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# Script downloads and calculates total traffic for the current day from 8:00 to midnight library (methods) library (bitops) source("getTrafData.R") source("parseTrafData.R") source("getToday.R") if (!file.exists("auth.txt")) { print ("No auth.txt file found! You need to copy auth.txt.sample to auth.txt and edit ...
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#' Calculate Magnitude of Vector #' #' This function allows you to quickly calculate the magnitude of a vector. #' @keywords magnitude #' @export #' @examples #' x <- c(3,5,6) #' mag(x) mag <- function(x){sqrt(sum(x^2))}
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files <- list.files("rprog-data-ProgAssignment3-data", full.names = T) outcome <- read.csv(files[3], colClasses = "character") outcome2 <- read.csv(files[3]) dim(outcome) names_outcome <- names(outcome) outcome[, 11] <- as.numeric(outcome[, 11]) hist(outcome[, 11]) head(outcome[, 20:26]) testStop <- function(x){ ...
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ls() rm(list=ls()) ls() getwd() setwd("C:/Users/korell/R/Meta.analysis/results") dir() library(lme4) library(MASS) library(car) library(ggplot2) library(MuMIn) library(arm) library(boot) Div.data_local <- read.csv("Div.data_local.csv" ,dec=".", sep=";",h=T) Div.data_gamma <- read.csv("Div.da...
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\name{mwt} \alias{mwt} %- Also NEED an '\alias' for EACH other topic documented here. \title{ Function to compute global FDR based on the moderated Welch test } \description{ MWT compares two independent groups using t-test. It is designed to deal with small-sample microarray data where the group variances might ...
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dist2 <- read.table(file="./distancegraph2") dist2 <- sort(dist2$V1, decreasing=TRUE) dist3 <- read.table(file="./distancegraph3") dist3 <- sort(dist3$V1, decreasing=TRUE) dist4 <- read.table(file="./distancegraph4") dist4 <- sort(dist4$V1, decreasing=TRUE) plot(dist2) points(dist3, add=TRUE, col="red") points(dist4, ...
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# Functions to get tissue and times: new after column fixed to array. # Jake Yeung # Dec 4 2014 # GetTissueTimes.R GetTissues <- function(samp.names, get_unique=TRUE){ # Samp names of form: WFAT48 (as vector) # return WFAT (as vector, unique) tissues <- unlist(lapply(samp.names, function(samp.name){ substr(s...
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% Generated by roxygen2: do not edit by hand % Please edit documentation in R/imports.R \docType{package} \name{RcometsAnalytics} \alias{RcometsAnalytics} \title{RcometsAnalytics R package} \description{ This R package supports all cohort-specific analyses of the COMETS consortium \url{https://www.comets-analyti...
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# lemmatization with korPus and treetagger # installation > first time only # install treetagger https://www.youtube.com/watch?v=SYMc2SllI0c # download "http://www.cis.uni-muenchen.de/~schmid/tools/TreeTagger/data/dutch-par-linux-3.2-utf8.bin.gz" # put the file dutch-utf8.par in the treetagger/lib folder ...
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#************************************************************************** # 3. Use ggplot2 to see which source types (point, nonpoint, onroad, #### # nonroad) have increased vs. decreased in Baltimore from 1999-2008 #************************************************************************** ...
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#### Differential Gene Expression analysis #### # DGE analyses were performed using Bioconductor package "EdgeR" # Generate MA plots, Volcano plots, and Heatmaps # Also test for specific gene sets of interest (immune and detoxification) # Reference[1] https://web.stanford.edu/class/bios221/labs/rnaseq/lab_4_rnase...
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% Generated by roxygen2: do not edit by hand % Please edit documentation in R/nodes.R \name{recurse_node} \alias{recurse_node} \title{Function to crawl through OSF project} \usage{ recurse_node(id = NULL, private = FALSE, maxdepth = 5) } \arguments{ \item{id}{OSF parent ID (osf.io/xxxx) to crawl} \item{private}{Boolea...
