"cell_type":"code","source":"#set working directory\n#setwd(\"\")# in inverted commas, add the path to your working directory.\n#BMW<-read.csv(BMW.csv)# Upload your data if you are using the R console or Jupyter notebook. ","metadata":{"execution":{"iopub.status.busy":"2022-12-03T13:16:37.945085Z","iopub.execute_input":"2022-12-03T13:16:37.946805Z","iopub.status.idle":"2022-12-03T13:16:37.959273Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"# in Kaggle upload your data\nBMW<-read.csv(\"../input/bmw-stock-prices/BMW.csv\", header=TRUE)","metadata":{"execution":{"iopub.status.busy":"2022-12-03T19:17:44.680383Z","iopub.execute_input":"2022-12-03T19:17:44.681989Z","iopub.status.idle":"2022-12-03T19:17:44.705113Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"head(BMW)","metadata":{"execution":{"iopub.status.busy":"2022-12-03T19:17:47.917860Z","iopub.execute_input":"2022-12-03T19:17:47.919460Z","iopub.status.idle":"2022-12-03T19:17:47.948280Z"},"trusted":true},"execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/html":"<table class=\"dataframe\">\n<caption>A data.frame: 6 × 2</caption>\n<thead>\n\t<tr><th></th><th scope=col>Years</th><th scope=col>Prices</th></tr>\n\t<tr><th></th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n</thead>\n<tbody>\n\t<tr><th scope=row>1</th><td>06/11/1995</td><td>11.984</td></tr>\n\t<tr><th scope=row>2</th><td>07/11/1995</td><td>12.000</td></tr>\n\t<tr><th scope=row>3</th><td>08/11/1995</td><td>12.158</td></tr>\n\t<tr><th scope=row>4</th><td>09/11/1995</td><td>12.316</td></tr>\n\t<tr><th scope=row>5</th><td>10/11/1995</td><td>12.221</td></tr>\n\t<tr><th scope=row>6</th><td>13/11/1995</td><td>12.221</td></tr>\n</tbody>\n</table>\n","text/markdown":"\nA data.frame: 6 × 2\n\n| <!--/--> | Years &lt;chr&gt; | Prices &lt;dbl&gt; |\n|---|---|---|\n| 1 | 06/11/1995 | 11.984 |\n| 2 | 07/11/1995 | 12.000 |\n| 3 | 08/11/1995 | 12.158 |\n| 4 | 09/11/1995 | 12.316 |\n| 5 | 10/11/1995 | 12.221 |\n| 6 | 13/11/1995 | 12.221 |\n\n","text/latex":"A data.frame: 6 × 2\n\\begin{tabular}{r|ll}\n & Years & Prices\\\\\n & <chr> & <dbl>\\\\\n\\hline\n\t1 & 06/11/1995 & 11.984\\\\\n\t2 & 07/11/1995 & 12.000\\\\\n\t3 & 08/11/1995 & 12.158\\\\\n\t4 & 09/11/1995 & 12.316\\\\\n\t5 & 10/11/1995 & 12.221\\\\\n\t6 & 13/11/1995 & 12.221\\\\\n\\end{tabular}\n","text/plain":" Years Prices\n1 06/11/1995 11.984\n2 07/11/1995 12.000\n3 08/11/1995 12.158\n4 09/11/1995 12.316\n5 10/11/1995 12.221\n6 13/11/1995 12.221"},"metadata":{}}]},{"cell_type":"code","source":"#set timeseries element\nBMW$Years <- as.Date(BMW$Years, \"%d/%m/%Y\")\nclass(BMW$Years)\nBMW.z = zoo(x=BMW$Prices, order.by=BMW$Years)","metadata":{"execution":{"iopub.status.busy":"2022-12-03T19:17:58.619565Z","iopub.execute_input":"2022-12-03T19:17:58.621134Z","iopub.status.idle":"2022-12-03T19:17:58.646777Z"},"trusted":true},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/html":"'Date'","text/markdown":"'Date'","text/latex":"'Date'","text/plain":"[1] \"Date\""},"metadata":{}}]},{"cell_type":"markdown","source":"# > Calculate Financial Returns and remove first NA value","metadata":{}},{"cell_type":"code","source":"Return.BMW<-Return.calculate(BMW.z, method = \"log\")[-1]","metadata":{"execution":{"iopub.status.busy":"2022-12-03T19:18:02.219190Z","iopub.execute_input":"2022-12-03T19:18:02.220749Z","iopub.status.idle":"2022-12-03T19:18:02.252065Z"},"trusted":true},"execution_count":8,"outputs":[]},{"cell_type":"markdown","source":"# 1. Check the Stationarity","metadata":{}},{"cell_type":"markdown","source":"# ADF-test either from the \"tseries\" or \"urca\" packages can be used.\n\nI will use ADF from the \"urca\" package.","metadata":{}},{"cell_type":"code","source":"ADF_Returns = ur.df(Return.BMW, type = \"drift\",selectlags = \"AIC\" )","metadata":{"execution":{"iopub.status.busy":"2022-12-03T13:31:43.118934Z","iopub.execute_input":"2022-12-03T13:31:43.120607Z","iopub.status.idle":"2022-12-03T13:31:43.172281Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"summary(ADF_Returns)","metadata":{"execution":{"iopub.status.busy":"2022-12-03T13:31:50.854410Z","iopub.execute_input":"2022-12-03T13:31:50.856239Z","iopub.status.idle":"2022-12-03T13:31:50.880988Z"},"trusted":true},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":"\n############################################### \n# Augmented Dickey-Fuller Test Unit Root Test # \n############################################### \n\nTest regression drift \n\n\nCall:\nlm(formula = z.diff ~ z.lag.1 + 1 + z.diff.lag)\n\nResiduals:\n Min 1Q Median 3Q Max \n-0.156291 -0.010786 -0.000023 0.010886 0.138128 \n\nCoefficients:\n Estimate Std. Error t value Pr(>|t|) \n(Intercept) 0.0004118 0.0003170 1.299 0.193978 \nz.lag.1 -1.0096970 0.0201650 -50.072 < 2e-16 ***\nz.diff.lag 0.0552591 0.0145795 3.790 0.000152 ***\n---\nSignif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n\nResidual standard error: 0.02171 on 4692 degrees of freedom\nMultiple R-squared: 0.48,\tAdjusted R-squared: 0.4798 \nF-statistic: 2166 on 2 and 4692 DF, p-value: < 2.2e-16\n\n\nValue of test-statistic is: -50.0717 1253.588 \n\nCritical values for test statistics: \n 1pct 5pct 10pct\ntau2 -3.43 -2.86 -2.57\nphi1 6.43 4.59 3.78\n"},"metadata":{}}]},{"cell_type":"markdown","source":"# In absolute terms value of test statics(50.0512) is higher than of three critical values. So returns of BMW are stationary.","metadata":{}},{"cell_type":"markdown","source":"# 2. Check the Presence of Volatility","metadata":{}},{"cell_type":"code","source":"# plot returns with squared and absolute returns\ndataToPlot = cbind(Return.BMW, Return.BMW^2, abs(Return.BMW))\ncolnames(dataToPlot) = c(\"Returns\", \"Returns^2\", \"abs(Returns)\")\nplot.zoo(dataToPlot, main=\"BMW Daily Returns, Squre Returns and Absolute Returns\",cex.lab=1.5, cex.axis=1.5,cex.main=2.3, col=\"blue\")","metadata":{"execution":{"iopub.status.busy":"2022-12-03T14:57:04.250334Z","iopub.execute_input":"2022-12-03T14:57:04.252043Z","iopub.status.idle":"2022-12-03T14:57:04.951972Z"},"trusted":true},"execution_count":23,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\n+R2rkKfcvat26T+8Z9tGHqIPtgXCjpx74Vm2D30w6sJwIk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gpIxB25JPX86nuJRr8WLLaMN5q2kZdXWJAq0bj1mXE2J/mzp30xYiaonkM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sXNJ7Yq1itgpJ96+nY/gpVoIh8uX+dhdxGplbV+WK42y2DGPz3QXP6OkxU5VSL02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LWw1ZV8+NfyETaOHDi8ZqVUZp3g8+NLWYN/CnNPhV7Kg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\naQAAAABJRU5ErkJggg=="},"metadata":{"image/png":{"width":420,"height":420}}}]},{"cell_type":"markdown","source":"# 3. Check the Normailty","metadata":{}},{"cell_type":"code","source":"options(repr.plot.width=20, repr.plot.height=10)","metadata":{"execution":{"iopub.status.busy":"2022-12-03T15:36:25.048367Z","iopub.execute_input":"2022-12-03T15:36:25.049947Z","iopub.status.idle":"2022-12-03T15:36:25.061977Z"},"trusted":true},"execution_count":68,"outputs":[]},{"cell_type":"code","source":"#histograme with normal density curve\noptions(repr.plot.width=21, repr.plot.height=11)#to