quality_grade
stringclasses 3
values | species_guess
stringlengths 1
99
| common_name
float64 | taxon
stringclasses 13
values | total_obs
float64 2
35.3k
⌀ | photos
stringlengths 58
75
| embedding
stringlengths 23
96
|
|---|---|---|---|---|---|---|
needs_id | Dwarf Spiders | null | Arachnida | null | [3.3434741 0.33862114 1.1154053 ... 0.20759714 0.23404378 0.42145702] |
|
needs_id | Snow Goose | null | Aves | null | [0. 0. 0. ... 0. 0. 0.12744488] |
|
needs_id | Silky Field Ant · Fourmi des champs soyeuse | null | Insecta | null | [0.71268433 0.2876068 1.3801668 ... 0.07895857 0.2741077 0.60106933] |
|
research | Splendid Mariposa Lily | null | Plantae | null | [1.7232981e+00 9.7289458e-02 4.6054684e-04 ... 2.4652401e-01 4.5077046e-03
0.0000000e+00] |
|
needs_id | Escarabajos Y Parientes | null | Insecta | null | [0.44572705 0.3731701 0.00891998 ... 0.21565661 0.19968528 0.26838654] |
|
needs_id | Maianthemum racemosum | null | Plantae | null | [1.3852901 0.03596867 0.24370764 ... 0.43265447 0.9991624 3.6311786 ] |
|
needs_id | Scorpionweeds | null | Plantae | null | [5.6743789e-01 5.2927874e-02 2.8988570e-01 ... 0.0000000e+00 3.0046093e-04
2.7443955e-02] |
|
needs_id | Brown-belted Bumble Bee | null | Insecta | null | [0.6589365 1.4839506 0.80042124 ... 0.08103644 0.72577596 0.29017058] |
|
needs_id | Swainson's Hawk | null | Aves | null | [0. 0.0848782 0.48770544 ... 0.28351426 0. 0. ] |
|
needs_id | Snow Goose | null | Aves | null | [0.00517084 0.300609 0.03671851 ... 0.6099793 0. 0.30864128] |
|
casual | Narciso amarillo | null | Plantae | null | [0.17621055 0.6904874 3.7565975 ... 1.1376265 0.22533208 0.15759319] |
|
needs_id | Fiery Skipper | null | Insecta | null | [0.16891494 0.5913783 0.02420974 ... 0.26675612 0.0247687 0.45722488] |
|
research | Antelopehorn Milkweed | null | Plantae | null | [1.0203704 0.69862574 0.08078485 ... 0.12764813 0. 0.03823901] |
|
needs_id | Fiery Skipper | null | Insecta | null | [0.16891494 0.5913783 0.02420974 ... 0.26675612 0.0247687 0.45722488] |
|
needs_id | Sceloporus occidentalis | null | Reptilia | null | [0.24959202 0.00284078 0. ... 0.32843754 0.04288996 0.6767795 ] |
|
needs_id | Bumble Bees | null | Insecta | null | [0. 0.31540436 0.00543473 ... 0.3207848 0.25093564 0.01324922] |
|
needs_id | Narceus americanus | null | Animalia | null | [0.05737823 0.10042592 0.9684738 ... 0.4202202 0. 0.1817925 ] |
|
needs_id | winged insect | null | null | null | [0.01802867 1.034153 0.00481755 ... 0.04636738 0.7264017 0.43558118] |
|
needs_id | Воробьиная Пустельга | null | Aves | null | [0.15425472 0.0229483 0.10141731 ... 1.4020643 0.22547467 0.16322194] |
|
needs_id | Ajedrezadas | null | Insecta | null | [0. 0.48075506 0.0303411 ... 0.05685766 0. 0.00613943] |
|
needs_id | Fisera eribola | null | Insecta | null | [0.46541807 0.07327582 0.00679376 ... 0.00799525 0. 1.0184362 ] |
|
casual | Rhaphiolepis | null | Plantae | null | [0.08723631 0.33242762 0.1108913 ... 0. 0. 0.13815315] |
|
research | Black-throated Blue Warbler | null | Aves | null | [0.65163356 0.03891644 0.07844053 ... 0. 0.01314231 0. ] |
|
needs_id | Flies | null | Insecta | null | [2.9248679 0.87690043 0.3668521 ... 0.00467155 0.00660092 0.27059934] |
|
needs_id | Basils | null | Plantae | null | [1.1432707 0.00182437 0.5471214 ... 0.38899845 0.39197326 0.2682032 ] |
|
needs_id | Desert Cottontail | null | Mammalia | null | [0.5505359 0.09986569 0. ... 0.10936788 0. 0. ] |
|
needs_id | Scabiosa ochroleuca | null | Plantae | null | [0.45746514 0.1389355 0.34562472 ... 0.10734204 0.04147307 0.35367677] |
|
research | mist flower | null | Plantae | null | [0.12064259 0.01552867 0.2595814 ... 0.22514343 0.4275813 0.21829416] |
