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-107909	ENR	George Hawkins	1952-08-07	UHC-45207-79	7812624340	6268 Ridge Rd, Chandler, AZ, 85274	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
ENR-127336	ENR	Janice L Parker	1999-11-16	UHC-98137-03	8934049022	5557 Union St, Las Vegas, NV, 89106	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-125103	ENR	Timothy Weaver	1963-06-05	UHC-19209-26	5476905622	5192 Park Pl, Plano, TX, 75064	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-127985	ENR	Aisha Morgan	1988-12-27	UHC-38996-14	8469496565	7101 Lincoln Way, Tempe, AZ, 85215	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-129177	ENR	Elizabeth Walker	2006-11-15	UHC-77635-23	7249761669	4254 Sage Ct, Fresno, CA, 93743	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed
ENR-129732	ENR	Russell Spencer	1983-09-17	UHC-70361-34	2429725257	7801 Bayshore Dr, Austin, TX, 78766	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-112199	ENR	Michelle X Alvarado	1972-01-27	—	6814829036	3187 Harbor Blvd, Minneapolis, MN, 55461	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-114923	ENR	Roy Q Rojas	1987-12-17	UHC-27701-82	—	5072 Hillcrest Rd, Seattle, WA, 98119	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-102098	ENR	Cynthia Ryan	1992-07-22	UHC-40295-56	5122249770	4288 Union St, Minneapolis, MN, 55457	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-140058	ENR	Janet S Garrett	1995-11-27	UHC-41886-21	4366904995	6771 Broadway, Miami, FL, 33154	0.80	Name split from “Last, First”Phone reformatted Address re-cased Whitespace trimmed
ENR-119732	ENR	Megan Banks	1963-10-03	UHC-43841-45	3542753484	7623 Ocean Ave, Dallas, TX, 75286	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased
ENR-121940	ENR	Camila Romero	1941-04-20	UHC-45685-14	3968047708	6264 Forest Ave, Tampa, FL, 33674	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-126823	ENR	Tyler F Nelson	2004-09-03	UHC-31251-51	6667191800	1786 Central Ave, Orlando, FL, 32803	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-137507	ENR	Laura Z Jacubs	1985-03-21	UHC-87411-82	7919226255	2503 Lincoln Way, Atlanta, GA, 30384	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed
ENR-132098	ENR	Natalie Harper	1974-06-13	UHC-41642-39	5589601579	4968 Camelback Rd, Atlanta, GA, 30307	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed
ENR-123739	ENR	Joseph Hunt	1983-12-06	UHC-70128-75	8122147623	4149 Central Ave, Austin, TX, 78710	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-118379	ENR	Christine Bryant	1964-01-02	UHC-13671-78	3139113030	8446 Union St, Jacksonville, FL, 32234	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted State code upper-cased
ENR-122690	ENR	Gregory Dixon	1989-11-13	UHC-47337-39	—	4750 Highland Ave, Glendale, AZ, 85314	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
ENR-117940	ENR	Willie E Owens	2008-09-07	UHC-56415-44	6126790725	4477 Central Ave, Columbus, OH, 43244	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-115263	ENR	Lawrece E Mejia	1964-12-23	UHC-44229-83	9603319548	8170 Church St, Tucson, AZ, 85727	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
ENR-130164	ENR	Frances Carroll	1989-03-06	UHC-86577-10	3067721538	9203 Ridge Rd, Jacksonville, FL, 32203	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-100907	ENR	Melissa H Espinoza	1953-11-24	UHC-88231-39	6583065744	7482 Mesa Dr, Glendale, AZ, 85307	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Email lower-cased
ENR-122849	ENR	Janice Fernandez	1979-03-16	UHC-33628-35	5879127441	5641 Mountain View Dr, Minneapolis, MN, 55400	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased
ENR-117324	ENR	John G Hall	1973-11-28	UHC-43815-28	9509562881	1790 Church St, Columbus, OH, 43243	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased
ENR-120768	ENR	Omer Lawrence	1940-02-24	UHC-66918-88	2519810315	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-110357	ENR	Brittany Hanson	1987-03-01	UHC-70538-62	7057193635	3437 Valley View Dr, Fresno, CA, 93721	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
ENR-103672	ENR	Olivia Chapman	1975-01-18	UHC-16038-21	6167377091	9683 Market St, Eden Prairie, MN, 55397	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-126827	ENR	Mary K Murphy	1982-11-27	UHC-23138-43	9606471419	9422 Main St, Glendale, AZ, 85366	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased
ENR-126685	ENR	Diana I Davis	1957-08-11	UHC-59686-02	8876249056	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-101683	ENR	Anthony J Johnson	1959-04-12	UHC-45200-53	7618773686	4195 Meadow Ln, Orlando, FL, 32872	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-129472	ENR	Austin Wagner	1992-06-26	UHC-27051-63	7307084239	5340 Central Ave, Las Vegas, NV, 89148	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-135426	ENR	Hioshi D Wheeler	1979-06-24	UHC-36036-15	7816863893	1173 Sunset Blvd, Orlando, FL, 32816	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
ENR-123198	ENR	Theresa Mejia	1950-03-10	UHC-12335-75	5379148304	929 Highland Ave, Seattle, WA, 98177	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed
ENR-117744	ENR	Ashley A Arnold	1960-12-17	UHC-00958-18	8609693955	5208 Baseline Rd, Sacramento, CA, 95816	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
ENR-104510	ENR	Kathryn Pierce	1939-02-21	UHC-95401-16	5335257449	9528 Washington St, Tampa, FL, 33628	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-109566	ENR	Walter Pierce	2001-04-03	UHC-43500-64	4933439811	9186 Grand Ave, Fresno, CA, 93746	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-117795	ENR	Judith Hudson	2007-07-16	UHC-21859-61	7973332499	3419 Ocean Ave, Plano, TX, 75084	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased
ENR-105562	ENR	Welch K Dennis	1986-10-24	UHC-89611-15	4205227744	3154 Maple Ave, Los Angeles, CA, 90052	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
ENR-106715	ENR	Karen M Salazar	1977-11-07	UHC-08069-23	4399319682	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-105538	ENR	Eric Q Fernandez	1942-09-28	UHC-44933-62	2446882663	276 Ridge Rd, Orlando, FL, 32811	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased
ENR-113297	ENR	Helen R Guzman	1977-07-25	UHC-62092-10	4839340028	939 Meadow Ln, Minneapolis, MN, 55416	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
ENR-142686	ENR	Teresa Grant	1962-02-14	UHC-91760-75	5969568098	5420 Mountain View Dr, Jacksonville, FL, 32210	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-109860	ENR	Elizabeth Stevens	1947-05-28	UHC-93786-92	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-102642	ENR	Kevin Z Gonzales	1979-04-17	UHC-66033-82	7632167898	2112 Hillcrest Rd, Chandler, AZ, 85260	0.80	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed
ENR-127318	ENR	Carol O Jacobs	2004-10-14	UHC-65981-16	8972427006	3789 Ridge Rd, Seattle, WA, 98136	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-110830	ENR	Jean Z Ford	1987-02-01	UHC-58932-47	—	5920 Cedar Ln, Eden Prairie, MN, 55360	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
ENR-135692	ENR	Billy Medina	1947-04-11	UHC-51862-75	7316851904	3674 Canyon Rd, Gilbert, AZ, 85239	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-104571	ENR	Alan I Howell	1980-06-07	UHC-76458-51	—	7152 Mesa Dr, Tucson, AZ, 85773	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
ENR-112554	ENR	Bobby Harris	2002-06-23	UHC-14387-95	7142545268	5709 Washington St, Houston, TX, 77025	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased
ENR-104395	ENR	Debra Green	2003-11-26	UHC-24356-58	—	4701 Washington St, Chandler, AZ, 85205	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared

4,309 rows, page 78 of 87Previous Next