set the figure size\nhist(Return.BMW,prob=T,breaks=50,xlab=\"Daily Returns\",main = \"Histogram of Daily S&P 500 Returns and the Normal Distribution\",\nylab=\"Probabillty Distribution\",col=\"cornflowerblue\", cex.lab=1.5, cex.axis=1.7,cex.main=2.3) \nmu<-mean(Return.BMW) \nsigma<-sd(Return.BMW)\nx<-seq(min(Return.BMW),max(Return.BMW),length=80) \ny<-dnorm(x,mu,sigma) \nlines(x,y,lwd=2,col=\"red\") ","metadata":{"execution":{"iopub.status.busy":"2022-12-03T15:38:47.517456Z","iopub.execute_input":"2022-12-03T15:38:47.518945Z","iopub.status.idle":"2022-12-03T15:38:47.771478Z"},"trusted":true},"execution_count":75,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAACdgAAAUoCAIAAAA6pbKBAAAABmJLR0QA/wD/AP+gvaeTAAAg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\n8UBqQU12Gys2LvRU31bVnNPr0/crWn366lOiZUNPNFdy19Y4uMuvW5u4ef7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XeEQSMPMvM1vhLpJKTXzSsYz4aqOERuNcqVHnn/4+mqp4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QAm7f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\nWTItXKglSzRmjB5+WPHxAUsIAAAQEihiA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KUQAAAAAA8KdkZKhnT5WUuH9pMslk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\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zwVeZslKyQiIrpketLOnTtLSkrE9YCA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\nAOAzFF0xumjuS/ttvNXfXv3o45Gys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class=\"dataframe\">\n<caption>A matrix: 1 × 16 of type dbl</caption>\n<thead>\n\t<tr><th></th><th scope=col>Observations</th><th scope=col>NAs</th><th scope=col>Minimum</th><th scope=col>Quartile 1</th><th scope=col>Median</th><th scope=col>Arithmetic Mean</th><th scope=col>Geometric Mean</th><th scope=col>Quartile 3</th><th scope=col>Maximum</th><th scope=col>SE Mean</th><th scope=col>LCL Mean (0.95)</th><th scope=col>UCL Mean (0.95)</th><th scope=col>Variance</th><th scope=col>Stdev</th><th scope=col>Skewness</th><th scope=col>Kurtosis</th></tr>\n</thead>\n<tbody>\n\t<tr><th scope=row>Return.BMW</th><td>4697</td><td>0</td><td>-0.1598</td><td>-0.0104</td><td>0</td><td>4e-04</td><td>2e-04</td><td>0.0112</td><td>0.1352</td><td>3e-04</td><td>-2e-04</td><td>0.001</td><td>5e-04</td><td>0.0218</td><td>-0.011</td><td>4.3723</td></tr>\n</tbody>\n</table>\n","text/markdown":"\nA matrix: 1 × 16 of type dbl\n\n| <!--/--> | Observations | NAs | Minimum | Quartile 1 | Median | Arithmetic Mean | Geometric Mean | Quartile 3 | Maximum | SE Mean | LCL Mean (0.95) | UCL Mean (0.95) | Variance | Stdev | Skewness | Kurtosis |\n|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| Return.BMW | 4697 | 0 | -0.1598 | -0.0104 | 0 | 4e-04 | 2e-04 | 0.0112 | 0.1352 | 3e-04 | -2e-04 | 0.001 | 5e-04 | 0.0218 | -0.011 | 4.3723 |\n\n","text/latex":"A matrix: 1 × 16 of type dbl\n\\begin{tabular}{r|llllllllllllllll}\n & Observations & NAs & Minimum & Quartile 1 & Median & Arithmetic Mean & Geometric Mean & Quartile 3 & Maximum & SE Mean & LCL Mean (0.95) & UCL Mean (0.95) & Variance & Stdev & Skewness & Kurtosis\\\\\n\\hline\n\tReturn.BMW & 4697 & 0 & -0.1598 & -0.0104 & 0 & 4e-04 & 2e-04 & 0.0112 & 0.1352 & 3e-04 & -2e-04 & 0.001 & 5e-04 & 0.0218 & -0.011 & 4.3723\\\\\n\\end{tabular}\n","text/plain":" Observations NAs Minimum Quartile 1 Median Arithmetic Mean\nReturn.BMW 4697 0 -0.1598 -0.0104 0 4e-04 \n Geometric Mean Quartile 3 Maximum SE Mean LCL Mean (0.95)\nReturn.BMW 2e-04 0.0112 0.1352 3e-04 -2e-04 \n UCL Mean (0.95) Variance Stdev Skewness Kurtosis\nReturn.BMW 0.001 5e-04 0.0218 -0.011 4.3723 "},"metadata":{}}]},{"cell_type":"code","source":"#conduct Jarque-Bera test\njarque.bera.test(Return.BMW)","metadata":{"execution":{"iopub.status.busy":"2022-11-21T14:09:53.014724Z","iopub.execute_input":"2022-11-21T14:09:53.016600Z","iopub.status.idle":"2022-11-21T14:09:53.034868Z"},"trusted":true},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":"\n\tJarque Bera Test\n\ndata: Return.BMW\nX-squared = 3741.4, df = 2, p-value < 2.2e-16\n"},"metadata":{}}]},{"cell_type":"markdown","source":"This tells us that the test statistic is 3741.4 and the p-value of the test is 0.000. In this case, we would reject the null hypothesis that the data is not normally distributed.","metadata":{}},{"cell_type":"markdown","source":"# Check for ARCH Effect","metadata":{}},{"cell_type":"code","source":"## Convert to xts for time series features\nReturn.BMW<-as.xts(Return.BMW)","metadata":{"execution":{"iopub.status.busy":"2022-12-03T16:05:17.738332Z","iopub.execute_input":"2022-12-03T16:05:17.739927Z","iopub.status.idle":"2022-12-03T16:05:17.752776Z"},"trusted":true},"execution_count":92,"outputs":[]},{"cell_type":"code","source":"# plot autocorrelations of returns, returns^2 and abs(returns)\noptions(repr.plot.width=15, repr.plot.height=5)\npar(mfrow=c(1,3))\n acf(Return.BMW, main=\"BMW Returns\",cex.main=10)\n acf(Return.BMW^2, main=\"BMW Returns^2\",cex.main=10)\n acf(abs(Return.BMW), main=\"BMW abs(Returns)\",cex.main=10)\npar(mfrow=c(1,1))","metadata":{"execution":{"iopub.status.busy":"2022-12-03T16:09:09.832814Z","iopub.execute_input":"2022-12-03T16:09:09.834921Z","iopub.status.idle":"2022-12-03T16:09:09.970920Z"},"trusted":true},"execution_count":106,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABwgAAAJYCAIAAAD5RyWBAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nFbWo+FZFyYfE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use Ljung Box.test from stats package to check auto correlation in squre retruns\nBox.test(coredata(Return.BMW^2), type=\"Ljung-Box\", lag = 12)","metadata":{"execution":{"iopub.status.busy":"2022-11-21T14:10:11.209953Z","iopub.execute_input":"2022-11-21T14:10:11.211496Z","iopub.status.idle":"2022-11-21T14:10:11.228545Z"},"trusted":true},"execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":"\n\tBox-Ljung test\n\ndata: coredata(Return.BMW^2)\nX-squared = 1222.9, df = 12, p-value < 2.2e-16\n"},"metadata":{}}]},{"cell_type":"markdown","source":"p<0.05 so data is not independent. We reject the null hypothesis . It mean auto correlation is present.","metadata":{}},{"cell_type":"code","source":"ArchTest(Return.BMW)\n","metadata":{"execution":{"iopub.status.busy":"2022-11-21T14:10:18.777123Z","iopub.execute_input":"2022-11-21T14:10:18.778723Z","iopub.status.idle":"2022-11-21T14:10:18.812450Z"},"trusted":true},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":"\n\tARCH LM-test; Null hypothesis: no ARCH effects\n\ndata: Return.BMW\nChi-squared = 500.01, df = 12, p-value < 2.2e-16\n"},"metadata":{}}]},{"cell_type":"markdown","source":"The LM test shows p-value less than 0.05 which indicates that null hypothesis (no arch effect) can be rejected. Therefore, the BMW Returns exhibit ARCH effect.","metadata":{}},{"cell_type":"markdown","source":"# Estimation of ARCH Models with rugarch Package","metadata":{}},{"cell_type":"code","source":"#Specify the model\nspec = ugarchspec(variance.model=list(garchOrder=c(1,0)),\nmean.model=list(armaOrder=c(0,0)),distribution.model=\"norm\")\n#Fit ARCH