# Identification of Modified Data

Code here written by Erica Krimmel.

Here, we explore a situation where data from the provider were modified by iDigBio during ingestion as part of its data quality processing. Understanding how data were modified can help collections staff identify updates that need to be made on their specimen records as well as issues that the aggregator may need to remedy in their data quality processing.

## General Overview

In this demo we will cover how to:

1. Write a query to search for specimens using `idig_search_records`
2. Compare the difference between the data providers and aggregators data
3. Identify specimen records that need to be reviewed

## Load Packages

    # Load core libraries; install these packages if you have not already
    library(ridigbio)
    library(tidyverse)

    # Load library for making nice HTML output
    library(kableExtra)

## Write a query to search for specimen records

First, let’s find all the specimen records from a given recordset, e.g. all of the records published by a single collection. Do this using the `idig_search_records` function from the `ridigbio` package. You can learn more about this function from the iDigBio API documentation and ridigbio documentation. In this example, we want to start by searching for specimens from the Invertebrate Paleontology collection at the Natural History Museum of Los Angeles.

    # Edit the value after `recordset` to search for data from a different collection
    # and the fields (e.g. `uuid`) in `fields` to adjust the columns returned in
    # your results
    df_names <- idig_search_records(rq = list(recordset = "5082e6c8-8f5b-4bf6-a930-e3e6de7bf6fb"),
                        fields = c("uuid",
                                   "data.dwc:occurrenceID",
                                   "data.dwc:catalogNumber",
                                   "family",
                                   "data.dwc:family",
                                   "genus",
                                   "data.dwc:genus",
                                   "specificepithet",
                                   "data.dwc:specificEpithet",
                                   "infraspecificepithet",
                                   "data.dwc:infraspecificEpithet",
                                   "data.dwc:scientificName",
                                   "flags"),
                        # Set the limit for how many records are returned by the
                        # search to a low number for the purposes of this demo
                        limit = 1000) %>%
      # Rename fields to more easily reflect their provenance (either from the
      # data provider directly or modified by the data aggregator)
      rename(occurrenceID = `data.dwc:occurrenceID`,
             catalogNumber = `data.dwc:catalogNumber`,
             provider_family = `data.dwc:family`,
             provider_genus = `data.dwc:genus`,
             provider_species = `data.dwc:specificEpithet`,
             provider_subspecies = `data.dwc:infraspecificEpithet`,
             provider_scientificName = `data.dwc:scientificName`,
             aggregator_family = `family`,
             aggregator_genus = `genus`,
             aggregator_species = `specificepithet`,
             aggregator_subspecies = `infraspecificepithet`) %>%
      # Reorder columns for easier viewing
      select(uuid, occurrenceID, catalogNumber, aggregator_family, provider_family,
             aggregator_genus, aggregator_species, aggregator_subspecies,
             provider_genus, provider_species, provider_subspecies,
             provider_scientificName, flags)

Here is what our query result data looks like, with the data from the aggregator’s processing highlighted in red text:

uuid | occurrenceID | catalogNumber | aggregator_family | provider_family | aggregator_genus | aggregator_species | aggregator_subspecies | provider_genus | provider_species | provider_subspecies | provider_scientificName
--- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | ---
000153f6-4861-4219-ac9e-f0d0f62fe60b | 0b6e2924-4b1a-4a18-a532-6c2d95962e95 | LACMIP 42500.14 | NA | NA | NA | NA | NA | NA | NA | NA | Clypeasteroida indet.
000249c8-5c27-4292-94a7-1802f4d1ca4b | 37ae5d77-073e-4713-aa54-92d7e0616fcf | LACMIP 16817.200 | borsoniidae | Borsoniidae | ophiodermella | NA | NA | Ophiodermella | NA | NA | Ophiodermella sp.
00028446-c91d-47f2-b036-2134f011e282 | 2933a74c-faeb-4519-9117-6000c9f43926 | LACMIP 2657.24 | mactridae | Mactridae | tresus | nuttallii | NA | Tresus | nuttallii | NA | Tresus nuttallii (Conrad, 1837)
00034f81-997b-499f-a176-ac2949facbb9 | aecc92f1-1994-41bf-988c-e095ce1ce030 | LACMIP 1195.4 | fissurellidae | Fissurellidae | puncturella | cooperi | NA | Puncturella | cooperi | NA | Puncturella cooperi Carpenter, 1864
00038886-e0ca-4893-b454-e90d75f1eaa7 | 07cfa54b-1f25-4ea2-a0f2-a812f4e0523c | LACMIP 16408.1 | cirolanidae | Cirolanidae | palaega | goedertorum | NA | Palaega | goedertorum | NA | Palaega goedertorum Wieder & Feldmann, 2016
0003949f-4780-4283-bab1-8e8fb7a71841 | be239c5f-fbdc-4062-b0d5-1a7f6074665e | LACMIP 351.105 | ceratopogonidae | Ceratopogonidae | NA | NA | NA | NA | NA | NA | Ceratopogonidae indet.
0004af95-d2bf-4247-9522-440662c2788f | d29d432a-d390-4479-8bf7-552399a5eb0c | LACMIP 20651.58 | epitoniidae | Epitoniidae | hirtoscala | tinctum | NA | Hirtoscala | tinctum | NA | Hirtoscala tinctum (Carpenter, 1864)
000587e5-d012-4f50-bc04-52f44e0182d3 | b5dc4eb7-6f1a-44b5-a4aa-2d8dd7608293 | LACMIP 10099.9 | turritellidae | Turritellidae | turritella | hearni | NA | Turritella | hearni | NA | Turritella hearni Merriam, 1941
00058f4c-855d-423b-a9b5-aaec1b1bd25f | 727c3b93-52e8-403c-9e73-2232ac01a37e | LACMIP 22382.118 | calyptraeidae | Calyptraeidae | crepidula | onyx | NA | Crepidula | NA | NA | Crepidula sp.
0006606e-53aa-4264-8af3-d55ff9951759 | 240d0a7f-b29e-45ea-8394-c115ee56e8fd | LACMIP 5060.45 | pectinidae | Pectinidae | leptopecten | latiauratus | NA | Leptopecten | latiauratus | NA | Leptopecten latiauratus (Conrad, 1837)
00067a2d-5d0f-47d7-9072-4b9b7b89bd88 | e5e3733b-c1d8-4e8c-a435-9a8ac0bbcde4 | LACMIP 7290.22 | potamididae | Potamididae | cerithidea | californica | NA | Cerithideopsis | californica | NA | Cerithideopsis californica (Haldeman, 1840)
00077744-a544-453a-b1bf-ad634d94eacf | 6ab4f80d-0d1a-4ae2-aabf-acc155320a1d | LACMIP 31257.62 | nassariidae | Nassariidae | hima | mendica | NA | Hima | mendica | NA | Hima mendica (Gould, 1849)
0007cf26-5306-4f2f-a585-94a319069820 | 2fe4c7be-6ca2-4b06-846a-d6869a032b82 | LACMIP 42484.30 | olividae | Olividae | callianax | alectona | NA | Callianax | alectona | NA | Callianax alectona (Duclos, 1835)
0007d63a-b15e-4cd5-9154-53a6204c0e41 | e87ad9af-e536-4303-a622-048892bf4dae | LACMIP 2533.3708 | NA | NA | NA | NA | NA | NA | NA | NA | Coleoptera indet.
0007f380-2797-40fe-8071-a836be493f5b | 22d202d2-ce38-467c-aa2e-778070a37c3f | LACMIP 22848.1 | gaudryceratidae | Gaudryceratidae | eogaudryceras | hertleini | NA | Eogaudryceras | hertleini | NA | Eogaudryceras hertleini (Wiedmann, 1962)
0009b3cf-ba45-4631-ad9f-b8e84b690bdf | 341ca08b-892f-40bf-8ad0-00a9a1aa8208 | LACMIP 260.336 | NA | NA | NA | NA | NA | NA | NA | NA | Diptera indet.
000ae0be-f613-43cf-a2bf-0eaefe5eedb8 | c3f51eee-ecc6-4d35-b05e-7b1dac915e7e | LACMIP 42035.31 | conidae | Conidae | conus | californicus | NA | Californiconus | californicus | NA | Californiconus californicus (Reeve, 1844)
000ba35c-8bea-4528-b1cf-bbbb15d9a68d | 17750fa4-8422-4fd7-8167-9a31c00e0096 | LACMIP 5090.6 | tellinidae | Tellinidae | macoma | astori | NA | Macoma | astori | NA | Macoma (Rexithaerus) astori Dall, 1909
000bb3a9-7161-4c90-ad21-f28b0aac7f15 | 911b1326-38b2-4946-9eb4-61aaa3ca812a | LACMIP 23225.88 | littorinidae | Littorinidae | lacuna | unifasciata | NA | Lacuna | unifasciata | NA | Lacuna (Epheria) unifasciata Carpenter, 1857
000d25fe-9b7c-4a8a-b200-23b8643adee1 | 5d3319d4-a595-4f10-a897-e82d29eb5032 | LACMIP 2533.1396 | incertae sedis | Incertae sedis | NA | NA | NA | NA | NA | NA | Anisoptera indet.
000d50ee-faa7-4cf7-a276-cded9bc2b92d | 2d4ec77f-c893-4595-bb3c-299f23ef09be | LACMIP 22404.62 | lucinidae | Lucinidae | lucinoma | annulata | NA | Lucinoma | annulatum | NA | Lucinoma annulatum (Reeve, 1850)
000ea1d1-128a-4963-b1e2-2a142d91a32b | 9824ec2c-4122-4196-a1df-4763e78450f8 | LACMIP 2533.1797 | notonectidae | Notonectidae | notonecta | glauca | NA | Notonecta | NA | NA | Notonecta sp.
000eb38d-2ae0-4475-814e-c9ca812be6b1 | d158b0eb-bb73-4afe-95fc-5d220dd2be0c | LACMIP 17898.333 | NA | NA | NA | NA | NA | NA | NA | NA | Insecta indet.
000fa3fc-5311-475a-80d5-30b638db3db3 | a65ffe73-68d1-457a-a4c7-4bce55bd81f5 | LACMIP 10101.2 | nuculidae | Nuculidae | acila | demessa | NA | Acila | demessa | NA | Acila (Truncacila) demessa Finlay, 1927
000fec10-9144-4b0d-b88c-a06a27b9f380 | e26c1d53-ecb6-41b0-aedb-944306bafd29 | LACMIP 29180.20 | NA | NA | NA | NA | NA | NA | NA | NA | Bivalvia indet.
000ffcfb-9ea0-44ad-a1d3-a000b180d400 | e0d808f9-77fb-4321-80eb-b86b4733e2b1 | LACMIP 17095.4 | inoceramidae | Inoceramidae | cataceramus | subundatus | NA | Cataceramus | subundatus | NA | Cataceramus subundatus (Meek, 1861)
00105f0e-4f02-4cf6-924d-24334aa36168 | 27f4bacb-b697-49a0-896d-883356825c69 | LACMIP 21589.7 | turritellidae | Turritellidae | turritella | peninsularis | quaylei | Turritella | peninsularis | quaylei | Turritella peninsularis quaylei Saul, 1983
0010a364-e56e-41a0-80da-bc7ec0f580f0 | aa2aa1a1-c6cb-47d7-9254-10a87f05a014 | LACMIP 23153.5 | turritellidae | Turritellidae | mesalia | martinezensis | NA | Mesalia | martinezensis | NA | Mesalia martinezensis (Gabb, 1869)
00112f80-1f0f-4cce-9f58-fb58142b4cea | 5b9c0097-95d3-457c-9a12-69d5a6b3c0ec | LACMIP 29233.34 | nuculidae | Nuculidae | acila | haidana | NA | Acila | haidana | NA | Acila (Truncacila) haidana Packard in Schenck, 1936
00113821-2386-425a-bfe7-b86b30c3571a | 4df5ade2-6242-402c-b44e-4f74a0f263af | LACMIP 8226.206 | naticidae | Naticidae | neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839)
0011e9dc-aea8-4909-b277-671f660572b0 | c8a22b89-070a-4101-b1fe-6bd3558ae098 | LACMIP 20187.59 | naticidae | Naticidae | neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839)
00121bbf-0162-47aa-9d66-70825c61853f | 3b4e0b4a-0529-42e9-8ca8-a31f1b18746c | LACMIP 129.10 | veneridae | Veneridae | leukoma | laciniata | NA | Leukoma | laciniata | NA | Leukoma laciniata (Carpenter, 1864)
0012598c-c37c-4d8c-a03f-26f4910b04df | 8db53592-bad0-4142-a4ac-3e73109c9a9e | LACMIP 25446.101 | buccinidae | Buccinidae | neptunea | tabulata | NA | Neptunea | tabulata | NA | Neptunea (Sulcosipho) tabulata (Baird, 1863)
0012ce1c-6297-4854-9a89-a4ea3627b960 | 8b13250e-5e43-48c2-a4ec-e77352a7c0dc | LACMIP 20341.1 | hiatellidae | Hiatellidae | panopea | whitfieldi | NA | Panopea | NA | NA | Panopea sp.
00130464-1faf-4526-be44-a8595f829352 | b61872a5-b278-446f-8834-99e070792e72 | LACMIP 421.73 | pectinidae | Pectinidae | spathochlamys | vestalis | NA | Spathochlamys | vestalis | NA | Spathochlamys vestalis (Reeve, 1853)
00139f82-3cb1-491f-a95a-c90207af164d | 989f4361-d944-4ff8-ac01-3c4ebb538265 | LACMIP 23637.185 | buccinidae | Buccinidae | “cominella” | lecontei | NA | “Cominella” | lecontei | NA | “Cominella” lecontei White, 1889
0013c23e-b64b-4737-9c7b-b8d8149934b8 | e7c33bee-f096-47d9-9ee0-b699eada698d | LACMIP 21054.29 | ostreidae | Ostreidae | ostrea | conchaphila | NA | Ostrea | conchaphila | NA | Ostrea conchaphila Carpenter, 1857
00141151-babc-484d-b904-02aced161e7a | 5f5e0c91-7158-4cac-9932-e1f5a5855d46 | LACMIP 7205.93 | calyptraeidae | Calyptraeidae | crepidula | dorsata | NA | Crepipatella | dorsata | NA | Crepipatella dorsata (Broderip, 1834)
0014b73a-4ca3-4937-8e99-c5cbb35ca431 | 220b3f78-5957-43c8-97c4-8154b3619b74 | LACMIP 2533.2188 | incertae sedis | Incertae sedis | NA | NA | NA | NA | NA | NA | Nematocera indet.
00150998-6357-44f4-9ffc-b8dd6b2fe00a | 825e53ba-6813-48ff-9fee-cc04e380f011 | LACMIP 6953.58 | ostreidae | Ostreidae | ostrea | conchaphila | NA | Ostrea | conchaphila | NA | Ostrea conchaphila Carpenter, 1857
0015396f-d1f6-48de-b015-6ebc1ea073cd | 7955b9a4-ad58-4547-92f7-73714bdf8781 | LACMIP 5848.2 | cancridae | Cancridae | romaleon | wahkiakumensis | NA | Romaleon | wahkiakumensis | NA | Romaleon wahkiakumensis (Berglund & Goedert, 1992)
00156735-151c-40ec-af32-e95b70c7abe5 | d19de809-af30-4ff7-b5a6-db4c552a3d24 | LACMIP 23225.542 | pseudomelatomidae | Pseudomelatomidae | rectiplanes | voyi | NA | Rectiplanes | voyi | NA | Rectiplanes voyi (Gabb, 1866)
0015acac-ae8e-4fef-89fd-3b142bbc33da | 9a6ca880-b352-4465-b01e-cda524b881ba | LACMIP 10843.10 | glycymerididae | Glycymerididae | glycymerita | huttoni | NA | Glycymerita | veatchii | NA | Glycymerita veatchii (Gabb, 1864)
0015fe85-ea75-4ac5-9c85-c1d33f6e7fa3 | b796ab8d-3911-41f9-a64d-2b0290c3b6f9 | LACMIP 41662.37 | NA | NA | NA | NA | NA | NA | NA | NA | Bryozoa indet.
00166dc8-789f-4fb1-95c7-e41f745fe098 | d24bfa37-2ab7-4bb9-b3cf-f2bfafe6a2ce | LACMIP 2056.4 | tegulidae | Tegulidae | tegula | funebralis | NA | Chlorostoma | funebralis | NA | Chlorostoma funebralis (A. Adams, 1855)
001714ef-e925-4325-9e53-cd936c8f6568 | b6c81107-63a8-4733-bac0-c3434524b7df | LACMIP 5868.196 | lucinidae | Lucinidae | lucinoma | annulata | NA | Lucinoma | annulatum | NA | Lucinoma annulatum (Reeve, 1850)
00173dc6-2ae1-4cfa-a04c-64f312920bfe | 472a09f7-dc72-496a-b55e-22bed92acd26 | LACMIP 31276.115 | mactridae | Mactridae | mactrotoma | californica | NA | Mactrotoma | californica | NA | Mactrotoma californica (Conrad, 1837)
00176285-ecef-4407-9105-3b16b92c9145 | 591250af-2ac8-4511-b86e-7d74e2fbf19d | LACMIP 41688.16 | arcidae | Arcidae | arca | sisquocensis | NA | Arca | sisquocensis | NA | Arca sisquocensis Reinhart, 1937
0017c563-b6a4-4d5f-8552-814d6d5bf31e | 19cddaa9-752a-482c-a95a-1d8106c4bbfc | LACMIP 2533.757 | hydrophilidae | Hydrophilidae | berosus | morticinus | NA | Berosus | morticinus | NA | Berosus (Berosus) morticinus (Heyden & Heyden, 1866)
00183af0-7b5a-4d2d-8ceb-90b50dbd375c | 77f1f34a-8f65-48fb-b9e5-c81416e640b1 | LACMIP 42035.85 | naticidae | Naticidae | neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839)