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## 3Dplot ## http://www.sthda.com/english/wiki/scatterplot3d-3d-graphics-r-software-and-data-visualization ## http://www.sthda.com/english/wiki/impressive-package-for-3d-and-4d-graph-r-software-and-data-visualization#install-plot3d-package ## https://cran.r-project.org/web/packages/plot3D/plot3D.pdf ## To load i...
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message(" /!\ Might need to be tweaked /!\ ") message("Two functions : - 'autoGCcounts' to count BC in each sample. - 'autoNormTest' to normalize and test all the samples. ") autoGCcounts <- function(files.f, bins.f, redo=NULL, sleep=180, status=FALSE, file.suffix="", lib.loc=NULL, other.resources=NULL, skip=NULL, st...
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#Data has been downloaded and unzipped into working directory as a .txt file #This stores the data and takes the target dates we want mydata <- read.table('household_power_consumption.txt', header=TRUE, sep=";", stringsAsFactors=FALSE, dec=".") mydata$Date <- as.Date(mydata$Date, format="%d/%m/%Y") startDate <- as.Date...
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library(ape) testtree <- read.tree("3869_0.txt") unrooted_tr <- unroot(testtree) write.tree(unrooted_tr, file="3869_0_unrooted.txt")
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data <- read.table("./household_power_consumption.txt", sep = ";", header = TRUE, as.is = c("Date", "Time", "Global_active_power","Global_reactive_power","Voltage", "Global_intensity","Sub_metering_1","Sub_metering_2","Sub_metering_3"), na.strings="?"...
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# Load packages library("dplyr") library("ggplot2") library("stringr") # Function to create graph of funding funding_graph <- function(years, state) { # Load aggregated data funding_data <- read.csv("data/prepped/aggregate.csv", stringsAsFactors = FALSE) # Narrow data to specified year...
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##################### # This script could be used to plot the ancestral states of stochastic character mapping HiSSE. Adapted from RevBayes Manual ##################### library(plotrix) library(phytools) character_file = "output/stochastic-mapping/marginal_character.tree" sim2 = read.simmap(file=character_file, fo...
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\name{gapfillerWrap} \alias{gapfillerWrap} \title{A function to prepare files and to run gapfiller} \description{A function that uses GapFiller to confirm, by de novo assembly, the presence of the fusion break point. The function needs as input a list of fusion transcript generated by chimeraSeqSet function and the bam...
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library(qat) ### Name: qat_call_plot_noc_rule ### Title: Plot a result of a NOC rule check ### Aliases: qat_call_plot_noc_rule ### Keywords: utilities ### ** Examples vec <- c(1,2,3,4,4,4,5,5,4,3,NaN,3,2,1) workflowlist_part <- list(max_return_elements=1) resultlist <- qat_call_noc_rule(vec, workflowlist_part,eleme...
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############################################# #### Script to store auxiliary functions #### ############################################# # load data by tissue loadData <- function(file_vec){ # load normalized data normdata <- sapply(file_vec, readRDS) # add patients to column names ps <- sapply( strspli...
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#Kruskal-Wallis Rank-sum test, non-parametric alternative to anova. dat = read.table("insect_sprays.txt", header=TRUE, sep='\t') mean(dat$count[dat$spray=="A"]) mean(dat$count[dat$spray=="B"]) mean(dat$count[dat$spray=="C"]) mean(dat$count[dat$spray=="D"]) mean(dat$count[dat$spray=="E"]) tapply(dat$count, dat$spray, ...
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library(plyr) library(tidyverse) library(lme4) library(Rmisc) library(reshape2) library(wPerm) '%!in%' = Negate('%in%') ################################################ LOAD & CLEAN UP RAW DATA ###################################### ### Load in the formants file formants<-read_csv("WordNamingGame_Formants.csv") f...
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#' Read FARS file #' #' A FARS file contains data from the US National Highway Traffic Safety #' Administration's Fatality Analysis Reporting System, which is a nationwide #' census providing the American public yearly data regarding fatal injuries #' suffered in motor vehicle traffic crashes. #' #' Requires dpyr, tidy...
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rm(list = ls()) cat("\014") library(tidyverse) df_old <- read_csv("data_output/20181229_spy_weekly_opt_hist_5yr.csv") df_new <- read_csv("data_output/spy_weekly_opt_hist_5yr.csv") nrow(df_old) nrow(df_new) df_old %>% group_by(data_date, expiration) %>% summarize(num_row = n()) df_new %>% group_b...