Model\narch11.fit=ugarchfit(data=Return.BMW,spec=spec)\n","metadata":{"execution":{"iopub.status.busy":"2022-12-03T19:26:32.871526Z","iopub.execute_input":"2022-12-03T19:26:32.873074Z","iopub.status.idle":"2022-12-03T19:26:34.310878Z"},"trusted":true},"execution_count":17,"outputs":[]},{"cell_type":"code","source":"coef(arch11.fit)","metadata":{"execution":{"iopub.status.busy":"2022-11-21T14:10:33.452256Z","iopub.execute_input":"2022-11-21T14:10:33.454473Z","iopub.status.idle":"2022-11-21T14:10:33.479725Z"},"trusted":true},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/html":"<style>\n.dl-inline {width: auto; margin:0; padding: 0}\n.dl-inline>dt, .dl-inline>dd {float: none; width: auto; display: inline-block}\n.dl-inline>dt::after {content: \":\\0020\"; padding-right: .5ex}\n.dl-inline>dt:not(:first-of-type) {padding-left: .5ex}\n</style><dl class=dl-inline><dt>mu</dt><dd>0.000588046012435838</dd><dt>omega</dt><dd>0.000341146676805895</dd><dt>alpha1</dt><dd>0.306435214616923</dd></dl>\n","text/markdown":"mu\n: 0.000588046012435838omega\n: 0.000341146676805895alpha1\n: 0.306435214616923\n\n","text/latex":"\\begin{description*}\n\\item[mu] 0.000588046012435838\n\\item[omega] 0.000341146676805895\n\\item[alpha1] 0.306435214616923\n\\end{description*}\n","text/plain":" mu omega alpha1 \n0.0005880460 0.0003411467 0.3064352146 "},"metadata":{}}]},{"cell_type":"code","source":"arch11.fit","metadata":{"execution":{"iopub.status.busy":"2022-11-21T14:10:36.491182Z","iopub.execute_input":"2022-11-21T14:10:36.493106Z","iopub.status.idle":"2022-11-21T14:10:36.642283Z"},"trusted":true},"execution_count":18,"outputs":[{"output_type":"display_data","data":{"text/plain":"\n*---------------------------------*\n* GARCH Model Fit *\n*---------------------------------*\n\nConditional Variance Dynamics \t\n-----------------------------------\nGARCH Model\t: sGARCH(1,0)\nMean Model\t: ARFIMA(0,0,0)\nDistribution\t: norm \n\nOptimal Parameters\n------------------------------------\n Estimate Std. Error t value Pr(>|t|)\nmu 0.000588 0.000291 2.0221 0.043168\nomega 0.000341 0.000010 34.7678 0.000000\nalpha1 0.306435 0.028297 10.8292 0.000000\n\nRobust Standard Errors:\n Estimate Std. Error t value Pr(>|t|)\nmu 0.000588 0.000290 2.0263 0.042733\nomega 0.000341 0.000025 13.7755 0.000000\nalpha1 0.306435 0.054752 5.5968 0.000000\n\nLogLikelihood : 11489.61 \n\nInformation Criteria\n------------------------------------\n \nAkaike -4.8910\nBayes -4.8869\nShibata -4.8910\nHannan-Quinn -4.8896\n\nWeighted Ljung-Box Test on Standardized Residuals\n------------------------------------\n statistic p-value\nLag[1] 10.44 0.0012305\nLag[2*(p+q)+(p+q)-1][2] 12.11 0.0005311\nLag[4*(p+q)+(p+q)-1][5] 16.80 0.0001453\nd.o.f=0\nH0 : No serial correlation\n\nWeighted Ljung-Box Test on Standardized Squared Residuals\n------------------------------------\n statistic p-value\nLag[1] 4.251 3.922e-02\nLag[2*(p+q)+(p+q)-1][2] 55.779 1.887e-15\nLag[4*(p+q)+(p+q)-1][5] 140.094 0.000e+00\nd.o.f=1\n\nWeighted ARCH LM Tests\n------------------------------------\n Statistic Shape Scale P-Value\nARCH Lag[2] 103.0 0.500 2.000 0\nARCH Lag[4] 158.4 1.397 1.611 0\nARCH Lag[6] 212.5 2.222 1.500 0\n\nNyblom stability test\n------------------------------------\nJoint Statistic: 2.0366\nIndividual Statistics: \nmu 0.1416\nomega 1.4458\nalpha1 0.6220\n\nAsymptotic Critical Values (10% 5% 1%)\nJoint Statistic: \t 0.846 1.01 1.35\nIndividual Statistic:\t 0.35 0.47 0.75\n\nSign Bias Test\n------------------------------------\n t-value prob sig\nSign Bias 2.069 0.03860 **\nNegative Sign Bias 1.585 0.11301 \nPositive Sign Bias 2.123 0.03379 **\nJoint Effect 7.115 0.06833 *\n\n\nAdjusted Pearson Goodness-of-Fit Test:\n------------------------------------\n group statistic p-value(g-1)\n1 20 425.1 2.634e-78\n2 30 470.5 3.307e-81\n3 40 537.9 5.394e-89\n4 50 653.2 1.502e-106\n\n\nElapsed time : 0.753767 \n"},"metadata":{}}]},{"cell_type":"code","source":"#Conditional Volayility Plot\noptions(repr.plot.width=10, repr.plot.height=5)\nplot.ts(sigma(arch11.fit), ylab=\"sigma(t)\", col=\"blue\", main = \"Conditional Varaince of ARCH Model\", cex.main=2)","metadata":{"execution":{"iopub.status.busy":"2022-12-03T17:27:06.104069Z","iopub.execute_input":"2022-12-03T17:27:06.105717Z","iopub.status.idle":"2022-12-03T17:27:06.314259Z"},"trusted":true},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABLAAAAJYCAIAAAD9hIhNAAAABmJLR0QA/wD/AP+gvaeTAAAg\nAElEQVR4nOzdd3wT5R/A8SfdhUJLB7RsGQKC7OliyFQZTraIICoiOH4uFAEX4ABkigIqW1FQ\nEByAICigLAHZW1YLtLSU0pnk90exJJc0uSSX3F3yef/RV3q5u3zvLvc8983z3HMGs9ksAAAA\nAACBJ0jtAAAAAAAA6iAhBAAAAIAARUIIAAAAAAGKhBAAAAAAAhQJIQAAAAAEKBJCAAAAAAhQ\nJIQAAAAAEKBICAEAAAAgQJEQAgAAAECAIiEEAAAAgABFQggAAAAAAYqEEAAAAAACFAkhAAAA\nAAQoEkIAAAAACFAkhAAAAAAQoEgIAQAAACBAkRACAAAAQIAiIQQAAACAAEVCCAAAAAABioQQ\nAAAAAAIUCSEAAAAABCgSQgAAAAAIUCSEAAAAABCgSAgBAAAAIECREAIAAABAgCIhBAAAAIAA\nRUIIAAAAAAGKhBAAAAAAAhQJIQAAAAAEKBJCAAAAAAhQJIQAAAAAEKBICAEAAAAgQIWoHQDg\nJ05s//mbFT/9vvXv0+eTk5OTL2UWJCQmJiUlVahU87a27bo9+GCdshFqxwgA8B3qBQD6YAbg\nmT0rZnRpkOj4RDMERdzZ84Xfjl5RO1ivWNO5smR7T+QUWM6QdvhxyQydN5x177MUXJW+eL7h\nnWOll57vn3b+hcy/djAsyGC5VFBo7Jlco7vbobKA/f74WG763o9eHtjq1moxpSKDgoLCI0qU\niS/Xdc4hRVb+1d0VbcvYuxcekbn4qMqliy+q7QiNiCpXoepd9/QcO+2b1Hy533xF6oWMk69L\nFilZtp/Tj97+agPJUjf1+FVm2EUu7X+guLBLxD/oeNmH4ksUt2zrJUddjURZTmsrz1HIQI/o\nMgq4z5R/YUzv5vW7Df1xd7LjOc2mnE1fTWxbu8qwKb/4JjZAYkz/GpIpC2cedrrUxe1v5pnM\nllMSGn1QIYy6A8W6lvJTs6pNX3z/8y17j6dnZptMptyca5cvpVzIzPd85ab8S89tOm87ffuo\nLz1fuV35OVdTzp7cuPqr0cMeqli++fztFx3P7/f1Qnbqd4ezC4p715hzfHlqti/jAeA5KnXA\nTcbcUwOa1hm7ZJv8RUwFl6eP6NR6xDzvRQUUp+7LT0umHPtijtOl/nxrs2TK3R92USwm+KPx\n7fruSc/10spTtjx3Ps9oO/3KifFbM/O89KFFsi/uGHhb3a9PZRY3QyDUC2azcdLJK8W9m3l6\nitFsLu5dANpEQgi4xZz70p3NF+xJc2PRjVMGdH3/L8Uj0rvfHr6tprU8LioUFVV+aMcyVr1G\ns85/uuOq40Yb05itFyz/Dw5NmNiynBeig5/Iu/LH2/vdKRhlWvniGrvTzeaCV74+4b3PLWLM\nvzjo9iF2UlIRQPXClnnF7uqTSzb5MhIAiiAhBNyxdezdk7ZdsJ0eU6PFiLemfrvy5z+3b9v4\n60+ffjSmc6PytrOtHtl+efI174epJ9fOnDxqjXxQcWP7Vbf812w2jt5op/ddkazzM3dftWp1\nKdvsw3KhVBwoVlaKtKWrZPkuX37zw8rlS9/sUMHDlRtzjr3096Xi3v37rc88XL9MV88ueXZL\niu30wKkXTi1dV9xbWxaf8mUkAJSh9k2MgP7kXF4XEyK9JjYEhQ94Z0muyXZ20+pJjwcZDJL5\nK7Zf6PvIvcTpbfom47V0a1kF0j21umWSZCU5dnamrFX5JUUGKsg8O1WyksQW8xzM//d7TSTz\nD9h83oONUF/Afn98JmX7fZLvTMdfTiu18hPf3Vv85YwwGILWXc5xuhLbQWUe3nYi3dbly5dS\nzv695aeRfZrZflbFu7+TrNYb9YI2B5URQgSHl7e3UWaz2VS7RKiDBRlUBtAmfugFXLZ+xFPp\nBSbJxAGz/vri9Z5h0vpdCGHo8tycX15rKpl6bv1Tp3PtdzvyP4agyGhrJYLt7CkfryoARZUf\n1t661+il3W9cMxXbFrvkkyOW/waHJX7YtKy3gvMJvj/eZi6Qfp3iKhU75qSrFr0ivaPV6qPN\nptfnH3NjtaGlSkfbiomJK1u+QctO7y78a0oH6bimqbukrZF+Xy8YgiKLXhtzz82/YKcxMyft\nh4PXbvRCDw/mIhPQB85VwDWm/IuDvzoumVi5y+zPB9d3sFS7sT83jAqzWo8x8/0Txd6Xn528\nd+GMcf26tq5Xq1pCmaiwyFJJlao1aNr6yZfeWbZul/SiQx6zKXvtV9MH3Hdn1cQyEWEhUTHx\n1eo06/vUyz/sdNRpsJAx9/x3s8ff36Zl9UplI8Kjylepefu9/actXpOv+W6dWtuTwpS9ZcXc\n557oe1fTWyqUi4+KCA2LjIorm1Sn8R2PPPb0zK/Wpua7F5Rcb/WpZvlvQc6/7xUzPkRBztFJ\nZ6wGzyjXcmK8bX9RL2zRxd2rnn6wc73qFSIi7A3cr8Y+9OigCyGEOLBxxXsvP9m6aYObKiWW\nDA8tVaZstZvr9+g/dMr8X64anZ9IBdf+XT534oDubevVqhZXOjK8ROmkyje379H3nU++OZNV\n7JCPblD8lLFpBnNT/tXtY46kW06Jb/h8sPXa/xkvbQNXxKOzBkim5GXtsvzXN/WCukqWe9Ry\nby/63U6n2bR/rMaperR8SfnrV+qLp2Bt5bOTDlCf2k2UgM4k/