## Explore differences in the data

We can already see that there are some formatting differences between the data from the provider and that modified by the aggregator. For example, iDigBio converts all data to lowercase, which was historically useful for standardizing and indexing data across all of the recordsets represented in the iDigBio database. Family and genus names are capitalized by convention, so we will reformat those fields here:

    # Reformat aggregator fields to title case
    df_names <- df_names %>%
      mutate(aggregator_family = str_to_title(aggregator_family)) %>%
      mutate(aggregator_genus = str_to_title(aggregator_genus))

    # Subset `df_names` to show example
    df_names[1:5,] %>%
      select(-flags) %>%
      kable() %>%
      kable_styling(bootstrap_options = c("striped", "hover", "condensed"),
                    font_size = 12,
                    fixed_thead = T) %>%
      column_spec(c(4,6,7,8), color = "red") %>%
      scroll_box(width = "100%", height = "400px")

uuid | occurrenceID | catalogNumber | aggregator_family | provider_family | aggregator_genus | aggregator_species | aggregator_subspecies | provider_genus | provider_species | provider_subspecies | provider_scientificName
--- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | ---
000153f6-4861-4219-ac9e-f0d0f62fe60b | 0b6e2924-4b1a-4a18-a532-6c2d95962e95 | LACMIP 42500.14 | NA | NA | NA | NA | NA | NA | NA | NA | Clypeasteroida indet.
000249c8-5c27-4292-94a7-1802f4d1ca4b | 37ae5d77-073e-4713-aa54-92d7e0616fcf | LACMIP 16817.200 | Borsoniidae | Borsoniidae | Ophiodermella | NA | NA | Ophiodermella | NA | NA | Ophiodermella sp.
00028446-c91d-47f2-b036-2134f011e282 | 2933a74c-faeb-4519-9117-6000c9f43926 | LACMIP 2657.24 | Mactridae | Mactridae | Tresus | nuttallii | NA | Tresus | nuttallii | NA | Tresus nuttallii (Conrad, 1837)
00034f81-997b-499f-a176-ac2949facbb9 | aecc92f1-1994-41bf-988c-e095ce1ce030 | LACMIP 1195.4 | Fissurellidae | Fissurellidae | Puncturella | cooperi | NA | Puncturella | cooperi | NA | Puncturella cooperi Carpenter, 1864
00038886-e0ca-4893-b454-e90d75f1eaa7 | 07cfa54b-1f25-4ea2-a0f2-a812f4e0523c | LACMIP 16408.1 | Cirolanidae | Cirolanidae | Palaega | goedertorum | NA | Palaega | goedertorum | NA | Palaega goedertorum Wieder & Feldmann, 2016

Let’s use the power of R to filter out data that have not been modified so that we can focus on rows where the aggregator has made changes. As an example, we will look at rows where the genus name does not match between the provider and the aggregator:

    # Filter for rows where genus does not match
    df_names %>%
      filter(provider_genus != aggregator_genus) %>%
      kable() %>%
      kable_styling(bootstrap_options = c("striped", "hover", "condensed"),
                    font_size = 12,
                    fixed_thead = T) %>%
      column_spec(c(4,6,7,8), color = "red") %>%
      scroll_box(width = "100%", height = "400px")

