Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Provider network, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23835	PRV	Frances Fields	1951-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25066	PRV	Dick Jacobs	1974-12-03	UHC-92645-71	2947781536	6914 Lincoln Way, Tucson, AZ, 85780	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
PRV-26187	PRV	Stephanie Harper	1964-06-15	UHC-74220-77	4434033199	2829 Cedar Ln, Orlando, FL	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-20818	PRV	Catherine Cook	1990-06-20	UHC-04400-74	6793246419	9282 Church St, Atlanta, GA, 30369	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-25504	PRV	Ashley Thompson	1999-11-22	UHC-62776-77	4078435113	8765 Central Ave, Eden Prairie, MN	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
PRV-27662	PRV	Kevin V Knight	1953-01-22	—	8899796016	7111 Ridge Rd, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22669	PRV	Santiago McDonald	1991-02-20	—	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26082	PRV	Sara Hanson	1993-07-16	UHC-23621-71	6265279615	2711 Sage Ct, Charlotte, NC, 28237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22813	PRV	Denise F Lopez	1984-03-27	—	8946613553	5822 Hillcrest Rd, Minneapolis, MN	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-22829	PRV	Aisha Mason	2002-10-17	UHC-99034-92	4116705178	5568 Hillcrest Rd, San Diego, CA, 92148	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20653	PRV	Gary Munoz	1965-10-25	UHC-01867-73	7376018815	8538 Ocean Ave, Nashville, TN, 37225	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28815	PRV	Jshua Stewart	1988-02-15	—	6618979534	1223 Sunset Blvd # 828, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-20990	PRV	Patrick Olson	1993-11-18	UHC-19445-85	8122132692	3332 Central Ave, Eden Prairie, MN, 55372	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20538	PRV	Madison J Welch	1946-12-10	UHC-40299-97	5966626268	2397 Hillcrest Rd, Phoenix, AZ, 85076	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25816	PRV	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20978	PRV	Rcahel Maldonado	1940-03-05	—	3004230351	1474 Ridge Rd # 742, Sacramento, CA, 95818	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27510	PRV	Virginia Graham	1965-09-01	UHC-41763-34	2764573892	4219 Mesa Dr, Austin, TX, 78789	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20835	PRV	James Reid	2008-10-13	UHC-04022-72	8103721681	5685 Sage Ct, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted ZIP missing Email lower-cased+3 more
PRV-28132	PRV	Brandon Bennett	1939-08-21	UHC-20776-28	8373045542	1280 Camelback Rd, Tucson, AZ, 85732	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
PRV-22844	PRV	Anthony S Phillips	1950-01-11	UHC-18242-24	5786686154	6503 Lake View Rd, Charlotte, NC, 28260	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21636	PRV	Willie Schmidt	1978-04-21	UHC-26025-53	4779530898	5446 Forest Ave, Charlotte, NC, 28201	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24234	PRV	George Jensen	1951-03-02	UHC-18575-03	4303150474	4915 Highland Ave, Columbus, OH, 43237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25697	PRV	Judith Herrera	2000-05-21	—	5244278363	1589 Meadow Ln, Austin, TX, 78752	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29258	PRV	Jonathan Meyer	1993-07-27	UHC-33815-73	9179306798	5475 Baseline Rd, Atlanta, GA, 30368	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21137	PRV	Jesse Ryan	1984-11-25	—	5747534802	1048 Mesa Dr, Glendale, AZ, 85303	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21926	PRV	Camila Santiago	1940-08-03	UHC-21140-26	5508216953	1728 Valley View Dr, Scottsdale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23773	PRV	Lawrence King	1953-12-26	—	2084035748	569 Ridge Rd, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24981	PRV	Brenda Dunn	1966-10-10	—	—	5964 Church St, Fresno, CA, 93745	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-24072	PRV	Joan Alvarado	1946-07-21	UHC-00087-63	8823688818	8314 Forest Ave Apt 24, Miami, FL, 33182	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-27982	PRV	Bryan O Burke	1998-09-15	UHC-45325-26	7426339903	8698 Bayshore Dr, Dallas, TX, 75228	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23412	PRV	Theresa U Richards	1968-04-08	—	4569637577	5657 Ridge Rd, Las Vegas, NV, 89140	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25061	PRV	Sarah Jenkins	1938-04-18	—	—	4815 Ridge Rd, Orlando, FL, 32889	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24622	PRV	Hannah Dunn	1973-09-11	UHC-05051-44	4698171397	9272 Mountain View Dr, Dallas, TX, 75217	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-26406	PRV	Philip Andrews	1970-08-06	—	9803898782	5061 Elm St, Nashville, TN, 37274	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26282	PRV	Katherine V Willis	1995-08-27	—	—	7286 Market St, Tampa, FL, 33675	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-22720	PRV	Scott Johnston	1991-06-01	UHC-09585-03	5782113159	8261 Pine Dr, San Diego, CA, 92181	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24444	PRV	Jannet Hernandez	1956-04-08	UHC-93819-19	9423625956	5958 Meadow Ln, Tampa, FL, 33687	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22127	PRV	Grace Phillips	1939-01-26	—	2322617469	7250 Pine Dr, Houston, TX, 77002	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25953	PRV	Daniel Webb	1951-10-12	UHC-29575-59	3948521162	4456 Harbor Blvd, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27713	PRV	Joe S Mills	1948-12-08	—	8457087300	2003 Mountain View Dr # 463, Miami, FL, 33167	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21229	PRV	Daniel O Duncan	1938-07-21	—	7425243732	6999 Canyon Rd, Houston, TX, 77066	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22213	PRV	Camila Sandoval	—	—	6153861685	7717 Ocean Ave, Jacksonville, FL, 32220	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22203	PRV	Joan Duncan	1950-01-11	UHC-35968-68	9008536637	8323 Spring St, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20216	PRV	Karen T Rojas	1996-05-21	UHC-95344-65	9038384737	6039 Sage Ct # 528, Miami, FL, 33184	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24701	PRV	Aaron T Simpson	2005-05-22	UHC-21933-26	6439817281	659 Washington St, Miami, FL, 33175	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26735	PRV	Vincent Russll	1998-07-01	—	7283810394	1656 Maple Ave, Eden Prairie, MN, 55319	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26736	PRV	Vincent Russll	1998-07-01	—	7283810394	1656 Maple Ave, Eden Prairie, MN, 55319	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20537	PRV	Jeremy Bailey	1956-06-22	—	4675944062	2491 Cedar Ln, Fresno, CA, 93755	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28018	PRV	Matthew Padilla	1988-06-22	UHC-76766-77	7206064212	4283 Valley View Dr, San Diego, CA, 92134	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21066	PRV	Catherine Herrera	1959-05-15	UHC-29635-57	9716543306	6478 Canyon Rd, San Antonio, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

5,467 rows, page 21 of 110Previous Next