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pROC: display and analyze ROC curves in R and S+. pROC is a set of tools to visualize, smooth and compare receiver operating characteristic (ROC curves). (Partial) area under the curve (AUC) can be compared with statistical tests based on U-statistics or bootstrap. Confidence intervals can be computed for (p)AUC or ROC curves. More screenshots and examples Find us on: If you use pROC in. I've been doing some classification with logistic regression in brain imaging recently. I have been using the ROCR package, which is helpful at estimating performance measures and plotting these measures over a range of cutoffs. The prediction and performance functions are the workhorses of most of the analyses in ROCR I've been doing. For those [ ROC curves : using package pROC : DUMMY EXAMPLE. Ask Question Asked 7 years, 3 months ago. Active 7 years, 3 months ago. Viewed 877 times 0 $\begingroup$ I have been reading a lot about ROC curves, but honestly I still don't have it cleared in my mind. So I request anyone here who could explain me about it with respect to my dummy example below. So lets say I have a microarray data as follows. For example, SAS, a very popular commercial tool is easy to use, but expensive; R, on the other hand, is free and powerful, but requires programming/tool expertise, due to lack of accountability and minimum support. Continued efforts towards enabling usage of multiple languages in a single tool has allowed users proficient in a particular technology/language to also benefit from the advantages.

pROC: display and analyze ROC curves in R and S

  1. The REG Procedure. Overview ; Getting Started PROC REG Statement ADD Statement BY Statement DELETE Statement FREQ Statement ID Statement MODEL Statement MTEST Statement OUTPUT Statement PAINT Statement PLOT Statement PRINT Statement REFIT Statement RESTRICT Statement REWEIGHT Statement TEST Statement VAR Statement WEIGHT Statement. Details Missing Values Input Data Sets Output Data Sets.
  2. Examples: MI Procedure. The Fish data described in the STEPDISC procedure are measurements of 159 fish of seven species caught in Finland's lake Laengelmavesi. For each fish, the length, height, and width are measured. Three different length measurements are recorded: from the nose of the fish to the beginning of its tail (Length1), from the nose to the notch of its tail (Length2), and from.
  3. In the above example, as the curve moves away from the grey diagonal line towards top left corner of the graph, sensitivity and specificity increase, and at the same time, the area under the graph increases. Hence, the models with higher performance will show the ROC curve closer to the top left corner, increasing the area under curve. To compare with the above result, a larger decision tree.
  4. PROC TRANSPOSE helps to reshape data in SAS. This tutorial explains the basic and intermediate applications of PROC TRANSPOSE with examples. It's a very powerful procedure when you need to change the shape of the data. For example, you have data in vertical (long) format and you are asked to change it to horizontal (wide) format. It can be done via data step as well but it would be a complex.
  5. This is the main function of the pROC package. It builds a ROC curve and returns a roc object, a list of class roc. This object can be prin ted, plot ted, or passed to the functions auc , ci , smooth.roc and coords . Additionally, two roc objects can be compared with roc.test
Selecting Variables to Print :: Base SAS(R) 9

PROC TRANSPOSE Statement; BY Statement; COPY Statement; ID Statement; IDLABEL Statement; VAR Statement; Overview; Results; Examples . Performing a Simple Transposition; Naming Transposed Variables ; Labeling Transposed Variables; Transposing BY Groups; Naming Transposed Variables When the ID Variable Has Duplicate Values; Transposing Data for Statistical Analysis; Example 1: Performing a. As with the previous example, we have omitted most of the proc logistic output, because it is the same as before. The predicted probabilities are included in the column labeled Estimate in the second table in the output. Looking at the estimates, we can see that the predicted probability of being admitted is only 0.18 if one's gre score is 200, but increases to 0.47 if one's gre score is. R Language proc.time() Example. At its simplest, proc.time() gives the total elapsed CPU time in seconds for the current process. Executing it in the console gives the following type of output: proc.time() # user system elapsed # 284.507 120.397 515029.305 This is particularly useful for benchmarking specific lines of code. For example:. Teams. Q&A for Work. Stack Overflow for Teams is a private, secure spot for you and your coworkers to find and share information pROC. An R package to display and analyze ROC curves.. For more information, see: Xavier Robin, Natacha Turck, Alexandre Hainard, et al. (2011) pROC: an open-source package for R and S+ to analyze and compare ROC curves.BMC Bioinformatics, 7, 77.DOI: 10.1186/1471-2105-12-77 The official web page on ExPaSy; The CRAN pag

Compute the area under the ROC curve. This function computes the numeric value of area under the ROC curve (AUC) with the trapezoidal rule. Two syntaxes are possible: one object of class roc, or either two vectors (response, predictor) or a formula (response~predictor) as in the roc function. By default, the total AUC is computed, but a portion of the ROC curve can be specified with.