uuid | occurrenceID | catalogNumber | aggregator_family | provider_family | aggregator_genus | aggregator_species | aggregator_subspecies | provider_genus | provider_species | provider_subspecies | provider_scientificName | flags
--- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | ---
00067a2d-5d0f-47d7-9072-4b9b7b89bd88 | e5e3733b-c1d8-4e8c-a435-9a8ac0bbcde4 | LACMIP 7290.22 | Potamididae | Potamididae | Cerithidea | californica | NA | Cerithideopsis | californica | NA | Cerithideopsis californica (Haldeman, 1840) | rev_geocode_eez , geopoint_low_precision , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
000ae0be-f613-43cf-a2bf-0eaefe5eedb8 | c3f51eee-ecc6-4d35-b05e-7b1dac915e7e | LACMIP 42035.31 | Conidae | Conidae | Conus | californicus | NA | Californiconus | californicus | NA | Californiconus californicus (Reeve, 1844) | geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, gbif_vernacularname_added , dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_multimedia_added , gbif_taxon_corrected , gbif_canonicalname_added
00113821-2386-425a-bfe7-b86b30c3571a | 4df5ade2-6242-402c-b44e-4f74a0f263af | LACMIP 8226.206 | Naticidae | Naticidae | Neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839) | rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
0011e9dc-aea8-4909-b277-671f660572b0 | c8a22b89-070a-4101-b1fe-6bd3558ae098 | LACMIP 20187.59 | Naticidae | Naticidae | Neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839) | geopoint_datum_error , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
00141151-babc-484d-b904-02aced161e7a | 5f5e0c91-7158-4cac-9932-e1f5a5855d46 | LACMIP 7205.93 | Calyptraeidae | Calyptraeidae | Crepidula | dorsata | NA | Crepipatella | dorsata | NA | Crepipatella dorsata (Broderip, 1834) | rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
00166dc8-789f-4fb1-95c7-e41f745fe098 | d24bfa37-2ab7-4bb9-b3cf-f2bfafe6a2ce | LACMIP 2056.4 | Tegulidae | Tegulidae | Tegula | funebralis | NA | Chlorostoma | funebralis | NA | Chlorostoma funebralis (A. Adams, 1855) | geopoint_low_precision , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, gbif_vernacularname_added , dwc_taxonomicstatus_added , dwc_originalnameusageid_added , gbif_canonicalname_added , gbif_taxon_corrected , idigbio_isocountrycode_added , dwc_genus_replaced , dwc_taxonid_added , dwc_parentnameusageid_added
00183af0-7b5a-4d2d-8ceb-90b50dbd375c | 77f1f34a-8f65-48fb-b9e5-c81416e640b1 | LACMIP 42035.85 | Naticidae | Naticidae | Neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839) | geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
001eb465-05cb-4ff1-9c7d-3b0217d1a03c | 00cc7a85-a440-40dd-955b-0e13a2a8ef98 | LACMIP 41678.50 | Naticidae | Naticidae | Neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839) | geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
002122b5-714f-4c17-8718-c8ff1d250c7b | 3e6695d5-5747-4c40-b562-05a2684d79da | LACMIP 21055.13 | Tegulidae | Tegulidae | Tegula | montereyi | NA | Chlorostoma | montereyi | NA | Chlorostoma montereyi (Kiener, 1850) | geopoint_datum_error , rev_geocode_eez , geopoint_low_precision , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, gbif_vernacularname_added , dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_genus_replaced , dwc_taxonomicstatus_added , gbif_taxon_corrected , dwc_taxonid_added , dwc_originalnameusageid_added , gbif_canonicalname_added
002440ab-2a15-46db-aa8f-c043b4e143dc | 37b0e696-1328-4c5d-9884-def9b9026df9 | LACMIP 16521.17 | Nassariidae | Nassariidae | Nassarius | perpinguis | NA | Caesia | perpinguis | NA | Caesia perpinguis (Hinds, 1844) | geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
0025fcb8-8f8d-48af-9662-a579cf631b99 | 6c739c75-5c26-4fd1-8520-55a1523614a9 | LACMIP 3936.94 | Epitoniidae | Epitoniidae | Epitonium | indianorum | NA | Hirtoscala | indianorum | NA | Hirtoscala indianorum (Carpenter, 1864) | rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, idigbio_isocountrycode_added , dwc_originalnameusageid_added , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
00317c86-c463-4c45-8c23-f9fdcd363a25 | d9d6e433-73e9-4e96-937c-fd381e329855 | LACMIP 66.873 | Naticidae | Naticidae | Glossaulax | draconis | NA | Euspira | draconis | NA | Euspira draconis (Dall, 1903) | rev_geocode_eez , geopoint_low_precision , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, gbif_vernacularname_added , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_multimedia_added , dwc_originalnameusageid_added , gbif_canonicalname_added , gbif_taxon_corrected , idigbio_isocountrycode_added , dwc_genus_replaced , dwc_parentnameusageid_added
0040542c-ed12-4dba-9246-325ab81cf27e | 99fad840-f82e-4e63-bb97-72acd55a2d8a | LACMIP 23393.9 | Chamidae | Chamidae | Pseudochama | exogyra | NA | Chama | exogyra | NA | Chama exogyra Conrad, 1837 | rev_geocode_eez , geopoint_low_precision , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, gbif_vernacularname_added , dwc_order_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_multimedia_added , dwc_originalnameusageid_added , gbif_canonicalname_added , gbif_taxon_corrected , idigbio_isocountrycode_added , dwc_genus_replaced , dwc_parentnameusageid_added
00420e9a-1b9d-4638-93e4-a14f20b23103 | bd22b32b-ab88-40ad-afe6-6b7310209185 | LACMIP 77.139 | Cardiidae | Cardiidae | Americardia | media | NA | Mexicardia | procerum | NA | Mexicardia procerum (Sowerby I, 1833) | geopoint_datum_error , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added , dwc_order_replaced , dwc_genus_replaced , dwc_specificepithet_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
0049f8e1-ed87-4c0e-81df-f03cd5012fb6 | 2db62d06-4c59-47d4-8a59-2ac19a5be256 | LACMIP 41838.8 | Ostreidae | Ostreidae | Ostrea | vespertina | NA | Dendostrea | vespertina | NA | Dendostrea vespertina (Conrad, 1854) | dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , gbif_taxon_corrected , idigbio_isocountrycode_added , gbif_canonicalname_added , dwc_scientificnameauthorship_replaced, dwc_order_replaced , dwc_taxonid_added , dwc_parentnameusageid_added , dwc_genus_replaced
004b9842-0e3c-463b-b7c6-da0259f63c88 | c68ca582-6b7c-4493-bb7b-dde68e5de18e | LACMIP 16815.14 | Columbellidae | Columbellidae | Alia | gausapata | NA | Mitrella | gausapata | NA | Mitrella gausapata (Gould, 1850) | geopoint_low_precision , rev_geocode_mismatch , gbif_reference_added , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , dwc_taxonid_added , gbif_taxon_corrected , idigbio_isocountrycode_added, gbif_canonicalname_added , dwc_parentnameusageid_added , taxon_match_failed , dwc_genus_replaced
00503f61-af2f-4882-ad6a-e59a9d9857a2 | b70b1004-32d6-4aff-a533-b17532db1c77 | LACMIP 25446.87 | Naticidae | Naticidae | Neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839) | geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
00584135-2041-44b5-896d-6e2eeac20295 | 28bd8af1-17c0-4b0a-8756-e3ae91ee48e8 | LACMIP 17848.45 | Cardiidae | Cardiidae | Cardium | brewerii | NA | Acanthocardia | brewerii | NA | Acanthocardia (Schedocardia) brewerii (Gabb, 1864) | geopoint_low_precision , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , gbif_taxon_corrected , idigbio_isocountrycode_added , gbif_canonicalname_added , dwc_scientificnameauthorship_replaced, dwc_order_replaced , dwc_taxonid_added , dwc_parentnameusageid_added , dwc_genus_replaced
0058566e-f0f5-4917-81b9-e717953b6d11 | e779e326-8582-4b57-98a2-210c9aafc60b | LACMIP 23386.27 | Nassariidae | Nassariidae | Nassarius | perpinguis | NA | Caesia | perpinguis | NA | Caesia perpinguis (Hinds, 1844) | rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
00591879-55a9-48df-afa5-32a637f47d5a | abdac336-68aa-4e5e-b4e1-73e44bb29c40 | LACMIP 229.44 | Nassariidae | Nassariidae | Nassarius | perpinguis | NA | Caesia | perpinguis | NA | Caesia perpinguis (Hinds, 1844) | geopoint_datum_error , geopoint_low_precision , gbif_reference_added , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , dwc_parentnameusageid_added , dwc_taxonid_added , gbif_taxon_corrected , idigbio_isocountrycode_added , gbif_vernacularname_added , gbif_canonicalname_added , dwc_originalnameusageid_added, dwc_genus_replaced
005bfaf1-a68a-4734-9d40-7826ce51f35d | 298e665b-66a1-423b-be7a-ec6b3dab277b | LACMIP 22413.169 | Naticidae | Naticidae | Neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839) | geopoint_datum_error , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