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\name{VKSgraphic} \alias{VKSgraphic} \alias{VKSvariantGraphic} \title{Graphical score for the D-15 tests} \description{\code{VKSgraphic} computes a graphical score based on the Vingrys and King-Smith method (VKS) for the D-15 test or similar tests. \code{VKSvariantGraphic} shows the angles with double their value, fo...
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library(visualize) library(BSDA) rural<-c(3.1,2.9,2.8,3.0,2.7,3.1,2.6,2.8,2.9,3.0) urban<-c(3.5,3.0,3.1,3.2,2.9,3.4,3.0,3.4,2.8,3.4) xrbar=mean(rural) xrbar xurbar=mean(urban) xurbar var(rural) sd(rural) var(urban) sd(urban) #Obtaining t-calculated value t.test(x=rural,y=urban,var.equal = TRUE,conf.level = 0.95) #t.tes...
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#Preparing data household_power_consumption <- read.csv("~/Downloads/household_power_consumption.txt", sep=";") data<- household_power_consumption data$Date <- as.Date(data$Date,"%d/%m/%Y") data <- subset(data, Date == "2007-02-01" | Date == "2007-02-02") datetime <- strptime(paste(data$Date,as.character(data$Time)),"%...
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#' propensity_score_linear #' #' Function to predict treatment using \code{glm} (binomial) or \code{lm}. #' #' @param use_linear_lm Whether to use lm or glm. #' #' @return returns a function that accepts \code{train_test_list} #' and this returns a vector of predictions for the test data #' @export propensity_score_lin...
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## ## Kim Carter 2018. Testing R hashmap package for hashtable speed ## library(hashmap) filename <- "testdata.tsv" con <- file(filename,open="r") date() counter <- 0 t1 <- Sys.time(); # there's no nice init for this, so we have to create it with the first row of the file line <- readLines(con, n = 1) cols <- st...
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% Generated by roxygen2 (4.0.2): do not edit by hand \name{sjp.likert} \alias{sjp.likert} \title{Plot likert scales as centered stacked bars} \usage{ sjp.likert(items, legendLabels = NULL, orderBy = NULL, reverseOrder = FALSE, dropLevels = NULL, weightBy = NULL, weightByTitleString = NULL, hideLegend = FALSE, title...
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################################################################################################### # Steve G. Mwangi # TMATH 390, Fall 2019 # Lab 2 R script # October 13, 2019 ################################################################################################### #OBJECTIVES: #1. Estimation in R #########...
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% Generated by roxygen2: do not edit by hand % Please edit documentation in R/nightlyUpdateDrake.R \name{createWebpages} \alias{createWebpages} \title{Create lipdversePages old framework} \usage{ createWebpages(params, data) } \arguments{ \item{data}{} } \description{ Create lipdversePages old framework }
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source("Scripts/crowdMovement/util/distance_GPS.r") test.getDistance = function() { detectionA = data.frame(latitude = c(0, 42.05), longitude = c(0, 5.02)) detectionsB = data.frame(latitude = c(0, 42.06), longitude = c(0, 5.05)) checkEquals(getDistance(detectionA, detectionsB), c(0, 2720), tolerance=1) }
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#' Compute p.values #' #' Computes p.values from the result of [metR::FitLm()] (or any assumed student-t-distributed #' statistic) with optional adjustments. #' #' @param estimate estimate of the regression (or other fit) #' @param std.error standard error #' @param df degrees of freedom #' @param adjustment method for...
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library(shiny) source('ui-components/atmet-tabs.R', local=TRUE) source('ui-components/meko-tabs.R', local=TRUE) source('ui-components/gcms-tabs.R', local=TRUE) source('ui-components/generic-tabs.R', local=TRUE) shinyUI( pageWithSidebar( headerPanel('PRIMe Visualization Tools', 'PRIMe Visualizer'), sidebarPane...