9lfchIZgiPl9FPaPKyuZMFW\nM/bbzlaQfWLSiz1tux5ZSmrS7Yu1x4v7oAOf3CaZ/8MzmddStvRvYX8sEIPB0PrpaVnGYjvO\nHVv7SbOykXaXrdRmyO7MPEWeQyizy6j83jga3JNHfv6kVQUnV0jhZeq+9eWfnmy4Y5mnJ0vW\nc8vQLXbnPP9Hb8mcg/5KUXCL7O5es9m88s1uIf9ddwaFlFHwE80ydqPiB91sNl/+54cB7Wo6\nCLhEYoMJ39kpDf5jWvPZG7VKhxW3eEhkpREffZvvcddXT06Zf1cPveOOO+64444WDWIliyQ0\naVn41r39fvMkvIOzW0vW3H/z+VerSPt/rkjNdrwe2y6jfQ6mOl4k98oWySJBIaUtZ/BSvaCp\nLqMx1SY+nHCjsbdCm+9tl/qt141n24SWqPN9Q2mHArtdRj0vq4t4Xlv9x/2Tji6j0CMSQsA1\na+6/SVLWx9WbKGfBK6c+vMNa73d3S+bJvvDHvdVkPTTZYAh9fLL9Ot72inbc4W3t4u3XkUXq\nPfGV/bUtfj7U4S/8sXUHL20v7U8lPyE8/MWdTjd2dnKWnFVpfU8uei5EdltJrw+3ShZX7iLD\n1C7GqtdoiYReduf7vmMly9lCwiumWV/+eLhFdlOvjeO6W06RJIQefqKc3ajsQTebzafXTUwM\nC3YarcFg6P72OnsrMM5+uoWc7b2528h0D+6H9PCUkXMix9+y3O3wzGbziEqlLNcWHJqQkmc8\nMOsOyac0HS8tVyXcSQgzNkoWCY++3XIGL9ULWksIf+pyI5uKjL3Xdqlh5aNuHO56n66UkRAq\nUlYXUqS2MpvNHp50JITQIxJCwDVPJkVJyvqOK04qsuaC7CN3xkUIVzw86x/b9dhe0da6WVZ1\nO+XkFcmqLu6YEBnk/Po7zOYx5eomhBrck9cu/lDa4e/fEkHBUd9duCZzH7rqj6frSFZlrynD\n2Ni6M1vFdl8ru0W2u3f05inh1t83y4TQ80+UsxsVPOhms/nKyQXyYzYYDM8ulxYm616WxuNA\n9YdkJSG2PD9lvJ0QZqetMlhf65drPtdsNudcXieZXrJcf8erciMhvHz4BckiCQ3nWM7gpXpB\nawnhvz92LvrXYDDszcq3XMSUn1rS4qbB5h/udZoQKlVWm5Wrrcwen3QkhNAj7iEEXGL6+qL0\nTvoHm8UrsuppD929KTVHMjGs9E1dH+o75PG+7ZtVs11k2bDW353LcrrmQ4ev35QSHBZTtWbt\nmyraD/iDIest/zUXpD3aaUy2zYgj4bGVmrZqVbtqXNGUvDzv3vbmKq3tSSHE972eumI94ERw\naOydne8f9MRTTw8Z1L19M8mljMl49bXRfzuNxz31Rz4hmfLeL2clU7LOf7bT+oET933QxvJf\nb2zR0j4jc4sf4Uatfej2QTebsp5qPVQSsyEovEn7bgOHPPlor/tuKmWVcpvN5lmPPpxicQPk\nleOf3/OhVWdFQ3Bkt0EvzZz95dxPpjz58J2SO+iOffPCwOUnXds8IYQ3TxmlHPrkTbP1485b\nT+gkhAiPaTe0vFUylpUy/6uL2cp++oKnv5JM6fBBJ4v/vFgvSGRdWGBwpun43d74aCFEfNPB\nRa/NZvPkYxmW7149/0mW8ca39+4HrLoY2KXUF0/B2spnJx2gLSonpICu5F3dIzmDDEFhnnTT\nKpL6z1u2p2e7Z6dbdtI7uXF2Q5tbGsq1nCRZlW0ThxAiJLL6u1+uTc8zFs5z8cC6XvWkt/qE\nx7S2Xk8byQxBwVFDp6zM/G9796/7rHEZ+z/uym8h/HfVky1btmzZsmXtKOmmNW95neVNQU5/\nfNXgnjTmpyZZdxoskdB5xwWrO53S9n1TznqeUhWGy9yHrjO1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r8tLcywvO/7dOKd1iyeyjFZXwvEN3nogLlJ4wehXGkqmzOnf7H+frc35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\nPA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Estimation of GARCH(1,1) with Normal distribution","metadata":{}},{"cell_type":"code","source":"#Specigy GARCH models:\nspec = ugarchspec(variance.model=list(garchOrder=c(1,1)),\nmean.model=list(armaOrder=c(0,0)),\ndistribution.model=\"norm\",)","metadata":{"execution":{"iopub.status.busy":"2022-12-03T19:26:43.225354Z","iopub.execute_input":"2022-12-03T19:26:43.226868Z","iopub.status.idle":"2022-12-03T19:26:43.242184Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"#fit GARCH model\ngarch.fit=ugarchfit(data=Return.BMW,spec=spec)","metadata":{"execution":{"iopub.status.busy":"2022-12-03T19:27:14.557708Z","iopub.execute_input":"2022-12-03T19:27:14.559378Z","iopub.status.idle":"2022-12-03T19:27:15.182675Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"##summary of GArch fit\ngarch.fit","metadata":{"execution":{"iopub.status.busy":"2022-12-03T17:47:45.804275Z","iopub.execute_input":"2022-12-03T17:47:45.805887Z","iopub.status.idle":"2022-12-03T17:47:45.948242Z"},"trusted":true},"execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":"\n*---------------------------------*\n* GARCH Model Fit *\n*---------------------------------*\n\nConditional Variance Dynamics \t\n-----------------------------------\nGARCH Model\t: sGARCH(1,1)\nMean Model\t: ARFIMA(0,0,0)\nDistribution\t: norm \n\nOptimal Parameters\n------------------------------------\n Estimate Std. Error t value Pr(>|t|)\nmu 0.000779 0.000232 3.3568 0.000789\nomega 0.000002 0.000002 1.0622 0.288128\nalpha1 0.071589 0.015063 4.7527 0.000002\nbeta1 0.926539 0.015342 60.3937 0.000000\n\nRobust Standard Errors:\n Estimate Std. Error t value Pr(>|t|)\nmu 0.000779 0.000321 2.42627 0.015255\nomega 0.000002 0.000016 0.14195 0.887122\nalpha1 0.071589 0.106566 0.67178 0.501725\nbeta1 0.926539 0.110252 8.40384 0.000000\n\nLogLikelihood : 12002.45 \n\nInformation Criteria\n------------------------------------\n \nAkaike -5.1090\nBayes -5.1035\nShibata -5.1090\nHannan-Quinn -5.1071\n\nWeighted Ljung-Box Test on Standardized Residuals\n------------------------------------\n statistic p-value\nLag[1] 11.43 0.0007209\nLag[2*(p+q)+(p+q)-1][2] 12.14 0.0005198\nLag[4*(p+q)+(p+q)-1][5] 15.08 0.0004225\nd.o.f=0\nH0 : No serial correlation\n\nWeighted Ljung-Box Test on Standardized Squared Residuals\n------------------------------------\n statistic p-value\nLag[1] 3.252 0.07135\nLag[2*(p+q)+(p+q)-1][5] 3.613 0.30643\nLag[4*(p+q)+(p+q)-1][9] 5.862 0.31433\nd.o.f=2\n\nWeighted ARCH LM Tests\n------------------------------------\n Statistic Shape Scale P-Value\nARCH Lag[3] 0.1377 0.500 2.000 0.7106\nARCH Lag[5] 0.1880 1.440 1.667 0.9683\nARCH Lag[7] 2.5994 2.315 1.543 0.5921\n\nNyblom stability test\n------------------------------------\nJoint Statistic: 22.2763\nIndividual Statistics: \nmu 0.11571\nomega 7.15996\nalpha1 0.07795\nbeta1 0.07358\n\nAsymptotic Critical Values (10% 5% 1%)\nJoint Statistic: \t 1.07 1.24 1.6\nIndividual Statistic:\t 0.35 0.47 0.75\n\nSign Bias Test\n------------------------------------\n t-value prob sig\nSign Bias 3.138 1.710e-03 ***\nNegative Sign Bias 3.634 2.823e-04 ***\nPositive Sign Bias 2.899 3.764e-03 ***\nJoint Effect 21.620 7.824e-05 ***\n\n\nAdjusted Pearson Goodness-of-Fit Test:\n------------------------------------\n group statistic p-value(g-1)\n1 20 193.2 7.546e-31\n2 30 229.5 4.572e-33\n3 40 246.5 6.144e-32\n4 50 258.5 2.922e-30\n\n\nElapsed time : 0.6355524 \n"},"metadata":{}}]},{"cell_type":"code","source":"#Conditional Volatility Plot for GARCH Model\noptions(repr.plot.width=10, repr.plot.height=5)\nplot.ts(sigma(garch.fit), ylab=\"sigma(t)\", col=\"blue\", main = \"Conditional Varaince of GARCH Model\", cex.main=2)\n","metadata":{"execution":{"iopub.status.busy":"2022-12-03T17:49:23.462623Z","iopub.execute_input":"2022-12-03T17:49:23.465583Z","iopub.status.idle":"2022-12-03T17:49:23.680732Z"},"trusted":true},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABLAAAAJYCAIAAAD9hIhNAAAABmJLR0QA/wD/AP+gvaeTAAAg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\ntcWkI6qoOzp27dq8QTT7jFbr2ZFvNSLCLfnD488Um88JoQ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oQsCAhNhIDQY6ObNyschIURE5eUCFgc8QoQ/PADwbexhJyCA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\nCfV/sy8s8kfyRAEAAAAASUVORK5CYII="},"metadata":{"image/png":{"width":600,"height":300}}}]},{"cell_type":"markdown","source":"# # ARCH(1) and GARCH(1,1) with normal Innovation are not appropriate Models","metadata":{}},{"cell_type":"code","source":"##QQ-plot for fitted GARCH