Illustrated Guide to ROC and AUC. June 23, 2015. By Raffael Vogler [This article was first published on joy of data » R, and kindly contributed to R-bloggers]. (You can report issue about the content on this page here) Want to share your content on R-bloggers? click here if you have a blog, or here if you don't. Share Tweet (Editor's note, you can get the titanic3 data use this code: read. Examples of procedures z/OS MVS JCL Reference SA23-1385-00 Example 1 In the input stream: //JOBA JOB ACCT23,'G. HILL' //STEPA EXEC PROC=REP //PSTEP1.INDS DD * . (data) . /* In SYS1.PROCLIB member REP: // PROC //PSTEP1 EXEC PGM=WRIT22 //OUTDS DD SYSOUT=A . In this example, the EXEC statement STEPA calls the cataloged procedure named REP and supplies in-stream data. The procedure executes a. Example 13 : Ordering / Sorting In PROC FREQ, the categories of a character variable are ordered alphabetically by default. For numeric variables, the categories are ordered from smallest to largest value. To sort categories on descending order by frequency (from largest to smallest count), add ORDER=FREQ option Proc freq data=sashelp.heart order = FREQ; Tables deathcause / missing; Run; It is.

A small introduction to the ROCR package R-blogger

Package 'pROC' April 6, 2014 Type Package Title display and analyze ROC curves Version 1.7.2 Date 2014-04-05 Encoding UTF-8 Depends R (>= 2.13) Imports plyr, utils, methods, Rcpp (>= 0.11.1) Suggests microbenchmark, tcltk, MASS, logcondens, doMC, doSNOW LinkingTo Rcp proc corr data = D:\hsb2; var read write math science female; run; The CORR Procedure The correlation coefficient can be misleading if the range of the variable is restricted. For example, if the science test was too easy for most students, the upper range of the scale would be restricted and the correlation coefficient would not reflect the true correlation between science and the other.

ROC curves : using package pROC : DUMMY EXAMPLE - Cross

PROC MEANS LES INDICATEURS STATISTIQUES ELEMENTAIRES La procédure MEANS calcule les indicateurs statistiques simples d'une série de variables numériques. Contrairement à la procédure SUMMARY, la procédure MEANS édite par défaut toutes les statistiques descriptives demandées (l'option PRINT est sélectionnée par défaut). Comme l'indique le tableau ci-dessous, la commande PROC. Three symbolic parameters are defined in this cataloged procedure: &STATUS, &LIBRARY, and &NUMBER. Values are assigned to the symbolic parameters on the PROC statement. These values are used when the procedure is called and values are not assigned to the symbolic parameters on the calling EXEC statement Les corrélations avec la PROC CORR. La procédure PROC CORR permet de calculer des coefficients de corrélation entre variables numériques. Par défaut, la procédure édite la matrice des corrélations linéaires:. Alors il existe une relation linéaire entre X et Y si et seulement si | r XY | = 1.. La procédure édite également la p-value relative au test de significativité de chaque.

Illustrative Logistic Regression Examples using PROC LOGISTIC: New Features in SAS/STAT® 9.2 Robert G. Downer, Grand Valley State University, Allendale, MI Patrick J. Richardson, Van Andel Research Institute, Grand Rapids, MI ABSTRACT PROC LOGISTIC has many useful features for model selection and the understanding of fitted models Examples: EXPORT Procedure Tree level 3. Node 8 of 8 Node 8 of 8 Example 1: Exporting to a Delimited External Data Source Tree level 4 The GLM Procedure PROC GLM for Quadratic Least Squares Regression In polynomial regression, the values of a dependent variable (also called a response variable) are described or predicted in terms of polynomial terms involving one or more independent or explanatory variables. An example of quadratic regression in PROC GLM follows. These data are taken from Draper and Smith (1966, p. 57. La proc TRANSPOSE expliquée à ma fille De nombreux cas de figure dans SAS nécessitent de réorganiser les données de manière à changer ce que représente une observation dans une table. Des pivots (en général partiels) dans les données sont alors à envisager ; la procédure TRANSPOSE est l'outil privilégié pour les pivots Most of the examples in this documentation opens pipe #2 as r, because they want to read from stderr. That sounds logical to me, and that's what I tried to do. That didn't work, though. When I changed it to w, as i