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5 - Analysing Backtesting Results.R
# analyze the trading strategy results ################ # Chart trades # ################ chart.Posn(portfolio.st,"NSEI") ############### # Trade Stats # ############### # tradeStats # function is used to return the trade-level statistics within a portfolio. # This function returns important statistics like numb...
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% Generated by roxygen2: do not edit by hand % Please edit documentation in R/OCRdataFields.R \name{OCRdataFields} \alias{OCRdataFields} \title{Optical character recognition (OCR) from data fields in digital images} \usage{ OCRdataFields(inDir, geometries, invert = FALSE) } \arguments{ \item{inDir}{character. Directory...
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#' @import rprojroot #' @import digest spark_compile <- function(spark_version = "1.6.1", hadoop_version = "2.6") { version_numeric <- gsub("[-_a-zA-Z]", "", spark_version) version_sufix <- gsub("\\.|[-_a-zA-Z]", "", spark_version) jar_name <- paste0("sparklyr-", version_numeric, ".jar") if (!requireNamespace(...
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##Probability of getting an overlap of at least a particular size given two lists and the hypergeometric distribution #### Data input is of the format: ## column_1 column_2 column_3 column_4 ## overlap_size size_of_list_A Population_size size_of_list_B ## overlap_size size_of_list_A Population_size size_of_l...
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#Page 10 total_lineup = choose(10,5) * factorial(5) print(total_lineup)
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# ------------------------------------------------------------------------------ # Internal function 'surface.kernel' # # Author: Seong-Yun Hong <hong.seongyun@gmail.com> # ------------------------------------------------------------------------------ surface.kernel <- function(coords, data, sigma, nrow, ncol, win...
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fun.gld.all.vary.emp <- function (q, fit, fit.simu, maxit = 20000, method = "Nelder-Mead") { x <- fit$x y <- fit$y k <- apply(fit.simu, 2, function(x, q) quantile(x, q), q) r <- optim(k, function(k, x, y, q) { resid <- y - x %*% c(k) return((sum(resid <= 0)/length(resid) - q)^2)...
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dfp_full_report_wrapper.Rd.R
library(rdfp) ### Name: dfp_full_report_wrapper ### Title: Take report request and return data.frame ### Aliases: dfp_full_report_wrapper ### ** Examples ## Not run: ##D request_data <- list(reportJob = ##D list(reportQuery = ##D list(dimensions = 'MONTH_AND_YEA...
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create_colormaps.R
#' create_colormaps #' #' create colormaps for dataframe character/factor columns #' #' @param df Required. A dataframe containing information about nodes in the tree. #' @param custommaps. Optional. Curently a stub. There needs to be a way to pass #' in custom colors. #' @param exclude_attr a list ...
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generate.R
# Function for genereting data frame generate.generate_empty_df = function(unique_user_id, unique_item){ df = data.frame(user_id=c(unique_user_id)) # Filling data frame with empty rating for (column in unique_item){ df[[toString(column)]] = 0 } return(df) } # Function for filling data frame generate....
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#' @import shiny glue RSQLite bsplus #' @importFrom shinyjs reset useShinyjs #' @importFrom utils zip #' @rawNamespace import(chk, except = p) NULL
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# Title : TODO # Objective : TODO # Created by: peterli # Created on: 17/7/2018 library(MAIT) # The MAIT workflow involves filling slots in the MAIT object and returning the updated MAIT object as output # First, load faahKO data into MAIT object library(faahKO) cdfFiles <- system.file("cdf", package="faahKO", mu...
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Script.R
# Title : R script # Objective : Discover R langage # Created by: Hamza HRAMCHI # Created on: 28/09/2020 # -------------- Basics of R langage ----------------------------- a <- 5 a b <- a b v <- c(1, 2, 5, 9) mode(v) length(v) # -------------- Input/Output -------------------------------------- print("Enter numer...
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shift.test.Rd.R
library(apTreeshape) ### Name: shift.test ### Title: Testing diversification rate variation in phylogenetic trees ### Aliases: shift.test ### Keywords: htest ### ** Examples ## Detecting diversification rate variation in bird families (135 tips) data(bird.families) tree.birds <- as.treeshape(bird.families, model...
