Access updated R Biopharm import data India with HS Code, price, importers list, Indian ports, exporting countries, and verified R Biopharm buyers in India.

PublicationPrimahadi Wijaya R., Gede. 2014. Visualisation of diachronic constructional change using Motion Chart. In Zane Goebel, J. Herudjati Purwoko, Suharno, M. Suryadi & Yusuf Al Aried (eds.). Proceedings: International Seminar on Language Maintenance and Shift IV (LAMAS IV), 267-270. Semarang: Universitas Diponegoro. doi: https://doi.org/10.4225/03/58f5c23dd8387Description of R codes and data files in the repositoryThis repository is imported from its GitHub repo. Versioning of this figshare repository is associated with the GitHub repo's Release. So, check the Releases page for updates (the next version is to include the unified version of the codes in the first release with the tidyverse).The raw input data consists of two files (i.e. will_INF.txt and go_INF.txt). They represent the co-occurrence frequency of top-200 infinitival collocates for will and be going to respectively across the twenty decades of Corpus of Historical American English (from the 1810s to the 2000s).These two input files are used in the R code file 1-script-create-input-data-raw.r. The codes preprocess and combine the two files into a long format data frame consisting of the following columns: (i) decade, (ii) coll (for "collocate"), (iii) BE going to (for frequency of the collocates with be going to) and (iv) will (for frequency of the collocates with will); it is available in the input_data_raw.txt. Then, the script 2-script-create-motion-chart-input-data.R processes the input_data_raw.txt for normalising the co-occurrence frequency of the collocates per million words (the COHA size and normalising base frequency are available in coha_size.txt). The output from the second script is input_data_futurate.txt.Next, input_data_futurate.txt contains the relevant input data for generating (i) the static motion chart as an image plot in the publication (using the script 3-script-create-motion-chart-plot.R), and (ii) the dynamic motion chart (using the script 4-script-motion-chart-dynamic.R).The repository adopts the project-oriented workflow in RStudio; double-click on the Future Constructions.Rproj file to open an RStudio session whose working directory is associated with the contents of this repository.

Mass spectrometry is a powerful tool for identifying and analyzing biomolecules such as metabolites and lipids in complex biological samples. Liquid chromatography and gas chromatography mass spectrometry studies quite commonly involve large numbers of samples, which can require significant time for sample preparation and analyses. To accommodate such studies, the samples are commonly split into batches. Inevitably, variations in sample handling, temperature fluctuation, imprecise timing, column degradation, and other factors result in systematic errors or biases of the measured abundances between the batches. Numerous methods are available via R packages to assist with batch correction for omics data; however, since these methods were developed by different research teams, the algorithms are available in separate R packages, each with different data input and output formats. We introduce the malbacR package, which consolidates 11 common batch effect correction methods for omics data into one place so users can easily implement and compare the following: pareto scaling, power scaling, range scaling, ComBat, EigenMS, NOMIS, RUV-random, QC-RLSC, WaveICA2.0, TIGER, and SERRF. The malbacR package standardizes data input and output formats across these batch correction methods. The package works in conjunction with the pmartR package, allowing users to seamlessly include the batch effect correction in a pmartR workflow without needing any additional data manipulation.

View details of R imports shipment data in March with price, HS codes, major Indian ports, countries, importers, buyers in India, quantity and more.

A machine learning streamflow (MLFLOW) model was developed in R (model is in the Rscripts folder) for modeling monthly streamflow from 2012 to 2017 in three watersheds on the Wyoming Range in the upper Green River basin. Geospatial information for 125 site features (vector data are in the Sites.shp file) and discrete streamflow observation data and environmental predictor data were used in fitting the MLFLOW model and predicting with the fitted model. Tabular calibration and validation data are in the Model_Fitting_Site_Data.csv file, totaling 971 discrete observations and predictions of monthly streamflow. Geospatial information for 17,518 stream grid cells (raster data are in the Streams.tif file) and environmental predictor data were used for continuous streamflow predictions with the MLFLOW model. Tabular prediction data for all the study area (17,518 stream grid cells) and study period (72 months; 2012–17) are in the Model_Prediction_Stream_Data.csv file, totaling 1,261,296 predictions of spatially and temporally continuous monthly streamflow. Additional information about the datasets is in the metadata included in the four zipped dataset files and about the MLFLOW model is in the readme included in the zipped model archive folder.

Access updated R 100 Hydrocarbon Resin import data India with HS Code, price, importers list, Indian ports, exporting countries, and verified R 100 Hydrocarbon Resin buyers in India.

Access updated R Kleen import data India with HS Code, price, importers list, Indian ports, exporting countries, and verified R Kleen buyers in India.

Access updated R 22 Refrigerant import data India with HS Code, price, importers list, Indian ports, exporting countries, and verified R 22 Refrigerant buyers in India.

Access updated R W720fpnd1x import data India with HS Code, price, importers list, Indian ports, exporting countries, and verified R W720fpnd1x buyers in India.

View details of R 284 imports shipment data in February with price, HS codes, major Indian ports, countries, importers, buyers in India, quantity and more.

View details of R Ft3 imports shipment data in February with price, HS codes, major Indian ports, countries, importers, buyers in India, quantity and more.

Access updated Velcro R import data India with HS Code, price, importers list, Indian ports, exporting countries, and verified Velcro R buyers in India.

Access updated R Phenylethylamine import data India with HS Code, price, importers list, Indian ports, exporting countries, and verified R Phenylethylamine buyers in India.

Access updated R 266 Clear Hardener import data India with HS Code, price, importers list, Indian ports, exporting countries, and verified R 266 Clear Hardener buyers in India.

View details of R 449 imports shipment data in September with price, HS codes, major Indian ports, countries, importers, buyers in India, quantity and more.

Access updated R 364 import data India with HS Code, price, importers list, Indian ports, exporting countries, and verified R 364 buyers in India.

View details of R 449 imports shipment data in October with price, HS codes, major Indian ports, countries, importers, buyers in India, quantity and more.

View details of R imports shipment data in November with price, HS codes, major Indian ports, countries, importers, buyers in India, quantity and more.

Access updated R Gram import data India with HS Code, price, importers list, Indian ports, exporting countries, and verified R Gram buyers in India.

View details of R 22 Refrigerant imports shipment data in February with price, HS codes, major Indian ports, countries, importers, buyers in India, quantity and more.