How to build a correlations matrix heat map with SAS - The

How to use PROC R in SAS Analytics Training Blo

SAS PROC CORR Doug Hemken March 2015. Basic Use. By default, PROC CORR gives you descriptive statistics as well as bivariate correlations and significance tests for all pairs of numeric variables in the data set. proc corr data=sashelp.class; run; The SAS System The CORR Procedure 3 Variables: Age Height Weight Simple Statistics Variable N Mean Std Dev Sum Minimum Maximum Age 19 13.31579 1. proc transpose data =one out =two (drop=_name_); by pat_id; var visit_dt; run; pat_id COL1 COL2 COL3 1 25MAR2007 15OCT2007 01JUL2007 2 14APR2007 08AUG2007 . 3 16OCT2007 . . 3.2 Une colonne propre à une visite donnée grâce à l'instruction ID : On remarque que pour le premier patient, la visite du 15 octobre est citée avant celle du 1er juillet. En d'autres termes, une colonne donnée.

2876 Chapter 55. The REG Procedure paint or highlight line-printer scatter plots produce partial regression leverage line-printer plots Nine model-selection methods are available in PROC REG. In the simplest method, PROC REGfits the complete model that you specify. The other eight methods involv PROC DATASETS is not only a very useful tool to manage, manipulate and modify your SAS datasets, but it is often much more efficient than preforming the same tasks with a Data Step. The efficiency of PROC DATASETS comes from the fact that it does not not need to read in or write observations of a dataset in order to make modifications to it proc freq data=malib.bidon ; tables distribution*taille /chisq cellchi2 norow nocol; where distribution NE 'nationale'; run; The FREQ Procedure Table of distribution by taille distribution taille Frequency ‚ Cell Chi-Square‚ Percent ‚1 ‚2 ‚3 ‚ Total ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ locale ‚ 33 ‚ 9 ‚ 0 ‚ 42 ‚ 0.7857

I don't use SAS; so I can't comment on whether the following replicate SAS PROC FREQ, but these are two quick strategies for describing variables in a data.frame that I often use:. describe in Hmisc provides a useful summary of variables including numeric and non-numeric data; describe in psych provides descriptive statistics for numeric data; R Example. ROC Curve (Receiver Operating Characteristic Curve) and Random Oversampling Examples (ROSE Package) Analysis in R 1. Example Data Set LoanAnalysis.csv https:.. %PROC_R: A SAS Macro that Enables Native R Programming in the Base SAS Environment: Abstract: In this paper, we describe %PROC_R, a SAS macro that enables native R language to be embedded in and executed along with a SAS program in the base SAS environment under Windows OS. This macro executes a user-defined R code in batch mode by calling the unnamed pipe method within base SAS. The R textual.

PROC REG: Examples :: SAS/STAT(R) 9

Using PROC RANK and PROC UNIVARIATE to Rank or Decile Variables Jonas V. Bilenas, JP Morgan Chase Bank, Wilmington, DE ABSTRACT In direct marketing applications prospects are often ranked by scores that predict response, risk and/or profitabili-ty. Justification is to evaluate lifts in performance by soliciting the most profitable individuals as defined by score ranking. Many programmers write. In example 2.6.4 we show how it can be done using proc kde, saving the density estimates, and plotting separately. (Code for this is included at the book web site.) But in the interest of simple code, we show a simpler method using proc sgpanel Re: proc glmselect example Posted 12-16-2015 (1624 views) | In reply to Babloo The basic idea is that you have a response variable that you want to model, and a candidate list of hundreds of possible explanatory variables

Getting Correlations Using PROC CORR Correlation analysis provides a method to measure the strength of a linear relationship between two numeric variables. PROC CORR can be used to compute Pearson product-moment correlation coefficient between variables, as well as three nonparametric measures of association, Spearman's rank-order correlation, Kendall's tau-b, and Hoeffding's measure of. PROC GOAL DATA = MYDATA; MODEL Y = X; RUN; This blog is where we post additional examples for our books about SAS and R (Amazon: SAS and R.) Please also visit the web site for the book, where code from the book and additional information are available. Another resource is the StatSoftEquivs wiki. You can add to it! Blogger only allows one author per post, but we collaborate actively on.