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S_meliloti_GO_analysis_rsubread-data.R
##################################################################### # library(STRINGdb); KEGG_+_GO_analysis post-featurecounts.R ##################################################################### source("https://bioconductor.org/biocLite.R") # biocLite("limma");biocLite("Rsubread"); biocLite("STRINGdb") browseVign...
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library(sp) library(rgdal) library(rgeos) library(raster) library(devtools) library(roxygen2) library(gstat) library(dismo) library(RColorBrewer) library(viridis) library(mapview) library(ggplot2) library(reshape2) library(gridExtra) #arranging ggplots in grid library(grid) #arranging ggplots in grid #=================...
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% Generated by roxygen2: do not edit by hand % Please edit documentation in R/convertToWellLocation.R \name{convertToWellLocation} \alias{convertToWellLocation} \title{Covert compatible objects to WellLocation} \usage{ convertToWellLocation(x) } \arguments{ \item{The}{object to be used as basis for new WellLocation obj...
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dfcomb.R
CombIncrease_sim = function(ndose_a1, ndose_a2, p_tox, target, target_min, target_max, prior_tox_a1, prior_tox_a2, n_cohort, cohort, tite=FALSE, time_full=0, poisson_rate=0, nsim, c_e=0.85, c_d=0.45, c_stop=0.95, c_t=0.5, c_over=0.25, cmin_overunder=2, cmin_mtd=3, cmin_re...
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uvoven.Rd.R
library(EngrExpt) ### Name: uvoven ### Title: UV absorbance for lens cured in different ovens ### Aliases: uvoven ### Keywords: datasets ### ** Examples str(uvoven) summary(uvoven) densityplot(~ uv, uvoven, groups = oven, auto.key = list(columns = 2), xlab = "UV absorbance") qqmath(~ uv, uvoven, groups ...
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holland.R
# load packages library(tidyverse) library(ggrepel) library(kableExtra) # sandwich package also required # MASS package also required # set seed set.seed(8904) # load data holland <- haven::read_dta("data/Enforcement.dta") %>% # keep only the variables we use select(city, district, operations, lower, vendors, b...
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produce_maps.R
# Produce left and right maps --------------------------------------------- # Dependent script: needs 'borough' object make_circle <- function(x) { borough %>% st_transform(32618) %>% st_union() %>% st_centroid() %>% {. + c(0, -3500)} %>% st_set_crs(32618) %>% st_buffer(26000) %>% ...
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DM1_boxplots.R
### produce data only and data-model latitudinal boxplots # Boxplot #1: Bartlein (B), Cleator at the Bartlein sites (CL) and all Cleator data (CL_all) # Boxplot #2: Bartlein (B), all Cleator data (CL_all) and model data # Statistical summaries of all variables are saved in output/ # These are the things that will requi...
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###### #created Sep 2013, M. Beck #creates interpolation grids for TB hirsch model #used to create heat maps and to get normalization data ###### #get interpolation grids ###### #salinity grid #includes beta estimates for weighted regressions for each obs #includes back-transformation from Moyer et al. 2012 rm(list=...
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\name{upscaleUmatrix} \alias{upscaleUmatrix} \title{ Upscale a Umatrix grid } \description{ Use linear interpolation to increase the size of a umatrix. This can be used to produce nicer ggplot plots in \code{\link{plotTopographicMap}} and is going to be used for further normalization of the umatrix. } \usage{ ...
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library(c3) ### Name: %>% ### Title: Pipe operator ### Aliases: %>% ### ** Examples data.frame(a=c(1,2,3,2),b=c(2,3,1,5)) %>% c3()
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.libPaths( "/home/icb/anna.danese/miniconda3/envs/scmoib-seuratv4/lib/R/library") library(Seurat) library(SeuratDisk) library(Signac) # Load the peak ATAC file = "/home/icb/anna.danese/project_anna/scmoib/brain_peaks_filtered_not_normalised.h5ad" file_seurat = "/home/icb/anna.danese/project_anna/scmoib/brain_peaks_fil...
