cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25346/s6/9biiih/t3ctmj
title: S20190502S0163.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/hse87i
title: S20190502S0222.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/gvb0j3
title: S20190502S0061.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/gjz11p
title: S20190502S0109.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/9azh3e
title: S20190502S0101.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/tevw4d
title: S20190502S0068.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/oonilr
title: S20190502S0084.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/sfsmdk
title: S20190502S0177.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/xocebn
title: S20190502S0174.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/fqoa9i
title: S20190502S0145.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/xhmbcx
title: S20190502S0221.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/cb1od5
title: S20190502S0132.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/lfhrwj
title: S20190502S0160.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/kfnd6f
title: S20190502S0062.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/om1hnw
title: S20190502S0150.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/0tsbsg
title: S20190502S0095.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/fewlvo
title: S20190502S0164.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/ud5kpt
title: S20190502S0179.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/jk8vmt
title: S20190502S0169.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/uihgkc
title: S20190502S0206.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/f0dejp
title: S20190502S0154.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/cpp6ib
title: S20190502S0131.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/yrb349
title: S20190502S0162.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/q7wkp4
title: S20190502S0133.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/oabpyk
title: S20190502S0223.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/osdjea
title: S20190502S0125.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/ndnpdy
title: S20190502S0178.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/mtnpbg
title: S20190502S0126.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/mkueqx
title: S20190502S0166.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/ebyvdz
title: S20190502S0190.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/bioopa
title: S20190502S0182.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/qmnqj1
title: S20190502S0180.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/0r7tfq
title: S20190502S0175.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/5g5nx3
title: S20190502S0141.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/b83u6p
title: S20190502S0201.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/2tduwb
title: S20190502S0200.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/kpax6b
title: S20190502S0129.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/u3fyrs
title: S20190502S0152.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/clfvyl
title: S20190502S0208.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/1b1uee
title: S20190502S0108.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/oqefaf
title: S20190502S0124.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/pjn39m
title: S20190502S0183.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/t7mksj
title: S20190502S0170.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/lyvzaa
title: S20190502S0181.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/3bfxxe
title: S20190502S0147.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/diqpmo
title: S20190502S0176.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih/umhviq
title: S20190502S0204.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.25346/s6/9biiih
title: 20190502redraw

description: 2019-05-02 (UT)
DOI: 10.25346/s6/9biiih/76prwv
title: S20190502S0085.fits

description: This is a FITS file with 1 (primary) HDU. The following recognized metadata keys have been found in the FITS file: NAXIS; INSTRUME; NAXIS1; NAXIS0; OBJECT; EXPTIME; TELESCOP; DATE-OBS;
DOI: 10.5281/zenodo.4278135
title: bbb

description: nnn ssss
DOI: 10.5281/zenodo.4278134
title: bbb

description: nnn ssss
DOI: 10.21239/v9qq7k
title: Base de datos sistema de información REDCAM, monitoreo de la REDCAM departamento de La Guajira segundo semestre 2014
DOI: 10.21239/v9kx48
title: Base de datos sistema de información REDCAM, monitoreo de la REDCAM departamento de Magdalena primer semestre 2014
DOI: 10.6084/m9.figshare.13266698.v1
title: Optimization of Hydrolase Production (Dataset).pdf

description: The saccharification of biomass with hydrolases from fungi is considered as an efficient and sustainable approach to obtain fermentable sugars. The expression of these hydrolytic enzymes by fungi is mainly by a substrate-induced mechanism, which depends on prevailing environmental conditions. <i>Trametes polyzona, </i>a white rot fungus, is regarded as one of the most efficient producers of hydrolases for the hydrolysis of biomass. This study sought to examine and optimize cultivation conditions for the efficient production of hydrolases by <i>Trametes polyzona </i>(<i>T. polyzona</i>)<i>. </i>Hydrolase production by <i>T. polyzona</i> was examined using parametric optimization. Crude enzyme extracts obtained under varying cultivation conditions were profiled for endoglucanase, betaglucosidase, exoglucanase, xylanase and amylase activities to determine the optimal conditions for hydrolase production. Maximum hydrolase production was achieved by solid-state cultivation of <i>T. polyzona</i> on cassava peels at a moisture content of 60%, pH 6, supplemented with 0.3% urea and 0.03% Mg<sup>2+</sup>, and incubated at 30 <sup>o</sup>C for 14 days. A solid to liquid ratio of 1:2 was found to be ideal for the solid-liquid extraction of enzymes. This study therefore proves that optimization of cultivation conditions is an efficient approach to enhance the production of hydrolases required to breakdown lignocellulosic biomass by <i>T. polyzona.</i>
DOI: 10.5281/zenodo.3926724
title: High-resolution (30m) LULC images for Nanjing