Model\nplot(garch.fit, which=9)","metadata":{"execution":{"iopub.status.busy":"2022-12-03T17:53:22.118926Z","iopub.execute_input":"2022-12-03T17:53:22.120383Z","iopub.status.idle":"2022-12-03T17:53:22.389396Z"},"trusted":true},"execution_count":23,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABLAAAAJYCAIAAAD9hIhNAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nXmeJ0+tG9E7668n9E42RwY4ryJghBAAAAHCCc7jkO95e/coP21o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ul1zZ2PLxqj0/bd7/xBebnvtma2pc1Iy8zKD+NSBE8ZVRAH6jwRTg\niYwAvJAUXvJ3V1c2tFw1daDyrc68XklCFvl7airqmxtaWnURapvdWVZj0us0Qoift5QLSRJC\nyLK44bVf68ytgzITdlQ0PvjReofTdd643r1TY7aU1u060JgaF73ofzu276tXXuWjlXs+X1Ni\nd7okIYZkJZZUmV75YZtyalR28g1nDHIvUwQ88Z8FAAAAEEBlNSYhRGy0ts5sE0LUm21j+6UY\noyNMzfafCvYPzkpYt6v6hW+3WqwOQ1REVUPLe7/uVEmSkEStySaE2FxW537URyv3KIMEg662\nqeXT1cVRWs2s0T1H9Elev6fmQENzRrx+Uk76wG5xVruzuLKpsbk1K9lItwkcBQUhAL/RYArw\nREYAXkgKT8u3Hfhg5R4hxONfbFKO/PfnorsvGHHRhL6v/FC4dMt+5aCpxS6EMLfYhRBJMZHJ\nxsikmKjMZIMkREVDc7IxanjvpOrGlrIasyEyYkhWwsDu8Q6X3GCxJRojJSGEEKOzUzxfNzJC\nPbA7iwaDzG63b9myZf369V9//bUQYt++fcGO6DAoCAEAAICA+GHTvse/2GSMjBBC9EoxJsdG\nrtlZvWpn5dUv/k/5bmeERt3qcA7OTJgwIL17ot5is2clGXqlxvjycI1KSjJGBvgdwD8tLS0F\nBQXr169fv379hg0bNm/e3Nra6j7rOQ4dFIQA/MbiEMATGQF4ISkULll+4+ftyTFRz1818YVv\nty7bWq7VqEf0Sc7fXV1eb1G2Gs1IiL7ilAGj+6Yc62EIUSaTadOmTfn5+YWFhVu3bl27dq27\n6ktPT588eXJOTs6IESNUKtXcuXN79+4d3GgPi4IQAAAA6Hj7ai11Ztt54/rERmtvnTk0PT76\n41V7Wh0uIYQkSeeP7XXe+D6x0dpghwn/NDY2bt68Of+g7du3u1wu5VR6evq0adNGjBgxYsSI\nUaNGpaWlue9asWJFkOI9NgpCAH5jcQjgiYwAvIR5UtQ0Wd9cVlRQWldrtgohPlq5e8n60rze\nSVeeOvDCCX3Kasx/X7hyaK/EK6YODHak8El9ff3WrVvdFeC2bdvkg50k09PTZ8yYoVSAY8eO\nTU5ODm6o7UNBCAAAABwvs9W+v85SXGl6/rutdrtTq1XbHW0TR9HaiBXbK/N31zxx6TinS251\nurKSw7FU7irKy8vzPVRUVCjHNRpNv3795syZM2LEiNzc3Ly8vISEhOCG2iEoCAH4jcUhgCcy\nAvASbklR1djy0veFK7Yf8Dxoa3Xm9oiPM+hWbDtQY2qZO6Xve8t3P/b5puZWu0YlnT6sR7Ci\nxaE8K8A1a9ZUVVUpxyMiIvr27Tt16tQRB0VFRQU31ECgIAQAAADaqbG59eb//lZrshojI0xW\nuxBCJUmykIWQtu6tnzmyZ/9ucUX7Gxb9b6cQoriqKVKruXXm0B5JhmAHHr6cTuf27dvd28Cs\nXLmytrZWOWUwGPr37z99+nT3OkCdThfcaDsBBSEAv4X54hDACxkBeAmHpBKFDZ8AACAASURB\nVHA4XZ+tKfl1W8WuA40OpyyEMFnt3RL1+2stF03Kfu/XXSqV1D8j7uv1pe/cPPWiJ39Mj4+O\nUKtKq03/mTu2f0ZssMMPLw6Ho6ioyD0HuGHDhubmZuVUTEzM4MGD3ROAAwYMUKvVwY2281EQ\nAgAAAD6RhSivs3y2uviHgv0trQ5JEge3FxFCiP21FiFEbZM1MSayurFlbL/UrXvrf9t+QJbl\nUX2S99aay+ssPVOYGwy41tbWnTt3eq4DtFqtyqm4uLjhw4e7K8CcnBxJkoIbbdBREALwW7gt\nDgGOjowAvJxgSWF3un7evH9TSe2Oisaqxhab3akcl0RbNRgZoU6PiyquNo/tl7pqR+UPBfuy\n02KrG1t+3LRfCPHVulIhhMMlr99Tc/KgDJ0m7CagOoG7GaDyRVDPdvDp6enKIsDc3NycnJzc\n3NzghhqCKAgBAACAw1u/p/o/n2+qN9u8jqtVkiwLIcvxBl2d2ZYYG11cbS6ubMpI1FfUNheV\nN0iSVFpjEkLsqWyKUKu+zi/tkWS4ZlpOMN7ECaihoWHLli3HbAY4evTo1NTU4IYa+igIAfgt\nHBaHAL4jIwAvJ0ZS2OzOJ78sWLa1QojfvxUapdW0tDqEEE6XrJYkoZKM0do6s62gpFatkqoa\nrRkJ0cr3SDUqye6UI9SqOIOue4J+ZJ/kc0b3jFCrgveGurby8nJlDxivZoBqtTorK8vdDHDc\nuHFJSUnBDraLoSAEAAAA/mBDcc2DH683tdjdR3QadavT2dLqyIjXl9dblMpQp1bvrTZ3T9Dv\nr7MoVeP+Ootyvd3pGt4r6Y4/DY+N1gbjHXR5nq0g1q1bd+BAW1cPz2aAI0aMGD58+Anz5eRg\noSAE4LcTbHEIcJzICMBLV0+K0mrT3e+tdbhcUVp1S6uzW4K+vN5iczjjonUNzTaz1S6EUOYJ\nbQ6nEMIlRJRO02xz6KMiLC32nsnGSTnpA7vHjeidHOR30qV4VoCrV6+urq5WjivNAE877bQT\nuxlgEFEQAgAAAL/7789FdqdLCGF3ykIIfaRGCClCLRpbWtUqqamlVQih1ahaHS7l26HldRYh\nhCRJlhZ7Xu+k+y4cpdXw1dBj8GwFUVhYuH79+rq6OuWU0WgcMmTIueeem5OTEz7NAIOIghCA\n306MxSFARyEjAC9dNynsTtejn25cuaNS+aNWo3I4XTvKG4UQicboAw3NLiEpRaDTKYuDPSck\nScREaQdkxE3JzThlSLdwb2JwBHa7fceOHYdtBhgbGzto0CD3BODAgQNVKirqzkNBCAAAAIim\n5tb/e/XXqiarkCSNSnK6XM02hzEywmS1CyEONDQLIeSDbQedsiyE0GpUpw3tcelJ/VgoeCiz\n2VxUVOTeBmbdunU2W9tmrfHx8TQDDB0UhAD81tUXhwAdi4wAvHTFpNhfZ7n5jZWNLTYhhJBl\nh1NOjImsbbKarPaU2MiqRqvnxcYo7fj+qdOH9cjtER+ccENSU1NTQUGBew6wqKjI6Wzr2Zie\nnu5eBJibm9u7d+/ghgpPFIQAAAAIX6XV5he/3byxtN49+5cWF1XZ2FLbZDVEaS1Wu7sajI2K\nuHJqzph+KcwHKo7eDPCMM85QKsAxY8akpKQEN1QcBQUhAL913cUhQCCQEYCXEE8Ks9W+YlvF\nql1VJZWmapPV7nB5nJSEkCsbWyIjNC5ZNre0uk8Mzkx8ZO4YjSqsv9no3ghUaQlYWFioHFer\n1f379589e7ayDcz48eMTExODGyp8R0EIAACAcLFi+4GnvirwbDD4O0lIsiyEJMuytdUxpFfi\npuJaXYTa4XRpVNL88/LCsBr0bAWxdu3aysq27XaUZoBz585V5gDz8vKio6ODGyrajYIQgN+6\n4uIQIHDICMBLyCZFcZXpwY/XC6X0E7L3aVnIQkRq1dZWhxBia1m9EMJmd0pCun7GoDh9WHxN\n1LMCXLVqVU1NjXJcaQY4bdo0pQIcOXJkZGRkcENFR6EgBAAAwImsor75zWU71u2uMlvtskcZ\nqFZJTpcshFBJkkuWhRBqtUqpBiVJOJwuIUSUVvPvi0YNykwITugB5tkMMD8/f+PGjRaLRTml\nNAO8+OKLlW1gBg8erNWGRUkchigIAfgtxBeHAJ2MjAC8hEJSyEIsyS/9eFVxRUOzy3XIZKAQ\nQgilGozUqq2tbZthqiVJGSl39Eo1Pn35BJ1G3SkhdwavZoDr169vaWlRTsXGxg4bNoxmgGGI\nghAAAAAnlE9WFb/+83Zliu9IJElSthW1O9vKRUmIVofTfUFer6R/XTiyq1eDZrN548aNyh4w\nXs0A09PTJ0yYoGwDQzPAcEZBCMBvIbs4BAgKMgLwEpSkMFntv22veH9FcXm9WT78jOAfKNWg\nJAnnwbrR4yZpxogeN80YHJBAA6yxsXHz5s1HagXhbgY4cuTI9PT04IaKEEFBCAAAgK5qb415\nwZLNhWX1Lh+qQLVKcspCeFzpdZNGJY3um3LJ5H7ZaTEdHmqA1NfXK7N/im3btrkbKqanp8+Y\nMUOpAMeOHZucnBzcUBGaKAgB+C0UFocAoYOMALwEOilKakwLf9qxZW+dxWo/Sh0oSX+o9yRJ\nuGRZLUnOQ+5QqUTftLgLJvSeOKALTJp5bgRaWFi4Z88e5bjSCmLOnDnKNjB5eXkJCSfmXjjo\nWBSEAAAACHVOl/zW/4q+3bCvobnVe17vCLyuavujJAtJqITkkmUhCSGLq0/LmT22V8dH3HGO\n1AxQaQVBM0AcJwpCAH5jxRTgiYwAvHRsUqwvrnnss431ZptPVeCxKAsGXUIWQkiymDWmV6hV\ng06nc/v27e5tYFauXFlbW6uc0mq12dnZNANEx6IgBAAAQGipMVkf/WxjYVm9w3W0nULbQRJC\npVIZoyOG90w8Z3Svgd3iOvb57XCUZoAxMTGDBw92t4IYMGCAWt21dz1FCKIgBOA3VkwBnsgI\nwMvxJIVLiDsWrdpYUtuxIUmSSImNOiMv8/xxfTSqIDdX8GoGmJ+fb7ValVNxcXE0A0QnoyAE\nAABA8Dld8obSmvsWr2t1dOSsoF4X8Y9ZQ8f1S+3AZ/rLZDJt2rTJvQ3M5s2bW1tblVPp6elT\np07Nzc1V+gHm5uYGMU6EJwpCAH5jxRTgiYwAvPiYFC5ZXl9c8/ma0o3FNZ4d4TuEJES3RMM1\nUweO7pfSsU/2xdGbAboXAY4aNSotLa3zwwM8URACAACgU60vqXn44w1Nza0d/mStRtUvPe7M\nvMzJgzI686uhPjYDHDduXFJSUqdFBfiCghCA31gxBXgiIwAvhyZFs83x9JItK7ZXOJy+NJD3\nm0al6t8t7oYzcnundlJDec9WEPn5+RUVFW2ReDQDHDFixPDhw/n6AEIcBSEAAAACwinLj362\n8bdtB+zODt4sVEiSMVIzdXDGeeP6JMVEdfDDD8ezAlyzZk1VVZVyXGkGOHXqVPdOMFFRnREP\n0FEoCAH4jRVTgCcyAnArqTa988vOwr11KXr1tk9LAzAXKDIS9LfOHDKoR0IAnv07dysIpR/g\nb7/9VldXp5wyGAxDhw6dNWuWsg3MqFGjdDpdQIMBAqrrFYStjWWrfltTsKM6PTt3xhmTog75\ndvjWzz/caG695JJLghIeAABAuJFl+fnvCr/OL1F2TpGESOzQWTJJiBi97sy8HpdM7heglYFe\nrSA2bNjQ3NysnPJqBkgrCJxgulhBuOqVv8268YXK1rZ9qAxZY178fMmcoX/4FdHn8666q6SR\nghAIHFZMAZ7ICISzN5YWffTbbqfrD3OBA9OirhiX8vrKqsIDLcf5fEkST18xoX96x7ePb21t\n3blz52GbAcbHxw8fPtxdAebk5EhSkFsXAoHTlQrCqjX/mnDtc0IdN3fe9WMHpJWt++75/y75\n6+gc7a5dF/QwBDs6AACAcOGU5Yc/3vDrtoqAvkqCMfLpyyekxER2yNOampoKCgrc5V9RUZHT\n2TbHoDQDVMq/3Nzc3r17d8grAl1CVyoIX//LM0Klf3PT7jk58UIIcc0Nf5vzdL9Tb7lq8jVn\n73770O+OAggQVkwBnsgIhJWPVha/sXSb03m05YHbDrS8sqJqR1V7pgclSeg06j5psRdO6D2m\n73F1k29oaNiyZcuRmgGeccYZSgU4evTo1NRgtq0Hgqv9BaG1evP3P2+J6ZM3cUR/TafUYi+W\nmBIHvdxWDQohhMiYctNP9304dv67s1+7e8nVA9rxTKfTuWTJEvc3BA6rpKQkJycnNTVV6Sdj\nNpuFEAaDgTHjsB3r9XpZlk0mkyRJoRAPY8bBHZtMJpvNFh0dHSLxMGbc4eP6Fvv3a3ds39+4\naneDECInPVoIUVjRfKSxJERWgi5CLW098jWeY5VKmtwvYUx28sQhvTQqyf26siz7FWd5efn2\n7dv37t27dOnS9evXJycny7L8yy+/qNXq2bNnn3nmmXq9Pi8vLy8vLyYmxvNe/o3HONDjUOZ7\nQSh/9PB1j7/7wxU/FFyVpjeVvjVowBVlVocQosfkGzf99HR84ItCs9NlSO7hdXD07V+fviD9\nx3kzC+cU5kT7Xd8uXbp05syZx7zs3nvvHTdunMViEUKUlpYKIXr27MmYcdiOU1JS3Ntth0I8\njBkHd1xWViaEkGU5Ojo6FOJhzPj4x1HxKW8t23H+0DghxEvLK4UQ105MHZQYW9NkFUJcPjbZ\nffyw46wE3fSBsUe/Rjo4Tk7vrtdpSkpKhGixtTTb/InTaDTu3LkzLS1NCHHbbbfV1dW9+uqr\nqampr732Wm5u7vz584UQZrM5Ozv7wIED7ntLSkrq6+tD4e+ZcfiMNZrQ/WKmJPvWHLTo1ZkD\nrv5SrY1buHf/nJTox4Yk3V5oveH+f+u2L3ps0foJjxYs/+fgQMd6XrL+a+f46urvDWrJ83jV\n6n+nj7un2+lPlC65WRLioV5xd5U0+vi+fJkhfOGFF6qqqubNm3fllVeKYP92gTHjUBjLslxW\nVpaSkhIVFRUK8TBmHNxxdXV1VVVVZmam0WgMhXgYM27feFVx4xs/bcswauSjzub5Ms5Ji7p8\nXMoP2xu/2+Y9ozi4u35Cv7SZ4/pJktSOOOvq6goKCtavX2+xWHbs2PHll18KISZPnqxWqysr\nK/Py8qZPn96nT5/BgwdHRUWFzt8tY8YFBQUTJ05csGDBTTfdJEKMrwXhX9MM75n7rN63dlic\n1mkridH3SZr2UemSc4WQL0k1fK660FzxRqBjXXfHiFGPrO93/j0fL/jnoIw/LNX49OrcP71a\nOP5vLy158urns+N9Lwh9cdllly1cuPCBBx5Qfs8EQJZli8Wi1+vZdQ0QZAS6uGab/fIXfqk3\nH+2X4/6ShOiXErWjqsX9rzFDlObqqTnThvXwK0nczQAVmzZtUv5tLYQwGo1DhgxR9oDJyckZ\nPXq0VqvtwLcAdKwVK1aEbEHo69zlp7UtSeMeGRanFUI0lT7Z7HSNnj9OCCGEdFle0uKfPg9Y\nhL/Lu/+bi5YMfO/D+4d89GBaVu/n1206N7Gtxc05L/x6Z8Xoh565Nu3d/6SbLZ0QDAAAQNe1\nZEPZ899scRx1b5jjEaFR9c+IHdA9/vThmb1SfO3I4tUMcP369S0tbTvTxMbGDh06lGaAQIfz\ntSDUSZI4+H+M3a//T5KkWwa3df9zOmQhOwIRnBdVRMrb+UWnPnz/m5/9WLh7b6Pj9/+FqTQJ\nD35ROODBvz303KLt1s4IBghnZrquAR7ICHQhTVb7vDdW7K8N1G/PNSpp6tDul0/uubeszJek\nMJvNRUVFW7duVSrAdevW2Ww25VR8fHxeXh7NAIFA87Ug/Eua/tlN95TapmVqLPe+tjM6Ze44\no1YI4Wotv2t1pS7uzEAG+TuVJumKu5+54u7DnZO0c+e/NHf+8/t3bt1Zsr9z4gEAAAh96/dU\nPvLZ5kaLLXAv0T8j9pkrJipjk8l0pMu8mgF6tYI47bTTlPJv5MiR6enpgYsWgJuvBeENC855\nYvainF6Dc2Mq1ta1nLzgn0KIfV8/ds2dj+abWvOuvyOQQfpF3a3vkG59hwQ7DOBEZqDrGuCB\njEBIsTpci5fvWLGtqrLRYrO7Av1yapV02tDu103PjYxQuw96JoVXM8Bt27a5N3pIT0+fMWOG\nUgGOGTMmJSUl0NECOJSvBWHPP7310zP66x9dnL/bPvL8uz67IUcIUf7jW0sKanPOuOW7B0YE\nMkgAAAAcw9Kt5f/5ZKNLBGpZoBdjpPaV6yYlGCK9jpeXl+fn5+/bt2/ZsmVbtmwpLCxUjqvV\n6v79+8+ZM0fZBmb8+PGJiYmdEyqAo/CjIcYpN764/cYX7bKIOPj97f5XvbTu2uwR/VMDEhqA\nUMWKKcATGYHg2lpWf/fiNRZbZ+yhoJakeKPuzOFZs8f31mna9nRRKkDF2rVrKysrp0yZ8txz\nz3388cdCiLlz5ypzgHl5edHR0Z0QJAC/+N0hMcJjNW9szgRmBgEAADrfaz8Vfb5mT6sjsF8K\njdSo7zp/xOjsZPcRp9NZWlr6/TdfKxXgqlWrampqlFNarTY7O3vatGnTp08XQrz//vvMAQKh\nz7+C0OWo++2HpQU7ShrNLXfcNd9SUhrVM4sdf4Fww4opwBMZgc5hdzpvfmPVzgMNgX6hmEjt\nOWN6njokIz1OL4RwOBzuXUDz8/M3btxosbRtUqo0A7z44ouVOcABAwao1Wrh0Zwz0KECOH5+\nFIQVS1845+J/rD3QrPzxjrvmb7xv+pnLjPe//PHfpmUGJjwAAIDwZbLar35pWZ2ptRNeS6tR\n33JWzsmDM5VmgD988fGhzQDj4uKGDRtGM0DgROJrQWje9/7w0/9W7TJePO+WXNUndz1ZKITo\nNmN2wgeP3XzmYOOOvZf1iglknABCCCumAE9kBDrWB8v3LP5tp6XV0Tm7w8RFaxfMHbF7R2F+\nfv7i5z69e+tWz2aA6enpEyZMyMnJ8asZIEkBdCG+FoQfXDiv2hn55ubiOQPj9n63WikIe57/\n4KaRYzL7nXvnxR9ctvLKQMYJAABwwlq588AjH2+y2jtjYxghhMNqMVeWdlPXGlrK8/Pzu//z\n8M0AR40alZaW1jkhAQgWXwvCRzfUJuS+OGdgnNdxY6+Zzw1KuqzgCSEoCIFwwYopwBMZgXa7\nceHyHXsbO+GF7C1mS1VZU/ku84Fdcn1ZeenuwzYDHDt2bHJy8tEf5QuSAuhCfC0IK+3OuO49\nD3sqPTPauaW8wyICAAA4QclC3PHmyo1ldYH+NqjNVNdUvqupfJe5YpflwB5zQ9tGoBqNpl+/\nfqfMmTNixIjc3Ny8vLyEhIQAxwIgpPlaEJ4eH/lV/puyOPWQr427Fq6u1sWe0sFxAQhhLA4B\nPJEROIqKhuY7F6050GAJbHcIjwqwqXxX474drZa2zUgjIiL69u074uwzOrMZIEkBdCG+FoR3\n3jL8/TsWTb3tpC8evuz3o7L90/vOWlRpGfqPuwISHQAAQBe0t9b8f68ut9mdAXq+7HJZavZZ\nqsvMVWVN5bsa9m6zN5uUUwaDYfCA/u5tYEaNGqXT6QIUBoATgK8F4eB/fH3D5/2f+88VKYse\nHdmzXghx1WWXbFn+9apdjbF9z//q3yMDGSSA0MLiEMATGQHF5n21dy3KtznsgXi47HJaava7\n5wBNFbud9raNQDW66KzsAWeeOtGrGWAQkRRAF+JrQSipY59Zvmvkw7c/8co7v6xsEEK8tvDd\nyMSeF99yz2MPz8vQ0oIGAACEnUc+37i0oFwEoEGEy+lori13V4BN5btcjrZuhJpIfXJW33On\nnzR29CjfW0EAwGH50ZheUhsunf/cpfOfqysvrawz62ISemamUwgCYYjFIYAnMiLcvPjDti/W\n7HF19KJAh63FfKC4bSeY6jJzZYnL2daFQmdMSOwzLHfIsOvOOzU3Nzc3N7eDX7ujkRRAF3K0\ngnD//v1HuismPk4IV4XHBd26devQwAAAAELFxpLau95d43B2ZBWoNAN0TwBaava6W0HojAmJ\n2XkxGdk9+uY8cuOfxwzq04GvCwCejlYQdu/e3fcHuf8XBuCEx+IQwBMZcQJ7/IuCHzbt7ain\n2Ux15qoypR9gU/kuc81eIctCCEmlioxNSeo3KiYjOzYje/LEiU9ee1qX/g4oSQF0IUcrCK+8\nkl7zAAAgjLiEePDj9b8VVnTIVKBnK4im/Ttt5nrluKRS6xO7ZQw5OSYjOyYj25jeOzEh7rXr\nJhkjtR3xsgDgh6MVhK+++mqnxQGgC2FxCOCJjOjqWl2uS59dWtdkPf5H/bEZYFGrpVE5Lqk1\n+oSMxD7DlQowJiNbpdVGqFR/nzXspJz043/dUENSAF2IH5vKAAAAnADufn/tmp1Vx78zqGcr\nCEt1WVP5bntLWzNAtTbSmNY7ZeA4Q3JmTEZ2TLe+Kk2EpFKNy06ef36eWsWufABCxdEKwsbG\nRiGEPiZWI7WNjyI2NrYj4wIQwlgcAngiI7qEN/637f1f9hznQ2Snw+LRCuIPzQAj9YaULPcE\noD65h7sVRLd4/QvXTIqMCHJvwM5EUgBdyNEKwri4OCHExzXNf0qMUsZHwaYyAAAgpPzjnVUF\ne2qP5wnOVqulZp/54DYwns0AI6IMxvQ+7grQkNxDeDQD7J1qfPHqyccVPQB0iqMVhH/+85+F\nEN21GiHEnDlzOikiACGPxSGAJzIidHy3uezJzzcfz3dBHbZm84GS31tB1O6TDzYcVJoBtpV/\nKZlR8WmeN0qSuGB8n8tPGXA88Z8wSAqgCzlaQfjee++5x/PmzYvJHtw39jCbX1lKt+5oYFMs\nAAAQHBc88X1js7199x69GWBS35FKBRjbvZ9Wf5hvS2UmGV+6dpJa6tJNIgCENV83lRk5cuQp\nnxX/dE7PQ08VvTpn9GOVDlt5R8YFIISxOATwREZ0std/3vbBivavBlQ2AnX3AzRXlynHJZVK\nn9g9JWeCISUzJiM7rsfAiOjDz27FGSMX/HVcelx0u2M44ZEUQBdyjIJw4fPPNjravimx98v/\nPl2S4H2F7FixuFgIXSCCAwAAEEIU7q+/9b8rXe3asOAYzQCHntLWDDCjjzriiP+ekYR48vJx\nOd0O+YcQAHRxxygIH/j7LXusDmW88/X75x3hsp4zXunQqACENBaHAJ7IiAB5/JuCH9ftbUcJ\n6FkBNuzdbm9uUo57NwPslq3SHGPNS7wh8qXrJsZF8otv/5AUQBdyjIJw0ZLvWlyyEGLq1KnD\n73v7sQlph16jiU4cM2ZYQKIDAADh4b//K1q8fLdw+V0AejYDbCrfZTqwx9na1mJeo4sypPZy\nbwNjSO2pUh/jXz6SEP26xT592QSJZYEAwsMx/rc4/uRTlMHpp58+7LSpp45LDXxIAEIdi0MA\nT2RE+9z32brfNle240avZoBNFbtc9rZWEJpIvTGt92GbAR5JtwTjq9ezK0wHIymALsTXTWW+\n+eabgMYBAABObC4hZj38nc3h8PdGZ6vVVLHHXF12sB/gTpejbU9RnTEhPjNHn5x52GaAhyeJ\nc8f0uva0nHa8BQA48fhaEAKAG4tDAE9kxJH8VlT5wIfr/P8S6DFaQfy+CDAjW2f0bZcXSYzp\nn3r/+SP9DgXtQlIAXYivBaHsNL96++VPf7h0T6X5sBe0tLR0XFQAAKDrueH1FTvLG9pxo73F\nbGmb/dvVVL7LXLNXeDYD7DfqYDPA/lp9rI/PNEZpF847xaBRtyMeAAgfvhaEy/8+6ZoFG9W6\nlLzR42J1/L8VCGssDgE8hW1GWGytlz67zNTSno7wnhuBmqvKWuoPKMfbWkEMOVmfkmlIyYzL\nHBgR5ccUk6QSL101sWeKr0UjAiRskwLoinwtCG97Y5vWMGzFnpUjkyMDGhAAAAhNshDnP/79\n8VeAjft3tJrbJhKVVhA+NgM8lFqlumpazrmjstoREgBA+FgQyq6WtabWXhc/QzUIQLA4BPij\nEzsjZFme+ei3rXaXf3e5XJaafZaD28A07N1mbzYpp1RqTXRCRlKfPN+bAXoxRGs/uvU0dgUN\nZSd2UgAnGN8KQqdFFkJ2+fdhAAAAupxftpU//NEGfz/yj9oMMNqQ2vP3VhBJ3SWVyt+o1Grp\nleumdI/nK4gA0MF8KghVEUn3j06574u/bTGvG2SICHRMAEIci0MAT109IxYu3/7est3Cz71A\nvZsBlu9yOdrfDPBQvVJjX7p6or93IUR09aQAwoqvawj/+fPSHVNPHTvwlHvu+9uEIQPT4qO8\nLujTp09HxwYAAAJi/gf5a3cc8KsIdNhazAeKm8p3tfUD3L/D5WzrKKgzJiT2GWZIyVT6AfrU\nDPCPVJJ05/nDJvXP8OsuAMDx87UgjNAr/Vsrbrti+WEvcDcIAnDCY3EI4KlLZERJffP1zy9z\n+vNhfYxmgNnuRYB9dYb4doR035yRY3ultuNGhL4ukRQAFL4WhDfccENA4wAAAB3rz0/9XG/2\no0twIJoBetJGqJ6+cmLvJCoEAAghvhaEzz77bEDjANCFsDgE8BQ6GXH+Ez80Nbf6fr1nK4im\n8l02U51y3N0MsK0VRHpvtdbvbcYlSXXp1AEXje3l7404AYROUgA4Jl8LwqPY/tIp4+811VWu\nPf5HAQAA3929eO2anVW+X/+HZoD7drRa/tAMMLH3MPdOMKoI/1pBCCE0GvUNZ+aeMaSHvzcC\nAILIj4Kw9IeFz326tKS6+Y+HXVu/W9Fki+vYsACEMhaHAJ46MyN+2LrvyU8KXL7tBqM0A2wq\n36X0A2wo22ZvaWsGqNZGGtN6pwwca0jOVNYBqjR+7yKuVYtXbzw1zUiPYnjjYwLoQnwtCMuX\n3t7/9P/YXIf5BIowpM36x1sdGhUAABBCiPOf+rHJbPPxYq9WEKaK3U57273ezQDb1QpCEuLe\nC/PG9Uv390YAQMjytSB85YqX7Or4t1auOS8n9sHxAxYmPb/7m1l2vrGBbgAAIABJREFU04FX\nbp1x3/KhL//r1IBGCSCksDgE8NSxGVFrsc558icf+8K7nI7mIzQDjIgyGNP7uCvAdrSCEEII\nSaTGRi+88WS/G8kjvPExAXQhvhaE/62wJPR/de7oPkKIv96W+8TfFup0F+p0WTe/sWpJUsrZ\nj27+7a6hgYwTAIAT1mXPLSuvt/hypcPWbD5Q8nsriNp9squteFSaAcZkZCv9AA0pme0L5rSh\nGX+fObx99wIAuhxfC8JquzMlq22ZeOLo/raGtywuWa+SJLXx3rN6TF9wn7jrk4AFCSC0sDgE\n8NSOjHjh+y2fry715cqjNwNM6juyrRVEt35aQzvX80uS6oWrxvVOZTsAdBg+JoAuxNeCcJhe\nu72oQIhThRCR8VNl16tvVzZfk64XQkSlR9nqfwxgjAAAdGUfrtn92nfbfbxY2QjUXFWmtAR0\nNwOUVKrI2BR3M8C4HgMiomPaHdKpwzL/efbgdt8OADhh+FoQ3jo+9fzvb7tz0ZC///nk+IQz\n07XqZx789ZrnTheyY/GnZZqovgGN8lD1FcVFRTsr65oszVZNpD42Ma3vgIG90/ntJtAZWBwC\neDpsRuxtaL7y2aW+3P6HZoD7d9rM9crxDmkG6KYS4orpueeN7tnuJwC+42MC6EJ8LQhnvPVC\nVuash/8ydUPm/m+mZDx1Ro+LXpgxduesmIY1P+xq6DvngYBG6SY7Gz946r5nXn/3t+2Vh55N\nGzD24itvuvumC+M0/q+bBwDAZw9+lL9i1wGnXQghJCH6pUTtqGrxqReEdzPAolZLo3K8rRlg\nn+HH0wzQTadTv3PTyUadrt1PAACEA18LwqjkM7fu/vXRx96ITI4SQsx+75tLpp359vefSipt\n3nl3fPba9EAG2cbZuv+yUUMXFdSqIxLGnDJzyMA+6UlxOp3GYbM11Bwo3bn1t19XP/n3i956\n96tNK9/K0LIjGhAoLA5B+Lj13d+27Kk/etu/gWlRV4xLeX1lVeGBlkPPyi6npWb/760gDuxx\ntlqVUxpdlCG1V9rgKYaUTENyZkz3fiq1H/2BvUni7XmnJhvoCojg42MC6EL8+OCJzhh731Nj\n226LGrDo193PV+9zGNITotSBic3byltPX1RQO/GGp9975Pru+sNE7mqtfe/R/5t777un3Xjl\n1pdP6pyoAAAnBlmI2Y99b7HZfev6fuTn/LEZYFPFLpe9rRWEJlJvTOt9nM0APfVMMbx8zZTj\nChcAEN6O4zeRQsQkd++oOHxx56KdhvRrf332b0e6QKVNvOTuxeYl/7tp8Xzx8nJfnul0Opcs\nWWK1Wo9yTUlJSU5OTmpqqrKxm9lsFkIYDAbGjMN2rNfrs7KyZFk2mUyhEA9jxu0e/7qr6pmv\ntgshctKjhRDNVrt0cFxY0Sx8G8tO+xdr9vz8/a9N+3fmdo9pritftXSpEGLy5MnqAZkbVKqY\n9D5TTjo5KiG9uDlaSJK/z3eP9Trda9eM0qhUnu+FzybGITjW6/XKP5z475MxY2Ucyo6rIOxk\nmy12w4Czj3nZiMkp9nVbfXzm0qVLZ86ceczL7r333nHjxlksFiFEaWmpEKJnz56MGYftOCsr\ny2q1VlZWhkg8jBn7OJYPjl9aXimEuHZiamaEyE6OFEJcPjbZffyYY6fdpoxvf/j55tryKx9/\nUAjx1WuPRMvyI/f8Wwhx7/PvRSdm3PbnKZ6v5fvzfx+vqLz1nCGWmt9zraSkJHT+PhkzPtJY\nlmU+Ixgz9hxrNKFbdknudkZH16tXr6NfUFxc3BHxHM1f0wyLrXklVcvSjrI+0NVyfZ+0Ny1n\nWKoW+/JMX2YIX3jhhaqqqnnz5l155ZUi2L9dYMw4FMayLJeVlaWkpERFRYVCPIwZH2m8udp8\n/zvr2z0j5x4XlFSbK0v7xjqb6yp+XPKFuWbv5EmThBC//PKLzphw47xb55531lMfLy+2Gof1\nyTjO1yqsaJ48OO3GU/uFyN8hY8btGJtMJuVjIjk5ORTiYcw46OOCgoKJEycuWLDgpptuEiHG\n14Jw8GDvbkV2S+3ukgMOWdbFDTt7avaHH34YgPD+YOebs/v99ZPE4bMXPHzHuVPz9GrpD6d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AI8LbgjD3gS/v+izj1b/cHPnOn6cmdRPR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\nKZsGGQGxp715+AYrCEOyH/zfkwcufvQ/6++7hbuSc/0bDyQFE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uGQUA3HzKNTKP3tRYRMI7r77qYwzbJyaIiN4cKSIFhwoq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\nC8MAAAAASUVORK5CYII="},"metadata":{"image/png":{"width":600,"height":300}}}]},{"cell_type":"markdown","source":"# ARCH and GARCH Models with non-Noraml Innovations-rugarch Package","metadata":{}},{"cell_type":"markdown","source":"# ARCH(1)-Student t distribution","metadata":{}},{"cell_type":"code","source":"#Specify the model\nspec = ugarchspec(variance.model=list(garchOrder=c(1,0)),\nmean.model=list(armaOrder=c(0,0)),distribution.model=\"std\")\n#Fit ARCH Model\narch11.fit.t=ugarchfit(data=Return.BMW,spec=spec)\narch11.fit.t\n","metadata":{"execution":{"iopub.status.busy":"2022-12-03T19:27:29.192192Z","iopub.execute_input":"2022-12-03T19:27:29.193750Z","iopub.status.idle":"2022-12-03T19:27:30.827106Z"},"trusted":true},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":"\n*---------------------------------*\n* GARCH Model Fit *\n*---------------------------------*\n\nConditional Variance Dynamics \t\n-----------------------------------\nGARCH Model\t: sGARCH(1,0)\nMean Model\t: ARFIMA(0,0,0)\nDistribution\t: std \n\nOptimal Parameters\n------------------------------------\n Estimate Std. Error t value Pr(>|t|)\nmu 0.000607 0.000246 2.4625 0.013799\nomega 0.000362 0.000021 17.1833 0.000000\nalpha1 0.376498 0.046961 8.0172 0.000000\nshape 3.718575 0.232998 15.9597 0.000000\n\nRobust Standard Errors:\n Estimate Std. Error t value Pr(>|t|)\nmu 0.000607 0.000220 2.7536 0.005895\nomega 0.000362 0.000028 12.9955 0.000000\nalpha1 0.376498 0.067357 5.5896 0.000000\nshape 3.718575 0.268836 13.8321 0.000000\n\nLogLikelihood : 11765.11 \n\nInformation Criteria\n------------------------------------\n \nAkaike -5.0079\nBayes -5.0024\nShibata -5.0079\nHannan-Quinn -5.0060\n\nWeighted Ljung-Box Test on Standardized Residuals\n------------------------------------\n statistic p-value\nLag[1] 10.04 0.0015329\nLag[2*(p+q)+(p+q)-1][2] 11.53 0.0007517\nLag[4*(p+q)+(p+q)-1][5] 16.07 0.0002293\nd.o.f=0\nH0 : No serial correlation\n\nWeighted Ljung-Box Test on Standardized Squared Residuals\n------------------------------------\n statistic p-value\nLag[1] 6.983 8.227e-03\nLag[2*(p+q)+(p+q)-1][2] 55.905 1.776e-15\nLag[4*(p+q)+(p+q)-1][5] 134.094 0.000e+00\nd.o.f=1\n\nWeighted ARCH LM Tests\n------------------------------------\n Statistic Shape Scale P-Value\nARCH Lag[2] 97.76 0.500 2.000 0\nARCH Lag[4] 148.06 1.397 1.611 0\nARCH Lag[6] 198.61 2.222 1.500 0\n\nNyblom stability test\n------------------------------------\nJoint Statistic: 3.5924\nIndividual Statistics: \nmu 0.1155\nomega 2.7352\nalpha1 1.0006\nshape 2.1234\n\nAsymptotic Critical Values (10% 5% 1%)\nJoint Statistic: \t 1.07 1.24 1.6\nIndividual Statistic:\t 0.35 0.47 0.75\n\nSign Bias Test\n------------------------------------\n t-value prob sig\nSign Bias 2.1241 0.033713 **\nNegative Sign Bias 0.9753 0.329470 \nPositive Sign Bias 2.6200 0.008821 ***\nJoint Effect 7.9959 0.046097 **\n\n\nAdjusted Pearson Goodness-of-Fit Test:\n------------------------------------\n group statistic p-value(g-1)\n1 20 125.9 8.780e-18\n2 30 181.9 4.469e-24\n3 40 291.1 2.636e-40\n4 50 426.6 1.113e-61\n\n\nElapsed time : 1.181988 \n"},"metadata":{}}]},{"cell_type":"markdown","source":"# GARCH(1,1)-Student t distribution","metadata":{}},{"cell_type":"code","source":"#Specify GARCH models:\nspec = ugarchspec(variance.model=list(garchOrder=c(1,1)),\nmean.model=list(armaOrder=c(0,0)),\ndistribution.model=\"std\",)\n#fit GARCH model\ngarch.fit.t=ugarchfit(data=Return.BMW,spec=spec)\ngarch.fit.t","metadata":{"execution":{"iopub.status.busy":"2022-12-03T19:27:36.823014Z","iopub.execute_input":"2022-12-03T19:27:36.824540Z","iopub.status.idle":"2022-12-03T19:27:38.046858Z"},"trusted":true},"execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/plain":"\n*---------------------------------*\n* GARCH Model Fit *\n*---------------------------------*\n\nConditional Variance Dynamics \t\n-----------------------------------\nGARCH Model\t: sGARCH(1,1)\nMean Model\t: ARFIMA(0,0,0)\nDistribution\t: std \n\nOptimal Parameters\n------------------------------------\n Estimate Std. Error t value Pr(>|t|)\nmu 0.000622 0.000214 2.9001 0.00373\nomega 0.000001 0.000001 1.3126 0.18932\nalpha1 0.061532 0.008369 7.3524 0.00000\nbeta1 0.937468 0.008733 107.3423 0.00000\nshape 6.532013 0.581121 11.2404 0.00000\n\nRobust Standard Errors:\n Estimate Std. Error t value Pr(>|t|)\nmu 0.000622 0.000202 3.07397 0.002112\nomega 0.000001 0.000004 0.37812 0.705344\nalpha1 0.061532 0.036179 1.70075 0.088991\nbeta1 0.937468 0.036171 25.91750 0.000000\nshape 6.532013 0.742845 8.79323 0.000000\n\nLogLikelihood : 12107.4 \n\nInformation Criteria\n------------------------------------\n \nAkaike -5.1532\nBayes -5.1464\nShibata -5.1533\nHannan-Quinn -5.1508\n\nWeighted Ljung-Box Test on Standardized Residuals\n------------------------------------\n statistic p-value\nLag[1] 11.05 0.0008854\nLag[2*(p+q)+(p+q)-1][2] 11.75 0.0006583\nLag[4*(p+q)+(p+q)-1][5] 14.62 0.0005606\nd.o.f=0\nH0 : No serial correlation\n\nWeighted Ljung-Box Test on Standardized Squared Residuals\n------------------------------------\n statistic p-value\nLag[1] 6.342 0.01179\nLag[2*(p+q)+(p+q)-1][5] 7.121 0.04848\nLag[4*(p+q)+(p+q)-1][9] 10.010 0.04993\nd.o.f=2\n\nWeighted ARCH LM Tests\n------------------------------------\n Statistic Shape Scale P-Value\nARCH Lag[3] 0.0003267 0.500 2.000 0.9856\nARCH Lag[5] 0.0214387 1.440 1.667 0.9985\nARCH Lag[7] 3.1530336 2.315 1.543 0.4851\n\nNyblom stability test\n------------------------------------\nJoint Statistic: 74.5689\nIndividual Statistics: \nmu 0.09028\nomega 19.29041\nalpha1 0.22429\nbeta1 0.11425\nshape 0.12044\n\nAsymptotic Critical Values (10% 5% 1%)\nJoint Statistic: \t 1.28 1.47 1.88\nIndividual Statistic:\t 0.35 0.47 0.75\n\nSign Bias Test\n------------------------------------\n t-value prob sig\nSign Bias 3.435 5.966e-04 ***\nNegative Sign Bias 4.135 3.613e-05 ***\nPositive Sign Bias 2.860 4.259e-03 ***\nJoint Effect 25.276 1.352e-05 ***\n\n\nAdjusted