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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108346	ENR	Tyler C Torres	1976-03-05	UHC-78266-95	2458073053	1133 Cedar Ln, Minneapolis, MN, 55411	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-107320	ENR	Kayla Ramos	1958-05-01	UHC-75710-72	7767357631	8386 Pine Dr, Phoenix, AZ, 85062	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-101031	ENR	Zachay E Wheeler	1990-07-19	UHC-14123-52	5793804033	5313 Spring St, San Diego, CA, 92169	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-142983	ENR	Eugene Tyalor	1994-10-05	UHC-84843-28	5392950074	839 Canyon Rd, Las Vegas, NV, 89197	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-134641	ENR	Amandda Webre	1939-09-08	UHC-56145-05	9142764637	4921 Desert Sky Blvd, Scottsdale, AZ, 85283	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108743	ENR	Ryan Russell	1973-05-02	UHC-72695-19	5829805593	351 Ocean Ave, Tempe, AZ, 85260	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100683	ENR	Maria D Wheeler	1968-08-13	UHC-92131-92	9435015807	9013 Willow Ct, Tempe, AZ, 85251	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137322	ENR	Willie X Rojas	1948-12-25	UHC-26172-09	7754532546	2316 Highland Ave, Eden Prairie, MN, 55329	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113325	ENR	Kevin M James	1968-07-04	UHC-20440-30	8022184183	7132 Lake View Rd, Orlando, FL, 32841	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-114999	ENR	Mariana S Hart	1950-10-09	UHC-94804-40	6403280672	4835 Pine Dr, Scottsdale, AZ, 85211	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135631	ENR	Jennifer U Lee	1984-05-11	UHC-11698-23	2416892642	2678 Palm Dr, Nashville, TN, 37256	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103187	ENR	Priya James	1999-02-25	UHC-14750-42	3452935800	9288 Spring St, Gilbert, AZ, 85272	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134375	ENR	Julie S Nunez	1942-09-10	UHC-39256-14	8078498874	9642 Harbor Blvd, San Antonio, TX	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-122234	ENR	Emma M Tucker	1964-05-09	UHC-70803-55	8126770647	8985 Hillcrest Rd, Fresno, CA, 93774	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-131575	ENR	Timothy K Guerrero	1946-11-14	UHC-62480-54	7053800558	1784 Canyon Rd, San Diego, CA, 92198	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140819	ENR	Laura G Hamilton	1962-01-16	UHC-78229-73	5286690950	9630 Mesa Dr, Mesa, AZ, 85219	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-116318	ENR	Olivia X Pena	1962-11-01	UHC-64907-39	4994022698	3732 Lake View Rd, Las Vegas, NV, 89186	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-118812	ENR	Roger Castillo	1979-05-19	UHC-26116-11	—	7382 Park Pl, Scottsdale, AZ, 85255	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108111	ENR	Helen Cox	1979-03-24	UHC-46473-78	2114934989	3343 Broadway, Las Vegas, NV, 89115	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-125934	ENR	Jeremy Hunter	1942-06-27	UHC-17184-54	3078642965	6322 Market St, Charlotte, NC, 28248	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135351	ENR	Ruth Little	1959-01-03	UHC-82691-02	7763988605	9184 Pine Dr, Miami, FL, 33137	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123280	ENR	Arjun Graham	1969-03-08	UHC-79356-55	7957316728	5507 Maple Ave, Las Vegas, NV, 89194	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-119560	ENR	Luis Y Kennedy	1984-12-08	UHC-45119-92	3804259697	2088 Mountain View Dr # 780, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-100228	ENR	Elizabeth X Castro	1995-05-22	UHC-50673-74	4434097676	2577 Highland Ave, Atlanta, GA, 30314	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-118541	ENR	Aaron Lewis	1947-03-24	UHC-52157-44	7947981260	2428 Lake View Rd, Denver, CO, 80275	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-138268	