cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60712/si-id112524.2
title: StrainInfo SI-ID 112524.2

description: StrainInfo dataset 112524 about a strain of Saccharomycodes ludwigii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112525.2
title: StrainInfo SI-ID 112525.2

description: StrainInfo dataset 112525 about a strain of Saccharomycodes ludwigii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112526.2
title: StrainInfo SI-ID 112526.2

description: StrainInfo dataset 112526 about a strain of Saccharomycodes ludwigii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112527.2
title: StrainInfo SI-ID 112527.2

description: StrainInfo dataset 112527 about a strain of Sirobasidium magnum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112528.2
title: StrainInfo SI-ID 112528.2

description: StrainInfo dataset 112528 about a strain of Candida albicans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.17632/2cxccsxydc.1
title: Disease and symptoms dataset 2023

description: The dataset contains disease names along with the symptoms faced by the respective patient. There are a total of 773 unique diseases and 377 symptoms, with ~246,000 rows. The dataset was artificially generated, preserving Symptom Severity and Disease Occurrence Possibility.
Several distinct groups of symptoms might all be indicators of the same disease. There may even be one single symptom contributing to a disease in a row or sample. This is an indicator of a very high correlation between the symptom and that particular disease.
A larger number of rows for a particular disease corresponds to its higher probability of occurrence in the real world. Similarly, in a row, if the feature vector has the occurrence of a single symptom, it implies that this symptom has more correlation to classify the disease than any one symptom of a feature vector with multiple symptoms in another sample.
DOI: 10.60712/si-id112529.3
title: StrainInfo SI-ID 112529.3

description: StrainInfo dataset 112529 about a strain of Barnettozyma californica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112530.2
title: StrainInfo SI-ID 112530.2

description: StrainInfo dataset 112530 about a strain of Harzia acremonioides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112531.2
title: StrainInfo SI-ID 112531.2

description: StrainInfo dataset 112531 about a strain of Harzia acremonioides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112532.2
title: StrainInfo SI-ID 112532.2

description: StrainInfo dataset 112532 about a strain of Sarocladium strictum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112533.2
title: StrainInfo SI-ID 112533.2

description: StrainInfo dataset 112533 about a strain of Aleurodiscus amorphus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.17632/fcnmmsn857.1
title: IMU-based Human Activity Recognition Dataset

description: This dataset was collected using an Inertial Measurement Unit (IMU) sensor connected to a Raspberry Pi, capturing the motion data for six different activities that include: walking upstairs, walking downstairs, walking, jogging, sitting, and standing. The target column, being activity was initially stored as text then later it was mapped into numerical values for easier analysis. 

The dataset contains 15,980 observations with seven columns, six of them representing the sensor readings and one indicating the activity label. The six sensor data includes three-axis acceleration and three-axis gyroscope which provides information on both linear acceleration and angular velocity. 

This dataset is useful for Human Activity Recognition (HAR) research, with potential applications in areas of machine learning-based classification and healthcare monitoring such as rehabilitation or fall detection. 

Accelerometer Data: 
- ax : acceleration along the X-axis. 
- ay : acceleration along the Y-axis. 
- az : acceleration along the Z-axis.

Gyroscope Data: 
- gx : angular velocity along the X-axis. 
- gy : angular velocity along the Y-axis.
- gz : angular velocity along the Z-axis.

Activity label: 
1 = walking upstairs.
2 = walking downstairs.
3 = walking.
4 = sitting.
5 = standing. 
6 = jogging.
DOI: 10.17632/fcnmmsn857.2
title: IMU-based Human Activity Recognition Dataset

description: This dataset was collected using an Inertial Measurement Unit (IMU) sensor connected to a Raspberry Pi, capturing the motion data for six different activities that include: walking upstairs, walking downstairs, walking, jogging, sitting, and standing. The target column, being activity was initially stored as text then later it was mapped into numerical values for easier analysis. 

The dataset contains 15,980 observations with seven columns, six of them representing the sensor readings and one indicating the activity label. The six sensor data includes three-axis acceleration and three-axis gyroscope which provides information on both linear acceleration and angular velocity. 

This dataset is useful for Human Activity Recognition (HAR) research, with potential applications in areas of machine learning-based classification and healthcare monitoring such as rehabilitation or fall detection. 

Accelerometer Data: 
- ax : acceleration along the X-axis. 
- ay : acceleration along the Y-axis. 
- az : acceleration along the Z-axis.

Gyroscope Data: 
- gx : angular velocity along the X-axis. 
- gy : angular velocity along the Y-axis.
- gz : angular velocity along the Z-axis.

