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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126508	ENR	Rebecca E Holmes	1957-06-16	UHC-55997-48	6694600338	5775 Grand Ave, Minneapolis, MN, 55401	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-107512	ENR	Zachary D Thompson	1973-11-22	UHC-15871-31	7147971276	1881 Ridge Rd, Scottsdale, AZ, 85213	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-116913	ENR	Judith E Dunn	1974-06-08	UHC-01652-57	4669492533	52 Lake View Rd, Atlanta, GA, 30375	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-102994	ENR	Brandon W Russell	1988-12-24	UHC-06169-41	3012852333	2850 Highland Ave, Las Vegas, NV, 89142	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-131705	ENR	Gloria Morgan	1956-03-18	UHC-10264-85	7904552356	8810 Jefferson Ave, Charlotte, NC, 28251	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-140851	ENR	Cynthia Walsh	1941-10-18	UHC-88080-45	4149704324	4910 Oak St, Tucson, AZ, 85775	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-113510	ENR	Becky G Elliott	1951-07-04	UHC-15131-53	4794127303	1001 Lincoln Way, Columbus, OH, 43213	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Placeholder values cleared
ENR-102911	ENR	Hiroshi N Keley	1977-12-16	UHC-89921-68	5736294678	1459 Jefferson Ave, Miami, FL, 33136	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-138655	ENR	Nancy Fernandez	1953-08-14	UHC-17195-77	5598478940	8761 Desert Sky Blvd, Dallas, TX, 75263	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-124712	ENR	Joyce Marshall	1953-11-22	UHC-48836-54	3108767176	3833 Hillcrest Rd Apt 15, Scottsdale, AZ, 85275	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed
ENR-127728	ENR	Matteo N Hughes	1965-05-14	UHC-97145-41	3842456609	—	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Placeholder values cleared
ENR-136885	ENR	Jack Bishop	1943-04-02	UHC-95340-02	4489283197	411 Washington St, San Antonio, TX, 78280	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-130661	ENR	Amber Wells	1953-04-11	UHC-80479-97	8446790447	3814 Palm Dr, Eden Prairie, MN, 55386	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-108096	ENR	Ralph W McDonald	1952-03-04	UHC-67915-66	7408701441	2903 Forest Ave, Atlanta, GA, 30304	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed
ENR-132661	ENR	Judith H Austin	1948-11-12	UHC-16752-93	4458688624	1210 Maple Ave, Sacramento, CA, 95846	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
ENR-111208	ENR	Judy Q Valdez	1973-01-24	UHC-68274-57	7167702849	4791 Apache Blvd, Tucson, AZ, 85763	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-103339	ENR	Adam Long	2008-07-05	UHC-08708-37	2146031253	217 Valley View Dr, Plano, TX, 75043	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-120150	ENR	Ryan L White	1997-06-15	UHC-97161-39	5548943833	1067 Oak St, Austin, TX, 78761	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-120151	ENR	Ryan L White	1997-06-15	UHC-97161-39	5548943833	1067 Oak St, Austin, TX, 78761	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-138688	ENR	Mary Henry	—	UHC-01663-34	9417262912	7201 Washington St, Fresno, CA, 93742	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-139723	ENR	Mei Reid	1977-09-04	UHC-17477-15	7824678194	7400 Meadow Ln, Eden Prairie, MN, 55382	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-116646	ENR	Richard S Schultz	1986-05-11	UHC-71363-50	8635795338	6810 Church St, Mesa, AZ, 85239	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-104765	ENR	Daniel Moreno	1998-12-25	UHC-23626-94	6303292198	5133 Broadway, Eden Prairie, MN, 55358	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-103230	ENR	Douglas Morgan	1974-01-02	UHC-20227-50	7783900003	4328 Grand Ave, Chandler, AZ, 85207	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-137821	ENR	Samantha H Bell	1970-12-02	—	6409890536	5505 Church