|
needs_id | Sharp-lobed Hepatica | null | Plantae | null | [0.01442078 0.11191498 0.32319015 ... 0.15043595 0. 0.67139375] |
|
needs_id | Pallid Bat | null | Mammalia | null | [0.09949166 1.4028889 0.04380552 ... 0. 0.30657467 1.2029855 ] |
|
needs_id | Red-winged Blackbird | null | Aves | null | [0.1023812 0. 0. ... 0.79663134 0. 0.33928856] |
|
research | White Inside-out Flower | null | Plantae | null | [0.09489577 0.24616939 0.00258799 ... 1.2552445 0.07322984 0.08481582] |
|
needs_id | Solidago | null | Plantae | null | [0.09937374 0.295977 0.14499128 ... 0.01918085 0. 0.01848505] |
|
research | Arapaçu-de-cerrado | null | Aves | null | [0.07396477 0.7636036 0. ... 0. 0. 0.2113136 ] |
|
needs_id | Arta epicoenalis | null | Insecta | null | [1.5926942 0.32487887 0.11355976 ... 0. 0.22724916 0.30088282] |
|
research | White Globe Lily | null | Plantae | null | [0.9067353 0.46957615 0.07664325 ... 0. 0.49730006 0.47047096] |
|
research | Checkered White | null | Insecta | null | [4.813089 0.543896 0.19945608 ... 0.09918772 0.37304282 1.9264996 ] |
|
research | Black Swan | null | Aves | null | [0.4155201 0. 0.05891479 ... 0.7124923 0.84148455 0.15980619] |
|
needs_id | Shining Plushblue | null | Insecta | null | [1.6975626 1.7055861 0.05177906 ... 0.08859662 0.50112945 0.20367599] |
|
needs_id | Oval-leaf Blueberry | null | Plantae | null | [0.40715486 1.509472 0.46405 ... 0.00969364 0.28173545 0.24883129] |
|
needs_id | Pezizales | null | Fungi | null | [0.28217816 0.33197153 1.2689017 ... 0.03512748 0.35784632 0.0770287 ] |
|
needs_id | Red Spruce | null | Plantae | null | [0.5175371 0.24547668 0.10826121 ... 1.8214899 0. 0.23469277] |
|
needs_id | blunt woodsia | null | Plantae | null | [0.4249811 0.2127776 0.20237605 ... 0. 0. 0.15928753] |
|
needs_id | Perezosa Común | null | Insecta | null | [4.3135858 0.04756648 0.8176099 ... 0.37899092 0.24121723 0.8892585 ] |
|
research | Trina geometrina | null | Insecta | null | [2.9170418 0.7174082 0.22575717 ... 1.8076081 2.0787716 0.03522634] |
|
needs_id | Lomatium utriculatum | null | Plantae | null | [1.0887563 0.02274573 0.03974136 ... 0.43146557 0.2914908 0. ] |
|
research | Dark-eyed Junco | null | Aves | null | [0.09407081 0.03718711 0.37540394 ... 0. 0.01890994 0.01126455] |
|
needs_id | Phylloneta | null | Arachnida | null | [1.0951829e+00 2.0361190e-04 6.1337358e-01 ... 1.9553813e+00 0.0000000e+00
1.0619920e-01] |
|
research | Chorlo tildío | null | Aves | null | [1.1554307 0.15222369 2.4588168 ... 0. 0.06696958 0.01250194] |
|
needs_id | Sidas | null | Plantae | null | [0.29664475 0.33154148 0.528324 ... 0.0718425 0.41399813 0.20022589] |
|
needs_id | Least Bittern | null | Aves | null | [0.14874561 0.3403642 0.22992426 ... 0.3044827 0.7061956 0.5779128 ] |
|
needs_id | Melastomatoideae | null | Plantae | null | [3.829608 0.01656491 0. ... 0.21196541 0.9885867 0.19279079] |
|
needs_id | Rattail | null | Plantae | null | [7.1288735e-01 3.0548602e-02 1.7318340e-01 ... 6.0218450e-04 1.6473544e-01
4.8890561e-02] |
|
needs_id | Rayless Tansyaster | null | Plantae | null | [0. 1.3456097 0.13106701 ... 0.11431821 0. 0.01167117] |
|
needs_id | hoary nettle | null | Plantae | null | [0.11639154 0.07281219 0.03306944 ... 0.2705276 0.9670298 0.0142025 ] |
|
needs_id | Scorpionweeds | null | Plantae | null | [0.62133527 0.22048724 1.158275 ... 0.08252972 0. 0.72140145] |
|
research | Canada Goose | null | Aves | null | [0. 0.10260493 0. ... 0.07506251 0. 0.7349724 ] |
|
research | Audubon's Warbler | null | Aves | null | [0.2938759 0. 0.36789882 ... 0.38900122 0.28545713 0.438437 ] |
|