Activity label: 
1 = walking upstairs.
2 = walking downstairs.
3 = walking.
4 = sitting.
5 = standing. 
6 = jogging.
DOI: 10.60712/si-id112534.2
title: StrainInfo SI-ID 112534.2

description: StrainInfo dataset 112534 about a strain of Amauroascus verrucosus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112535.2
title: StrainInfo SI-ID 112535.2

description: StrainInfo dataset 112535 about a strain of Eremothecium gossypii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112536.2
title: StrainInfo SI-ID 112536.2

description: StrainInfo dataset 112536 about a strain of Botryosphaeria quercuum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.17632/fcnmmsn857.3
title: IMU-based Human Activity Recognition Dataset

description: This dataset was collected using an Inertial Measurement Unit (IMU) sensor connected to a Raspberry Pi, capturing the motion data for six different activities that include: walking upstairs, walking downstairs, walking, jogging, sitting, and standing. The target column, being activity was initially stored as text then later it was mapped into numerical values for easier analysis. 

The dataset contains 15,980 observations with seven columns, six of them representing the sensor readings and one indicating the activity label. The six sensor data includes three-axis acceleration and three-axis gyroscope which provides information on both linear acceleration and angular velocity. 

This dataset is useful for Human Activity Recognition (HAR) research, with potential applications in areas of machine learning-based classification and healthcare monitoring such as rehabilitation or fall detection. 

Accelerometer Data: 
- ax : acceleration along the X-axis. 
- ay : acceleration along the Y-axis. 
- az : acceleration along the Z-axis.

Gyroscope Data: 
- gx : angular velocity along the X-axis. 
- gy : angular velocity along the Y-axis.
- gz : angular velocity along the Z-axis.

Activity label: 
1 = walking upstairs.
2 = walking downstairs.
3 = walking.
4 = sitting.
5 = standing. 
6 = jogging.
DOI: 10.60712/si-id112537.2
title: StrainInfo SI-ID 112537.2

description: StrainInfo dataset 112537 about a strain of Mucor durus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112538.2
title: StrainInfo SI-ID 112538.2

description: StrainInfo dataset 112538 about a strain of Claviceps purpurea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112539.2
title: StrainInfo SI-ID 112539.2

description: StrainInfo dataset 112539 about a strain of Coprinus comatus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112540.2
title: StrainInfo SI-ID 112540.2

description: StrainInfo dataset 112540 about a strain of Neosetophoma cerealis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112541.2
title: StrainInfo SI-ID 112541.2

description: StrainInfo dataset 112541 about a strain of Trametes hirsuta. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112542.2
title: StrainInfo SI-ID 112542.2

description: StrainInfo dataset 112542 about a strain of Trametes hirsuta. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112544.2
title: StrainInfo SI-ID 112544.2

description: StrainInfo dataset 112544 about a strain of Aureobasidium pullulans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112545.2
title: StrainInfo SI-ID 112545.2

description: StrainInfo dataset 112545 about a strain of Sydowia polyspora. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112546.2
title: StrainInfo SI-ID 112546.2

description: StrainInfo dataset 112546 about a strain of Macrolepiota procera. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112547.2
title: StrainInfo SI-ID 112547.2

description: StrainInfo dataset 112547 about a strain of Apiospora arundinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112548.2
title: StrainInfo SI-ID 112548.2

description: StrainInfo dataset 112548 about a strain of Hyphopichia burtonii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112549.2
title: StrainInfo SI-ID 112549.2

description: StrainInfo dataset 112549 about a strain of Trametes pubescens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112550.3
title: StrainInfo SI-ID 112550.3

description: StrainInfo dataset 112550 about a strain of Trametes hirsuta. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.17632/g58jrmh4jj.1
title: Got Milk? The Effect of Export Price Shocks on Exchange Rates

description: Replication data for Got Milk? The Effect of Export Price Shocks on Exchange Rates by Hillary Stein
DOI: 10.60712/si-id112551.2
title: StrainInfo SI-ID 112551.2

description: StrainInfo dataset 112551 about a strain of Trametes hirsuta. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112552.2
title: StrainInfo SI-ID 112552.2

description: StrainInfo dataset 112552 about a strain of Flammulina velutipes. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112553.2
title: StrainInfo SI-ID 112553.2

description: StrainInfo dataset 112553 about a strain of Phyllosticta ampelicida. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112554.2
title: StrainInfo SI-ID 112554.2

description: StrainInfo dataset 112554 about a strain of Phyllosticta citricarpa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112555.2
title: StrainInfo SI-ID 112555.2

description: StrainInfo dataset 112555 about a strain of Ganoderma lucidum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112556.2
title: StrainInfo SI-ID 112556.2

description: StrainInfo dataset 112556 about a strain of Fomes fomentarius. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112557.2
title: StrainInfo SI-ID 112557.2

description: StrainInfo dataset 112557 about a strain of Fomitopsis pinicola. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112558.2
title: StrainInfo SI-ID 112558.2

