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Replication Package for: "Intermittency or Uncertainty? Impacts of Renewable Energy in Electricity Markets"
No full textThis package replicates the results of "Intermittency or Uncertainty? Impacts of Renewable Energy in Electricity Markets" by Paige Weber and Matt Woerman, published in the Journal of the Association of Environmental and Resource Economists
Replication Data for "Online Voting and Minority Shareholder Dissent: Evidence from China"
No full textThis content includes the code and the structure of the datasets used to replicate the study results
Replication Data for: Sustainability limits for CDR
No full textThis is the replication data for Figure S2.2, as well as for Table S3.1 and S3.2, within the Supplementary Materials of A. Deprez et al., Sustainability limits needed for CO2 removal, Science, Policy Forum (2024) (2024-01-31) (science.org/doi/10.1126/science.adj6171
Reconstructing the course of the COVID-19 epidemic over 2020 for US states and counties: Results of a Bayesian evidence synthesis model
No full textArchive with estimates used to render results for the manuscript 'Reconstructing the course of the COVID-19 epidemic over 2020 for US states and counties: Results of a Bayesian evidence synthesis model'
Nobel Laureates, from 1901 to 2023
No full textThis dataset contains data about all Nobel Prizes and their respective recipients from 1901 to 2023 as well as the code to regenerate the dataset to include future years. This dataset can be used to conduct quantitative analysis and was created to fulfill an assignment for COSC426: Introduction to Data Mining
wild type and Ptph-1:unc-103(gf) males mating with Plev-11:GCaMP6
No full textAbstract: One goal of neurobiology is to explain how decision-making in neuromuscular circuits produce behaviors. However, two obstacles complicate such efforts: individual behavioral variability and the challenge of simultaneously assessing multiple neuronal activities during behavior. Here, we circumvent these obstacles by analyzing whole animal behavior from a library of C. elegans male mating recordings. The copulating males express the GCaMP calcium sensor in the muscles, allowing simultaneous recording of posture and muscle activities. Our library contains wild type and males with selective neuronal desensitization in serotonergic neurons, which include male-specific CP motor/inter-neurons and sensory ray neurons that modulate mating behavior. Incorporating deep-learning-enabled computer vision, we developed a software to automatically quantify posture and muscle activities. By modeling, the posture and muscle activity data are classified into stereotyped modules, with the behaviors represented by serial executions and transitions among the modules. Detailed analysis of the modules reveals previously unidentified sub-types of the male’s copulatory spicule prodding behavior. We find that wild type and serotonergic neurons-suppressed males had different usage preferences for those module sub-types, highlighting the requirement of serotonergic neurons in the coordinated function of some muscles. In the structure of the behavior, bi-module repeats coincide with most of the previously described copulation steps, suggesting a recursive “repeat until success/give up” program is used for each step during mating. On the other hand, the transition orders of the bi-module repeats reveal the sub-behavioral hierarchy males employ to locate and inseminate hermaphrodites
Replication Data for: Sources of Partisan Change: Evidence from the Shale Gas Shock in American Coal Country
No full textWhat explains the shift to Republicans in places that historically voted for Democrats? This paper tests a new explanation for part of this reversal. The shale gas revolution displaced coal, which intensified the salience of national environmental regulations and increased support for Republican presidential candidates. Analysis of presidential elections from 1972 to 2020 with a difference-in-differences design finds that the shale gas shock increased Republican vote share by 4.9 percentage points. Leveraging geospatial data, media analysis, and interviews, I show that voters blamed environmental regulations for their community's decline and that the backlash was more likely to occur where the shale shock was least visible. The attribution of blame for economic dislocation helps to explain electoral behavior in places ``left behind,'' and sheds light on political responses to climate policy
Data Repository for Breaking Internal Waves and Ocean Diapycnal Diffusivity in a High-Resolution Regional Ocean Model: Evidence of a Wave-turbulence Cascade
No full textData for Momeni et al. JGR:Oceans 202
PDB: 5MV4, citrullinated CII616-639 epitope of collagen type II (ptm23) (313K, 40°C, 100 ns): random seed #2
No full textcitrullinated CII616-639 epitope of collagen type II (ptm23) (313K, 40°C, 100 ns): random seed #2. PDBs obtained every 50 ns