cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/m46zzy576w.1
title: GST Growth rate comparison - India (Maharashtra and Karnataka)

description: Description of the Dataset
The dataset utilized in this analysis focuses on the Goods and Services Tax (GST) growth rates for different regions in India, specifically the national level as well as the states of Maharashtra and Karnataka. This dataset is structured to facilitate a comparative analysis of GST growth over time, providing insights into economic trends and regional performance. Below is a detailed description of the dataset components and their significance:
Dataset Structure
Columns:
Month-Year: This column contains time-series data formatted as "Month-Year" (e.g., "January-2023"), representing specific months within a given year. It serves as the temporal axis for the analysis, allowing for tracking changes in GST growth rates over time.
National Growth Rate (%): This column reflects the percentage growth rate of GST at the national level. It indicates how GST revenue has changed over time, providing a broad view of economic performance across India.
Maharashtra Growth Rate (%): This column presents the GST growth rate specifically for the state of Maharashtra, one of India's largest economies. Analyzing this data helps understand how Maharashtra's economy is performing relative to national trends.
Karnataka Growth Rate (%): Similar to the Maharashtra column, this one details the GST growth rate for Karnataka, another significant state in terms of economic contribution and development.
Purpose of the Dataset
The primary purpose of this dataset is to enable stakeholders—such as policymakers, economists, business analysts, and researchers—to analyze and compare GST growth rates across different regions over time. By visualizing these trends, users can identify patterns, assess regional economic health, and make informed decisions based on historical performance.
Visualization
The accompanying code snippet creates a visual representation of this dataset using a line plot. Key features of the visualization include:
Comparative Analysis: The plot displays three distinct lines representing national, Maharashtra, and Karnataka GST growth rates, allowing for easy comparison between these datasets.
Markers and Colors: Each line is marked with circular markers and colored differently to enhance clarity and facilitate differentiation among the three growth rate trends.
Grid and Labels: The plot includes grid lines for better readability and clearly labeled axes to indicate what each dimension represents (Month-Year on the x-axis and GST Growth Rate (%) on the y-axis).
DOI: 10.17632/5bybp8892x.1
title: GST Growth Rates with Trendlines

description: Description of the Dataset
The dataset analyzed in this code snippet focuses on the Goods and Services Tax (GST) growth rates for India, specifically comparing national growth rates with those of two major states: Maharashtra and Karnataka. The data is structured to facilitate a time series analysis, allowing for the examination of trends and patterns in GST growth over a specified period.
Dataset Structure
Index:
Month-Year: The index of the DataFrame is composed of datetime objects representing specific months and years. This format allows for effective time-based analysis and visualization.
Columns:
National Growth Rate (%): This column contains the percentage growth rate of GST at the national level. It provides insights into how GST revenue has changed across India over time.
Maharashtra Growth Rate (%): This column reflects the GST growth rate specifically for Maharashtra, one of India's largest and economically significant states. Analyzing this data helps assess Maharashtra's economic performance relative to national trends.
Karnataka Growth Rate (%): Similar to the Maharashtra column, this one details the GST growth rate for Karnataka, another key state known for its robust economy and technological advancements.
Purpose of the Dataset
The primary purpose of this dataset is to enable stakeholders—such as policymakers, economists, business analysts, and researchers—to analyze and compare GST growth rates across different regions over time. By visualizing these trends, users can identify patterns, assess regional economic health, and make informed decisions based on historical performance.
Visualization
The accompanying code snippet creates a visual representation of this dataset using line plots with trendlines. Key features of the visualization include:
Comparative Analysis: The plot displays three distinct lines representing national, Maharashtra, and Karnataka GST growth rates, allowing for easy comparison between these datasets.
Markers and Colors: Each line is marked with circular markers and colored differently to enhance clarity and facilitate differentiation among the three growth rate trends.
Trendlines: Linear trendlines are added for each dataset using polynomial fitting (np.polyfit), which helps illustrate overall trends in GST growth rates over time.
Grid and Labels: The plot includes grid lines for better readability and clearly labeled axes to indicate what each dimension represents (Month-Year on the x-axis and GST Growth Rate (%) on the y-axis).
DOI: 10.15468/dl.b4tuen
title: Occurrence Download

description: A dataset containing 453 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Crossostephium chinense (L.) Makino)"
 ]
}