description: # High-resolution (30m) LULC images for Nanjing resolution: 30m range: from 1985-2015 interval: 5 years coordinate reference systems: EPSG:4326(wgs 1984), EPSG:32650 (wgs 1984 utm zone 50n) finished date: 2019/08/30 available / original published on Google Earth Engine Assets # Land use land cover types | value | type|<br> |---------------|-----------------|<br> | 0 | urban and buit-up lands |<br> | 1 | Water bodies |<br> | 2 | Mixed forests |<br> | 3 | Cropland |<br> | 4 | Grass lands |
DOI: 10.5281/zenodo.3926723
title: High-resolution (30m) LULC images for Nanjing

description: # High-resolution (30m) LULC images for Nanjing resolution: 30m range: from 1985-2015 interval: 5 years coordinate reference systems: EPSG:4326(wgs 1984), EPSG:32650 (wgs 1984 utm zone 50n) finished date: 2019/08/30 available / original published on Google Earth Engine Assets # Land use land cover types | value | type|<br> |---------------|-----------------|<br> | 0 | urban and buit-up lands |<br> | 1 | Water bodies |<br> | 2 | Mixed forests |<br> | 3 | Cropland |<br> | 4 | Grass lands |
DOI: 10.21227/h0tx-0010
title: Supplementary Material for paper "Straightforward Working Principles Behind Modern Data Visualization Approaches"

description: The geometrical reasoning already present in Multidimensional Scaling foundations is directly applied to state-of-the-art visualization algorithms such as t-SNE, LargeVis and UMAP, thus yielding six working principles which are, by hypothesis, enough to produce visual projections qualitatively similar to those obtained with state-of-the-art algorithms. To test and confirm this claim, a simple algorithm is roughly crafted, in which the six working principles are directly implemented, and experiments are done with databases MNIST and Fashion-MNIST. Besides, under the same motivation (of simplification), the problem of visualizing large datasets is tackled through the use of a companion algorithm which is able to project/code new input patterns.
DOI: 10.21227/sjq1-3j80
title: Supplementary Material for paper "Straightforward Working Principles Behind Modern Data Visualization Approaches"

description: From state-of-the-art visualization algorithms, we distill six working principles which are, by hypothesis, sufficient to produce visual projections qualitatively similar to those obtained with these state-of-the-art algorithms. These working principles are presented through the geometrical reasoning of the classical Multidimensional Scaling algorithm, and their effectiveness is illustrated through a novel straightforward algorithm for image visualization. We show on several datasets originated from various applications that our algorithm can produce visual projections qualitatively similar to those obtained with these state-of-the-art algorithms. Besides, under the same motivation (of simplification), the problem of visualizing large datasets is tackled through a companion algorithm which is able to project/code new input patterns.
DOI: 10.21239/v95q7m
title: Base de datos sistema de información REDCAM, monitoreo de la REDCAM departamento de Chocó segundo semestre 2014
DOI: 10.5066/p9l4m9hd
title: NRCS FY2018 Soil Properties and Interpretations, Derived Using gSSURGO Data and Tools