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FormatMCLFastas.Rd.R
library(MAGNAMWAR) ### Name: FormatMCLFastas ### Title: Format all raw GenBank fastas to single OrthoMCL compatible ### fasta file ### Aliases: FormatMCLFastas ### ** Examples ## Not run: ##D dir <- system.file('extdata', 'fasta_dir', package='MAGNAMWAR') ##D dir <- paste(dir,'/',sep='') ##D formatted_file <- Fo...
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#' Pairwise angles #' #' Computes the matrix of angles between all pairs of vectors. #' @param mat A numeric matrix with each row representing a vector. #' @return A square matrix whose \code{[i,j]} entry is the angle between the two vectors #' represented in row \code{i} and \code{j} of \code{mat}. #' @details The (i,...
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% Generated by roxygen2: do not edit by hand % Please edit documentation in R/utils.R \name{keep_cat_cols} \alias{keep_cat_cols} \title{Keep Only Columns Used for Sample Selection} \usage{ keep_cat_cols(x, keep_sam_cols = TRUE, return_idx = TRUE) } \arguments{ \item{x}{a \code{data.frame} with many columns.} \item{kee...
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## Cretae a special matrix that contains the matrix and ## Caches its invert. ## Assume matrix provided is invertable makeCacheMatrix <- function(x = matrix()) { xInv <- NULL set <- function(Y){ x <<- y xInv <<- NULL } get <- function() x setInvert <- function(xInvert) xInv <- xInvert getInvert <-...
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library(tsoutliers) library(ggplot2) data(Nile) resNile1 <- tso(y=Nile, types=c("AO", "LS", "TC"), cval=3, tsmethod="auto.arima", args.tsmodel=list(model="local-level")) print(resNile1) r <- resNile1 points <-data.frame(x = r$outliers$time-1, y = Nile[r$outliers$time-start(Nile)[[...
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## when writing data into text file, it may use scientific format ## when you read it into c, and using atoi. it will make mistakes ## say 97000000 is written as 9.7e+07, and c think it is 9 ## options("scipen") can control write out behavior options(scipen=20) # -----------------------------------------------------...
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### Scrapes an input xlsx workbook of all subsheets and converts to csv options(java.parameters = "-Xmx8000m") library('xlsx') CSVScrape <- function(workbook.path, dest.path) { ## Get number of sheets sheets <- getSheets(loadWorkbook(workbook.path)) num_sheets <- length(sheets) ## Read the sheet and output a...
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Silencing <- function(G) { diag(G)=1 I <- diag(ncol(G)) D <- diag((G - I) %*% G) c_inv <- try(solve(G),silent = F) if (class(c_inv)[1] == "try-error") c_inv <- mpinv(G) S <- (G - I + diag(D)) %*% c_inv#solve(G) diag(S) <- 0 #S = abs(S)/max(abs(S)) return(S) } mpinv <- function...
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% Generated by roxygen2: do not edit by hand % Please edit documentation in R/trees.R \name{tree_var} \alias{tree_var} \title{Recursive Partitioning and Regression Trees} \usage{ tree_var( df, target, max = 3, min = 20, cp = 0, size = 0.7, ohse = TRUE, plot = TRUE, ... ) } \arguments{ \item{df}{Data f...
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pkgs <- c('caret', 'doParallel', 'foreach', 'pnn') lapply(pkgs, require, character.only=T) registerDoParallel(cores=8) data_all <- read.csv(file="Diabetes.csv", head=FALSE, sep=",") # PRE-PROCESSING DATA column = ncol(data_all) data_all <- data.frame(scale(data_all[-ncol(data_all)]), data_all[ncol(data_all)]) requir...
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JHUoutputs <- c("Peak* Hospitalizations" = "hosp_occup", "Peak* ICU Beds" = "icu_occup" , #"Peak* COVID Hospital Occupancy" = "hosp_occup", #"Peak* New COVID Daily Hospital Admissions" = "hosp_admit" , #"Peak* COVID ICU Bed Occupancy" = "icu_occup" , ...
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require(PDGcontrol) # Define all parameters delta <- 0.1 # economic discounting rate OptTime <- 50 # stopping time sigma_g <- 0.2 # Noise in population growth gridsize <- 10 # gridsize (discretized population) sigma_m <- .2 # sigma_i <- .2 # interval <- 1 # Chose the state equation / population dy...
