Raw dataset. حسب Jun Zhang (48506)

"…<p>Original files of investigated data and algorithm codes.</p> <p>(ZIP)</p>…"

Dataset article 2 حسب Valohery Clermont RAFANAMBINANTSOA (22329253)

"…As the machine learning efficiency and quality are based on the quality of the data, the cleaning data processing is controlling the fidelity and the synchronization of the merged information. …"

Climate anomalies due to Cerrado native vegetation loss حسب Argemiro Leite-Filho (10283801)

"…Our methodology includes the following steps: (1) using machine learning algorithms to model climate variability across the Brazilian Cerrado, (2) evaluating model accuracy, (3) applying a detrending procedure to remove trends related to other factors than deforestation, and (4) validating the detrending process to ensure its reliability.…"

<b>Analyzing the mechanical heterogeneity of the Chang’e-5 lunar breccia clast: Implications for the elastic modulus of lunar rock</b> حسب Jiayan Nie (14779711)

"…<p dir="ltr">The raw nanoindentation loading and unloading curves of 02-001 and 02-002 areas and the derived physical quantities in this study can be accessed in this repository. The cited data from Peña‐Asensio et al. (2024a), Moyano-Cambero et al. (2017), Tanbakouei et al. (2019), and the computational codes of the BUS method with the subset simulation algorithm to extract Gaussian components can also be accessible in this repository.…"

Table 10_Analysis of immune characteristics and inflammatory mechanisms in COPD patients: a multi-layered study combining bulk and single-cell transcriptome analysis and machine le... حسب Changjin Wei (21751352)

"…Differences between the immune microenvironment of COPD and normal samples were analyzed using the ESTIMATE algorithm, the CIBERSORT method, and single-cell sequencing data. …"

Table 6_Analysis of immune characteristics and inflammatory mechanisms in COPD patients: a multi-layered study combining bulk and single-cell transcriptome analysis and machine lea... حسب Changjin Wei (21751352)

"…Differences between the immune microenvironment of COPD and normal samples were analyzed using the ESTIMATE algorithm, the CIBERSORT method, and single-cell sequencing data. …"

Table 8_Analysis of immune characteristics and inflammatory mechanisms in COPD patients: a multi-layered study combining bulk and single-cell transcriptome analysis and machine lea... حسب Changjin Wei (21751352)

"…Differences between the immune microenvironment of COPD and normal samples were analyzed using the ESTIMATE algorithm, the CIBERSORT method, and single-cell sequencing data. …"

Table 2_Analysis of immune characteristics and inflammatory mechanisms in COPD patients: a multi-layered study combining bulk and single-cell transcriptome analysis and machine lea... حسب Changjin Wei (21751352)

"…Differences between the immune microenvironment of COPD and normal samples were analyzed using the ESTIMATE algorithm, the CIBERSORT method, and single-cell sequencing data. …"

Table 3_Analysis of immune characteristics and inflammatory mechanisms in COPD patients: a multi-layered study combining bulk and single-cell transcriptome analysis and machine lea... حسب Changjin Wei (21751352)

"…Differences between the immune microenvironment of COPD and normal samples were analyzed using the ESTIMATE algorithm, the CIBERSORT method, and single-cell sequencing data. …"

Table 7_Analysis of immune characteristics and inflammatory mechanisms in COPD patients: a multi-layered study combining bulk and single-cell transcriptome analysis and machine lea... حسب Changjin Wei (21751352)

"…Differences between the immune microenvironment of COPD and normal samples were analyzed using the ESTIMATE algorithm, the CIBERSORT method, and single-cell sequencing data. …"

Table 11_Analysis of immune characteristics and inflammatory mechanisms in COPD patients: a multi-layered study combining bulk and single-cell transcriptome analysis and machine le... حسب Changjin Wei (21751352)

"…Differences between the immune microenvironment of COPD and normal samples were analyzed using the ESTIMATE algorithm, the CIBERSORT method, and single-cell sequencing data. …"

Table 9_Analysis of immune characteristics and inflammatory mechanisms in COPD patients: a multi-layered study combining bulk and single-cell transcriptome analysis and machine lea... حسب Changjin Wei (21751352)

"…Differences between the immune microenvironment of COPD and normal samples were analyzed using the ESTIMATE algorithm, the CIBERSORT method, and single-cell sequencing data. …"

Table 4_Analysis of immune characteristics and inflammatory mechanisms in COPD patients: a multi-layered study combining bulk and single-cell transcriptome analysis and machine lea... حسب Changjin Wei (21751352)

"…Differences between the immune microenvironment of COPD and normal samples were analyzed using the ESTIMATE algorithm, the CIBERSORT method, and single-cell sequencing data. …"

Table 5_Analysis of immune characteristics and inflammatory mechanisms in COPD patients: a multi-layered study combining bulk and single-cell transcriptome analysis and machine lea... حسب Changjin Wei (21751352)

"…Differences between the immune microenvironment of COPD and normal samples were analyzed using the ESTIMATE algorithm, the CIBERSORT method, and single-cell sequencing data. …"

Table 1_Analysis of immune characteristics and inflammatory mechanisms in COPD patients: a multi-layered study combining bulk and single-cell transcriptome analysis and machine lea... حسب Changjin Wei (21751352)

"…Differences between the immune microenvironment of COPD and normal samples were analyzed using the ESTIMATE algorithm, the CIBERSORT method, and single-cell sequencing data. …"

Supplementary materials: Real-world phosphorodiamidate morpholino oligomer treatment patterns in Duchenne muscular dystrophy: a claims-based analysis حسب Shannon Grabich (21742174)

"…PMO treatment patterns were generally similar in patients stratified by algorithm-defined nonambulatory status.<b> Conclusion:</b> In an analysis of administrative claims data, adherence to PMO treatment for DMD was high. …"

Improving the calibration of an integrated CA-What If? digital planning framework حسب CA What If? (21381170)

"…</p><p dir="ltr">This dataset includes (1) all required data for reproducing the materials within the manuscript, (2) detailed Python codes of the proposed CA-What If? …"

A dataset of income distribution on provincial, urban, and rural levels for China from 2020 to 2100 حسب Mingyu Lei (18132154)

"…Projections of future income distributions at subnational levels are becoming increasingly important for a variety of analyses and evaluations. However, relevant datasets are currently limited. This study presents a methodological framework that introduces machine learning algorithms to a top-down approach used for generating income distribution datasets. …"

Spatiotemporal Trajectories of Pedestrian Mobility at the Train Station: evidence of 24 million trajectories حسب Tomáš Apeltauer (19698609)

"…The dataset was collected using a high-resolution camera system installed at the railway station. Subsequently, algorithmic post-processing was applied to extract anonymous data on the spatial movement of recorded pedestrians. …"

Figure 1 from Prostate Cancer Progression Modeling Provides Insight into Dynamic Molecular Changes Associated with Progressive Disease States حسب Runpu Chen (14942572)

"…The black line is the constructed principal tree, and the three axes represent the leading components generated by the DDRTree algorithm (denoted as DDRTree 1–3). <b>B,</b> Seven progression states were identified by partitioning the samples on the data manifold. …"