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-104629	ENR	Judith U Mitchell	1989-05-03	UHC-63511-75	3678072816	4147 Valley View Dr, Dallas, TX, 75227	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121043	ENR	Peter Padilla	1985-05-25	UHC-83367-14	7584433280	3373 Mountain View Dr, Phoenix, AZ, 85063	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-105003	ENR	Yuki E Chavez	1950-05-21	UHC-73006-24	—	4998 Camelback Rd, Columbus, OH, 43233	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-128293	ENR	Peter Ford	1991-10-23	UHC-45344-03	4835706550	9835 Pine Dr Apt 17, Dallas, TX, 75263	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133965	ENR	Alexis V Munoz	1965-11-22	UHC-55268-22	3793979125	9488 Willow Ct, Minneapolis, MN, 55489	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107441	ENR	Brenda Harris	1985-10-08	UHC-30691-44	—	654 Bayshore Dr, Dallas, TX, 75259	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-134353	ENR	Ahmed B Jones	1950-12-10	UHC-24255-88	6799133691	8576 Valley View Dr, Jacksonville, FL, 32293	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-113957	ENR	Santiago G Snyder	1990-10-11	UHC-07482-57	6966411171	7460 Forest Ave, Jacksonville, FL, 32230	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101707	ENR	Lawrence Y Richards	1986-06-18	UHC-78501-16	—	7142 Ocean Ave, Gilbert, AZ, 85216	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-118576	ENR	Eric A Freeman	1961-04-07	UHC-11481-11	3409589916	533 Highland Ave, Dallas, TX, 75252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114722	ENR	Christina B Daniels	1977-01-11	UHC-02242-53	7742388213	5640 Valley View Dr, San Diego, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-102961	ENR	Diana T Bennett	2002-08-21	UHC-57282-50	7345371973	7975 Church St, Minneapolis, MN, 55435	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-131201	ENR	Omar Nunez	1982-10-16	UHC-16297-37	—	518 Baseline Rd, Mesa, AZ, 85227	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130598	ENR	Austin Schmidt	1965-03-26	UHC-21559-49	—	3939 Jefferson Ave, Minneapolis, MN, 55458	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-114144	ENR	Evelyn F Aguilar	—	UHC-92536-58	2296264278	3760 Sage Ct, Chandler, AZ, 85234	0.64	Date of birth unreadable Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-124347	ENR	Alexander Porter	1964-05-26	UHC-44883-09	2322803488	5975 Pine Dr, Chandler, AZ, 85274	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122511	ENR	Hannah N Graham	2005-01-26	UHC-42390-49	—	3757 Meadow Ln, Eden Prairie, MN, 55364	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108396	ENR	Barbara F Simpson	1949-07-18	UHC-04319-84	3656662571	5234 Washington St, Denver, CO, 80205	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142199	ENR	Dorothy J Olson	1943-05-24	UHC-01013-65	—	8210 Indian School Rd, Columbus, OH, 43285	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-126618	ENR	Jacqueline Bennett	2004-07-10	UHC-17708-15	8962867056	8163 Palm Dr, Chandler, AZ, 85258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125782	ENR	George N Jenkins	1939-09-03	UHC-33895-29	4874346376	9245 Canyon Rd, Miami, FL, 33112	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-118069	ENR	Ashley Peters	1973-02-21	UHC-18032-45	3443505449	2317 Mountain View Dr, Chandler, AZ, 85267	0.64	Name split from “Last, First”City re-cased State name converted to code Email lower-cased+2 more
ENR-122880	ENR	Zachary Nelsn	2000-07-12	UHC-64332-58	2539836843	4937 Mesa Dr, Orlando, FL, 32855	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-123438	ENR	Ashley S Bradley	1956-04-18	UHC-66935-98	9799207989	6661 Apache Blvd, Las Vegas, NV, 89153	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126619	ENR	Andrew McCoy	1999-11-03	UHC-29060-53	7896464296	184 Broadway, Houston, TX, 77031	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-137655	ENR	Angela Chapman	2005-12-21	UHC-61148-24	2188197066	4051 Valley View Dr, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100308	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100309	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111967	ENR	Maria Oliver	1988-06-15	UHC-49557-54	2549838969	5966 Palm Dr Apt 37, Eden Prairie, MN, 55326	0.64	Name re-cased Unit split from street ZIP+4 trimmed Email lower-cased+2 more
ENR-141567	ENR	Sophia Hall	—	UHC-60987-96	5572425063	6314 Ridge Rd, Los Angeles, CA, 90067	0.64	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110094	ENR	Arthur D Espinoza	2003-07-16	UHC-87366-53	4533570846	9292 Indian School Rd, Tampa, FL, 33690	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121761	ENR	Jean Richardson	1970-11-07	UHC-82446-21	8238945515	8419 Desert Sky Blvd, Atlanta, GA, 30334	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-100368	ENR	Rebecca Gibson	1974-06-28	UHC-61166-15	9454123447	1225 Apache Blvd # 268, Charlotte, NC, 28278	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-122005	ENR	Barbara Meyer	1991-01-20	UHC-52583-82	2159241174	8848 Mesa Dr, Mesa, AZ, 85261	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101390	ENR	Eric W Jimenez	1953-12-02	UHC-94818-41	8338855143	3062 Meadow Ln, Chandler, AZ, 85250	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-114143	ENR	Abigail Johnston	2002-06-09	UHC-13519-75	7044296787	5319 Meadow Ln, Dallas, TX, 75235	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126198	ENR	Elizabeth Dunn	2003-09-28	UHC-59946-17	8583806399	6988 Mesa Dr, Seattle, WA, 98197	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123997	ENR	Carolyn Q Arnold	1948-10-11	UHC-37886-84	4446780495	9558 Union St, Houston, TX, 77098	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110196	ENR	Betty D George	1967-06-19	UHC-66335-22	4162449797	3006 Cedar Ln, Seattle, WA, 98164	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-128907	ENR	—Junk	1994-04-06	UHC-74547-81	2939788894	2845 Market St, Columbus, OH, 43257	0.64	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121193	ENR	Denny O Murphy	1954-07-21	UHC-42387-26	3863170909	3786 Union St # 286, Seattle, WA, 98106	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-135865	ENR	Brittany Henry	2006-05-01	UHC-69980-47	2609497641	677 Highland Ave, Atlanta, GA, 30387	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121317	ENR	Andrea Graham	1987-08-01	UHC-05639-13	—	1666 Spring St, Glendale, AZ, 85347	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-116733	ENR	Joshua U Mitchell	1987-08-11	UHC-32033-51	9853713321	8526 Lincoln Way # 862, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
ENR-103923	ENR	Rebecca Reid	—	UHC-72827-45	9232255005	7469 Meadow Ln, Plano, TX, 75043	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115444	ENR	Carlos C Crawford	1969-08-09	—	—	4540 Central Ave Apt 20, Atlanta, GA, 30376	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-126126	ENR	Joyce Woods	1953-01-09	UHC-46778-31	3483442765	2416 Camelback Rd, Jacksonville, FL, 32247	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134874	ENR	Eugene Gonzales	1987-04-07	UHC-83177-51	6123069639	681 Baseline Rd, Los Angeles, CA, 90029	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124835	ENR	Matthew U Nunez	1969-05-13	UHC-82540-20	4632897483	7656 Washington St, Houston, TX, 77030	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-109123	ENR	Austiin Flres	1945-03-14	UHC-47993-55	3758894172	571 Desert Sky Blvd, San Diego, CA, 92117	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more

8,934 rows, page 51 of 179Previous Next