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-123069	ENR	Debra X Armstrong	1947-10-12	UHC-39020-80	9324917154	3701 Canyon Rd, Scottsdale, AZ, 85209	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-104253	ENR	Alexander Turner	1994-07-02	UHC-44580-36	3565819790	171 Camelback Rd, Minneapolis, MN, 55479	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-101502	ENR	Natalie Chavez	1950-11-12	UHC-93945-67	4102128078	2832 Jefferson Ave, Austin, TX, 78789	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-101868	ENR	Andrea Soto	2004-11-26	UHC-05668-40	—	7076 Mesa Dr # 787, Scottsdale, AZ, 85273	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-110848	ENR	Olivia Stephens	1966-10-25	UHC-83378-94	5776906962	2367 Desert Sky Blvd, San Diego, CA, 92136	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141693	ENR	Christina J Howard	1963-02-13	UHC-84989-54	5384528826	8646 Forest Ave, Tampa, FL, 33684	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Email lower-cased+1 more
ENR-120901	ENR	Yuki C Oliver	2004-09-14	UHC-01996-12	3858687069	3917 Bayshore Dr, Fresno, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-115218	ENR	Omar Knight	1955-04-25	UHC-56897-85	8079873654	5259 Forest Ave, Austin, TX, 78707	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-124288	ENR	Carolyn R Hunter	1944-06-06	UHC-52116-16	2953716845	2682 Willow Ct, Jacksonville, FL, 32284	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-119713	ENR	Henry L Gray	1948-10-20	UHC-50017-78	6699985638	9612 Jefferson Ave, Charlotte, NC, 28254	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-136925	ENR	Jasn Armstrong	1951-01-07	UHC-55242-53	2438034817	9702 Mesa Dr, Scottsdale, AZ, 85290	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-141771	ENR	Bruce SJunk	1979-07-16	UHC-57855-96	—	1021 Meadow Ln, Plano, TX, 75019	0.66	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared+1 more
ENR-127379	ENR	Michelle O Hernandez	1988-05-09	UHC-86967-79	3119270414	8997 Main St, Tempe, AZ, 85291	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138396	ENR	Dennis K Meyer	1988-09-15	UHC-24695-90	2874045819	9097 Spring St, Seattle, WA, 98166	0.66	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
ENR-130828	ENR	Harold U Marquez	1943-09-27	UHC-83460-01	—	1701 Lake View Rd, Tempe, AZ, 85241	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-101103	ENR	Teresa Perry	—	UHC-36932-17	9819855949	7782 Willow Ct, Houston, TX, 77096	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129232	ENR	Abigail Obrein	1982-10-28	UHC-11522-72	—	7923 Indian School Rd, Las Vegas, NV, 89158	0.66	Name re-cased Phone missing area code State name converted to code Email lower-cased+1 more
ENR-106983	ENR	Olivia P Cox	1958-07-16	UHC-53008-24	9579960055	8025 Maple Ave # 317, Fresno, CA	0.66	Name re-cased Unit split from street ZIP missing Email lower-cased+1 more
ENR-135675	ENR	Rachel Fores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd, Plano, TX, 75080	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111001	ENR	Gloria G Le	1940-08-28	UHC-26291-93	—	1542 Highland Ave, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-134360	ENR	Dylan T Maldonado	1994-07-14	UHC-83801-46	3857143699	7302 Harbor Blvd, Tucson, AZ, 85748	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-123467	ENR	Carolyn Y Howell	1960-09-04	UHC-69183-32	7482777118	6996 Main St, Scottsdale, AZ, 85251	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-103567	ENR	Timothy Vargas	1956-09-02	UHC-91471-01	7125048752	3151 Palm Dr, Glendale, AZ, 85389	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