006495be-7f3d-4180-8940-2200c4f812e1 | e3532b29-4b90-41a5-9371-5aabd1acba10 | LACMIP 305.1256 | Pectinidae | Pectinidae | Pecten | healeyi | NA | Patinopecten | healeyi | NA | Patinopecten healeyi (Arnold, 1906) | geopoint_low_precision , rev_geocode_mismatch , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_order_replaced , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , gbif_taxon_corrected , gbif_canonicalname_added
006cad27-7f96-4a91-ac9d-e2e2f7be09f3 | 138071e2-b4a8-4624-8281-e2e2405f91ca | LACMIP 18090.4 | Ostreidae | Ostreidae | Ostrea | vespertina | NA | Dendostrea | vespertina | NA | Dendostrea vespertina (Conrad, 1854) | geopoint_low_precision , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , dwc_order_replaced , gbif_taxon_corrected , idigbio_isocountrycode_added , gbif_canonicalname_added , dwc_scientificnameauthorship_replaced, dwc_taxonid_added , dwc_parentnameusageid_added , dwc_genus_replaced
006fe4fa-483c-4d4f-a114-2b82e175b2e3 | c266471b-54e6-475d-973b-2e23b4253c49 | LACMIP 5574.68 | Muricidae | Muricidae | Pteropurpura | festiva | NA | Shaskyus | festivus | NA | Shaskyus festivus (Hinds, 1844) | geopoint_datum_error , rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_specificepithet_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_multimedia_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
0072ebfc-76a0-4ac0-ac09-750e611ce0e0 | e1a5e47c-bd29-41dd-9126-cf40d604f847 | LACMIP 40054.17 | Pectinidae | Pectinidae | Pecten | healeyi | NA | Patinopecten | healeyi | NA | Patinopecten healeyi (Arnold, 1906) | geopoint_datum_error , rev_geocode_eez , geopoint_low_precision , gbif_reference_added , dwc_taxonrank_replaced , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , dwc_taxonid_added , gbif_taxon_corrected , gbif_canonicalname_added , dwc_scientificnameauthorship_replaced, dwc_order_replaced , idigbio_isocountrycode_added , dwc_parentnameusageid_added , dwc_genus_replaced
007da931-eba7-459b-81d0-88018a478a38 | d99553e3-67e9-4fd1-82df-09ddd9ac4317 | LACMIP 1215.25 | Pachydiscidae | Pachydiscidae | Eupachydiscus | catarinae | NA | Pachydiscus | catarinae | NA | Pachydiscus (Neodesmoceras) catarinae (Anderson & Hanna, 1928) | geopoint_low_precision , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_genus_replaced , taxon_match_failed , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_multimedia_added , gbif_taxon_corrected , gbif_canonicalname_added
007f0bfc-7829-4507-b94a-61b48c2aaf57 | 193ad913-1629-4afa-a1de-c3ca4d379054 | LACMIP 7002.10 | Columbellidae | Columbellidae | Alia | gausapata | NA | Mitrella | gausapata | NA | Mitrella gausapata (Gould, 1850) | geopoint_datum_error , rev_geocode_eez , geopoint_low_precision , gbif_reference_added , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , gbif_taxon_corrected , idigbio_isocountrycode_added, gbif_canonicalname_added , dwc_taxonid_added , dwc_parentnameusageid_added , taxon_match_failed , dwc_genus_replaced
007f4e47-f6da-4749-8b92-8001b85d1581 | 65bc1734-d437-4ca8-a22c-38d3e44b3853 | LACMIP 10328.80 | Serpulidae | Serpulidae | Pyrgopolon | onyx | NA | Hamulus | onyx | NA | Hamulus onyx Morton, 1834 | geopoint_low_precision , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , gbif_taxon_corrected , idigbio_isocountrycode_added, gbif_canonicalname_added , dwc_taxonid_added , dwc_parentnameusageid_added , dwc_genus_replaced
0087bd4a-f55f-497b-9e22-33483a88bfec | 7153ae1c-75bd-4f8a-bf68-c90e452c0835 | LACMIP 76.18 | Lasaeidae | Lasaeidae | Aligena | trigonalis | NA | Isorobitella | trigonalis | NA | Isorobitella trigonalis (Carpenter, 1857) | geopoint_datum_error , rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_order_replaced , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
00886c2e-99cf-4793-bf03-7560789fbc7e | f21cb736-d86a-4752-846a-70a705b19d05 | LACMIP 10105.210 | Mactridae | Mactridae | Mactra | stantoni | NA | Cymbophora | stantoni | NA | Cymbophora stantoni (Arnold, 1908) | geopoint_low_precision , gbif_genericname_added , dwc_parentnameusageid_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, idigbio_isocountrycode_added , dwc_order_replaced , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , gbif_taxon_corrected , gbif_canonicalname_added
008924fa-cb1e-4353-81e4-743fc73b6fb8 | 7e313c7f-c58d-4bdb-9589-4cdae5a3cb45 | LACMIP 5041.29 | Vermetidae | Vermetidae | Thylacodes | squamigerus | NA | Serpulorbis | squamigerus | NA | Serpulorbis squamigerus (Carpenter, 1857) | geopoint_low_precision , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , gbif_taxon_corrected , dwc_scientificnameauthorship_replaced, dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_originalnameusageid_added , gbif_canonicalname_added
008d249e-a9b8-4654-b15f-bb7354e537aa | 280c5795-9370-4bbe-8d71-9af1441bd93a | LACMIP 25992.45 | Columbellidae | Columbellidae | Alia | gausapata | NA | Mitrella | gausapata | NA | Mitrella gausapata (Gould, 1850) | geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , dwc_parentnameusageid_added , idigbio_isocountrycode_added, dwc_genus_replaced , taxon_match_failed , dwc_taxonomicstatus_added , dwc_taxonid_added , gbif_taxon_corrected , gbif_canonicalname_added
0093696a-2330-4a86-8913-7ed35a2281d5 | 60b6851e-5919-49c2-88e3-081085400880 | LACMIP 5868.5 | Conidae | Conidae | Conus | californicus | NA | Californiconus | californicus | NA | Californiconus californicus (Reeve, 1844) | geopoint_datum_error , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, gbif_vernacularname_added , dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_multimedia_added , gbif_taxon_corrected , gbif_canonicalname_added
009e4a6e-9283-44f8-bd89-8ffe76475fac | 1b024d38-1f0c-47a1-832c-46a5fda6c00e | LACMIP 4804.14 | Epitoniidae | Epitoniidae | Epitonium | hindsii | NA | Hirtoscala | hindsii | NA | Hirtoscala hindsii (Carpenter, 1856) | geopoint_datum_error , geopoint_low_precision , gbif_reference_added , dwc_parentnameusageid_added , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , gbif_taxon_corrected , idigbio_isocountrycode_added , gbif_canonicalname_added , dwc_taxonid_added , dwc_originalnameusageid_added, dwc_genus_replaced
00a58d86-9cf9-4b88-9bf2-4f428ec4f6ba | 18215210-6352-4476-856f-40470062f081 | LACMIP 22387.54 | Glycymerididae | Glycymerididae | Glycymeris | major | NA | Glycymerita | major | NA | Glycymerita major (Stanton, 1896) | geopoint_low_precision , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , dwc_order_replaced , gbif_taxon_corrected , idigbio_isocountrycode_added , gbif_canonicalname_added , dwc_scientificnameauthorship_replaced, dwc_taxonid_added , dwc_parentnameusageid_added , dwc_genus_replaced
00a9677e-0262-4f78-b470-6541bb12dde0 | 51751506-dc91-4bc9-b113-e6460b9577b2 | LACMIP 22413.218 | Nassariidae | Nassariidae | Nassarius | perpinguis | NA | Caesia | perpinguis | NA | Caesia perpinguis (Hinds, 1844) | geopoint_datum_error , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
00b912fc-a225-4fbd-9b11-2ba629abcbfd | 9563b851-14e6-4f38-ab3c-972612d81b37 | LACMIP 64.264 | Vermetidae | Vermetidae | Thylacodes | squamigerus | NA | Serpulorbis | squamigerus | NA | Serpulorbis squamigerus (Carpenter, 1857) | geopoint_datum_error , geopoint_low_precision , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , gbif_taxon_corrected , dwc_scientificnameauthorship_replaced, dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_originalnameusageid_added , gbif_canonicalname_added
00bcb521-f6b3-4ec7-9b2e-b75770a795d5 | dad42ef7-f184-4d46-97f7-3ee288ff25fb | LACMIP 30123.64 | Cardiidae | Cardiidae | Cardium | coronaensis | NA | Pachycardium | coronaense | NA | Pachycardium coronaense (Packard, 1922) | geopoint_low_precision , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_order_replaced , dwc_genus_replaced , dwc_specificepithet_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , gbif_taxon_corrected , gbif_canonicalname_added
00bdf59a-c045-4302-80d6-525196c13c48 | 6618fa60-ce0a-4a5a-b6e1-30db73c0f0f7 | LACMIP 59.51 | Epitoniidae | Epitoniidae | Epitonium | indianorum | NA | Hirtoscala | indianorum | NA | Hirtoscala indianorum (Carpenter, 1864) | geopoint_datum_error , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, idigbio_isocountrycode_added , dwc_originalnameusageid_added , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