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# Utilities ------------------------------------------------------- make_md_badge <- function(name, href, src){ as.character(glue::glue("[![{name}]({src})]({href})")) } make_badges <- function( pkg , user = gh_whoami()$login , repo = pkg , branch='master' , stage = NULL )...
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##' knitr output hook for hugo highlight shortcode. ##' ##' Output hook suitable for use with hugo's syntax highlighter shortcode ##' ##' Put render_hugo() in the first chunk of your document to make ##' knitr output hugo-friendly {{< highlight >}} shortcode code fences ##' instead of markdown's default triple-backtick...
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##Example 10.3.1 Pg.493 ##Multiple regression equation age<- c(72,68,65,85,84,90,79,74,69,87,84,79,71,76,73,86,69,66,79,87,71,81,66,81,80,82,65,73,85,83,83,76,77,83,79,69,65,71,80,81,66,76,70,76,67,72,68,102,67,66,75,91,74,90,66,75,77,78,83,85,76,75,70,79,75,94,76,84,79,78,79) edlevel <- c(20,12,13,14,13,15,12,1...
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#### clustering base script 2020 workshop #### library("mclust")#mixture clustering package # load data Tab=iris #iris data is alredy in R base X=iris[,-5] # Take out species #from 1 to 10 cluster #compare different models with different covariance structure GMM.model <- Mclust(X, G=1:10) mclustAIC<-functi...
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#' Retrieve raw R code from Stack Overflow website #' #' #' @name stackoverflow #' #' @usage stackoverflow(url, method, padding) #' #' @param url Link to a page on Stack Overflow website (or any Stack Exchange) #' @param method Not all websites are formatted consistently. To overcome this, try a different #' method...
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### # File name : DifferentialMethylation2.R # Author : Hyunjin Kim # Date : July 6, 2019 # Email : hk2990@cumc.columbia.edu # Purpose : Find differentially methylated probes and regions, # perform pathway analysis on differentially methylated genes. # # Workflow # ...
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################################################################################ # # # Coursera Project # # Exploratory Data Analysis Week 1 ...
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% Generated by roxygen2: do not edit by hand % Please edit documentation in R/wafregional_operations.R \name{wafregional_delete_permission_policy} \alias{wafregional_delete_permission_policy} \title{Permanently deletes an IAM policy from the specified RuleGroup} \usage{ wafregional_delete_permission_policy(ResourceArn)...
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# GAMLSS object for WALD dSwald<-function(x, mu=mu, sigma=sigma,nu=nu, log=FALSE){ t=x x=t fy <-seqmodels::dinvgauss(t=t,kappa=mu,xi=sigma,tau=nu,sigma=1,ln=log) if(is.vector(x)==TRUE){ as.vector(fy) }else if(is.matrix(x)==TRUE){ fy <- matrix(fy,nrow=nrow(x),ncol=ncol(x)) }else if(is.array(x)==TR...
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# Quantile normalizes metabolomic matrix quantNorm <- function(m){ meanrank <- function(x){rank(x)/length(x)} apply(m, 2, meanrank) } # Removes the metabolites with "_?" (the tag we used to label ambiguous metabolites) rmAmbig <- function(topDiffMets){ removed <- topDiffMets[-grep("_?", names(...
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context("Fit: 1D") f = function(x) 1-1/2*(sin(12*x)/(1+x)+2*cos(7*x)*x^5+0.7) n <- 5 set.seed(123) X <- as.matrix(runif(n)) y = f(X) + 0.1*rnorm(nrow(X)) k = NULL r = NULL k = DiceKriging::km(design=X,response=y,noise.var=rep(0.1^2,nrow(X)),covtype = "gauss",control = list(trace=F),nugget.estim=F,optim.method='BFGS',m...
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#' Tools for model evaluation #' #' These functions provide tools for evaluating models, based on the goodness of #' fit or on predictive power. `evaluate_aic` evaluates the goodness of fit of a #' single model using Akaike's information criterion, measuring the deviance of #' the model while penalising its complexity....
