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

All sources, 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-123751	ENR	Marc S Stephens	2007-12-18	UHC-61030-24	2804886964	5019 Mesa Dr, Columbus, OH, 43295	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
TPA-61918	TPA	Christine Hunter	—	—	4334537850	7386 Forest Ave, Jacksonville, FL, 32228	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-413098	CLM	Wayne Stewart	1958-11-25	UHC-01428-01	—	6154 Indian School Rd, Scottsdale, AZ, 85288	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-401175	CLM	Emma Vasquez	1986-08-05	—	—	1098 Market St, Dallas, TX, 75249	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403153	CLM	Patrick Carter	1994-02-05	—	—	6994 Cedar Ln, Miami, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
CLM-405975	CLM	Zachary Romero	1987-08-21	UHC-63280-47	—	7869 Camelback Rd, Sacramento, CA, 95833	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-120359	ENR	Madison T Padilla	1968-11-07	UHC-93662-76	4164693978	6184 Ridge Rd, Miami, FL, 33178	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-117345	ENR	Luis C Weaver	1970-06-07	UHC-64638-57	—	—	0.68	Name split from “Last, First”Phone missing area code Member ID reformatted Placeholder values cleared
ENR-130029	ENR	Denise West	1995-03-01	UHC-72342-76	5527912775	6930 Park Pl, Austin, TX, 78782	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
TPA-50572	TPA	Amy Hayes	1953-06-10	—	—	8700 Maple Ave, Atlanta, GA, 30392	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-100924	ENR	Gerald N Foster	1939-04-09	UHC-60650-85	9776198827	3721 Indian School Rd, Atlanta, GA, 30352	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
TPA-55173	TPA	Kelly Martinez	1999-11-10	—	—	2305 Apache Blvd, Seattle, WA, 98160	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-100948	ENR	Mateo Q Duncan	—	UHC-05875-18	8554731562	709 Central Ave, Chandler, AZ, 85283	0.68	Name split from “Last, First”Date of birth missing State code upper-cased Whitespace trimmed
ENR-131840	ENR	Logan Young	1962-05-02	UHC-67733-21	4048507011	7731 Main St, Dallas, TX, 75285	0.68	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Whitespace trimmed
ENR-113975	ENR	Kathryn Portr	1976-03-17	UHC-28907-23	6793382184	1943 Broadway Apt 2, Tucson, AZ, 85774	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
CLM-404294	CLM	Carlos Gray	1941-08-12	UHC-64484-73	7286315196	8227 Grand Ave, San Diego, CA, 92146	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-136819	ENR	Alan H Payne	1996-01-14	UHC-33921-53	9495867131	9269 Apache Blvd, Chandler, AZ, 85290	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-136024	ENR	Kimberly P Robertson	1940-11-18	UHC-53237-67	5116223528	9549 Apache Blvd, Tempe, AZ, 85296	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-429296	CLM	Adam Murray	1965-11-04	UHC-44804-05	7455147526	474 Pine Dr, Columbus, OH, 43242	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-140047	ENR	Ruth Schultz	2007-02-04	UHC-03534-70	—	1937 Bayshore Dr, San Antonio, TX, 78293	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-416167	CLM	Priya Gonzalz	1965-07-20	UHC-98742-51	—	12 Main St, Mesa, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-417838	CLM	Autsin Henry	2004-05-03	UHC-64407-01	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-103085	ENR	Patrick Carter	1986-11-22	UHC-68722-56	5933786815	9383 Washington St Apt 4, San Diego, CA, 92101	0.68	Name split from “Last, First”Phone reformatted Unit split from street City re-cased
ENR-113233	ENR	Bruce Campbell	1972-08-02	UHC-19587-40	2915001758	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-100952	ENR	Kyle Nelson	—	UHC-49038-08	2295679104	9867 Ridge Rd, Columbus, OH, 43227	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed
CLM-400319	CLM	Anthony K Armstrong	1939-07-20	—	—	5629 Harbor Blvd, Houston, TX, 77055	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-107318	ENR	Mason Gomez	1962-04-19	UHC-14665-92	7955081423	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-115955	ENR	Christopher Jenkins	1982-09-18	UHC-46541-04	2285506725	9681 Forest Ave, Dallas, TX, 75238	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-403406	CLM	Mariana Webb	1960-07-07	—	9562358950	9040 Canyon Rd, Houston, TX, 77026	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-121225	ENR	Stephen Q Taylor	1995-01-19	UHC-02047-87	7163258971	2493 Desert Sky Blvd, Fresno, CA, 93781	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-429670	CLM	Wayne Ortiz	2005-03-01	UHC-34770-98	—	8399 Grand Ave, Atlanta, GA, 30390	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-118497	ENR	Douglas K Wheeler	1965-12-11	UHC-13923-52	7528722486	9442 Canyon Rd, Fresno, CA, 93780	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-405171	CLM	Janice Robertson	2007-08-28	UHC-69570-52	—	8290 Broadway, Charlotte, NC, 28224	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62121	TPA	Martha Campbell	1970-12-14	—	4176077919	3970 Harbor Blvd, Gilbert, AZ, 85201	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-103765	ENR	Benjamin Eans	1975-07-16	UHC-28667-26	3767703570	2265 Cedar Ln, San Diego, CA, 92180	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
CLM-420005	CLM	Angela Sims	2005-08-22	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-104063	ENR	Wei Simmons	1960-12-13	UHC-53875-63	3679410501	9728 Broadway, Austin, TX, 78782	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-114738	ENR	Melissa Howell	1944-05-05	UHC-25869-95	—	1489 Apache Blvd, Seattle, WA, 98154	0.68	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased
TPA-55313	TPA	Mariana Scott	1995-02-26	UHC-73872-66	7708316082	221 River Rd, Eden Prairie, MN, 55310	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
PRV-26436	PRV	Aisha Hernandez	2005-10-20	—	—	4692 Jefferson Ave, San Diego, CA, 92139	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-107788	ENR	Beverly S Burns	1959-10-10	UHC-82374-33	—	2251 Lincoln Way, Tempe, AZ, 85276	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
TPA-56769	TPA	Cheryl Walker	1944-07-15	—	—	4512 Oak St, Tucson, AZ, 85733	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-61064	TPA	Martha Y Dixno	2007-02-09	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-404134	CLM	Maria T Dunn	1964-08-17	UHC-04782-32	—	3948 Hillcrest Rd, Fresno, CA, 93772	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-404755	CLM	Jason Boyd	1989-11-16	—	3906071501	8446 Jefferson Ave, Tampa, FL, 33624	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
PRV-27320	PRV	Dylan Harper	1993-07-23	UHC-06152-86	6382368727	2458 Palm Dr, Tampa, FL, 33643	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-138285	ENR	Tommy P Pierce	—	UHC-80612-76	3765254748	1406 Maple Ave, Orlando, FL, 32812	0.68	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed
CLM-418403	CLM	Omar Evans	1971-06-08	UHC-04207-13	—	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
TPA-50053	TPA	Nathan Q Yang	1989-12-19	—	—	7436 River Rd Apt 16, Seattle, WA, 98190	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
CLM-432494	CLM	Rachel Q Carter	1953-11-18	—	—	6729 Grand Ave, San Diego, CA, 92164	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared

9,980 rows, page 135 of 200Previous Next