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# Copyright (C) 2022 Intel Corporation # Copyright (C) CVAT.ai Corporation # # SPDX-License-Identifier: MIT import io import itertools import json import operator import os import os.path as osp import re import zipfile from collections.abc import Generator, Iterable, Sequence from copy import deepcopy from datetime i...
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import os import pandas as pd import json import nibabel as nib import numpy as np import glob from cvdproc.config.paths import get_package_path from nipype import Node, Workflow, MapNode, Function from nipype.interfaces.utility import IdentityInterface, Merge, Select from cvdproc.bids_data.rename_bids_file import rena...
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# imagecodecs/tests/test_imagecodecs.py # Copyright (c) 2018-2026, Christoph Gohlke # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # 1. Redistributions of source code must retain the above cop...
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# coding: utf-8 """Wrapper for C API of LightGBM.""" # This import causes lib_lightgbm.{dll,dylib,so} to be loaded. # It's intentionally done here, as early as possible, to avoid issues like # "libgomp.so.1: cannot allocate memory in static TLS block" on aarch64 Linux. # # For details, see the "cannot allocate memory ...
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""" An implementation of RESMAX: """ import torch import torch.nn as nn import torch.nn.functional as F import torchvision.transforms as transforms import torchvision import numpy as np import scipy as sp import os import time import pdb import random from ._builder import build_model_with_cfg from ._manipulate imp...
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import datetime import os import shutil import json import sys import numpy as np from scipy.ndimage.morphology import binary_dilation from dipy.align.transforms import RigidTransform3D import subprocess from elikopy.utils import makedir, update_status import functools print = functools.partial(print, flush=True) de...
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P={('B', 'a'): {('E', 'a'): -0.0050648453069648755, ('M', 'a'): -5.287963037107507}, ('B', 'ad'): {('E', 'ad'): -0.0007479013978476627, ('M', 'ad'): -7.198613337130562}, ('B', 'ag'): {}, ('B', 'an'): {('E', 'an'): 0.0}, ('B', 'b'): {('E', 'b'): -0.06753917715798491, ('M', ...
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import pandas as pd import numpy as np import pickle import seaborn as sns from matplotlib import pyplot as plt import matplotlib as mpl import os import copy import pingouin as pg import statsmodels.api as sm from sklearn import metrics from matplotlib.legend_handler import HandlerTuple import statsmodels.formula.api ...
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# imagecodecs/zarr.py # Copyright (c) 2026, Christoph Gohlke # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # 1. Redistributions of source code must retain the above copyright notice, # thi...
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from nested.utils import param_array_to_dict import math def update_EIANN_config_1_hidden_backprop_relu_SGD(x, context): param_dict = param_array_to_dict(x, context.param_names) learning_rate = param_dict['learning_rate'] context.training_kwargs['optimizer'] = 'SGD' context.training_kwargs['learning...
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Python
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import os from unittest import mock, TestCase from unittest.mock import ANY, call import kb_python.count as count from kb_python.constants import ( ABUNDANCE_FILENAME, ABUNDANCE_GENE_FILENAME, ABUNDANCE_GENE_TPM_FILENAME, ABUNDANCE_TPM_FILENAME, ADATA_PREFIX, BUS_CDNA_PREFIX, BUS_FILENAME, ...
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Python
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# -*- coding: utf-8 -*- # Resource object code # # Created by: The Resource Compiler for PyQt5 (Qt v5.15.2) # # WARNING! All changes made in this file will be lost! from PyQt5 import QtCore qt_resource_data = b"\ \x00\x00\x06\x28\ \x00\ \x00\x15\xb6\x78\x9c\xed\x58\x4b\x6f\x1b\x55\x14\x3e\x1e\xcf\xd8\ \x5e\x40\x95\x...