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% Generated by roxygen2: do not edit by hand % Please edit documentation in R/schema.R \name{sdf_schema_json} \alias{sdf_schema_json} \alias{sdf_schema_viewer} \title{Work with the schema} \usage{ sdf_schema_json( x, parse_json = TRUE, simplify = FALSE, append_complex_type = TRUE ) sdf_schema_viewer( x, si...
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# read in the file hpc <- read.table("./household_power_consumption.txt", header=TRUE, sep = ";", na.strings="?") # combine the Date and Time variables in a string dt <- paste(as.character(hpc$Date), as.character(hpc$Time)) # convert the type of the newly formed string to class Date datetime <- strptime(dt,"%d/%m/%Y ...
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# Author: prhodes ############################################################################### foo = 1:4 + 6:9 # paste adds the string to each element of the vector! cat( paste( "vector added: ", foo ) ) cat( "\n" ) # the "c" function concatenates values to make a vector cat( c( 1, 3, 6, 10, 15 ) + c( 0, 1, 3, 6,...
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#install.packages("corrgram") #install.packages("zoo") #install.packages("forecast") #install.packages("lubridate") library("lubridate", lib.loc="~/R/win-library/3.1") #Source of data #http://tcial.org/the-button/button.csv button <- read.csv("~/Button Data/button5_20.csv") button$time<-as.POSIXct(button$now_timestamp,...
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library(ltsa) ### Name: TrenchMean ### Title: Exact MLE for mean given the autocorrelation function ### Aliases: TrenchMean ### Keywords: ts ### ** Examples #compare BLUE and sample mean phi<- -0.9 a<-rnorm(100) z<-numeric(length(a)) phi<- -0.9 n<-100 a<-rnorm(n) z<-numeric(n) mu<-100 sig<-10 z[1]<-a[1]*sig/sqrt(1-...
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# source data fileUrl <- "https://d396qusza40orc.cloudfront.net/exdata%2Fdata%2Fhousehold_power_consumption.zip" download.file(fileUrl, destfile = "dataset.zip", method = "curl", mode = "wb") unzip("dataset.zip") unlink("dataset.zip") # load data rawData <- read.csv("household_power_consumption.txt", header = TRUE, s...
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library(shiny) library(RCurl) library(maps) library(mapproj) source("helper/helpers.R") x <- getURL("https://raw.githubusercontent.com/arpignotti/DevDataProduct/master/Data/dset.csv") dset <- read.csv(text = x) shinyUI(pageWithSidebar( headerPanel("Medicare Advantage Parent Organizations' MA Market Share"), side...
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library(semTools) ### Name: standardizeMx-deprecated ### Title: Find standardized estimates for OpenMx output ### Aliases: standardizeMx-deprecated ### Keywords: internal ### ** Examples ## Not run: ##D library(OpenMx) ##D data(myFADataRaw) ##D myFADataRaw <- myFADataRaw[,c("x1","x2","x3","x4","x5","x6")] ##D one...
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#trace(stop, quote(print(sys.calls()))) require(entropy) # for entropy require(acid) # for weighted entropy require(dplyr) require(matrixStats) # for weighted sd and median # Note that instead of using radiant.data.weighted.sd we might want to correct the sd for the sample size # after consideri...
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% Generated by roxygen2: do not edit by hand % Please edit documentation in R/helper_functions.R \name{topN_mat} \alias{topN_mat} \title{For a numeric matrix containing samples or conditions in its columns and typically genes in its rows, this function will find the top N genes for a given condition. You can choose to ...
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######################### #Function files investiguating log-transformation vs GLM #author Lionel Hertzog, date 21.07.2015 #code heavily based on the supplementary material of #Ives, A. R. (2015), For testing the significance of regression coefficients, go ahead and log-transform count data. Methods in Ecology and Evol...
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% Generated by roxygen2: do not edit by hand % Please edit documentation in R/prepRECA.R \name{runRECA} \alias{runRECA} \title{Run R-ECA} \usage{ runRECA(RecaObj, nSamples, burnin, lgamodel = "log-linear", fitfile = "fit", predictfile = "pred", resultdir = NULL, thin = 10, delta.age = 0.001, seed = NULL, caa.burnin...