00cde2a9-08f6-467d-9358-996bc7ce69c5 | c281817d-2aa6-4fb9-8b69-59e32a0e1506 | LACMIP 2685.9 | Naticidae | Naticidae | Neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839) | geopoint_low_precision , gbif_reference_added , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , dwc_parentnameusageid_added , dwc_taxonid_added , gbif_taxon_corrected , idigbio_isocountrycode_added , gbif_vernacularname_added , gbif_canonicalname_added , dwc_originalnameusageid_added, dwc_genus_replaced
00dbae3f-9973-4ec4-9c8b-7d04d6f36783 | d264258b-f47f-481d-a26a-7964ae1923d1 | LACMIP 4396.20 | Naticidae | Naticidae | Neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839) | geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
00e15c79-866d-458b-b1a3-00c8288e6adb | b188a191-fb4e-406a-972e-7b2a4e51226e | LACMIP 7290.1 | Conidae | Conidae | Conus | californicus | NA | Californiconus | californicus | NA | Californiconus californicus (Reeve, 1844) | rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, gbif_vernacularname_added , dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_multimedia_added , gbif_taxon_corrected , gbif_canonicalname_added
01119912-24c7-4405-9c1a-d0bf723dbbc0 | 0769dc81-1085-49b7-b008-1f0ff48f9f34 | LACMIP 466.63 | Naticidae | Naticidae | Neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839) | geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
0118a4fb-46f3-4356-ad3b-26af888a937d | 6de8d7cc-242d-423e-ac04-f44f97ecefd0 | LACMIP 10908.1 | Trigoniidae | Trigoniidae | Protrigonia | NA | NA | Pterotrigonia | NA | NA | Pterotrigonia sp. | geopoint_low_precision , idigbio_isocountrycode_added , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , dwc_order_replaced , gbif_taxon_corrected , gbif_canonicalname_added , dwc_scientificnameauthorship_added, dwc_taxonid_added , dwc_parentnameusageid_added , dwc_genus_replaced
0135d386-8226-4907-92e5-04ed3ea51ef4 | 81af9fb2-45e1-4a0c-b8d9-a747756b3e85 | LACMIP 409.3 | Potamididae | Potamididae | Cerithidea | californica | NA | Cerithideopsis | californica | NA | Cerithideopsis californica (Haldeman, 1840) | geopoint_low_precision , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
013f124a-2b35-465d-affa-bcfbb27b879e | 1b3968bb-d69f-41e1-b4eb-1169b266c0a0 | LACMIP 23225.599 | Muricidae | Muricidae | Pteropurpura | festiva | NA | Shaskyus | festivus | NA | Shaskyus festivus (Hinds, 1844) | rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , dwc_specificepithet_replaced , dwc_taxonomicstatus_added , dwc_multimedia_added , gbif_taxon_corrected , gbif_canonicalname_added , dwc_originalnameusageid_added, idigbio_isocountrycode_added , dwc_genus_replaced , dwc_taxonid_added , dwc_parentnameusageid_added
013fd299-9bc2-4076-a3d1-444cd4cc1706 | 5cb1861c-621f-452c-9cba-c6bf0c8d8202 | LACMIP 10611.17 | Tegulidae | Tegulidae | Tegula | funebralis | NA | Chlorostoma | funebralis | NA | Chlorostoma funebralis (A. Adams, 1855) | geopoint_low_precision , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, gbif_vernacularname_added , dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_genus_replaced , dwc_taxonomicstatus_added , gbif_taxon_corrected , dwc_taxonid_added , dwc_originalnameusageid_added , gbif_canonicalname_added
0147e4c3-d7e4-4f23-924d-ce441d6589b9 | 39a94132-37b4-4e6d-b1f6-04499a9eaefb | LACMIP 21801.26 | Nassariidae | Nassariidae | Nassarius | perpinguis | NA | Caesia | perpinguis | NA | Caesia perpinguis (Hinds, 1844) | geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
0157b790-e96e-423b-a055-ff53537f1bc1 | f7602217-605f-4571-be3c-46dfa05269dc | LACMIP 97.40 | Muricidae | Muricidae | Pteropurpura | festiva | NA | Shaskyus | festivus | NA | Shaskyus festivus (Hinds, 1844) | rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_specificepithet_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_multimedia_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
0167d93a-186b-4c11-91b6-c245ebf384ea | 9d138c51-a4dc-4adc-96a5-70c828acba4a | LACMIP 18605.1 | Pectinidae | Pectinidae | Pecten | healeyi | NA | Patinopecten | healeyi | NA | Patinopecten healeyi (Arnold, 1906) | geopoint_low_precision , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_order_replaced , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , gbif_taxon_corrected , gbif_canonicalname_added
01696b3f-28e9-4312-b042-ae44fc1d149b | 36e386c3-105e-4151-9ccc-3c9d87594746 | LACMIP 2533.475 | Chironomidae | Chironomidae | Paracladius | NA | NA | Procladius | NA | NA | Procladius sp. | geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_parentnameusageid_added , dwc_datasetid_added , idigbio_isocountrycode_added , dwc_scientificnameauthorship_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , gbif_taxon_corrected , gbif_canonicalname_added
01774058-6b93-4f15-ae70-9e5c634af68d | 6e2d319f-f3a8-4a1a-b155-2242ef940c85 | LACMIP 1499.5 | Pterotrigoniidae | Trigoniidae | Notoscabrotrigonia | klamathonia | NA | Pterotrigonia | klamathonia | NA | Pterotrigonia klamathonia (Anderson, 1958) | geopoint_low_precision , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , gbif_taxon_corrected , dwc_scientificnameauthorship_replaced, dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_family_replaced , dwc_order_replaced , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_originalnameusageid_added , gbif_canonicalname_added
017cac70-9c5e-4189-9770-ecf7a82caf17 | a9e7efe1-92a2-4d19-9616-af3b260c681e | LACMIP 16204.2 | Ostreidae | Ostreidae | Ostrea | vespertina | NA | Dendostrea | vespertina | NA | Dendostrea vespertina (Conrad, 1854) | geopoint_low_precision , gbif_genericname_added , dwc_parentnameusageid_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, idigbio_isocountrycode_added , dwc_order_replaced , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , gbif_taxon_corrected , gbif_canonicalname_added
017d2baa-43b7-4cab-9fd2-4e2169edced6 | ca9e6925-b74d-49b6-9e4e-65fd138233af | LACMIP 10781.7 | Acteonellidae | Acteonellidae | Actaeonella | oviformis | NA | Acteonella | oviformis | NA | Acteonella oviformis Gabb, 1869 | geopoint_low_precision , dwc_taxonrank_replaced , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , gbif_taxon_corrected , gbif_canonicalname_added , dwc_scientificnameauthorship_replaced, dwc_taxonid_added , dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_genus_replaced
018dfa07-1327-49aa-8116-bdd6baac81aa | c5de5a63-9876-418a-a13a-3af22382938a | LACMIP 40054.16 | Epitoniidae | Epitoniidae | Epitonium | indianorum | NA | Hirtoscala | indianorum | NA | Hirtoscala indianorum (Carpenter, 1864) | geopoint_datum_error , rev_geocode_eez , geopoint_low_precision , gbif_reference_added , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , dwc_parentnameusageid_added , dwc_taxonid_added , gbif_taxon_corrected , idigbio_isocountrycode_added , gbif_canonicalname_added , dwc_scientificnameauthorship_replaced, dwc_originalnameusageid_added , dwc_genus_replaced
018eec44-bdca-432a-9144-9cb389f316d6 | 191b7400-5bef-4b56-8fc6-6c7c2d38b07f | LACMIP 7290.29 | Fasciolariidae | Fasciolariidae | Fusinus | luteopictus | NA | Hesperaptyxis | luteopictus | NA | Hesperaptyxis luteopictus (Dall, 1877) | rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
0195789f-94e0-4d52-84ae-5d0390035d84 | 2c3a785c-13d6-4430-8268-0a325eb965b3 | LACMIP 20259.1 | Pectinidae | Pectinidae | Pecten | opuntia | NA | Chlamys | opuntia | NA | Chlamys opuntia (Dall, 1898) | geopoint_low_precision , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_parentnameusageid_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, idigbio_isocountrycode_added , dwc_order_replaced , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_multimedia_added , gbif_taxon_corrected , gbif_canonicalname_added
019b6cfc-1525-4c0c-bfc3-40e5ba219ef0 | 1be3302f-e0b1-4703-a305-b045a4bcd079 | LACMIP 5062.114 | Vermetidae | Vermetidae | Thylacodes | squamigerus | NA | Serpulorbis | squamigerus | NA | Serpulorbis squamigerus (Carpenter, 1857) | geopoint_low_precision , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_genus_replaced , dwc_taxonomicstatus_added , gbif_taxon_corrected , dwc_taxonid_added , dwc_originalnameusageid_added , gbif_canonicalname_added
01b6d44b-1bb0-4a41-afcf-e266d991ccf1 | fad75362-a905-4985-b590-a42a7fc98d16 | LACMIP 226.65 | Nassariidae | Nassariidae | Nassarius | perpinguis | NA | Caesia | perpinguis | NA | Caesia perpinguis (Hinds, 1844) | geopoint_datum_error , rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