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#!/usr/bin/env python # EDITABLE SECTIONS ARE MARKED WITH #@# version="2.4" authors=["Djurre de Jong", "Jaakko J. Uusitalo", "Tsjerk A. Wassenaar"] # Parameters are defined for the following (protein) forcefields: forcefields = ['martini21','martini21p','martini22','martini22p','elnedyn','elnedyn22','elnedyn22p',...
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Python
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#!/usr/bin/env python # -*- coding : utf-8 -*- """Various definitions of spherical sampling""" import numpy as np def dsigrid(odf_key="odf8") -> np.ndarray[float]: """Reads DSIStudio's ODF geometry in odfs.mat to use in creation of DSIStudio's .fib file. Parameters ---------- odf_keys : str; opt...
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from __future__ import unicode_literals P={('B', 'a'): {'\u4e00': -3.618715666782108, '\u4e07': -10.500566885381515, '\u4e0a': -8.541143017159477, '\u4e0b': -8.445222895280738, '\u4e0d': -2.7990867583580403, '\u4e11': -7.837979058356061, ...
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from __future__ import unicode_literals P={'B': {'\u4e00': -3.6544978750449433, '\u4e01': -8.125041941842026, '\u4e03': -7.817392401429855, '\u4e07': -6.3096425804013165, '\u4e08': -8.866689067453933, '\u4e09': -5.932085850549891, '\u4e0a': -5.739552583325728, '\u4e0b':...
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""" An implementation of RESMAX: """ import torch import torch.nn as nn import torch.nn.functional as F import torchvision.transforms as transforms import torchvision import numpy as np import scipy as sp import os import time import pdb import random from ._builder import build_model_with_cfg from ._manipulate imp...
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# Generated by the protocol buffer compiler. DO NOT EDIT! from google.protobuf import descriptor from google.protobuf import message from google.protobuf import reflection from google.protobuf import descriptor_pb2 # @@protoc_insertion_point(imports) DESCRIPTOR = descriptor.FileDescriptor( name='caffe_b590f1d.pr...
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from __future__ import unicode_literals P={'\u4e00': (('B', 'm'), ('S', 'm'), ('B', 'd'), ('B', 'a'), ('M', 'm'), ('B', 'n'), ('B', 'u'), ('E', 'r'), ('E', 'm'), ('M', 'd'), ('B', 's'), ...
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#!/usr/bin/env python # # Copyright (c) 2009 Google Inc. All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are # met: # # * Redistributions of source code must retain the above copyright # notice, this list...
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# Copyright (C) 2020-2022 Intel Corporation # Copyright (C) CVAT.ai Corporation # # SPDX-License-Identifier: MIT import copy import io import json import logging import os import random import shutil import tempfile import xml.etree.ElementTree as ET import zipfile from collections import defaultdict from collections...
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# Generated by the protocol buffer compiler. DO NOT EDIT! from google.protobuf import descriptor from google.protobuf import message from google.protobuf import reflection from google.protobuf import descriptor_pb2 # @@protoc_insertion_point(imports) DESCRIPTOR = descriptor.FileDescriptor( name='caffe_6e3916.pro...
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# test_tifffile.py # Copyright (c) 2008-2026, Christoph Gohlke # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # 1. Redistributions of source code must retain the above copyright notice, # t...
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# Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license """ Generate predictions using the Segment Anything Model (SAM). SAM is an advanced image segmentation model offering features like promptable segmentation and zero-shot performance. This module contains the implementation of the prediction logic and ...
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import os import re import logging from abc import abstractmethod from collections import Counter from pathlib import Path from typing import List, Union, Dict import gensim import numpy as np import torch from bpemb import BPEmb from deprecated import deprecated from torch.nn import ParameterList, Parameter import ti...
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import os import re import logging from abc import abstractmethod from collections import Counter from pathlib import Path from typing import List, Union, Dict import gensim import numpy as np import torch from bpemb import BPEmb from deprecated import deprecated from torch.nn import ParameterList, Parameter import ti...
