cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hx3xa7
title: Occurrence Download

description: A dataset containing 1378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "AcceptedTaxonKey is Rubus rolfei",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1378 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043590-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymdjr4
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mico emiliae"
 ]
}

 The dataset includes 69 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043592-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtt4bf
title: Occurrence Download

description: A dataset containing 1732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.46906197732577",
 "DecimalLongitude is less than 6.47212153051017",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1732 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043595-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5jm4qd
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mico humeralifer"
 ]
}

 The dataset includes 198 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043593-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sybemq
title: Occurrence Download

description: A dataset containing 290 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Shorea platyclados"
 ]
}

 The dataset includes 290 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043596-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hybjsk
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Speleomantes sarrabusensis"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043597-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ncnm4u
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.2188 24.89913, -110.0688 24.89913, -110.0688 25.04913, -110.2188 25.04913, -110.2188 24.89913))"
 ]
}

 The dataset includes 31 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043599-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uy6yca
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mico intermedius"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043598-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17644808
title: Invisible Inventory: How Federal Loan Pool Liquidation Programs Are Undermining U.S. Housing Affordability

description: **Instructions for Uploading and Analyzing Data Files Using Google Colab and Zenodo**

This guide explains how to upload your data files from Zenodo into Google Colab, run analyses, and generate your results.

---

### Step 1: Download Files from Zenodo1. Visit your Zenodo record where your files are stored.2. Use the download buttons to save the following files to your local device:   - `NPL_Analysis_Direct_Load.ipynb` (Jupyter Notebook script)   - `NPL Quarterly Aggregates.xlsx`   - `NPL Transactions Detail.xlsx`

### Step 2: Upload Files to Google Colab1. Open your Google Colab notebook.2. Run the following code block to upload files from your device:

```pythonfrom google.colab import filesuploaded = files.upload()```

3. A file upload dialog will appear. Select all the data files you downloaded from Zenodo.4. After uploading, your files will be available in the Colab environment, ready to be used.

### Step 3: Load and Prepare Data FilesUse Python code to load the files into dataframes for analysis. Example:

```pythonimport pandas as pd

# Replace 'filename.xlsx' with your actual file namesquarterly_data = pd.read_excel('NPL Quarterly Aggregates.xlsx')transaction_data = pd.read_excel('NPL Transactions Detail.xlsx')```

### Step 4: Run the Analysis Script1. Execute the `NPL_Analysis_Direct_Load.ipynb` notebook to perform the analysis.2. Follow the in-notebook instructions. It will process your data, generate key statistics, and produce visualizations.3. The notebook outputs will include figures, summaries, and downloadable CSV or image files for your results.