 The dataset includes 453 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011137-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mnx5g5sbxx.1
title: GST Collections in Karnataka and Maharashtra - India

description: Dataset Structure
Index:
Month-Year: The index of the DataFrame consists of datetime objects formatted as "Month-Year". This format enables effective time-based analysis and visualization, allowing users to track changes in GST growth rates over time.
Columns:
National Growth Rate (%): This column represents the percentage growth rate of GST at the national level. It reflects changes in GST revenue across India, providing insights into overall economic performance.
Maharashtra Growth Rate (%): This column details the GST growth rate specifically for Maharashtra, one of India's most economically significant states. Analyzing this data helps assess how Maharashtra's economic performance compares to national trends.
Karnataka Growth Rate (%): Similar to the Maharashtra column, this one presents the GST growth rate for Karnataka, another key state known for its economic contributions, especially in technology and services.
Purpose of the Dataset
The primary purpose of this dataset is to enable stakeholders—including policymakers, economists, business analysts, and researchers—to analyze and compare GST growth rates across different regions over time. By visualizing these trends, users can identify patterns, assess regional economic health, and make informed decisions based on historical performance.
Visualization
The accompanying code generates a visual representation of this dataset using line plots with trendlines. Key features of the visualization include:
Comparative Analysis: The plot displays three distinct lines representing national, Maharashtra, and Karnataka GST growth rates, facilitating easy comparison among these datasets.
Markers and Colors: Each line is marked with circular markers and colored differently using a color map (Set2), enhancing clarity and allowing viewers to differentiate between the three growth rate trends.
Trendlines: Linear trendlines are added for each dataset using polynomial fitting (np.polyfit), which helps illustrate overall trends in GST growth rates over time. These trendlines provide a visual indication of whether growth is increasing or decreasing.
Grid and Labels: The plot includes grid lines for better readability and clearly labeled axes to indicate what each dimension represents (Month-Year on the x-axis and GST Growth Rate (%) on the y-axis).
DOI: 10.17632/r3myyf2jp8.3
title: ToxDNA: Toxicophore Dataset of Natural products containing Aniline

description: This is a comprehensive collection of toxicophore (aniline) containing Natural products
DOI: 10.17632/pdw696r5zr.1
title: GST Collections and Monte Carlo Simulations

description: This dataset simulates and analyzes the Goods and Services Tax (GST) collection trends for the Indian states of Maharashtra and Karnataka over a specified period. It combines actual historical data with predictions and Monte Carlo simulations to provide a comprehensive view of potential future GST collections. Below is a detailed breakdown of the dataset's structure, purpose, and analysis methods.
Dataset Structure
Data Fields:
Year: This column contains the years from 2017 to 2023, representing the time frame for which GST collection data is available.
Maharashtra: This column lists the actual GST collections for Maharashtra for each year in the dataset. The values reflect the financial performance of the state in terms of GST revenue.
Karnataka: Similar to the Maharashtra column, this one provides the actual GST collections for Karnataka over the same period.
Purpose of the Dataset
The primary purpose of this dataset is to analyze historical GST collection trends for Maharashtra and Karnataka, predict future growth using linear regression models, and simulate ideal growth scenarios through Monte Carlo simulations. This analysis can help stakeholders—including policymakers, economists, and business analysts—understand potential future revenue trends and make informed decisions regarding fiscal planning and resource allocation.
Analysis Methods
Linear Regression Models:
Linear regression models are trained separately for Maharashtra and Karnataka using historical data to predict future GST collections from 2024 to 2027. This method provides a straightforward approach to estimating future trends based on past performance.
Monte Carlo Simulation:
To explore potential ideal growth scenarios, a Monte Carlo simulation is conducted. This involves simulating future GST collections based on defined growth rate ranges (8% to 12% for Maharashtra and 7% to 11% for Karnataka). The simulation runs 10,000 iterations to account for variability in growth rates.
The results are used to calculate mean projected collections and confidence intervals (5th and 95th percentiles) for both states.
Visualization:
The analysis culminates in a comprehensive visualization that includes:
Actual and predicted GST collections for both states.
Ideal growth trends derived from the Monte Carlo simulation, represented as dashed lines.
Confidence intervals shaded around the ideal trends to illustrate potential variability in future collections.
Summary
In summary, this dataset provides a robust framework for understanding GST collection trends in Maharashtra and Karnataka through historical data analysis, predictive modeling, and simulation techniques. By combining these methods, stakeholders can gain insights into potential future revenue scenarios, assess fiscal health, and plan accordingly. The resulting visualizations effectively communicate these trends, making it easier to interpret complex data and draw actionable conclusions about state revenue projections.
DOI: 10.57745/dzkxg8
title: STRAD_DATA_simulated_painting.mat