needs_id | Figs | null | Plantae | null | [0.1219763 0.29611948 0.42858294 ... 0.3730781 0.01189852 0.08493167] |
|
needs_id | Hoarmosses | null | Plantae | null | [0.4040976 1.769494 0.03254883 ... 0. 0.04966764 0.15415257] |
|
needs_id | Siberian squill | null | Plantae | null | [0.42522898 0.02553806 0.12307733 ... 0.0543413 0.60592693 0.17571627] |
|
needs_id | Nuttall's Cockle | null | Mollusca | null | [0.2862277 2.3452253 0.18748677 ... 0. 0.00279222 1.2369215 ] |
|
research | Gaivotão | null | Aves | null | [0.07317903 0.61588967 0.05795577 ... 0.23280615 0. 0.04606867] |
|
needs_id | Round Bullet Gall Wasp | null | Insecta | null | [0.06878538 0.10111099 0.30046093 ... 0.8384966 0. 0.08109561] |
|
needs_id | Texas Striped Sweat Bee | null | Insecta | null | [3.777288 0.11689532 0.01326162 ... 0.11901225 0.08013719 0.36325794] |
|
needs_id | mayapple | null | Plantae | null | [4.242445 0. 1.1991731 ... 0.11857906 0.75333357 0.02298837] |
|
needs_id | Skippers | null | Insecta | null | [0.121216 0.60283715 0.07989126 ... 0. 0.6182283 1.3976983 ] |
|
needs_id | Pink Pigeon | null | Aves | null | [0.46876603 0. 0.00759784 ... 0.28007987 0.09628177 0. ] |
|
needs_id | Plantas | null | Plantae | null | [6.7946821e-01 2.2583592e-04 0.0000000e+00 ... 2.6363523e-03 0.0000000e+00
9.6609473e-02] |
|
research | Scarlet Tanager | null | Aves | null | [1.4577322 0.01198293 0.00716458 ... 0. 0.02936455 0. ] |
|
needs_id | Artoriopsis expolita | null | Arachnida | null | [0.65022475 0.25956103 0.30558285 ... 0.10324968 0.05743144 0.15413113] |
|
needs_id | Early Blue Cohosh | null | Plantae | null | [0.17901362 0.0544795 0.86182904 ... 0.0604568 0.03124749 0.71528393] |
|
research | 山葛 | null | Plantae | null | [1.3964242 0.0879647 0.07511079 ... 1.2800384 0.7896119 1.0222042 ] |
|
needs_id | Palmflies | null | Insecta | null | [1.082004 0.01114453 0.3803791 ... 0.3295175 0.39062804 1.6358929 ] |
|
needs_id | Red Fox | null | Mammalia | null | [0.03153468 0.05374058 0. ... 0.00198799 1.0493183 0.04364257] |
|
needs_id | Wild Indigo Duskywing | null | Insecta | null | [0.11068904 0.30079895 0.06786432 ... 0.0334528 0.17193249 2.798939 ] |
|
research | American Black Bear | null | Mammalia | null | [0.15050924 0. 0.62262267 ... 1.0396278 1.0003744 0. ] |
|
needs_id | Lindheimer's Paintbrush | null | Plantae | null | [1.7578683 0.09752582 0. ... 0.1639368 0.00694563 0.01642148] |
|
needs_id | Boletus variipes | null | Fungi | null | [0.6298601 0.20865569 1.2365351 ... 0.04991182 0.5931541 0.01207925] |
|
needs_id | Camponotus | null | Insecta | null | [2.3503358 0.26194265 0.60872775 ... 0.43047777 0.6380914 1.0846945 ] |
|
needs_id | Dicotiledôneas | null | Plantae | null | [3.317733 0. 0.7545713 ... 1.513822 0.2412127 0.1610908] |
|
needs_id | Trillium erectum | null | Plantae | null | [4.802077 0.07121791 0. ... 0.5212696 0.8414978 0.8750282 ] |
|
needs_id | Cut-leaved Toothwort | null | Plantae | null | [4.2633612e-02 1.4100850e-01 6.2466836e-01 ... 5.8789400e-04 0.0000000e+00
2.8775978e-01] |
|
needs_id | Pyrgus serratulae | null | Insecta | null | [1.2048308 0.12701015 0.14446846 ... 0.0432853 0. 0.31170055] |
|
needs_id | Checker Lily | null | Plantae | null | [0.05904849 0.18126683 0. ... 0.03331906 0.03976978 0. ] |
|
needs_id | European Mantis | null | Insecta | null | [4.8457394 2.0077431 0.77268195 ... 0. 0. 0.34974912] |
|
needs_id | golden ragwort | null | Plantae | null | [0.0020901 0.00431618 0.02562687 ... 0.11701734 0. 0. ] |
|
needs_id | carpet bugle | null | Plantae | null | [0.47736117 0.11457938 0.06645012 ... 0.01016709 0. 0.00925654] |
|