description: These data depict the western United States Map Unit areas as defined by the USDA NRCS. Each Map Unit area contains information on a variety of soil properties and interpretations. The raster is to be joined to the .csv file by the field "mukey." We keep the raster and csv separate to preserve the full attribute names in the csv that would be truncated if attached to the raster. Once joined, the raster can be classified or analyzed by the columns which depict the properties and interpretations. It is important to note that each property has a corresponding component percent column to indicate how much of the map unit has the dominant property provided. For example, if the property "AASHTO Group Classification (Surface) 0 to 1cm" is recorded as "A-1" for a map unit, a user should also refer to the component percent field for this property (in this case 75). This means that an estimated 75% of the map unit has a "A-1" AASHTO group classification and that "A-1" is the dominant group. The property in the column is the dominant component, and so the other 25% of this map unit is comprised of other AASHTO Group Classifications. This raster attribute table was generated from the "Map Soil Properties and Interpretations" tool within the gSSURGO Mapping Toolset in the Soil Data Management Toolbox for ArcGIS User Guide Version 4.0 (https://www.nrcs.usda.gov/wps/PA_NRCSConsumption/download?cid=nrcseprd362255&ext=pdf) from GSSURGO that used their Map Unit Raster as the input feature (https://gdg.sc.egov.usda.gov/). The FY2018 Gridded SSURGO Map Unit Raster was created for use in national, regional, and state-wide resource planning and analysis of soils data. These data were created with guidance from the USDA NRCS. The fields named "*COMPPCT_R" can exceed 100% for some map units. The NRCS personnel are aware of and working on fixing this issue. Take caution when interpreting these areas, as they are the result of some data duplication in the master gSSURGO database. The data are considered valuable and required for timely science needs, and thus are released with this known error. The USDA NRCS are developing a data release which will replace this item when it is available. For the most up to date ssurgo releases that do not include the custom fields as this release does, see https://www.nrcs.usda.gov/wps/portal/nrcs/detail/soils/home/?cid=nrcs142p2_053628#tools For additional definitions, see https://www.nrcs.usda.gov/wps/portal/nrcs/detail/soils/survey/geo/?cid=nrcs142p2_053627.
DOI: 10.25345/c5q20q
title: MassIVE MSV000086494 - The BAF complex blocks Myogenesis in rhabdomyosarcoma
title: Rhabdomyosarcoma (RMS) is a highly malignant pediatric cancer of skeletal muscle lineage. The aggressive alveolar subtype is commonly characterized by t(2;13) or t(1;13) translocations with the expression of PAX3- or PAX7-FOXO1 fusion transcription factors respectively and is known as fusion positive RMS (FP-RMS). FP-RMS tumors rely on the fusion gene to maintain their proliferative state while avoiding terminal differentiation program. Since disruptions of normal development are likely governed by epigenetic changes in these low-mutational-burden tumors, we investigated the contributions of chromatin regulatory complexes to RMS tumor maintenance. We demonstrate the essentiality of the mSWI/SNF ATPase BRG1 for FP-RMS proliferation and discover that RMS significantly overexpress SMARCA4 (encoding BRG1) compared to skeletal muscle. We define the mSWI/SNF subunit repertoire in FP-RMS and provide evidence for the assembly of multiple mSWI/SNF complexes including canonical BAF, PBAF and non-canonical (nc)BAF in FP-RMS. Proteomic studies suggest proximity between PAX3-FOXO1 and BAF complexes, which was further supported by genome-wide binding profiles revealing enhancer colocalization of BAF with FP-RMS core regulatory transcription factors. We report that mSWI/SNF complexes act as sensors of chromatin state, which are recruited to sites of de novo histone acetylation. Phenotypically, interference with mSWI/SNF complex function induces transcriptional activation of the skeletal muscle differentiation program associated with MYCN enhancer invasion at myogenic target genes. Finally, BRG1 targeting compounds reproduce the effects of genetic ablation. We conclude that inhibition of BRG1 overcomes the differentiation blockade of FP-RMS cells and may provide a therapeutic strategy for treating this lethal childhood tumor.
DOI: 10.5281/zenodo.4282990
title: Harnessing the power of digitized natural history collections to visualize spatiotemporal patterns in native and non-native bee flight phenology

description: What time of year are bees flying, where are they flying, and how do biogeographical factors, sex, and native status affect flight phenology? Consistent monitoring along with creating spatially and temporally explicit visualizations using large openly available data sets enhance our understanding of trends in flight time phenology and shape our understanding of bee-plant interactions, including shifts in the phenology of bee pollinators. Species occurrence data from digitized collection networks (iNaturalist, Global Biodiversity Information Faculty (GBIF), Integrated Digitized Biocollections (iDigBio), Symbiota Collections of Arthropods Network (SCAN), and UC Santa Barbara Collection Network) are part of an effort to improve our understanding of bees in coastal Santa Barbara County, including the California Channel Islands. New inventory collections combined with historical data from over 11 natural history museums and 2 observation networks are used in an effort to examine patterns and changes in phenology of native and non-native bee species, and create updated species inventories. Synthesizing species observation data from digitized natural history collections makes use of a wealth of existing data and multiplies the analytical power of isolated observations, but it is not without limitations and challenges. By exploring novel techniques to generate clear and accurate visualizations to communicate bee flight time, we present our key initial findings and identify geographic, temporal, and taxonomic gaps, which will lead to further focused inventory projects of coastal Santa Barbara County, improved data quality for phenological analyses, and reusable methods for visualizing insect phenology data across taxa or geography. <strong>The attached files include the R code and some of the .csv files used to produce the figures in my poster that was available on demand at the Entomology Society of America 2020 virtual meeting. </strong>