Pearson Goodness-of-Fit Test:\n------------------------------------\n group statistic p-value(g-1)\n1 20 120.7 8.173e-17\n2 30 147.3 8.856e-18\n3 40 182.3 2.142e-20\n4 50 175.4 4.069e-16\n\n\nElapsed time : 0.6731498 \n"},"metadata":{}}]},{"cell_type":"code","source":"##QQ-plot for fitted GARCH Model with t distribution\noptions(repr.plot.width=10, repr.plot.height=5)\nplot(garch.fit.t, which=9)","metadata":{"execution":{"iopub.status.busy":"2022-12-03T19:18:56.517750Z","iopub.execute_input":"2022-12-03T19:18:56.520693Z","iopub.status.idle":"2022-12-03T19:18:56.922110Z"},"trusted":true},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABLAAAAJYCAIAAAD9hIhNAAAABmJLR0QA/wD/AP+gvaeTAAAg\nAElEQVR4nOzdeUBUZdsG8PvMyrDvMOzugAuo5L4EarmkVupbWVCarV+p9VZaWbYvb5vtZVkK\nmppaauWSgiu4IouCoIDs+87A7HO+P0bJFBCUZeaZ6/fXw5xzhnu4PDg355nzcDzPEwAAAAAA\nAFgeQU8XAAAAAAAAAD0DDSEAAAAAAICFQkMIAAAAAABgodAQAgAAAAAAWCg0hAAAAAAAABYK\nDSEAAAAAAICFQkMIAAAAAABgodAQAgAAAAAAWCg0hAAAAAAAABYKDSEAAAAAAICFQkMIAAAA\nAABgodAQAgAAAAAAWCg0hAAAAAAAABYKDSEAAAAAAICFQkMIAAAAAABgodAQAgAAAAAAWCg0\nhAAAAAAAABYKDSEAAAAAAICFQkMIAAAAAABgodAQAgAAAAAAWCg0hAAAAAAAABYKDSEAAAAA\nAICFQkMIAAAAAABgodAQAgAAAAAAWCg0hAAAAAAAABYKDSEAAAAAAICFQkMIAAAAAABgodAQ\nAgAAAAAAWCg0hAAAAAAAABYKDSEAAAAAAICFQkMIAAAAAABgodAQAgAAAAAAWCg0hAAAAAAA\nABYKDSEAAAAAAICFQkMIAAAAAABgodAQAgAAAAAAWCg0hAAAAAAAABYKDSEAAAAAAICFQkMI\nAAAAAABgodAQAgCA2dMpM7grZqVUdM23yF/z8Yp7JoX5e7tbSySOrvLA0PFPvPRubGZtFx3Y\nTFWzi2uJQCCwdXAZEBb+zFur81T65v3LTtzVvE+uWt/GMwMAAHA8z/d0DQAAANcaOzSkXmcg\notDXd8bM69X2zjplhtg6yDiemVy+M8Stc4s5t+m1ex7/X1aD5vpNnEA6/enPtn7+lFVLf2K9\n6QOvpqrZJXOe0fY+NvLxu87tm+AsJaKyE3d5jvrL+PgllS5AKrzBN7hOh374AABg1kQ9XQAA\nAEALzp87V6MzEJF9tbpnKzn1edTo59brW/n7KW9Q//XV00FZhRm73pVynXPgTWgsOXLvxDcr\nz753q09ERKb0wwcAgK6GKaMAAACtKj/x0fjnLzd1HCecGPnCpt0HU9PTTx7d99lrT3hJL/9d\nNXfPe7cv39spB7Yt6Im/K68ozrvwx5o3va5cAKw69/4vFcpbf8kAAGBRcIUQAABMS8XxI6mN\nGu2V62p1GcdiY4tcho8PdZR0dym87pnZb6gNPBFxAvHLv559d86AK9uCbhs7+bEn5k4eeNfx\nOjURnfh49l/Lamc4W93SgTcilDm4uLhc/sLF5a6Fr+/X7At+6qjxgbWnK+ZP87uVV2xCP3wA\nAOgWuEIIAADdjI/f9MUD0yb4ezhbicV2Tq6DRoQvfvPrLIXWuDn+0XsnT56s0BuMX6atWjh5\n8uSXUyqbj28sPPrCglm9vFwkVnYBA8ct+2K3oWs+D19x5pktZU3GceAT269q6i6z8Z68Y+9L\nl1+VQb34ycO3eOBN8J05p3lcl17f9s68rnrL56/Nvn2Yl5ujRCJz8/KbOPOhzzYf0V35+d3w\nhw8AAIxBQwgAAN2I17x1T9C4B5Zs2nMkv7xGrdMpaqvSTh388o1nBnoP2ZBWc8MnKD/2Vb8+\nt3+y9o/ckmqtWpGXHv+/JdNHLv29K4o989blyZwcx339/qQW93Ef+dZ8d2vjuGjvSv7WDrwZ\n3D8fQBTbi9vYUZG/d0pv//8sfWfnoaSSyjqtVlVZUnD4zw3P3z8h4PanLip1N10CAACYLzSE\nAADQfS6uu3fl9kzj2MF/yOQ77xgTFiTkOCLS1GcsmjBXaeDvTqvged5JdPl/qDHfned5fvdE\nLyLSKhLHTnquRHN5KQWB2MFJKiSi5B9e7YpqN5+8vIKF1OnOcAdpa7s9MdnLOFDXH4+rVd/K\ngTeh6K/fmse9wpxb202vypk1/J7YAoXxS5HMZdCQftbCyz/kosPfjZ/8uoGojR8+AAAwCQ0h\nAAB0n9/fiTcOnIPerryUsm/P3vhT6YUJHxsfVFXHvZnf1qTHg8/Mz1LqiIgTSB5ftaeuqaaq\nsXb/l4+JBbd8m86WJF+ZxSq1H9vGbm5j/1nl4mSD5lYOvCG9WlF3RWVJ3t/r35/8bIJxk0Bo\nu3yAU2sHnn5rzoHKy7ecmbl8Xb2i8mzKhfqG/Pf+09/4YFnC+88dL2tPDQAAwBLcVAYAALpP\n4ZX10xuLdn7yQ//pd0waHODiOer52L2DtDxPRG7OslYP5rVPbM4xDvs+tO37JXcSEZHtpGdW\nbzt5cFbMxRt+d3X1yf3Hrl223vf2O4bYtDzTUqFv10ROgeSfv67aCQW3cuANnf92kuO3LW/q\n/Z+1A61b/W99xXcZxoFr6Hs7348yjoUy72UbErbt9kps0BDR1peOfn54TmvPAAAATEJDCAAA\n3ScycsCXH5wmInX9qeVP3LecyDlgSER4eERE+JTpU/s6tzq7koiaKn69pLr8Obe5b4y/etPE\ntx6kmDdu+N2rzq6866491zy48EL1mn4tX1gLsxNfVGqJSF13tIXNvJo4KRFVn65ufmyorfhW\nDrxpzkPmx/58d2tbdcoL+2tUl7/Rew9evUkgcnlvrOede/KJqOb8BiI0hAAAlgVTRgEAoPuE\nvXtw9asL+7v/cxmwOjd168+fPx159wB312nPfNVkaPXamlZxpnk83O5fqyBYuUzrimofGeNh\nHKhr/z5Q96/P+OlVOQ8N9nn4k/1EtH1XkfFBiV3YWHvJrRzYUSKZXcDgcc++uy4zMcbvyoKE\n19OrcprHPn3srtnqPMTRONAps26iBgAAMGtoCAEAoPtwApvH3lmTWVp//sTfn7/9woxxQ2TC\nyx//M+gVe75+9p7Vma0eK7RuHqc0aq/eZNB2yYffhr4+1Tjgef7/Xo79ZwOvfWLEiA1pldEv\nTBn/+HOfFDYYH/aevPIWD7yhQUtP8FfRNtVfSj3yxStRrqK2/kMXWvVqHhddUlyztSa9zjgQ\nSW9pDUMAADBHaAgBAKCb6NX5iUZnUvzCJi9e8dGfR1Lqa4v2bf5ygPXlCZNnvkps7XArpzua\nx1veOXb1pqwNH7WnAK+Ju/nrtDZflIjcQr/4j4eNcZzx/d0rfrvyMUVO/PJ7z7uKhUR09IdV\nep4nIo4TvvZ1+C0e2EVEsgETHS9Px01e8evVmwy66lcPlRjH9n3v79IyAADABKEhBACAbqKq\n2R12xaJN540PimzlEXfPHXrlti4yb9drjlKWXL43psR+/Iwrt5zJ/Onuxd8dVBmIeO3pTW9G\n/DehSyrmRF9uf00i4IiIN2jfmxs0ecErv8cey8zKanAft/Se3lfvG/Tk7wvkNrd6YJd579EB\nxkH56RfmrNyk5YmI9KqCFXNHnLpyg9N7P752ycTmHz4AALCK4/mbXwsXAACgI/QzPez/LG8i\nIo7j+oSOCfR10Spqzp06XtSgJSKOE7yfVrksyImIhthKzjZqiUhsE/zgA+MG/ffD/wY6pq0K\nH/TcweanE8lcnIX15Yp/TR+dmVy+M8SNOs+JTx4Y8+Jmw43+u3QKuu/oqZjgq25YetMHXkNV\ns0vmPMM4HrT0xNnPRrT9hGUn7vIc9ZdxfEmlC5AKiUinvBDuHXL0yq1lJPbygX2dss9m1GsN\nxkc8Rr9UnPCh8e/ELf7w2/6mAABgpnCFEAAAuo1w/eEfBjtIiYjn+ayk+D937twbd6S5G5z5\nxi5jN0hEr4RfXgxd25i+9sfV+8uaiCj42R2LJv7zOTedssrYDQY99FrXFT3yvxsT170UYN1y\nw8YJJP4OEiKqOb951MC7c9X6Wz+wK4hk/Xclbp3offlSpKa+JOlMenM36HP7U0fj3m1+T9Di\nDx8AAJiEhhAAALqPw4D5Z4ozV7/34rQJt/m4OVqJhSKptbt/4LT7n95wMGfH63c27zlvy4FX\nIu/0cbYVCET2rn6BDhIi4oT2Pxy8dGL7t1GzJvi4OYgkNj79Ry796LfE7x7o0rJDIz+4WJ75\n/fvLZ04I9fFwkYqEVjb2vQaGPfT8B8ezKzNzDk/ztyOioLseCPj3rT5v+sCuYNdrRtyl3E2f\nvjJj/BB3Z3uRSOrs4TPhrgc/23zkUtw3fa3+WYmqxR8+AAAwCVNGAQAAbpVWkb58RcJHqxZ1\n9O+sN30gAABAp0BDCAAAAAAAYKHwF0kAAAAAAAALhYYQAAAAAADAQqEhBAAAAAAAsFBoCAEA\nAAAAACwUGkIAAAAAAAALhYYQAAAAAADAQqEhBAAAAAAAsFBoCAEAAAAAACwUGkIAAAAAAAAL\nhYYQAAAAAADAQqEhBAAAAAAAsFBoCAEAAAAAACwUGkIAAAAAAAALhYYQAAAAAADAQqEhBAAA\nAAAAsFBoCAEAAAAAACwUGkIAAAAAAAALhYYQAAAAAADAQqEhBAAAAAAAsFBoCAEAAAAAACwU\nGkIAAAAAAAALhYYQAAAAAADAQqEhBAAAAAAAsFBoCAEAAAAAACwUGkIAAAAAAAALhYYQAAAA\nAADAQqEhBAAAAAAAsFBoCAEAAAAAACwUGkIAAAAAAAALhYYQAAA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xHzx93/I1h62cQ9/5ckVfm38Vf/fdd7sMWrnmnaEdek69Xr9r1y6V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\nXD3CK+I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Y7/GhkvMhTw2bNG+i4YH8Ln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Various Plot","metadata":{}},{"cell_type":"code","source":"options(repr.plot.width=15, repr.plot.height=15)\nplot(garch.fit.t, which= \"all\")","metadata":{"execution":{"iopub.status.busy":"2022-12-03T19:20:29.300655Z","iopub.execute_input":"2022-12-03T19:20:29.303308Z","iopub.status.idle":"2022-12-03T19:20:30.385571Z"},"trusted":true},"execution_count":15,"outputs":[{"name":"stdout","text":"\nplease wait...calculating quantiles...\n","output_type":"stream"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABwgAAAcICAIAAACn8QLRAAAABmJLR0QA/wD/AP+gvaeTAAAg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\njp2Lrlt69nN9/n3Ff5ovq9lX8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FiRQ6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\njOaX8XJSkVQl4HK5egwoX+ZaBkCFGqscmSyhdOT2oPspU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JmQnY75aq1esYeVJ9RP147Byxc0wOVCUjgUA9o5sXJK4ffHOzihdjqPdDzR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NoB9DnLnPPqZd42/8qLvVjlev7P82c4l10234vzPU9vgiTH22nZp9yr1g/g9+dvHNnw9fX1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+8xqeUGzUiVvrAHTFm0eEYaB79VC8IJVNG/Tr4uiW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\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CPLKjW6hVgo1EalXJzgqioSRpcj1Io6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+gjkrtv4kmuUYz6WrcMEVwx6KKy1t2bTZ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\nOHXilTPnL8Uy/
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