description: :unav
DOI: 10.57745/hthbhf
title: STRAD_PLOTS_simulated_painting.m

description: :unav
DOI: 10.57745/ivwtyq
title: STRAD_PLOTS_frequency_validation.m

description: :unav
DOI: 10.57745/jfqdjk
title: STRAD_PLOTS_indoor_painting.m

description: :unav
DOI: 10.57745/juybhw
title: STRAD_DATA_frequency_validation.mat

description: :unav
DOI: 10.57745/oczecv
title: 07-Apr-2024_9H46_STRAD PAPIER Simu Chien.txt

description: :unav
DOI: 10.57745/pwgp6o
title: STRAD_DATA_indoor_painting.mat

description: :unav
DOI: 10.57745/r0pzbz
title: 05-Mar-2024_18H37_STRAD.txt

description: :unav
DOI: 10.57745/7yjrtk
title: README.txt

description: :unav
DOI: 10.57745/cgkoth
title: 07-Mar-2024_9H45_STRAD CHIEN VOL.txt

description: :unav
DOI: 10.15468/dl.q9uhfz
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Metapenaeopsis dalei (M.J.Rathbun, 1902)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 178 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011138-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23708/v2amca
title: Genetic data (15 microsatellite markers) of native and invasive Tapinoma ant populations

description: The ants from the Tapinoma nigerrimun complex comprise four species, three of which (T. darioi, T. ibericum, T. magnum) exhibit biological and ecological characteristics of invasive ant species. The trade in ornamental plants is a common invasion pathway for many taxa, but its role in the continental spread of invasive Tapinoma species remains unknown. This dataset was gathered to identify the role of ornamental plant sales outlets (OPSOs) in the introduction of these three species and to determine the geographical origin of populations present in French OPSOs. Tapinoma colonies were sampled from 103 OPSOs across five French urban areas, with a specific focus on the Mediterranean region. Collected ant workers were identified to the species level using 15 microsatellite markers.
DOI: 10.15468/dl.ua5hy8
title: Occurrence Download

description: A dataset containing 1322 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Cymbopogon citratus (DC.) Stapf)"
 ]
}

 The dataset includes 1322 records from 218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011139-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-43294
title: Disposition summaries - City Attorney's Office, 1988

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1988. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.raqaul
title: Occurrence Download

description: A dataset containing 56098 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Country is Sri Lanka"
 ]
}

 The dataset includes 56098 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001747-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gx87kh
title: Occurrence Download

description: A dataset containing 8010 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea diffusa Lam."
 ]
}

 The dataset includes 8010 records from 315 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006615-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38388
title: Disposition summaries - City Attorney's Office, 1989

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.ewp2yd
title: Occurrence Download

description: A dataset containing 3572 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plestiodon obsoletus Baird & Girard, 1852"
 ]
}

 The dataset includes 3572 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001747-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38361
title: Disposition summaries - City Attorney's Office, 1989

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.c82uxf
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COD",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lannea edulis (Sond.) Engl."
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009283-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-35109
title: Case summaries for 83 cases (1955-1991), 1991

description: Collection of material re case summaries of the 83 selected cases by the Independent Commission - cases against LAPD (1955-1991), 1991 May 31 - June 12. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.im68jb
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Liolaemus kriegi Müller & Hellmich, 1939",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 160 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001747-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26036/cnp0004988
title: 25 Metagenome of permafrost soil sample on the Tibetan Plateau

description: Permafrost soils were sampled in the Tuotuo River permafrost area in the central Tibetan Plateau of China. Sampling occurred during the freezing season from October to November 2020.
DOI: 10.15468/dl.23sb7j
title: Occurrence Download

description: A dataset containing 65936 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Connaraceae"
 ]
}

 The dataset includes 65936 records from 391 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006620-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-35021
title: Case summaries for 83 cases (1955-1991), 1991

description: Collection of material re case summaries of the 83 selected cases by the Independent Commission - cases against LAPD (1955-1991), 1991 May 31 - June 12. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.hyctvc
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosthechea chimborazoensis (Schltr.) W.E.Higgins"
 ]
}

 The dataset includes 42 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001747-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-35133
title: Case summaries for 83 cases (1955-1991), 1991

description: Collection of material re case summaries of the 83 selected cases by the Independent Commission - cases against LAPD (1955-1991), 1991 May 31 - June 12. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.ne7zd4
title: Occurrence Download

description: A dataset containing 1141 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brachypterolus pulicarius (Linnaeus, 1758)"
 ]
}

 The dataset includes 1141 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006576-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.