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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127076	ENR	Linda B McDonald	1980-04-09	UHC-70228-56	6556550558	6056 Highland Ave, Atlanta, GA, 30385	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113916	ENR	Paul A Crawford	2000-04-03	UHC-85132-11	6304066652	5404 Highland Ave Apt 4, Columbus, OH, 43298	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128972	ENR	Christian Ortega	1969-11-12	UHC-71636-16	—	2074 Forest Ave, Houston, TX, 77056	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-130618	ENR	Pamela H Morgan	1959-07-27	UHC-30625-84	2807831844	8042 Apache Blvd, Atlanta, GA, 30384	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106154	ENR	Ralph E Welch	1942-04-08	UHC-09436-99	—	1308 Mountain View Dr, Gilbert, AZ, 85267	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140603	ENR	Jesse L Li	1968-01-26	UHC-90320-42	7096818085	5889 Elm St, Scottsdale, AZ, 85247	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103671	ENR	Ronald Smith	2003-07-06	UHC-43052-53	5284117287	9385 Park Pl, Atlanta, GA, 30332	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114531	ENR	Charles U Roberts	1993-03-18	UHC-01701-62	3262160891	9692 Lake View Rd, San Diego, CA, 92180	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102944	ENR	FatimaJunk	1980-12-19	UHC-32664-63	2145664632	8974 Spring St, Los Angeles, CA, 90048	0.64	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
ENR-111635	ENR	Valentina R Nguyen	1938-05-27	UHC-21516-69	6576986863	7640 Main St, Chandler, AZ, 85274	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123917	ENR	Brandon Reyd	1968-11-07	UHC-76294-19	5535939403	4052 Indian School Rd, Glendale, AZ, 85388	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121837	ENR	Ronald Mejia	2006-03-14	UHC-87089-23	8055248988	7266 Union St, Minneapolis, MN, 55464	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-110491	ENR	Nathaan U Hayes	1951-10-28	UHC-76338-71	9504367991	7675 Church St, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123780	ENR	Douglas Torres	—	UHC-24142-65	4055884518	5494 Sage Ct, Fresno, CA, 93731	0.64	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-119204	ENR	Joshua Ford	1972-09-26	UHC-98156-24	4774364619	7167 Camelback Rd, Tampa, FL, 33641	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126753	ENR	Mateo Vega	1939-06-18	UHC-55251-71	8334717898	1666 Desert Sky Blvd, Scottsdale, AZ, 85215	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137186	ENR	Sean Watson	1938-06-28	UHC-41450-94	6948803628	9535 Grand Ave, Los Angeles, CA, 90051	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105729	ENR	Kathy Cruz	1967-10-10	UHC-59287-85	—	9570 Church St Apt 14, San Diego, CA, 92175	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120140	ENR	Frank U Price	1939-07-26	UHC-85448-95	8906727350	2566 Jefferson Ave, Denver, CO, 80200	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105200	ENR	Cynthia Burton	1960-07-26	UHC-26454-12	5116006211	7275 Apache Blvd, Charlotte, NC, 28216	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137188	ENR	Isabella Hart	1990-07-26	UHC-48345-45	6778433704	5350 Spring St, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-107238	ENR	Frances Z Bryent	1985-09-19	UHC-76409-62	8812749355	2264 Meadow Ln, Las Vegas, NV, 89121	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107526	ENR	Megan P Luna	1944-03-28	UHC-29621-49	6682034810	79 Baseline Rd, Nashville, TN, 37205	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107236	ENR	Laura L Nguyen	1981-06-10	UHC-92774-80	7644924105	635 Willow Ct Apt 3, Plano, TX, 75092	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132866	ENR	James Ortiz	1978-11-07	UHC-29116-44	6805797535	2534 Oak St, Tucson, AZ, 85722	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103178	ENR	Betty V Hicks	1975-11-21	UHC-76630-64	5922356190	2413 Grand Ave, Tucson, AZ, 85747	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131403	ENR	Kyle Cruz	1947-05-02	UHC-16666-64	2812928045	2342 Church St, Jacksonville, FL, 32226	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112798	ENR	Andrea Franklin	1983-11-15	UHC-15465-98	8412243054	2792 Ocean Ave, Tempe, AZ, 85255	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108836	ENR	Lucia Carr	1953-08-22	UHC-41053-35	2408345807	6548 Pine Dr, Chandler, AZ, 85230	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105678	ENR	John G Hayes	1989-02-20	UHC-01641-97	2966132464	8962 Highland Ave, Seattle, WA, 98198	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110388	ENR	Helen Anderson	1998-12-21	UHC-20220-42	7563174037	581 Meadow Ln, Charlotte, NC, 28245	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118968	ENR	Christina Marqeuz	1987-07-22	UHC-60866-73	6793421727	3794 Desert Sky Blvd, Los Angeles, CA, 90079	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138333	ENR	Samuel Allen	1941-06-13	UHC-12876-11	8054020204	6831 Meadow Ln, Houston, TX, 77081	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115810	ENR	Adam Howell	1974-11-22	UHC-31921-91	8287821582	7943 Willow Ct, Jacksonville, FL, 32219	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130930	ENR	Price O Betty	1973-03-28	UHC-67858-78	6709448627	4166 Grand Ave, Seattle, WA, 98173	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119011	ENR	Evelyn Q Guzman	1993-10-24	UHC-64017-72	—	8001 Pine Dr, San Diego, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117434	ENR	Tyler Tucker	1994-03-25	UHC-79029-76	6653165099	6236 Mesa Dr Apt 34, Scottsdale, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-118864	ENR	Mariana I Parker	2008-11-14	UHC-18863-52	8676421234	9046 Church St, Gilbert, AZ, 85224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114306	ENR	Betty Y Wislon	2001-09-19	UHC-90824-27	8086429491	4841 Church St, Dallas, TX, 75281	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112557	ENR	Randy U Kennedy	1954-11-01	UHC-29773-41	9732274314	5003 Union St, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127731	ENR	Scott Watson	1992-01-15	UHC-47529-27	—	616 Mesa Dr # 518, Miami, FL, 33115	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-119961	ENR	Jennifer Q Vezquez	1950-12-28	UHC-17096-95	2812764051	7536 Spring St, Glendale, AZ, 85393	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134679	ENR	Mason Z Jacobs	1988-12-28	UHC-48090-22	3407729815	4277 River Rd, Los Angeles, CA, 90057	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-133710	ENR	Doris Kelly	1957-03-07	UHC-00217-48	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114267	ENR	Bruce H Perkins	1997-04-11	UHC-22797-74	9886056822	2502 Church St, Orlando, FL, 32874	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124906	ENR	Austyn Li	1962-04-04	UHC-41620-28	4102948943	3597 Spring St, Plano, TX, 75029	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110890	ENR	Andrea V Watson	1950-09-10	UHC-73165-75	7375795304	8190 Apache Blvd, Plano, TX, 75029	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142793	ENR	Ethan Harvey	1960-10-24	UHC-44646-94	7178218219	3014 Forest Ave, Denver, CO, 80284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119125	ENR	Michael Young	1954-12-19	UHC-00382-28	6003447974	2952 Palm Dr, Mesa, AZ, 85236	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124327	ENR	Megan Ryan	1962-02-19	UHC-59968-26	7787820038	7424 Union St, Miami, FL, 33161	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 191 of 532Previous Next