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# The GUI will only work if the optional dependencies are installed, otherwise exit here try: import sys import qdarkstyle from PyQt6.QtCore import Qt, QPoint, QThread, pyqtSignal, QObject, QRegularExpression, QLocale from PyQt6.QtGui import QEnterEvent, QFontMetrics, QSyntaxHighlighter, QTextCharFormat...
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Python
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# tifffile.py # Copyright (c) 2008-2026, Christoph Gohlke # All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are met: # # 1. Redistributions of source code must retain the above copyright notice, # this l...
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Python
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# coding: utf-8 import copy import itertools import json import math import pickle import random import re from pathlib import Path from shutil import copyfile import numpy as np import psutil import pytest from scipy.sparse import csr_matrix, isspmatrix_csc, isspmatrix_csr from sklearn.datasets import load_svmlight_f...
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""" Copyright 1999 Illinois Institute of Technology Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publis...
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""" Copyright 1999 Illinois Institute of Technology Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publis...
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"""Look at the spikes and bursts before trusting them. Spike detection is the one step whose output the rest of the pipeline cannot sanity-check for you: every firing rate, every correlation and every network metric downstream is computed from whatever came out of it, and a threshold set one MAD too low turns noise in...
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--- title: "Raw model / Robust" subtitle: "Model ~group" format: html: code-summary: "Show the code" code-copy: true toc: true toc-depth: 3 execute: warning: false error: false params: model: "~group" intercept: "WT" method: "robust" genome: mm10 txdb: TxDb.Mmusculus.UCSC.mm10.known...
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--- title: "Adjusted Model" subtitle: "Model ~group + age + gender + sentrix_id" format: html: code-summary: "Show the code" code-copy: true toc: true toc-depth: 3 execute: warning: false error: false params: model: "~group+age+gender+sentrix_id" intercept: "WT" method: "ls" genome: mm...
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--- title: "Raw model" subtitle: "Model ~group" format: html: code-summary: "Show the code" code-copy: true toc: true toc-depth: 3 execute: warning: false error: false params: model: "~group" intercept: "WT" method: "ls" genome: mm10 txdb: TxDb.Mmusculus.UCSC.mm10.knownGene dmrto...
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--- title: "Adjusted Model / Robust" subtitle: "Model ~group + age + gender + sentrix_id" format: html: code-summary: "Show the code" code-copy: true toc: true toc-depth: 3 execute: warning: false error: false params: model: "~group+age+gender+sentrix_id" intercept: "WT" method: "robust" ...
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--- title: "Raw model / Old only" subtitle: "Model ~group" format: html: code-summary: "Show the code" code-copy: true toc: true toc-depth: 3 execute: warning: false error: false params: model: "~group" intercept: "WT" method: "ls" genome: mm10 txdb: TxDb.Mmusculus.UCSC.mm10.knownGe...
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--- title: "Raw model / Old only / Robust" subtitle: "Model ~group" format: html: code-summary: "Show the code" code-copy: true toc: true toc-depth: 3 execute: warning: false error: false params: model: "~group" intercept: "WT" method: "robust" genome: mm10 txdb: TxDb.Mmusculus.UCSC...
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--- title: "Adjusted Model / Young Only" subtitle: "Model ~group + gender + sentrix_id" format: html: code-summary: "Show the code" code-copy: true toc: true toc-depth: 3 execute: warning: false error: false params: model: "~group+gender+sentrix_id" intercept: "WT" method: "ls" genome:...
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--- title: "Adjusted Model / Young Only / Robust" subtitle: "Model ~group + gender + sentrix_id" format: html: code-summary: "Show the code" code-copy: true toc: true toc-depth: 3 execute: warning: false error: false params: model: "~group+gender+sentrix_id" intercept: "WT" method: "robus...
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--- title: "Data Loading" subtitle: "Loading methylation data and creating analysis objects" params: idat_path: "/data/EPI-AGING/files/ILL_20240614_epiaging_mm/idats/" sample_sheet_path: "../sampleSheet.csv" debug: true --- This chapter covers the initial steps of loading methylation data from IDAT files and cre...
