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

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110437	ENR	Andrea Marshall	1967-04-12	UHC-19707-52	8385072948	1561 Cedar Ln, Sacramento, CA, 95814	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134023	ENR	Camila Herrera	1946-01-08	UHC-53583-98	4765411019	6176 Park Pl, Glendale, AZ, 85380	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108746	ENR	Marianna Simmons	1954-11-18	UHC-37203-81	8462721761	5200 Desert Sky Blvd # 406, Tempe, AZ, 85279	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-117438	ENR	Andrew H Montgomery	—	UHC-31571-55	4409979938	4498 Sunset Blvd, Columbus, OH, 43296	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-132274	ENR	Diane Morales	1958-05-02	UHC-58169-52	3276320176	6994 Jefferson Ave, Seattle, WA, 98122	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137932	ENR	Ruth S Munoz	1954-08-01	UHC-01549-46	4287928428	633 Canyon Rd, Houston, TX, 77016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121478	ENR	Arjun Nichols	1966-02-17	UHC-12348-84	4226692920	2526 Maple Ave, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118556	ENR	Debra Y Campbell	2006-09-23	UHC-98880-48	5842781594	1580 Willow Ct # 410, Houston, TX, 77079	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-111818	ENR	Alex Torres	1960-08-17	UHC-79406-78	8047436784	5623 Hillcrest Rd, Houston, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136836	ENR	Kathleen Hudson	1949-01-18	UHC-81595-06	7937086911	7360 Church St, Miami, FL, 33100	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127686	ENR	Roger I Thomas	1953-10-06	UHC-41176-15	8967664439	3688 Sunset Blvd, Dallas, TX, 75206	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119882	ENR	Gloria G Wagner	1996-10-14	UHC-43173-28	2969507994	928 Forest Ave, Plano, TX, 75051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139697	ENR	Brenda Y Vgea	1973-12-15	UHC-61619-78	9328303791	1299 Ridge Rd, Orlando, FL, 32860	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114903	ENR	Amber Torres	1979-09-11	UHC-33887-71	8048052262	5784 Apache Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114904	ENR	Amber Torres	1979-09-11	UHC-33887-71	8048052262	5784 Apache Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114993	ENR	Shirley Le	1982-02-01	UHC-57383-12	8314009761	6940 Camelback Rd, Jacksonville, FL, 32258	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-104806	ENR	Park Y Jonathan	1983-01-09	UHC-23547-97	9109207532	457 Sunset Blvd, Scottsdale, AZ, 85264	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121617	ENR	Nicholas Mtichell	1956-08-22	UHC-35788-46	6382142205	263 Grand Ave, Jacksonville, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118832	ENR	Roger Wheeler	1951-05-03	UHC-53655-70	2474379538	7260 Jefferson Ave, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141829	ENR	Jason R Hernandez	1946-12-19	UHC-57671-39	4794555954	841 Harbor Blvd, Mesa, AZ, 85208	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105265	ENR	Steven K Guzman	2001-11-20	—	6762258210	6461 Mesa Dr, Las Vegas, NV, 89120	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129973	ENR	Brenda G Perkins	1955-04-23	UHC-39770-36	8636639481	5557 Harbor Blvd, Austin, TX, 78763	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107291	ENR	Katherine Ramos	1980-03-28	UHC-96787-07	2018711929	6388 Union St, Tempe, AZ, 85217	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136061	ENR	Thomas Marshall	1961-04-01	UHC-23154-17	9035595318	7733 Cedar Ln, Eden Prairie, MN, 55377	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127505	ENR	Catherine C Luna	1948-09-03	UHC-59730-77	9143892351	2220 Market St, Scottsdale, AZ, 85290	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101563	ENR	Shirly Hayes	1958-10-25	UHC-53138-46	5513647709	114 Church St, Las Vegas, NV, 89146	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111318	ENR	Steven Burns	1978-08-12	UHC-52339-52	7487036743	6845 Elm St, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-108339	ENR	Alexis H Robinson	1959-01-05	—	9708331418	7013 Union St Apt 17, Mesa, AZ, 85246	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140717	ENR	Camila Schmidt	1963-11-21	UHC-25491-14	7645423283	7202 Market St, Las Vegas, NV, 89115	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113316	ENR	Eugene T Wallace	1967-02-06	UHC-13474-61	3775827333	804 Grand Ave, Charlotte, NC, 28291	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-134029	ENR	Madison Collins	1977-02-18	UHC-42951-30	4895727061	8373 Lincoln Way, Scottsdale, AZ, 85211	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130574	ENR	Emma M Garrett	1972-05-20	UHC-15927-63	2863793586	4651 Pine Dr, Plano, TX, 75019	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112630	ENR	Donald Vazquez	1960-05-26	UHC-40919-31	3556126829	1869 Mesa Dr, Scottsdale, AZ, 85210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129930	ENR	Ryan Perkins	1944-11-25	UHC-46441-06	3955422392	2850 Highland Ave, Los Angeles, CA, 90078	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112609	ENR	Bradley I Bishop	1993-11-05	UHC-27079-25	6598252726	4050 Meadow Ln Apt 2, Nashville, TN, 37283	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-125742	ENR	Camila O Castro	2003-05-15	UHC-14882-38	6528594318	5948 Pine Dr, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107502	ENR	Abigail T Little	1976-10-18	UHC-77190-83	4514229141	7922 Apache Blvd # 777, Fresno, CA, 93788	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-133258	ENR	Jason U Yang	2005-08-12	UHC-26238-79	7175095041	786 Main St, San Antonio, TX, 78295	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138321	ENR	Theresa Stephens	1963-10-20	UHC-65181-56	8785544791	5288 Market St, Tempe, AZ, 85225	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113695	ENR	Rebecca S Spencer	1981-04-06	UHC-40057-75	7437495281	5824 Bayshore Dr, Houston, TX, 77006	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129869	ENR	Ethan L Fernadez	2000-08-05	UHC-55755-30	9734901084	3381 Church St, San Diego, CA, 92166	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141182	ENR	Sharon A Reid	1959-02-26	UHC-09861-29	5532564040	2290 Meadow Ln, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109261	ENR	Brian E Vazquez	1961-09-24	UHC-59626-83	7164689741	7029 Central Ave, Los Angeles, CA, 90048	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-133049	ENR	Wayne Allen	1970-09-04	UHC-88054-22	6023760712	5414 Spring St, Tampa, FL	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-113240	ENR	Jason M Mills	1987-04-22	UHC-72396-45	3524226638	2460 Grand Ave, Tampa, FL, 33639	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107633	ENR	Jake Sullivan	2008-05-24	UHC-00506-22	4307661580	1349 Ocean Ave, Scottsdale, AZ, 85292	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140402	ENR	Wayne Roberts	1976-04-16	UHC-40291-13	7748769308	5652 Canyon Rd, Austin, TX, 78724	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128493	ENR	Patricia Li	1970-12-22	UHC-70875-63	2878080925	7272 Palm Dr, Las Vegas, NV, 89184	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138243	ENR	Logan George	2001-11-04	UHC-61499-96	6516080473	8208 Grand Ave Apt 20, Fresno, CA, 93761	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-116302	ENR	Omar Reyes	1965-10-23	UHC-05993-47	3578340685	4469 Harbor Blvd, Charlotte, NC, 28275	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 115 of 564Previous Next