### Step 5: Download Results1. After running the notebook, download the output files (e.g., CSVs, figures) directly from the notebook interface.2. Or, use the following to download any result files programmatically:

```pythonfrom google.colab import filesfiles.download('YourResultFile.csv')```

### Additional Tips:- Keep your data files in the same directory or ensure correct paths for loading.- Always run the analysis cell after uploading new data.- Save your work frequently to avoid data loss.

---

**Note:** All files uploaded are retained only for the session’s duration. To keep your analysis, download all result files before closing the notebook.

---

**For questions or further assistance, refer to the Colab and Zenodo support pages or contact your project lead.**
DOI: 10.15468/dl.898c5n
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "AcceptedTaxonKey is Saussurea kiraisiensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043600-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2c7yu
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "AcceptedTaxonKey is Thalictrum myriophyllum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 98 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043601-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t7yf4w
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "AcceptedTaxonKey is Thalictrum rubescens",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 81 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043602-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.29438.24644
title: Maltrato abuso y Negligencia
DOI: 10.15468/dl.pd9yjd
title: Occurrence Download

description: A dataset containing 217 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Speleomantes supramontis"
 ]
}

 The dataset includes 217 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043604-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.25678170
title: NCFs, python package and sample script of new imaging condition for beamforming

description: NCFs of the array, python package and script used as examples in the paper of new imaging condition for beamforming.<br>NCFs of the array, python package and script used as examples in the paper for Multi-component beamforming.
DOI: 10.6084/m9.figshare.25678170.v5
title: NCFs, python package and sample script of new imaging condition for beamforming

description: NCFs of the array, python package and script used as examples in the paper of new imaging condition for beamforming.<br>NCFs of the array, python package and script used as examples in the paper for Multi-component beamforming.
DOI: 10.6084/m9.figshare.25678170.v4
title: NCFs, python package and sample script of new imaging condition for beamforming

description: NCFs of the array, python package and script used as examples in the paper of new imaging condition for beamforming.
DOI: 10.15468/dl.kr69nv
title: Occurrence Download

description: A dataset containing 5091 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Speleomantes strinatii"
 ]
}

 The dataset includes 5091 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043603-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntkqhx
title: Occurrence Download

description: A dataset containing 1205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.47212153051017",
 "DecimalLongitude is less than 6.47518108369456",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1205 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043605-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g467pe
title: Occurrence Download

description: A dataset containing 88920 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poa angustifolia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 88920 records from 839 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043552-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9j32tm
title: Occurrence Download

description: A dataset containing 2738 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Living Specimen",
 "Continent is North America",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 2738 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012438-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/f9j-98z-rve
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yy7-2lp-y8f
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/axt-m88-0by
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/36w-zf1-rv3
title: Thomasomys Coues, 1884

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xfq-750-v21
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/18j-dql-2y4
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8am-2jm-lje
title: Echinoidea Schumacher, 1817

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jk0-68c-wpx
title: †Itruvia Stoliczka, 1867

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m0g-g8h-mhh
title: †Prolagus Pomel, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16907279
title: English interiors 165-170
DOI: 10.3535/ts6-2xz-pyv
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vl1-9kq-5ey
title: †Toxaster L. Agassiz, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16907278
title: English interiors 165-170
DOI: 10.3535/jvg-893-lwe
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nwc-5hf-ncj
title: Lamna

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6x2-c6x-tfp
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m7f-j53-vjw
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ak4-6tm-7e6
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dfr-0cz-nh3
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3jw-x6a-ry4
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9w1-nax-97y
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w8a-zc5-qfb
title: †Acropora duncani (Reuss, 1866)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jv0-1dl-5wt
title: †Prolagus Pomel, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s6t-ame-gxz
title: †Prolagus Pomel, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yfq-c35-scv
title: Latonia Meyer, 1843

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0aj-py0-1xe
title: †Toxaster L. Agassiz, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7p8-zla-1kq
title: Amplypterus Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q54-dft-ec1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/87x-ame-hjp
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eev-x6v-x0c
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0f7-k7q-psm
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f34-0yc-fhr
title: †Omphaloptycha Ammon, 1893

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kle-th8-ewd
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/psg-jeq-b8p
title: Tyto Billberg, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4te-k7w-4p8
title: Capra Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fya-9yf-hks
title: Accipitriformes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5zd-864-bsm
title: Echinoidea Schumacher, 1817

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9vj-hh5-l2e
title: Pseudopus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/abq-wvw-lcz
title: †Prolagus Pomel, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kcf-4g0-wt0
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zrx-lth-j96
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k3h-f3v-fvp
title: Laganum Link, 1807

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.4vxeev
title: Occurrence Download

description: A dataset containing 5693615 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-81.93383 28.03256,-80.90226 28.03256,-80.90226 28.97847,-81.93383 28.97847,-81.93383 28.03256))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2010-2025"
 ]
}

 The dataset includes 5693615 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008691-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22002/y6253-86258
title: Agrobacterium tumefaciens

description: C58 grown on slide
description: <strong>Tilt Series Date:</strong> 2013-10-04</p>
<strong>Data Taken By:</strong> Elitza Tocheva</p>
<strong>Species / Specimen:</strong> Agrobacterium tumefaciens</p>
<strong>Strain:</strong> </p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-30.0°, 30.0°), step: 1.0°, constant angular increment, dosage: 200.0 eV/Å²,  defocus: -8.0 μm,  magnification: 27500x. </p>
<strong>Microscope:</strong> Caltech Polara</p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> Raptor</p>
<strong>Collaborators and Roles:</strong> Pat Zambryski</p>
<strong>Purification / Growth Conditions / Treatment:</strong> Cells were grown on a glass slide</p>
<strong>Sample Preparation:</strong> Manual blotting</p>
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2013-10-04-29/rawdata/</p>c58_slide_2750037.mrc,  Tilt Series (Pixel Size 0.39 nm), 1.7 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2013-10-04-29/rawdata/c58_slide_2750037.mrc"
        > <i class="download icon"></i> Download </a></p>

        c58_slide_2750037_full.rec,  Reconstruction (Pixel Size 1.56 nm), 801.8 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/etl2013-10-04-29/3dimage_31972/c58_slide_2750037_full.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.22002/49r0m-1fn62
title: Rhodopseudomonas palustris TIE-1

description: Raw data files of Rhodopseudomonas palustris TIE-1
description: <strong>Tilt Series Date:</strong> 2012-05-09</p>
<strong>Data Taken By:</strong> Alasdair McDowall</p>
<strong>Species / Specimen:</strong> Rhodopseudomonas palustris</p>
<strong>Strain:</strong> None</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-60.0°, 60.0°), step: 1°, constant angular increment, dosage: 100.0 eV/Å²,  defocus: None μm,  magnification: 22500x. </p>
<strong>Acquisition Software:</strong> UCSFTomo</p>
<strong>Upload Method:</strong> pipeline</p>
<strong>Processing Software Used:</strong> raptor</p>
<strong>Collaborators and Roles:</strong> Nicholas ShikumaDianne Newman</p>
<strong>Purification / Growth Conditions / Treatment:</strong> wild type and shc mutantgrown by photoheterotrophic anaerobic exponential and stationary</p>
<strong>Sample Preparation:</strong> vitrobot</p>
  amw2012-05-09-6_slicer4814.jpg: Granules .  REZ amw2012-05-09-6_slicer4815.jpg: Unknown patches
description: Files available via S3 at https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/amw2012-05-09-6/rawdata/</p>WT_expo0001.mrc,  Tilt Series (Pixel Size 0.9 nm), 1.0 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/amw2012-05-09-6/rawdata/WT_expo0001.mrc"
        > <i class="download icon"></i> Download </a></p>

        WT_expo0001_full.rec,  Reconstruction (Pixel Size 1.8 nm), 516.1 MB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/amw2012-05-09-6/3dimage_18467/WT_expo0001_full.rec"
        > <i class="download icon"></i> Download </a></p>