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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141382	ENR	Martha J Harvey	1988-01-08	UHC-12386-49	8038914734	6664 Union St, Denver, CO, 80282	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-107902	ENR	Cynthia Watson	1978-02-21	UHC-09063-66	7822781156	3505 Grand Ave Apt 14, Orlando, FL, 32888	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113820	ENR	Bradley Perkins	2003-08-26	UHC-98736-97	4055901924	616 Lincoln Way, Sacramento, CA, 95898	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113680	ENR	Sarah X Austin	1975-03-10	UHC-05589-30	2729553883	8925 Hillcrest Rd, Eden Prairie, MN, 55335	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120139	ENR	Roger R Aguilar	—	UHC-34944-90	7769273954	6818 Baseline Rd, Minneapolis, MN, 55482	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-139059	ENR	Ethan I Castro	1984-01-21	UHC-21336-48	4444957754	1475 Main St, Nashville, TN, 37254	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-106886	ENR	Santiago I Reed	1939-10-16	UHC-78931-81	6168328261	2480 Harbor Blvd, Austin, TX	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-114550	ENR	Gabryel L Harrison	1947-08-24	UHC-73884-55	—	2663 Meadow Ln, Jacksonville, FL, 32291	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-139354	ENR	Dylan D Warren	1952-05-22	UHC-65940-02	2614287832	2857 Main St, San Diego, CA, 92134	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141441	ENR	George Jordan	2007-12-15	UHC-51226-22	7383266349	9029 Mountain View Dr, Mesa, AZ, 85201	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103921	ENR	Karen S Barnes	1974-05-22	UHC-31221-53	8638201592	5968 Harbor Blvd, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136847	ENR	Steven K Cole	1982-09-07	UHC-97690-65	8198040252	5310 Sunset Blvd, Glendale, AZ, 85378	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114233	ENR	Carolyn H Wong	1977-01-09	UHC-08618-64	9184250815	2259 Highland Ave, Sacramento, CA, 95840	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-130859	ENR	Paul Lawson	1967-01-26	UHC-77158-43	8338077978	3409 Elm St, Tempe, AZ, 85233	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141872	ENR	Donna Kennedy	1992-12-05	UHC-09408-30	3328963228	2000 Canyon Rd, Nashville, TN, 37271	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114800	ENR	Jak V Guerrero	1992-12-04	UHC-47990-80	3945006227	197 Sage Ct, Chandler, AZ, 85226	0.62	Street suffix standardised Address re-cased State name converted to code Email lower-cased+3 more
ENR-117230	ENR	Angela Greene	1983-06-07	UHC-22046-69	9108073288	9228 Ocean Ave, Glendale, AZ, 85369	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137442	ENR	Victoria L Coleman	1979-06-14	UHC-48374-66	—	7682 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-113844	ENR	Grace Ortega	1962-04-12	UHC-94521-16	3376109694	8559 Meadow Ln, Nashville, TN, 37280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104611	ENR	Kevin Turner	1981-03-07	UHC-30904-19	3493617366	3268 Elm St, Gilbert, AZ, 85200	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110805	ENR	Jonathan Sandoval	1962-03-06	UHC-01777-85	8107213077	5390 Maple Ave, San Diego, CA, 92106	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123702	ENR	Margaret Q Perry	1969-11-26	UHC-92594-86	8677260266	833 Apache Blvd, Scottsdale, AZ, 85209	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-131416	ENR	Ann Howell	1940-07-26	UHC-63778-36	4469623808	167 Sunset Blvd, Phoenix, AZ, 85051	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116597	ENR	Mark J Clark	1939-01-17	UHC-77659-24	3398161429	5557 Meadow Ln # 161, Sacramento, CA, 95837	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-137260	ENR	Jeremy Green	1999-09-19	UHC-75643-38	2804977407	638 Meadow Ln, Gilbert, AZ, 85272	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114570	ENR	Henry Peters	1946-04-15	UHC-24087-69	2908779119	7036 Central Ave, Tempe, AZ, 85230	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138037	ENR	Rachel Lopez	1988-02-12	UHC-33532-68	5638886399	4269 Market St, Columbus, OH, 43209	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104075	ENR	Arthur P Schulltz	1979-11-14	UHC-88993-69	5219637228	7879 Forest Ave, Seattle, WA, 98192	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-137391	ENR	Heather Evans	1974-02-07	UHC-73056-65	—	2793 Elm St, Atlanta, GA, 30316	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106788	ENR	Jacqueline Williams	1962-04-22	UHC-76657-21	3746730146	949 Lake View Rd, Tampa, FL, 33659	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138663	ENR	Anthony Hudson	1950-11-25	UHC-90438-50	4684483691	4131 Baseline Rd, Charlotte, NC, 28221	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106352	ENR	Brown Diana	1946-05-23	UHC-33049-18	5719152190	6494 Central Ave, Houston, TX, 77015	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107955	ENR	Elizabeth N Sanders	1955-07-26	UHC-72782-19	6746130166	7759 Sunset Blvd, Atlanta, GA	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-112302	ENR	Mateo F Padilla	1938-04-21	UHC-63917-46	2684978011	8385 Forest Ave, San Diego, CA, 92113	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-107299	ENR	Olivia Mason	2005-01-07	UHC-90490-25	7237419526	9078 Sunset Blvd, Tucson, AZ, 85770	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-102368	ENR	Elijah J Burke	1962-02-27	UHC-82583-53	—	5337 Park Pl, Scottsdale, AZ, 85277	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-111404	ENR	Jerry I Price	1995-10-18	UHC-72503-97	9795004016	7498 Forest Ave Apt 32, San Antonio, TX, 78292	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-117750	ENR	Ethan S Hernandez	1990-10-24	UHC-16392-66	6976975727	2044 Park Pl, Columbus, OH, 43227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118697	ENR	Kayla R Nunez	2002-09-15	UHC-82450-62	5919393165	317 Meadow Ln, Atlanta, GA, 30351	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102698	ENR	Juan Q Riley	—	UHC-79569-94	9857441546	4389 Canyon Rd, Tampa, FL, 33697	0.62	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+3 more
ENR-125343	ENR	Albert U Jenkins	1945-10-04	UHC-04855-81	6174537954	8782 Grand Ave, Houston, TX, 77076	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128223	ENR	Kimberly H Harvey	1960-01-28	—	—	1939 Palm Dr, Miami, FL, 33153	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-105222	ENR	Danielle Kim	1952-07-11	UHC-79152-15	4304538765	2296 Mountain View Dr, Tampa, FL, 33624	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115300	ENR	Wei Schmidt	1999-03-17	UHC-77674-75	—	4870 Pine Dr, Tempe, AZ, 85210	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-113283	ENR	Julie H Sims	1980-02-25	UHC-52677-23	5126944707	4819 Valley View Dr, San Antonio, TX, 78220	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104715	ENR	Yuki N McDonald	—	UHC-33344-40	—	8386 Spring St, Sacramento, CA, 95893	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-103390	ENR	Anthony J Hoffman	1978-01-02	UHC-25832-74	5863016837	7546 Main St, Mesa, AZ, 85263	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117378	ENR	Omar Greene	1983-10-05	UHC-20535-09	3059045568	1583 Mountain View Dr, Los Angeles, CA, 90045	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128908	ENR	Priya Allen	1991-02-12	UHC-44110-15	5752796999	4591 Maple Ave, Tampa, FL, 33688	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132679	ENR	Jeremy Gilbert	1977-02-25	—	8279693160	9363 Valley View Dr, Columbus, OH, 43275	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more

8,934 rows, page 45 of 179Previous Next