ENR-126555	ENR	Mark Morris	1977-12-03	UHC-98101-29	4205832158	8456 Market St, San Diego, CA, 92187	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-130570	ENR	Terry S Porter	1985-12-08	—	6735620045	6723 Indian School Rd, Tucson, AZ, 85768	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-108887	ENR	Jacob N King	1970-03-14	UHC-22406-82	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
ENR-108888	ENR	Jacob N King	1970-03-14	UHC-22406-82	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
ENR-106078	ENR	Susan Z Kennedy	1955-06-28	UHC-76091-41	9065409347	9397 Canyon Rd # 224, Atlanta, GA, 30329	0.66	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-122357	ENR	Willei Ray	1962-02-03	UHC-57120-48	3673968182	4022 Grand Ave, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-129539	ENR	Katherine B Baker	1950-11-19	UHC-60266-71	7576169300	1247 Indian School Rd, Miami, FL, 33128	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120194	ENR	Gabriel Cruz	1997-09-17	UHC-57724-99	5227360272	4464 Jefferson Ave, Jacksonville, FL, 32289	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-104372	ENR	Yuki N Dixon	2007-02-03	UHC-69074-57	3592165221	6973 Camelback Rd, Fresno, CA, 93722	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-138894	ENR	Logan Y Marquez	1981-03-11	UHC-15519-26	6716909189	6817 Forest Ave, Tampa, FL, 33667	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-115012	ENR	Madison V Barnes	1974-01-07	UHC-50892-22	7306893142	7739 Forest Ave, Charlotte, NC, 28228	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-139541	ENR	Carr Patricia	1991-08-15	UHC-69692-66	3853121461	7054 Meadow Ln, Nashville, TN, 37256	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-121539	ENR	Janice L Carlsun	1973-10-08	UHC-74794-89	2506697187	6435 Highland Ave, Fresno, CA, 93784	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-115216	ENR	Thomas Dean	1982-06-08	UHC-65674-50	—	8694 Ocean Ave, Miami, FL, 33163	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-101444	ENR	Gregory P Salazar	1967-09-26	UHC-24529-54	6639038016	7702 Apache Blvd, Seattle, WA	0.66	City re-cased ZIP missing Email lower-cased Gender normalised+1 more
ENR-126530	ENR	Theresa Tucker	1972-03-03	UHC-63388-86	8127805521	6849 Grand Ave, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-122192	ENR	Ruth Patterson	2001-08-13	UHC-86088-59	3524527959	9601 Sage Ct, Seattle, WA, 98123	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-100390	ENR	Dylan H Ward	1955-09-11	UHC-05616-94	6008875306	5642 Forest Ave, Denver, CO, 80252	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125791	ENR	Benjamin N Walalce	1965-01-20	UHC-50637-29	4203888934	4079 Camelback Rd, Houston, TX, 77027	0.66	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-138276	ENR	Kathleen Le	1987-06-08	UHC-95340-31	9124584030	8323 Bayshore Dr, Tucson, AZ, 85782	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138275	ENR	Kathleen Le	1987-06-08	UHC-95340-31	9124584030	8323 Bayshore Dr, Tucson, AZ, 85782	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122520	ENR	Thompson A Jerry	1999-10-16	UHC-09925-69	3374655040	3270 Ocean Ave, Jacksonville, FL, 32246	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109756	ENR	Nicole R Riley	1950-03-20	UHC-60698-80	9433223496	—	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
ENR-115480	ENR	Kim K Davis	—	UHC-16619-94	6874605584	619 Baseline Rd, Columbus, OH, 43206	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-133972	ENR	Kevin H Ortega	1950-11-09	UHC-38146-61	2147358823	7358 Oak St, Houston, TX, 77057	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-105912	ENR	Jackson Mateo	2000-08-08	UHC-92354-30	6886205789	912 Forest Ave, Tucson, AZ, 85718	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-126094	ENR	Johnny O Stephens	2002-01-16	UHC-11327-76	4467018786	2468 Pine Dr # 206, Miami, FL, 33102	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more

8,934 rows, page 71 of 179Previous Next