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--- title: "Methylation Analysis Workflow" subtitle: "A comprehensive guide using methylkey" author: "methylkey package" date: today --- # Welcome to methylkey This book provides a comprehensive workflow for DNA methylation analysis using the **methylkey** R package. The workflow is organized into sequential chapters...
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--- title: "Group Control" subtitle: "" format: html: code-summary: "Display code and parameters" code-copy: true execute: warning: false error: false params: groups: !expr c("sentrix_id","group","age","gender") --- ```{r setup} #| echo: False devtools::load_all("/home/cahaisv/git/methylkey2/") ``` `...
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--- title: "Group Control" subtitle: "" format: html: code-summary: "Display code and parameters" code-copy: true execute: warning: false error: false params: groups: !expr c("sentrix_id","group","age","gender") --- ```{r setup} #| echo: False devtools::load_all("/home/cahaisv/git/methylkey2/") ``` `...
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--- title: "Group Control / YOUNG only" subtitle: "" format: html: code-summary: "Display code and parameters" code-copy: true execute: warning: false error: false params: groups: !expr c("sentrix_id","group","gender") --- ```{r setup} #| echo: False devtools::load_all("/home/cahaisv/git/methylkey2/")...
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--- title: "Bath Correction" subtitle: "" format: html: code-summary: "Voir le code et les paramètres" code-copy: true execute: warning: false error: false params: groups: !expr c("sentrix_id","group","age","gender") --- ## Prerequisites Load your processed methylation data: ```{r setup} devtools::l...
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--- title: "Quality Control and Data Assessment" subtitle: "Assessing data quality and identifying issues" format: html: code-summary: "Code" code-copy: true execute: warning: false error: false params: groups: !expr c("sentrix_id","group","age","gender") --- ```{r} #| echo: False devtools::load_all("...
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```{r} mrs <- get_results(mrs, index, tools=params$dmrtools, genome=params$genome, mvals=mvals, fdr = 0.2 ) model_file_name <- paste0(model_name, ".rds") saveRDS(mrs, fs::path(output_dir, model_file_name)) ``` ### Differentially Methylated Probes :::::::: panel-tabset #### Summary ```{r} #| code-summary: "Number of ...
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```{r} mrs <- get_results( mrs, index, tools = params$dmrtools, genome = params$genome, mvals = mvals, fdr = 0.2 ) model_file_name <- paste0(model_name, ".rds") saveRDS(mrs, fs::path(output_dir, model_file_name)) ``` ### Differentially Methylated Probes :::::::: panel-tabset #### Summary ```{r} #| code-s...
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--- title: "Raport statystyczny" format: docx execute: warning: false message: false docx: reference-doc: references.docx --- ```{r, include=FALSE} library(openxlsx) library(tidyverse) library(gt) ``` ```{r, include = FALSE} ## wczetanie danych z Excela dane <- read.xlsx("dane2.xlsx",sheet = 2) ``` #...
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--- title: "syn_allograft_scRNAseq" format: html --- # 1. Setup ## 1.1 Imports ```{r imports} wd = "" setwd(wd) library(tidyverse) library(Seurat) library(DESeq2) library(ggrepel) library(plotly) ``` ## 1.3 Load Data ```{r Load Data} syn_allo_so <- readRDS("path_to/seurat_obj.rds") syn_allo_so <- UpdateSeuratObject...
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--- title: "Raport statystyczny" format: docx execute: warning: false message: false docx: reference-doc: references.docx --- ```{r, include=FALSE} library(openxlsx) library(dplyr) library(tinytex) library(ggpubr) library(tidyverse) library(gt) library(pagedown) library(ggplot2) library(readxl) library(fl...