needs_id | Bromus pubescens | null | Plantae | null | [1.0908754 0.5551991 3.0926476 ... 0.00997741 0.01936638 1.0352683 ] |
|
needs_id | Mirla patinaranja | null | Aves | null | [0.09516656 0. 0.03405077 ... 0.2753231 0.14399375 0.02147007] |
|
needs_id | pallidefulva-group Field Ants | null | Insecta | null | [1.4994923e-03 1.5734216e+00 2.6750559e-01 ... 6.4364202e-02 2.0421308e-02
3.7784803e-01] |
|
needs_id | putty root | null | Plantae | null | [0.02510293 0.30408344 0.02359553 ... 0. 0. 0.039999 ] |
|
needs_id | Snow Goose | null | Aves | null | [0.0311392 2.2559488 0.68411875 ... 1.113798 0. 0.03886607] |
|
needs_id | Sarcosomataceae | null | Fungi | null | [0.95865625 0.8592135 0.5056513 ... 0. 0.05289356 0.15703113] |
|
needs_id | Rock Squirrel | null | Mammalia | null | [0. 0.7069319 0.37952858 ... 0. 0.05192057 0.32496583] |
|
needs_id | Pennsylvania Bittercress | null | Plantae | null | [0.2595715 0.06389396 1.431936 ... 0.07860488 0. 0.348259 ] |
|
needs_id | Ranunculus recurvatus | null | Plantae | null | [1.2733489 0.04882773 1.3941076 ... 1.1163034 0.0050664 0.37153816] |
|
needs_id | large-seeded forget-me-not | null | Plantae | null | [1.6575251 0.70663255 0.02424399 ... 0.06180263 0.0078352 0. ] |
|
needs_id | Western Starflower | null | Plantae | null | [0.1248536 0.03960341 0.08193868 ... 0.19648895 0.11251899 0.24438985] |
|
needs_id | Geometer Moths | null | Insecta | null | [1.6861887 0.60754555 2.6709843 ... 0.66488427 0.08539972 0.14039029] |
End of preview. Expand
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task_categories:
- image-classification
language:
- en tags:
- biology
- environment
size_categories: - 1K<n<10K
Dataset Card for inaturalist
This dataset is comprised of 9549 observations that were posted on the iNaturalist app. iNaturalist is a website and app that 'aims to provide a crowd sourced identification system' for plants, insects, and animals.
Dataset Details
For each of the 9549 observations included in this dataset, there is information about the quality ('quality_grade') of the observation and associated photo(s), a species name ('species_guess') along with a common name ('common_name'), taxonomic information ('taxon'), the number of times that kind of species appears in all of iNaturalist's data ('total_obs'), when the observation was made ('time_of_observation'), where the observation was made ('location'), and a link to the associated wikipedia page for the corresponding species ('wikipedia').
Each observation also includes a link to the associated photo and an embedding of the photo, created with the ResNet50 embedding model.
- Curated by: [More Information Needed]
- License: [More Information Needed]
Dataset Sources [optional]
- Repository: [More Information Needed]
- API: Data originally accessed via the iNaturalist API at https://api.inaturalist.org
Uses
Direct Use
[More Information Needed]
Out-of-Scope Use
[More Information Needed]
Dataset Structure
[More Information Needed]
Dataset Creation
Curation Rationale
[More Information Needed]
Source Data
Data Collection and Processing
[More Information Needed]
Who are the source data producers?
[More Information Needed]
[More Information Needed]
Personal and Sensitive Information
[More Information Needed]
Bias, Risks, and Limitations
[More Information Needed]
Recommendations
Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.
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Size of downloaded dataset files:
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Size of the auto-converted Parquet files:
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Number of rows:
5,833
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