Refer to our earlier article about Linux proc file system to understand the various files that are located under /proc. Creating Proc files. In the article on Linux kernel modules, we discussed how to create, load and unload LKMs. That was the basic concept for adding more functionality to the linux kernel at run time. Proc files work on the same principle. Each proc file is created, loaded. R logistique PROC LOG T variables catégoriell Õ our la régression linéaire la procédure REG est la plus complète. Cependant le module ans les exemples nous utiliserons l'une ou l'autre de ces possibilités. En annexe 2, on 1.2. Ajustement affine ou Régression Simple Exemple mesures de poids (variable X) et taille (variable Y) relevées sur un échantillon de P SAS/INSIGHT, qui est. For example, FONT=MARKER specifies a software font that is stored in the catalog SASHELP.FONTS. a hardware font proc gplot data=test; plot (y y)*x / overlay; Featured in: Example 4. Creating and Modifying Box Plots INTERPOL=HILO<C><option> I=HILO<C><option> specifies that a solid vertical line connect the minimum and maximum Y values for each X value. The data should have at least two.

PROC MI: Examples :: SAS/STAT(R) 9

Example 2: Exporting to an Excel Spreadsheet. Procedure features: PROC EXPORT statement arguments: DATA= OUTFILE= This example exports the SAS data set named SASUSER.ACCOUNTS, the first five observations of which follow, and creates an Excel 5 spreadsheet: Product Quantity Price Dharamsala Tea 10 boxes x 20 bags 16.00 Tibetan Barley Beer 24 - 12 oz bottles 19.00 Licorice Syrup 12 - 550 ml. The most basic usage of Proc Freq is to determine the frequency (number of occurrences) for all values found within each variable of your dataset. Using the CARS dataset as an example, you can determine the frequencies of all variables within your dataset with the following code: Proc freq data = sashelp.cars; Run; The code above creates a frequency table for each of the variable in the data. /proc/sys: This directory is different from others in /proc, because it not only provides information about the system but also allows you to immediately enable and disable kernel features. If a file has write permissions, it can be used to configure the kernel. Changing a value within a /proc/sys/ file is done by echoing the new value into the file. For example, to change the host name to www.

/proc/loadavg - System load average. /proc/locks - Files currently locked by kernel. /proc/meminfo - Info about system memory (see above example). /proc/misc - Miscellaneous drivers registered for miscellaneous major device. /proc/modules - Currently loaded kernel modules. /proc/mounts - List of all mounts in use by system Dataforum is the Leading training institute for Data Analytics courses like SAS, Python, R Programming, Advance Excel and VBA. this is the SAS in Hindi Seriese Video on Proc Transpose with Real.

My R Codes Archive: Area Under Curve (AUC) - pROC packag

Proc. R. Soc. B 2014 281, 20141737, published 22 October 2014 € J. P. Drury and G. F. Grether € rubyspot damselflies (Hetaerina) character displacement in the wing coloration of male Interspecific aggression, not interspecific mating, drives € € Supplementary data tm SAS: Proc GPLOT Computing for Research I 01/26/2011. N. Baker. Introduction to SAS/GRAPH • Graphics component of SAS system. • Includes charts, plots, and maps in both 2 and 3 dimensions. • Procedures included GCHART, GPLOT, GMAP, GCONTOUR etc • We will focus on PROC GPLOT. What can be done with SAS/GRAPH? These samples courtesy of Robert Allison 's SAS Graph Examples. Elements of. For example, a correlation r = 0.7 may be considered strong. However, the closer a correlation coefficient gets to 0, the weaker the relationship, where the cloud (scatter) of points is not close to a straight line. For example, a correlation r = 0.1 might be considered weak. For scientific purposes, a t-test is utilized to determine if the. In fact, quite a lot of system utilities are simply calls to files in this directory. For example, 'lsmod' is the same as 'cat /proc/modules' while 'lspci' is a synonym for 'cat /proc/pci'. By altering files located in this directory you can even read/change kernel parameters (sysctl) while the system is running. The most distinctive thing about files in this directory is the fact that all of.

