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-102607	ENR	Judy K Kelly	1959-11-11	UHC-32707-85	7214654318	6312 Indian School Rd, Fresno, CA, 93781	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-124842	ENR	Ana X Luna	1970-06-08	UHC-91289-45	2875296262	6915 Lake View Rd # 611, Nashville, TN, 37280	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124986	ENR	ElizabethJunk	1985-06-17	UHC-07694-89	9257653754	9041 Baseline Rd, Fresno, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125890	ENR	Kimberly W Henderson	1980-02-01	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-132529	ENR	Ceryl D Thomas	2004-07-05	UHC-65987-55	3458542994	8717 Ridge Rd, Houston, TX, 77047	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124405	ENR	Angela J Alvarado	1957-08-09	UHC-25514-99	5614131212	2119 Church St, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-108054	ENR	Frank L Murray	2006-09-23	UHC-51068-95	6035882037	6786 Mountain View Dr, Fresno, CA	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-126626	ENR	Joe Olson	—	UHC-47916-67	3905815409	8847 Market St, Scottsdale, AZ, 85245	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-129542	ENR	Bobby L Payne	1988-08-17	UHC-54861-76	2315860318	7432 Palm Dr, Columbus, OH, 43248	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140161	ENR	Eugene J Jacobs	1947-06-19	UHC-70574-62	4948507283	1650 Meadow Ln, Jacksonville, FL, 32263	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100467	ENR	Christina O Gray	1982-06-23	UHC-11437-60	2116183763	8282 Cedar Ln, Charlotte, NC, 28285	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121856	ENR	Marcus Nguyen	1981-01-17	UHC-61216-08	6044211221	8499 Forest Ave, Houston, TX, 77037	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-123058	ENR	Emily N Williams	1964-02-18	UHC-97981-14	4489148549	9305 Cedar Ln, Atlanta, GA, 30305	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-128007	ENR	Cynthia Baker	1938-09-16	UHC-45011-80	4547801181	5643 Park Pl, Phoenix, AZ, 85044	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103152	ENR	Theresa Andrews	1998-05-22	UHC-47418-40	4912495314	3267 Central Ave, Austin, TX, 78749	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-126405	ENR	Kayla I Cole	1978-01-06	UHC-96523-84	6929889149	1075 Sunset Blvd, San Antonio, TX, 78248	0.52	Two-digit birth year Phone reformatted State name converted to code Gender normalised+2 more
ENR-130627	ENR	Carolyn Y Porter	1960-04-02	UHC-22051-92	9604520210	4594 River Rd, Sacramento, CA, 95815	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102557	ENR	Laura O Andrews	1980-06-20	UHC-68182-65	2688138704	2321 Maple Ave Apt 2, Los Angeles, CA, 90091	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123393	ENR	Maria V Wagner	1983-05-02	UHC-23015-94	4059179634	4726 Valley View Dr Apt 13, Orlando, FL, 32877	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105961	ENR	Heather O Griffin	1987-08-11	UHC-60659-31	8248229092	8521 Palm Dr, Jacksonville, FL, 32278	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106510	ENR	Ann Ryan	2002-08-24	UHC-62398-09	8399494266	423 Oak St, Las Vegas, NV, 89135	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113380	ENR	William I Stevens	—	UHC-54815-52	2754345846	5378 Palm Dr # 216, Los Angeles, CA, 90002	0.52	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
ENR-127653	ENR	Patricia K Porter	1986-09-25	UHC-40405-05	4632904392	8080 Forest Ave Apt 9, Denver, CO	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-127477	ENR	Andrea V Peters	1962-05-26	UHC-05108-52	9254279059	5022 Lake View Rd, Tampa, FL	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141500	ENR	Maria Chavez	1990-06-03	UHC-13335-70	5649586367	8628 Camelback Rd, Miami, FL, 33146	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-100468	ENR	Philip N Le	1980-02-05	UHC-73994-31	4016238117	6056 Union St, San Diego, CA, 92112	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134835	ENR	Ruth B Spencer	2002-07-12	UHC-50944-63	4788432334	1966 Main St, Tempe, AZ, 85241	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126877	ENR	Keith Martiinez	2000-09-23	UHC-16946-77	5554897293	5721 Spring St, Glendale, AZ, 85385	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
ENR-113999	ENR	Kenneth Hernandez	1978-11-12	UHC-86070-65	5308997445	4079 Valley View Dr, Glendale, AZ, 85387	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122760	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd # 286, San Antonio, TX, 78209	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-125597	ENR	Vincent Taylor	1947-07-13	UHC-79415-07	4439895387	8637 Grand Ave, Tucson, AZ, 85722	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142812	ENR	Aisha Burke	1960-12-03	UHC-42201-91	9574880580	8632 Oak St, Plano, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-131843	ENR	Joshua V Perry	1990-06-24	UHC-65921-80	8565703786	7612 Valley View Dr, Jacksonville, FL	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125542	ENR	Dris Silva	1994-06-24	UHC-22212-52	4028399417	5123 Main St, Mesa, AZ, 85280	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115231	ENR	Jrry B Day	1959-07-17	UHC-84674-73	2233270204	5139 Palm Dr, Miami, FL, 33156	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-115232	ENR	Jrry B Day	1959-07-17	UHC-84674-73	2233270204	5139 Palm Dr, Miami, FL, 33156	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-109564	ENR	Judith Mills	1952-01-10	UHC-91879-89	3823471971	6622 Oak St # 375, Jacksonville, FL	0.52	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
ENR-116265	ENR	Amy Pierce	—	UHC-70925-48	5446436868	3002 Main St, Denver, CO, 80207	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-108559	ENR	Adam Q Lynch	1978-04-18	UHC-18611-10	4259527370	9340 Maple Ave Apt 37, Fresno, CA, 93732	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106534	ENR	Kimberly J Willis	1954-04-24	UHC-79191-29	2274340284	5805 Park Pl, San Diego, CA, 92106	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-126024	ENR	Ethan W Kelley	2005-07-03	UHC-61301-42	2883581409	180 Meadow Ln, Seattle, WA, 98110	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142808	ENR	Samantha U Martin	1986-12-18	UHC-06474-19	8277122983	9519 Jefferson Ave, Eden Prairie, MN, 55332	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-132413	ENR	IJunk	2007-02-06	UHC-55057-05	6765184352	7501 Apache Blvd, Seattle, WA, 98163	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108958	ENR	Laura Fuller	1966-01-21	UHC-11283-32	9274101292	7731 Central Ave, Dallas, TX	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120739	ENR	Alexis F Phillips	1958-08-10	UHC-25166-11	4934434378	3344 Ridge Rd Apt 2, Sacramento, CA, 95806	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-108648	ENR	Alexander Gomez	1961-07-04	UHC-93177-77	3406561148	9313 Mountain View Dr # 550, San Diego, CA, 92151	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134750	ENR	Samantha X Reynolds	1955-08-26	UHC-48745-56	2627015654	9042 Canyon Rd, Scottsdale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129368	ENR	Kyala Coleman	1950-08-25	UHC-25788-16	4684151321	9747 Main St, Scottsdale, AZ, 85213	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122704	ENR	Douglas I Rivera	—	UHC-47071-90	5579884573	2311 Park Pl, Los Angeles, CA, 90012	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106186	ENR	Olivia Parker	2005-01-06	UHC-01303-02	5938096749	2862 Sage Ct, Houston, TX, 77017	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 54 of 564Previous Next