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--- title: "Raport statystyczny" format: docx execute: warning: false message: false docx: reference-doc: references.docx --- ```{r, include=FALSE} library(openxlsx) library(dplyr) library(ggplot2) library(readxl) library(flextable) library(knitr) library(tidyr) library(car) library(glue) library(purrr) l...
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--- title: "Raport statystyczny" format: docx execute: warning: false message: false docx: reference-doc: references.docx --- ```{r, include=FALSE} library(openxlsx) library(dplyr) library(tidyr) library(flextable) library(car) library(glue) ``` ```{r, include = FALSE} dane <-...
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--- title: "Response to reviewer comments" format: html editor: visual --- ## Reviews Reviews for your submission to eLife: eLife-RP-RA-2025-108420 eLife Assessment\ This fundamental work significantly advances our understanding of gravity sensing and orientation behavior in the ctenophore, an animal of major impor...
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--- title: "Brain communications- Demographics & models" format: revealjs editor: visual --- ## Load packages ```{r} rm(list = ls()) pacman::p_load(tidyverse, janitor, rio, here, gt, GGally, gtExtras, gtsummary, ...
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--- title: Machine learning of factors for improving oyster hatchery production author: - Vyacheslav Lyubchich - Matthew W. Gray - Greg M. Silsbe citation: type: report publisher: "University of Maryland Center for Environmental Science" publisher-place: "Cambridge, Maryland, USA" url: https://vlyubchic...
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--- title: "Spatial_Tumor_Analysis" format: html editor: visual --- # 0 Setup ## 0.0 workding dir ```{r setup, include=FALSE} wd <- "" setwd(wd) knitr::opts_knit$set(root.dir = wd) ``` ## 0.1 Load Libraries ```{r Load Libraries} # Seruat library(Seurat) library(hdf5r) library(loupeR) #general library(tidyverse) li...
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--- title: "Neural Connectome of the Ctenophore Statocyst" subtitle: | **Kei Jokura**$^{1,2,3,4,5*}$, **Sanja Jasek**$^{1,2,6}$, **Lara Niederhaus**$^{6}$, **Pawel Burkhardt**$^{7}$, **Gáspár Jékely**$^{1,2,6,*}$ <br><br> $^{1}$ Living Systems Institute, University of Exeter, Exeter, EX4 4QD, United Kingdom ...
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--- title: "Untitled" format: html editor: visual --- ## Load packages ```{r} rm(list = ls()) pacman::p_load(tidyverse, janitor, rio, here, gt, GGally, gtExtras, gtsummary, tidymodels, ...
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R
30
1
testthat::test_check("iTReX")
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R
54
4
library(testthat) library(MOFA2) test_check("MOFA2")
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R
54
4
library(testthat) library(richR) test_check("richR")
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R
61
3
library(testthat) library(wizbionet) test_check("wizbionet")
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R
63
5
library(testthat) library(pROC) data(aSAH) test_check("pROC")
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R
63
3
"randomForest" <- function(x, ...) UseMethod("randomForest")
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R
68
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library(testthat) library(SVbyEye) test_check(package = "SVbyEye")
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R
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set.seed(2023) rings <- simulateDataset(n_cells=300, n_rings=4, n_genes=50)
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R
80
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test_that("iTReX works", { skip_on_cran() shinytest::expect_pass(test()) })
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R
83
1
install.packages(c('tidyverse','lme4','lmerTest','broom.mixed','ggplot2','readr'))
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R
86
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library(shiny) source("ui.R") source("server.R") shinyApp(ui = ui, server = server)
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R
86
6
source("../shinytest_helpers.R") set_window() get_tab_snapshots("iTReX") shutdown()
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R
89
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## ## Set up common variables across scripts ## PNG.OPT <- list(width=1600,height=1200)
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R
92
6
library("UMI4Cats") wk_dir = snakemake@params[['wk_dir']] statsUMI4C( wk_dir = wk_dir )
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R
93
1
utils::globalVariables(c("ID","fID","UI","X","Y","nlvl","default","sampleID","dimred","grp"))