SAS : PROC TRANSPOSE with Examples

Introduction to PROC MIXED Table of Contents 1. Short description of methods of estimation used in PROC MIXED 2. Description of the syntax of PROC MIXED 3. References 4. Examples and comparisons of results from MIXED and GLM - balanced data: fixed effect model and mixed effect model, - unbalanced data, mixed effect model 1. Short description of. This example is explained in detail in chapter 2 of Latent Class and Latent Transition Analysis by Collins & Lanza (2010). This analysis allowed the research team to identify complex behavior patterns and variables that predict high-risk behavior patterns, as well as identify the subgroups of youth who are most at-risk for negative health consequences Example #2 proc_open() quirk on Windows While one may expect the following program to search the file filename.txt for the text search and to print the results, it behaves rather differently

roc function R Documentatio

example, you will find a list of commonly asked questions and answers related to using PROC GLIMMIX to model categorical outcomes with random effects. EXAMPLE 1: USING PROC GLIMMIX WITH BINOMIAL AND BINARY DATA One of the more popular reasons to use PROC GLIMMIX is to model binary (yes/no, 0/1) outcomes with random effects. This first example. Hex-dumping a file []. The following example code opens a file, configures it to binary translation (i.e. line-ends \r\n are not standardized to \n as usual in C), and prints as many lines as needed which each contain 16 bytes in hexadecimal notation, plus, where possible, the ASCII character A.1 SAS EXAMPLES SAS is general-purpose software for a wide variety of statistical analyses. The main procedures (PROCs) for categorical data analyses are FREQ, GENMOD, LOGISTIC, NLMIXED, GLIMMIX, and CATMOD. PROC FREQ performs basic analyses for two-way and three-way contingency tables. PROC GENMOD ts generalized linear models using ML or Bayesian methods, cumulative link models for ordinal. SAS Code for Examples from a First Course in Statistics If you are running in batch mode, set options at the start of each script so that output will be formatted to fit on a letter size page. options linesize=64 pagesize=55; Do a simple probability calculation and display the resul Learn the concepts behind logistic regression, its purpose and how it works. This is a simplified tutorial with example codes in R. Logistic Regression Model or simply the logit model is a popular classification algorithm used when the Y variable is a binary categorical variable

SAS Help Center: Examples: PROC TRANSPOS

Probit Regression SAS Data Analysis Examples

Oracle's embedded SQL environment is called Pro*C. A Pro*C program is compiled in two steps. First, the Pro*C TransactionsOracle PRO*C supports transactions as defined by the SQL standard. A transaction is a sequence of SQL statements that Oracle treats as a single unit of work. A transaction begins at your first SQL statement. A transaction ends when you issue EXEC SQL COMMIT (to make. Using SAS's PROC GPLOT to plot data and lines PROC GPLOT creates publication quality color graphics which can easily be exported into documents, presentations, etc. To export the graphs for future use click on file, export. In the dialog box choose a file name and file type (*.emf works well for putting graphs in word documents or powerpoint presentations) 1 proc gplot options; 2.

R/Example.R defines the following functions: getExamplePath getREddyProcExampleDir .tmp.f getFilledExampleDETha98Dat proc file system in Linux. Proc file system (procfs) is virtual file system created on fly when system boots and is dissolved at time of system shut down. It contains the useful information about the processes that are currently running, it is regarded as control and information centre for kernel. The proc file system also provides communication medium between kernel space and user space. R equivalent of SAS proc freq. Dear R-users, I am looking for a R function that would be the equivalent of the SAS proc freq.. The r-process can typically synthesize the heaviest four isotopes of every heavy element, and the two heaviest isotopes, which are referred to as r-only nuclei, can only be created via the r-process. Abundance peaks for the r-process occur near mass numbers A = 82 (elements Se, Br, and Kr), A = 130 (elements Te, I, and Xe) and A = 196 (elements Os, Ir, and Pt). The r-process entails a. This document provides three different examples of SAS programs and explains the different Reads data organized in fixed columns, from an inline source and uses two PROCs. Sample Program #2 : Reads data organized in columns separated by spaces, from an external file and uses two PROCs. Sample Program #3 : Reads data organized in columns separated by spaces, from within the program command.