01b7ba89-5c9b-4c5e-8567-c6ec269ede31 | 26784e25-70f4-4d75-8a7b-2967dee7178a | LACMIP 21940.9 | Epitoniidae | Epitoniidae | Epitonium | indianorum | NA | Hirtoscala | indianorum | NA | Hirtoscala indianorum (Carpenter, 1864) | geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, idigbio_isocountrycode_added , dwc_originalnameusageid_added , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
01bb2dd9-2e1d-49a9-ae2d-4cc369d726ed | c99f4a65-b6f3-434d-9196-603969edef04 | LACMIP 10326.26 | Serpulidae | Serpulidae | Pyrgopolon | onyx | NA | Hamulus | onyx | NA | Hamulus onyx Morton, 1834 | geopoint_low_precision , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , gbif_taxon_corrected , idigbio_isocountrycode_added, gbif_canonicalname_added , dwc_taxonid_added , dwc_parentnameusageid_added , dwc_genus_replaced
01c171e8-dbb6-4d11-95f7-c267c1080553 | 7fc4e114-e3be-4874-9ff4-b33b3e5cbff6 | LACMIP 23647.17 | Pachydiscidae | Pachydiscidae | Eupachydiscus | grossouvrei | NA | Pachydiscus | buckhami | NA | Pachydiscus buckhami Usher, 1952 | geopoint_low_precision , dwc_taxonrank_replaced , gbif_genericname_added , dwc_parentnameusageid_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, idigbio_isocountrycode_added , dwc_genus_replaced , dwc_specificepithet_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_multimedia_added , gbif_taxon_corrected , gbif_canonicalname_added
01c194f0-6b5b-4161-8746-00965a6423ca | 90632594-92b8-4116-8b9f-19387ba4d014 | LACMIP 23165.10 | Glycymerididae | Glycymerididae | Glycymeris | major | NA | Glycymerita | major | NA | Glycymerita major (Stanton, 1896) | geopoint_low_precision , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , dwc_order_replaced , gbif_taxon_corrected , idigbio_isocountrycode_added , gbif_canonicalname_added , dwc_scientificnameauthorship_replaced, dwc_taxonid_added , dwc_parentnameusageid_added , dwc_genus_replaced
01d096ec-c783-4605-b49e-0609205532e1 | 41f39393-6a7f-4be7-94e2-03ce30ea195c | LACMIP 31263.78 | Naticidae | Naticidae | Neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839) | geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
01d3ad81-682f-4d15-8265-7bc5b1693259 | 30fc1ed1-b44a-4f8d-b1cc-14c09fceb8f6 | LACMIP 26980.18 | Bakevelliidae | Bakevelliidae | Gervillaria | alifera | NA | Gervillia | NA | NA | Gervillia sp. | geopoint_low_precision , dwc_taxonrank_replaced , dwc_specificepithet_added , gbif_genericname_added , dwc_datasetid_added , dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_scientificnameauthorship_added, dwc_order_replaced , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , gbif_taxon_corrected , gbif_canonicalname_added
0205cc71-a358-49e3-9b94-c15e92d16db4 | f1d27794-ef56-4c7d-8294-29743e2caf03 | LACMIP 23633.23 | Trigoniidae | Trigoniidae | Pleurotrigonia | jacobseni | NA | Pterotrigonia | evansana | NA | Pterotrigonia evansana (Meek, 1858) | geopoint_low_precision , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_order_replaced , dwc_genus_replaced , dwc_specificepithet_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , gbif_taxon_corrected , gbif_canonicalname_added
020ed019-afc2-45a9-bf36-6a38c306cd51 | e2e2f1a5-31a3-4b77-ab32-e6d897ccf046 | LACMIP 18601.4 | Pectinidae | Pectinidae | Pecten | healeyi | NA | Patinopecten | healeyi | NA | Patinopecten healeyi (Arnold, 1906) | geopoint_low_precision , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_order_replaced , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , gbif_taxon_corrected , gbif_canonicalname_added
0210ef77-9139-4602-8984-9d0ca01bd9ed | d172a61e-c537-4029-8563-59ffb4f62611 | LACMIP 8194.6 | Pterotrigoniidae | Trigoniidae | Notoscabrotrigonia | klamathonia | NA | Pterotrigonia | klamathonia | NA | Pterotrigonia klamathonia (Anderson, 1958) | geopoint_low_precision , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_family_replaced , dwc_order_replaced , dwc_genus_replaced , dwc_taxonomicstatus_added , gbif_taxon_corrected , dwc_taxonid_added , dwc_originalnameusageid_added , gbif_canonicalname_added
02183e26-5f4b-4b2c-93a3-ce4af35a6c2a | 9e8c52db-31fd-4d71-8d81-877864cc46f3 | LACMIP 11921.12 | Cerithiidae | Cerithiidae | Stylidium | eschrichtii | NA | Neostylidium | eschrichtii | NA | Neostylidium eschrichtii (Middendorff, 1849) | rev_geocode_eez , geopoint_low_precision , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
02190def-2a96-4aea-8efb-7e8ed39c2ccb | 1b669af4-3c97-4165-924d-a8f2e7eba839 | LACMIP 16862.121 | Pectinidae | Pectinidae | Pecten | healeyi | NA | Patinopecten | healeyi | NA | Patinopecten healeyi (Arnold, 1906) | geopoint_low_precision , rev_geocode_mismatch , gbif_reference_added , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_order_replaced , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , gbif_taxon_corrected , gbif_canonicalname_added
021b33b4-7fd7-4109-814a-735b5c14781e | 750fb2ec-7706-408b-be72-f57bef291e0c | LACMIP 6953.184 | Nassariidae | Nassariidae | Nassarius | perpinguis | NA | Caesia | perpinguis | NA | Caesia perpinguis (Hinds, 1844) | geopoint_datum_error , rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
0226d059-bb79-4f8d-8ae9-ef2b3280c19b | 0b01930b-c3ff-4052-8034-bfcc8ee3c00f | LACMIP 16520.155 | Naticidae | Naticidae | Neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839) | geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
023336f3-59a6-44c4-bfae-6bf009c5444c | 2e6952d9-ae1b-4ac8-b76b-293ee19ada30 | LACMIP 421.18 | Nassariidae | Nassariidae | Nassarius | perpinguis | NA | Caesia | perpinguis | NA | Caesia perpinguis (Hinds, 1844) | geopoint_datum_error , rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
023d255e-3614-4765-8b5f-75580f0b72b1 | 60318c6a-b4e8-420a-a320-ab34190a87aa | LACMIP 137.1 | Myidae | Myidae | Platydon | cancellatus | NA | Platyodon | cancellatus | NA | Platyodon cancellatus (Conrad, 1837) | geopoint_low_precision , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , dwc_order_replaced , gbif_taxon_corrected , idigbio_isocountrycode_added , gbif_canonicalname_added , dwc_scientificnameauthorship_replaced, dwc_taxonid_added , dwc_parentnameusageid_added , dwc_genus_replaced
023de46a-ebc1-4ed8-b870-893174e283f7 | 4a90361d-e784-459a-868e-bc15ba99eee2 | LACMIP 17650.56 | Naticidae | Naticidae | Neverita | reclusiana | NA | Glossaulax | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839) | geopoint_datum_error , rev_geocode_eez , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , gbif_vernacularname_added , idigbio_isocountrycode_added , dwc_originalnameusageid_added, dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_parentnameusageid_added , gbif_taxon_corrected , gbif_canonicalname_added
02458ba3-ae85-4fd3-ad6b-f4e7fddd0910 | 52105c17-8d1e-49ca-8a10-fc40d5ffa040 | LACMIP 29181.44 | Pterotrigoniidae | Trigoniidae | Notoscabrotrigonia | klamathonia | NA | Pterotrigonia | klamathonia | NA | Pterotrigonia klamathonia (Anderson, 1958) | geopoint_low_precision , dwc_taxonrank_replaced , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_family_replaced , dwc_order_replaced , dwc_genus_replaced , dwc_taxonomicstatus_added , gbif_taxon_corrected , dwc_taxonid_added , dwc_originalnameusageid_added , gbif_canonicalname_added
0258072d-5307-4d14-becd-9da6c164dc3d | 0e7fee00-1ffc-41ee-aa58-04f4e07070dd | LACMIP 129.13 | Calyptraeidae | Calyptraeidae | Crepidula | dorsata | NA | Crepipatella | dorsata | NA | Crepipatella dorsata (Broderip, 1834) | geopoint_datum_error , geopoint_low_precision , gbif_reference_added , dwc_parentnameusageid_added , dwc_taxonomicstatus_added , gbif_genericname_added , dwc_datasetid_added , gbif_taxon_corrected , idigbio_isocountrycode_added , gbif_canonicalname_added , dwc_taxonid_added , dwc_originalnameusageid_added, dwc_genus_replaced
026635d9-39c2-47d8-8a8e-3be6767f6c2a | b07122cd-dc9d-4a24-bdd2-c4f12358433c | LACMIP 228.37 | Conidae | Conidae | Conus | californicus | NA | Californiconus | californicus | NA | Californiconus californicus (Reeve, 1844) | geopoint_datum_error , geopoint_low_precision , gbif_reference_added , gbif_genericname_added , dwc_datasetid_added , dwc_scientificnameauthorship_replaced, gbif_vernacularname_added , dwc_parentnameusageid_added , idigbio_isocountrycode_added , dwc_genus_replaced , dwc_taxonomicstatus_added , dwc_taxonid_added , dwc_multimedia_added , gbif_taxon_corrected , gbif_canonicalname_added