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R
99
6
source("../shinytest_helpers.R") set_window() app$snapshot(filename = "00_Home.json") shutdown()
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R
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--- title: "cohort_heatmap" output: html_document --- ```{r, fig.dim=c(width, height)} cohort_heatmap ```
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R
108
6
source("../shinytest_helpers.R") set_window(scale = 2) app$snapshot(filename = "00_Home.json") shutdown()
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R
108
3
################################# ED.Fig.1j library(Nebulosa) plot_density(reduced_all, features = "Kcng1")
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R
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## ## Libraries (needed by functions in this file) ## ## library("gamlss") ## ## Analysis Functions ## ##
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R
108
6
source("../shinytest_helpers.R") set_window(scale = 1) app$snapshot(filename = "00_Home.json") shutdown()
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R
110
5
message("pid = ", Sys.getpid()) options(shiny.autoreload = TRUE) options(shiny.trace = TRUE) shiny::runApp()
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R
111
6
library(testthat) library(MOFA2) test_check("MOFA2") # setwd("/Users/rargelaguet/mofa/MOFA2/tests/testthat")
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R
111
6
source("../shinytest_helpers.R") set_window(scale = NULL) app$snapshot(filename = "00_Home.json") shutdown()
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R
115
5
# This file is part of the standard test suite setup library(testthat) library(methylkey) test_check("methylkey")
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R
116
6
source("../shinytest_helpers.R") set_window() run_hitnet_omics("BT-40_ST04", "BT-40_ST11", TRUE, 4, 4) shutdown()
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R
119
6
source("../shinytest_helpers.R") set_window() run_hitnet_omics("BT-40_ST04", "BT-40_ST11", FALSE, 10, 10) shutdown()
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R
119
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source("../shinytest_helpers.R") set_window() run_hitnet_omics("BT-40_ST04", "BT-40_ST11", TRUE, NULL, 4) shutdown()
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R
120
4
rfNews <- function() { newsfile <- file.path(system.file(package="randomForest"), "NEWS") file.show(newsfile) }
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R
124
6
source("../shinytest_helpers.R") set_window() run_hitnet_omics("INF-R-153_ST12", "INF-R-153_ST14", TRUE, 7, 7) shutdown()
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R
126
3
################################# Fig.1j #Read in the reduced_data R data from Fig.1i VlnPlot(reduced_all, features = "Kcng1")
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R
127
6
source("../shinytest_helpers.R") set_window() run_hitnet_omics("INF-R-153_ST12", "INF-R-153_ST14", FALSE, 10, 10) shutdown()
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R
127
5
library(fontawesome) external_link <- function(href, text) { a(href = href, target = "_blank", text, fa("external-link")) }
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R
131
6
############################ ## iTReX Shiny tests file ## ## Author: Yannick Berker ## ############################ iTReX::test()
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R
135
9
# To prevent lint errors when using .data and .env utils::globalVariables( c( ".env", ".data", ":=", "density" ) )
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R
139
1
# null.roc <- structure(list(percent = FALSE, sensitivities = c(1, 0), specificities = c(0, 1), auc = NULL, class = "auc"), class = "roc")
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R
145
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################################# ED.Fig.1g #Read in the reduced_data R data from Fig.1i FeaturePlot(reduced_all, features = "Phox2b", label = T)
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R
149
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## ## Libraries (needed by functions in this file) ## ## library("gamlss") library("scales") library("ggplot2") ## ## Plotting Functions ## ##
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R
159
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################################# ED.Fig.1i DimPlot( reduced_all, group.by = "group", split.by = "group", reduction = "umap", ncol = 2, label = T )
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R
159
7
context("Loading the model") library(MOFA2) test_that("a pre-trained model can be loaded from disk", { expect_is(load_model("test_mofa2.hdf5"), "MOFA") })