description: StrainInfo dataset 112558 about a strain of Fomitopsis pinicola. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.17632/77js74492z.1
title: Navigating Post-Pandemic Challenges: A Strategic Leadership Model for Enhancing NGO Resilience in Zambia- Data set

description: Research Hypotheses
This study examines the role of strategic leadership in enhancing the adaptive capacity of NGOs in Zambia post-COVID-19. The key hypotheses tested include: (1) Strategic leadership positively influences NGO adaptation; (2) Challenges such as financial constraints and operational disruptions impact resilience; (3) Leadership practices strengthen adaptive capacity; (4) Specific leadership behaviors improve resilience; and (5) A contextually relevant leadership model enhances adaptation outcomes.

Data Collection & Methodology
The dataset was collected from 254 NGOs across health, education, and social welfare sectors, sampled from a population of 1,567 using Krejcie & Morgan’s formula. Data was gathered through an online survey with a 90% response rate. A five-point Likert scale (1 = Strongly Disagree to 5 = Strongly Agree) measured strategic leadership effectiveness, challenges faced, leadership responses, and NGO adaptability.

Data Description & Interpretation
The dataset includes NGO type, years of operation, and funding sources, providing context for assessing resilience. It measures perceptions of strategic leadership, pandemic-related challenges, and leadership strategies. Additionally, it evaluates leadership response effectiveness and the relevance of a newly developed strategic leadership model. The core dependent variable, organizational adaptive capacity, reflects NGOs’ ability to sustain operations amid uncertainties.

Key Findings
Analysis showed strong strategic leadership correlates with higher adaptability. Despite financial and operational difficulties, NGOs with effective leadership responses demonstrated greater resilience. The newly developed leadership model was seen as practical for crisis navigation. Regression analysis confirmed leadership responses had the strongest impact on adaptive capacity, followed by the relevance of the leadership model.

Data Use & Access
This dataset provides insights for researchers studying leadership resilience, policymakers designing NGO support frameworks, and NGO leaders improving crisis strategies. Due to confidentiality, the raw dataset is unavailable, but summary statistics can be shared upon request. Interested researchers may contact Mwangala Sitali at mwangalas@gmail.com for access under ethical guidelines.
DOI: 10.60712/si-id112559.2
title: StrainInfo SI-ID 112559.2

description: StrainInfo dataset 112559 about a strain of Sporormiella isomera. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112560.2
title: StrainInfo SI-ID 112560.2

description: StrainInfo dataset 112560 about a strain of Cordyceps fumosorosea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112561.2
title: StrainInfo SI-ID 112561.2

description: StrainInfo dataset 112561 about a strain of Paecilomyces variotii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112562.2
title: StrainInfo SI-ID 112562.2

description: StrainInfo dataset 112562 about a strain of Ramaria formosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112563.2
title: StrainInfo SI-ID 112563.2

description: StrainInfo dataset 112563 about a strain of Schizophyllum fasciatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112564.2
title: StrainInfo SI-ID 112564.2

description: StrainInfo dataset 112564 about a strain of Stereum hirsutum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112565.3
title: StrainInfo SI-ID 112565.3

description: StrainInfo dataset 112565 about a strain of Neurospora africana. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112566.2
title: StrainInfo SI-ID 112566.2

description: StrainInfo dataset 112566 about a strain of Stropharia melanosperma. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112567.3
title: StrainInfo SI-ID 112567.3

description: StrainInfo dataset 112567 about a strain of Stropharia rugosoannulata. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112568.3
title: StrainInfo SI-ID 112568.3

description: StrainInfo dataset 112568 about a strain of Agrocybe dura. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112569.2
title: StrainInfo SI-ID 112569.2

description: StrainInfo dataset 112569 about a strain of Trametes gibbosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112570.2
title: StrainInfo SI-ID 112570.2

description: StrainInfo dataset 112570 about a strain of Pseudogymnoascus pannorum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112571.2
title: StrainInfo SI-ID 112571.2

description: StrainInfo dataset 112571 about a strain of Monilia pruinosa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112572.2
title: StrainInfo SI-ID 112572.2

description: StrainInfo dataset 112572 about a strain of Plicatura nivea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112573.2
title: StrainInfo SI-ID 112573.2

description: StrainInfo dataset 112573 about a strain of Stropharia caerulea. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112574.2
title: StrainInfo SI-ID 112574.2

description: StrainInfo dataset 112574 about a strain of a not identified species. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112575.2
title: StrainInfo SI-ID 112575.2

description: StrainInfo dataset 112575 about a strain of Lentinula edodes. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.
DOI: 10.60712/si-id112576.2
title: StrainInfo SI-ID 112576.2

description: StrainInfo dataset 112576 about a strain of a not identified species. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data.