When iDigBio makes modifications to data, these actions are recorded with data quality flags, for instance you will notice that all of the rows in the filtered data above have the flag “dwc_genus_replaced.” We could have used values in the flags field, like “dwc_genus_replaced,” to search for records back at the beginning of this demo. You can learn more about the flags that iDigBio uses here.

## Summarize differences in the data

If you want to make changes based on the modifications we have discovered here, it may be helpful to summarize the distinct modifications, as opposed to seeing them repeated across many individual specimen records. We can summarize the distinct modifications for genus names using the `group_by` and `tally` functions from the `dplyr` package.

    # Summarize modifications made to genus names
    df_names %>%
      filter(provider_genus != aggregator_genus) %>%
      # Because of the nature of scientific names, it makes sense to group data by
      # all of the primary fields that comprise a scientific name
      group_by(provider_genus, provider_species, provider_subspecies,
               aggregator_genus, aggregator_species, aggregator_subspecies,
               provider_scientificName) %>%
      # Count how many rows are affected by this modification made to genus name
      tally() %>%
      # Order by frequency of rows affected
      arrange(desc(n)) %>%
      kable() %>%
      kable_styling(bootstrap_options = c("striped", "hover", "condensed"),
                    font_size = 12,
                    fixed_thead = T) %>%
      column_spec(c(4,5,6), color = "red") %>%
      scroll_box(width = "100%", height = "400px")

provider_genus | provider_species | provider_subspecies | aggregator_genus | aggregator_species | aggregator_subspecies | provider_scientificName | n
--- | --- | --- | --- | --- | --- | --- | ---
Glossaulax | reclusiana | NA | Neverita | reclusiana | NA | Glossaulax reclusiana (Deshayes, 1839) | 12
Caesia | perpinguis | NA | Nassarius | perpinguis | NA | Caesia perpinguis (Hinds, 1844) | 8
Patinopecten | healeyi | NA | Pecten | healeyi | NA | Patinopecten healeyi (Arnold, 1906) | 5
Californiconus | californicus | NA | Conus | californicus | NA | Californiconus californicus (Reeve, 1844) | 4
Hirtoscala | indianorum | NA | Epitonium | indianorum | NA | Hirtoscala indianorum (Carpenter, 1864) | 4
Dendostrea | vespertina | NA | Ostrea | vespertina | NA | Dendostrea vespertina (Conrad, 1854) | 3
Mitrella | gausapata | NA | Alia | gausapata | NA | Mitrella gausapata (Gould, 1850) | 3
Pterotrigonia | klamathonia | NA | Notoscabrotrigonia | klamathonia | NA | Pterotrigonia klamathonia (Anderson, 1958) | 3
Serpulorbis | squamigerus | NA | Thylacodes | squamigerus | NA | Serpulorbis squamigerus (Carpenter, 1857) | 3
Shaskyus | festivus | NA | Pteropurpura | festiva | NA | Shaskyus festivus (Hinds, 1844) | 3
Cerithideopsis | californica | NA | Cerithidea | californica | NA | Cerithideopsis californica (Haldeman, 1840) | 2
Chlorostoma | funebralis | NA | Tegula | funebralis | NA | Chlorostoma funebralis (A. Adams, 1855) | 2
Crepipatella | dorsata | NA | Crepidula | dorsata | NA | Crepipatella dorsata (Broderip, 1834) | 2
Glycymerita | major | NA | Glycymeris | major | NA | Glycymerita major (Stanton, 1896) | 2
Hamulus | onyx | NA | Pyrgopolon | onyx | NA | Hamulus onyx Morton, 1834 | 2
Acanthocardia | brewerii | NA | Cardium | brewerii | NA | Acanthocardia (Schedocardia) brewerii (Gabb, 1864) | 1
Acteonella | oviformis | NA | Actaeonella | oviformis | NA | Acteonella oviformis Gabb, 1869 | 1
Chama | exogyra | NA | Pseudochama | exogyra | NA | Chama exogyra Conrad, 1837 | 1
Chlamys | opuntia | NA | Pecten | opuntia | NA | Chlamys opuntia (Dall, 1898) | 1
Chlorostoma | montereyi | NA | Tegula | montereyi | NA | Chlorostoma montereyi (Kiener, 1850) | 1
Cymbophora | stantoni | NA | Mactra | stantoni | NA | Cymbophora stantoni (Arnold, 1908) | 1
Euspira | draconis | NA | Glossaulax | draconis | NA | Euspira draconis (Dall, 1903) | 1
Gervillia | NA | NA | Gervillaria | alifera | NA | Gervillia sp. | 1
Hesperaptyxis | luteopictus | NA | Fusinus | luteopictus | NA | Hesperaptyxis luteopictus (Dall, 1877) | 1
Hirtoscala | hindsii | NA | Epitonium | hindsii | NA | Hirtoscala hindsii (Carpenter, 1856) | 1
Isorobitella | trigonalis | NA | Aligena | trigonalis | NA | Isorobitella trigonalis (Carpenter, 1857) | 1
Mexicardia | procerum | NA | Americardia | media | NA | Mexicardia procerum (Sowerby I, 1833) | 1
Neostylidium | eschrichtii | NA | Stylidium | eschrichtii | NA | Neostylidium eschrichtii (Middendorff, 1849) | 1
Pachycardium | coronaense | NA | Cardium | coronaensis | NA | Pachycardium coronaense (Packard, 1922) | 1
Pachydiscus | buckhami | NA | Eupachydiscus | grossouvrei | NA | Pachydiscus buckhami Usher, 1952 | 1
Pachydiscus | catarinae | NA | Eupachydiscus | catarinae | NA | Pachydiscus (Neodesmoceras) catarinae (Anderson & Hanna, 1928) | 1
Platyodon | cancellatus | NA | Platydon | cancellatus | NA | Platyodon cancellatus (Conrad, 1837) | 1
Procladius | NA | NA | Paracladius | NA | NA | Procladius sp. | 1
Pterotrigonia | evansana | NA | Pleurotrigonia | jacobseni | NA | Pterotrigonia evansana (Meek, 1858) | 1
Pterotrigonia | NA | NA | Protrigonia | NA | NA | Pterotrigonia sp. | 1

After reviewing the summarized data, you may wish to review individual specimens and possibly update their data. We can use the information from the summary above to search for the catalog numbers of which specimens to review.

    # Search for specimen records of an example modified genus name
    df_names %>%
      filter(provider_genus == "Glossaulax" & provider_species == "reclusiana") %>%
      select(catalogNumber)

    ##       catalogNumber
    ## 1   LACMIP 8226.206
    ## 2   LACMIP 20187.59
    ## 3   LACMIP 42035.85
    ## 4   LACMIP 41678.50
    ## 5   LACMIP 25446.87
    ## 6  LACMIP 22413.169
    ## 7     LACMIP 2685.9
    ## 8    LACMIP 4396.20
    ## 9     LACMIP 466.63
    ## 10  LACMIP 31263.78
    ## 11 LACMIP 16520.155
    ## 12  LACMIP 17650.56