cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48324/dandi.001361/0.250406.0045
title: A flexible hippocampal population code for experience relative to reward

description: 2-photon imaging and behavioral data from hippocampal area CA1 during virtual reality navigation in mice. Included in Sosa, Plitt, & Giocomo, "A flexible hippocampal population code for experience relative to reward," Nature Neuroscience.

To reinforce rewarding behaviors, events leading up to and following rewards must be remembered. Hippocampal place cell activity spans spatial and non-spatial episodes, but whether hippocampal activity encodes entire sequences of events relative to reward is unknown. To test this, we performed two-photon imaging of hippocampal CA1 as mice navigated virtual environments with changing hidden reward locations. When the reward moved, a subpopulation of neurons updated their firing fields to the same relative position with respect to reward, constructing behavioral timescale sequences spanning the entire task. Over learning, this reward-relative representation became more robust as additional neurons were recruited, and changes in reward-relative firing often preceded behavioral adaptations following reward relocation. Concurrently, the spatial environment code was maintained through a parallel, dynamic subpopulation rather than through dedicated cell classes. These findings reveal how hippocampal ensembles flexibly encode multiple aspects of experience while amplifying behaviorally relevant information.
DOI: 10.15468/dl.k24avb
title: Occurrence Download

description: A dataset containing 9176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Delairea odorata Lem.",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9176 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004135-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.abf2gt
title: Occurrence Download

description: A dataset containing 296588988 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Insecta"
 ]
}

 The dataset includes 296588988 records from 24426 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007473-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/lbwat0
title: K671091001_projection_datasheet.pdf

description: :unav
DOI: 10.57745/uajllr
title: K418001201_projection_datasheet.pdf

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DOI: 10.57745/yz2gle
title: V031401001_projection_datasheet.pdf
DOI: 10.57745/yzvmue
title: V031040000_projection_datasheet.pdf
DOI: 10.57745/16ndms
title: K346400000_projection_datasheet.pdf

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DOI: 10.57745/4g7mxc
title: V032050000_projection_datasheet.pdf
DOI: 10.57745/4gjwrp
title: M073061010_projection_datasheet.pdf
DOI: 10.57745/cqwpyh
title: F458000100_projection_datasheet.pdf
DOI: 10.57745/m4sqfm
title: V031401002_projection_datasheet.pdf
DOI: 10.57745/yhiiue
title: F461000102_projection_datasheet.pdf
DOI: 10.57745/co9otw
title: V032501001_projection_datasheet.pdf
DOI: 10.57745/glwc9c
title: F462000101_projection_datasheet.pdf
DOI: 10.57745/iy4jvf
title: K194030000_projection_datasheet.pdf

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DOI: 10.57745/nkhtce
title: M102000101_projection_datasheet.pdf
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title: M101161010_projection_datasheet.pdf
DOI: 10.57745/yovps9
title: K333030000_projection_datasheet.pdf

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DOI: 10.57745/3jqrte
title: F464000201_projection_datasheet.pdf
DOI: 10.57745/6tqpe0
title: M102000201_projection_datasheet.pdf
DOI: 10.57745/bf6llb
title: V033401001_projection_datasheet.pdf
DOI: 10.57745/fdkxbq
title: V035501001_projection_datasheet.pdf
DOI: 10.57745/wjm360
title: K153030000_projection_datasheet.pdf

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DOI: 10.57745/0ftknk
title: V100001001_projection_datasheet.pdf
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title: K024301001_projection_datasheet.pdf

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DOI: 10.57745/ptivw2
title: K683002001_projection_datasheet.pdf

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DOI: 10.57745/qg032x
title: F466000101_projection_datasheet.pdf
DOI: 10.57745/vrtkmf
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title: M103400000_projection_datasheet.pdf
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title: K034000101_projection_datasheet.pdf

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title: F473060000_projection_datasheet.pdf
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title: M103401010_projection_datasheet.pdf
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title: M103402400_projection_datasheet.pdf
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title: M103402010_projection_datasheet.pdf
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title: K224082001_projection_datasheet.pdf

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title: V101502001_projection_datasheet.pdf
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DOI: 10.6084/m9.figshare.29310668.v11
title: Logic 14 pdf NEW

description: Logic innovation
DOI: 10.57745/6bxbwc
title: M135401010_projection_datasheet.pdf
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DOI: 10.15468/dl.3vef2s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Discostella pseudostelligera (Hustedt) Houk & Klee, 2004",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065154-250525065834625/datasets/export for details.
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DOI: 10.57745/2nh7sk
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title: H202101001_projection_datasheet.pdf
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title: H200102001_projection_datasheet.pdf
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title: K612311011_projection_datasheet.pdf

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DOI: 10.57745/dwszkv
title: H205101001_projection_datasheet.pdf
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title: K091001011_projection_datasheet.pdf

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DOI: 10.5281/zenodo.15721481
title: AI Skills and Brain Drain in Bangladesh: Survey Data on Migration Drivers and Retention Challenges

description: This dataset contains survey responses collected to investigate the factors influencing brain drain among AI-skilled professionals and students in Bangladesh. The study aims to understand the key drivers behind migration intentions, including the role of educational preparation, job market opportunities, government policies, and international scholarship availability.

The data captures perceptions on the availability of AI-related jobs, salary competitiveness, barriers to local innovation and research, and the influence of global tech talent demand on migration decisions. It also explores attitudes towards talent retention and potential pathways for reversing the migration trend.

Collected through a structured questionnaire with 11 Likert-scale items, the dataset provides valuable insights for policymakers, researchers, and stakeholders interested in digital transformation, workforce development, and national capacity building in emerging economies.
DOI: 10.5281/zenodo.15721482
title: AI Skills and Brain Drain in Bangladesh: Survey Data on Migration Drivers and Retention Challenges

description: This dataset contains survey responses collected to investigate the factors influencing brain drain among AI-skilled professionals and students in Bangladesh. The study aims to understand the key drivers behind migration intentions, including the role of educational preparation, job market opportunities, government policies, and international scholarship availability.

The data captures perceptions on the availability of AI-related jobs, salary competitiveness, barriers to local innovation and research, and the influence of global tech talent demand on migration decisions. It also explores attitudes towards talent retention and potential pathways for reversing the migration trend.

Collected through a structured questionnaire with 11 Likert-scale items, the dataset provides valuable insights for policymakers, researchers, and stakeholders interested in digital transformation, workforce development, and national capacity building in emerging economies.
DOI: 10.57745/1ste9z
title: V292401001_projection_datasheet.pdf
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title: V294020000_projection_datasheet.pdf