St # 994, Tampa, FL, 33695	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-111567	ENR	Dylan Bailey	1960-05-07	UHC-82883-31	7243237361	4044 Sunset Blvd, Los Angeles, CA, 90003	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-118831	ENR	Deborah A Yang	1976-08-28	UHC-58910-71	7577520889	4152 Lincoln Way, Orlando, FL, 32843	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-103571	ENR	Steven A Bell	1987-01-22	UHC-72953-34	3185914211	1075 Palm Dr, Charlotte, NC, 28299	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-141073	ENR	John Reyes	1977-05-18	UHC-60362-37	8355237269	1849 Union St, Miami, FL, 33196	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-115447	ENR	Jeffrey N Wagner	1981-04-19	UHC-02624-89	7676570707	8796 River Rd, Nashville, TN, 37299	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed
ENR-141100	ENR	Stephen L Butler	2000-08-09	UHC-10227-99	6233879235	1461 Pine Dr, Atlanta, GA, 30354	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-138611	ENR	Carl Perry	1950-03-05	UHC-98328-67	7996256221	9077 Spring St, Miami, FL, 33195	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-106240	ENR	Olivia Clark	1975-04-28	UHC-23263-97	9652917613	3673 Oak St, Orlando, FL, 32812	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-128932	ENR	Alexander Evans	1947-07-02	UHC-86087-84	8467082148	5675 Lake View Rd, Sacramento, CA, 95843	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-102260	ENR	Roger P Wagner	2002-02-22	UHC-09506-68	8269287966	1507 Central Ave, Minneapolis, MN, 55458	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-128281	ENR	Diana K Webb	1967-05-27	UHC-08113-64	7994065836	5776 Oak St, Scottsdale, AZ, 85244	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-122227	ENR	Billy V Ruzi	1994-10-09	UHC-56250-23	—	4316 Broadway, Los Angeles, CA, 90030	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-128563	ENR	Bobby B Carr	2004-11-07	UHC-15965-61	7787879127	8445 Canyon Rd, Charlotte, NC, 28281	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-128562	ENR	Bobby B Carr	2004-11-07	UHC-15965-61	7787879127	8445 Canyon Rd, Charlotte, NC, 28281	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-142184	ENR	Kayla Carter	2001-05-22	UHC-81353-86	9645993710	8758 Desert Sky Blvd, Austin, TX, 78708	0.68	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased
ENR-130289	ENR	Matthew I Jordan	1964-05-25	UHC-11158-75	—	9371 Camelback Rd, Scottsdale, AZ, 85240	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-103232	ENR	Mary J Shaw	1961-12-27	UHC-19721-07	5165950021	3392 Forest Ave, Scottsdale, AZ, 85270	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-108357	ENR	Jose D Fuller	1987-10-06	UHC-95750-97	—	3819 Indian School Rd, Minneapolis, MN, 55441	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-141820	ENR	James C Holmes	1983-12-16	UHC-85728-59	5128477594	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-111656	ENR	Zachary Hudson	1945-08-22	UHC-04938-33	2367128579	4326 Palm Dr, Houston, TX, 77085	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-121907	ENR	Daaniel Mendez	1982-02-26	UHC-28000-18	—	2923 Lake View Rd, Miami, FL, 33116	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-128937	ENR	Matthew Schmidt	1990-04-09	UHC-21293-99	7876960213	5622 Elm St, Seattle, WA, 98151	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-132916	ENR	Olivia Stevens	1956-03-27	UHC-96381-35	4127724309	6766 Indian School Rd, Seattle, WA, 98105	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-104343	ENR	Mark N Ford	1967-04-02	UHC-58600-22	—	8320 Willow Ct, Orlando, FL, 32879	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased
ENR-142020	ENR	Bradley Ferguson	1957-12-13	UHC-58249-92	2046318258	329 River Rd, Houston, TX, 77007	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased

4,309 rows, page 65 of 87Previous Next