Man pages for YosefLab/SymSim
Simulate Single Cell RNA Sequencing Data

amplify_1cellThis function simulates the amplification, library prep, and...
basek2decimalconvert a k based number to decimal number
BestMatchParamsGet the best matched parameter
cal_amp_biasSimulate technical biases
cal_ARIcalculate adjusted rand index between labels from a...
cal_AUCcalculate area under curve
cal_KNNPcalculate knn purity of a data space with given labels
ClusterQualitycluster-ability of a dataset
ContinuousEVFGenerating EVFs for cells sampled along the trajectory of...
cor_pseudotimecalculate pseudotime correlation between our true pseudotime...
cvCalculate the coefficient of variation of a vector x
Dec2k_basedconvert a decimal number to k based number
DiscreteEVFGenerating EVFs for cells sampled from tip populations from a...
dist2diaghow well do dots fit to the diagonal (for evaluating our...
DivideBatchesDivide the observed counts into multiple batches by adding...
evalImpulseCompute value of impulse function given parameters. Enforces...
expand2binaryexpand transcript counts to a vector of binaries of the same...
fanoCalculate the fano factor of a vector x
GeneEffectsGetting GeneEffects matrices
gene_len_poola pool of gene lengths to sample from
getDEgenesretrieve genes' differential expression information it...
Get_paramsGetting the parameters for simulating gene expression from...
Get_params2Getting the parameters for simulating gene expression from...
getTrajectoryGenesretrieve the information of cells on continuous trajectories...
len2nfragfrom transcript length to number of fragments (for the nonUMI...
LogDistGetting logged expression distribution
match_paramsdistribution of kinetic parameters learned from the Zeisel...
multiplotarrange multiple plots from ggplot2 to one figure. From...
percent_nonzeroCalculate the percentage of non-zero values in a vector x
Phyla3Creating an example tree with 3 tips
Phyla5Creating an example tree with 5 tips
PlotCountHeatmapPlotting logged expression distribution
plot_nreads_UMIplot the histogram of number of reads per UMI
PlotPCAPerform PCA
plotPCAbasicPlotting PCA results (PC1 and PC2)
PlotTsnePerform tSNE
QQplot2RealDatafunction QQplot2RealData; plot both with ggplot2 and with...
rand.indexrand index
rescale2rangerescale2range
rnorm_truncsample from truncated normal distribution
SampleDensample from smoothed density function
sens_and_speccalculate sensitivity and specificity
SimulateTrueCountsGenerate both evf and gene effect and simulate true...
True2ObservedCountsSimulate observed count matrix given technical biases and the...
YosefLab/SymSim documentation built on Sept. 30, 2024, 2:22 p.m.