ENR	Billy E Elliott	1982-05-12	UHC-93838-09	9554615398	6024 Highland Ave, Tampa, FL, 33631	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133261	ENR	Emily G Gibson	1986-01-08	UHC-40847-14	6957307328	1442 Grand Ave, Mesa, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-117306	ENR	Roy P Smith	1945-01-07	UHC-64287-90	—	5453 Market St, Scottsdale, AZ, 85283	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139396	ENR	Mei B Walsh	1980-04-15	UHC-98864-36	9034069401	6193 Church St, Orlando, FL, 32806	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136997	ENR	Russell Fowler	1968-06-10	UHC-69971-22	7237017922	8038 Elm St # 484, Sacramento, CA, 95898	0.66	Date of birth reformatted Unit split from street State name converted to code Plan code upper-cased+1 more
ENR-121386	ENR	Christina E Carr	1967-05-17	UHC-12488-39	—	805 Mountain View Dr, Austin, TX, 78705	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-138054	ENR	Emily D Nichols	1955-03-08	UHC-42390-85	9622022755	9636 Union St, Scottsdale, AZ, 85257	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-122465	ENR	Kayla D Kelly	1939-10-19	UHC-96340-54	8818797443	1673 Harbor Blvd, Fresno, CA, 93741	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-103247	ENR	Debra Nguyen	1948-10-05	UHC-07786-72	2652205441	2389 Mesa Dr, Austin, TX, 78736	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-102247	ENR	Samantha N Hughes	2003-06-15	UHC-35658-81	—	3646 Meadow Ln, Gilbert, AZ, 85293	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-133738	ENR	Scott Ward	2005-02-15	UHC-51264-75	9224998836	6132 Mesa Dr, Sacramento, CA, 95877	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140301	ENR	Noah Bailey	1959-02-12	UHC-08608-06	4395992610	2558 Mesa Dr, Denver, CO, 80261	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116709	ENR	Jacob Romero	1954-10-10	UHC-67064-69	6984241243	7038 Apache Blvd, Nashville, TN, 37209	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104442	ENR	Judith C Foster	1964-09-11	UHC-50144-99	6393156452	8648 Lake View Rd Apt 9, Fresno, CA, 93763	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
ENR-122660	ENR	Anna Romero	1956-07-16	UHC-31853-94	2327911188	2560 Lake View Rd, Miami, FL, 33188	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
ENR-137330	ENR	Judith V Castillo	1969-12-01	UHC-75478-15	—	7486 Main St, Nashville, TN, 37235	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-142786	ENR	Emily B Hamilton	1958-04-24	UHC-45306-29	7927784735	1869 Apache Blvd # 850, San Antonio, TX, 78278	0.66	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-137328	ENR	Alexander Kennedy	1962-10-17	—	2818668900	5630 Forest Ave, Miami, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-118514	ENR	Joe J Medina	1974-12-09	UHC-20462-95	2054182823	4669 Maple Ave, Charlotte, NC, 28233	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-136337	ENR	Grace Johnston	2008-02-14	UHC-06724-33	3084562016	5768 Jefferson Ave, Fresno, CA, 93759	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-126587	ENR	Ruth M Pierce	2002-09-13	UHC-19964-20	—	640 Pine Dr, Nashville, TN, 37252	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133084	ENR	Victoria F Gaham	1970-12-07	UHC-64777-70	4406610192	2255 Cedar Ln, Las Vegas, NV, 89185	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-131145	ENR	Jack Y Hooffman	1972-08-10	UHC-84193-50	9756505789	829 Elm St, San Antonio, TX, 78244	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-141935	ENR	Lucia K Mitchell	1987-07-22	UHC-78144-93	—	7787 Canyon Rd, Eden Prairie, MN, 55396	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100361	ENR	Ronald A Estrada	1972-07-19	UHC-61133-79	2736186183	8013 Market St, Mesa, AZ, 85296	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

4,296 rows, page 63 of 86Previous Next