R Language - proc.time() r Tutoria

C provides two functions strtok() and strtok_r() for splitting a string by some delimiter. Splitting a string is a very common task. For example, we have a comma separated list of items from a file and we want individual items in an array Transpose. The transpose (reversing rows and columns) is perhaps the simplest method of reshaping a dataset. Use the t() function to transpose a matrix or a data frame. In the latter case, row names become variable (column) names. An example is presented in the next listing. Listing 1 Transposing a datase

machine learning - R: AUC from pROC package - Stack Overflo

La valeur R&R de l'instrumentation totale représente 27,86 % de la variation de l'étude. La valeur % contribution de la R&R de l'instrumentation totale peut être acceptable en fonction de l'application. Pour plus d'informations, reportez-vous à la rubrique Mon système de mesure est-il acceptable ?. Pour ces données, le nombre de catégories distinctes est de 4. Selon l'AIAG, vous avez. En fait, lorsque tu fais un proc print tu ne fais qu'imprimer ta table dans la partie output mais tu ne modifies en rien ta table. Pour modifier ta table tu dois la relire et appliquer le format à ta variable. Voici un petit exemple rapide r/CompetitiveWoW: A place for competitive PvE theorycrafting for World of Warcraft Raids and Mythic+. Our community is filled with those looking to ANCOVA Examples Using SAS. This handout illustrates how to fit an ANCOVA model using a regression model with dummy variables and an interaction term in SAS. We also illustrate the same model fit using Proc GLM. We examine a dataset that illustrates the relationship between Height and Weight in a group of 237 teen-aged boys and girls. Import the Data from SPSS and check the values. We first.

Producing a Complete Report of the Differences :: Base SAS

pROC

Statistical Graphics Using ODS: Modifying the Layout and

How to do a proc summary in R?. Hi, I'm a SAS user trying to convert myself to R but I still have problems with some pretty simple commands. First I wanted to add up a number of.. For the t-test, the p-value of .0935 provides only marginal evidence that there is improvement between the two interfaces. The signed rank test (p-value = .125) does not provide enough evidence to conclude that there is improvement

Categorization Plots and Charts :: SAS(R) 9

R version 4.0.2 (Taking Off Again) prerelease versions will appear starting Friday 2020-06-12. Final release is scheduled for Monday 2020-06-22. Final release is scheduled for Monday 2020-06-22. R version 4.0.1 (See Things Now) has been released on 2020-06-06 This R package provides a template for writing 2019 ACM CHI Proceedings papers in R Markdown, and compiling to PDF via the ACM Master LaTeX Template (v. 1.56). - ulyngs/chi-proc-rmd-templat

Using Fill Patterns to Distinguish Grouped Bar ChartsCreating a Horizontal Box Plot :: SAS(R) 9Example 16Example 42PROC VARIOGRAM: Theoretical Semivariogram Models :: SASProducing a Basic Bar-Line Chart :: SAS/GRAPH(R) 9Example 4

4 Dans la fenêtre Program Editor (ou Enhanced Editor sous Windows), un programme SAS est généralement composé : 1. d'une ou plusieurs étapes DATA: définition / lecture / modification d'un ou plusieurs tableaux de données ; 2. puis d'une ou plusieurs étapes PROC: toutes les procédures agissant sur les tableaux de données. Le système SAS est constitué d'un ensemble de. SAS Simple Linear Regression Example. This handout gives examples of how to use SAS to generate a simple linear regression plot, check the correlation between two variables, fit a simple linear regression model, check the residuals from the model, and also shows some of the ODS (Output Delivery System) output in SAS. Read in Raw Data. We first read in the raw data from the werner2.dat raw. For example . proc reg data=measurement; title Regression and residual plots; model weight=height; plot weight * height; plot residual. * height; output out=myout r=resid; The two plots are shown here: From the residual plot you should check: Does the residual plot show an evenly scatter pattern around 0? The white noise like pattern suggests the linear model fits the data well. Do the. $ cat /proc/cpuinfo processor : 0 vendor_id : GenuineIntel cpu family : 6 model : 142 model name : Intel(R) Core(TM) i5-7360U CPU @ 2.30GHz stepping : 9 cpu MHz : 2303.998 cache size : 4096 KB physical id : 0 siblings : 1 core id : 0 cpu cores : 1 apicid : 0 initial apicid : 0 fpu : yes fpu_exception : yes cpuid level : 22 wp : yes flags : fpu.

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