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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140857	ENR	Omar X Jacobs	1995-09-22	UHC-24754-97	9034656337	6910 Meadow Ln, Charlotte, NC, 28216	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-123569	ENR	Bradley Herrera	2006-02-10	UHC-52427-22	7925801384	3645 Mountain View Dr, Scottsdale, AZ, 85286	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
ENR-138261	ENR	Bruce Q Wilson	2007-09-09	UHC-69395-77	7449154205	2098 Baseline Rd, Tampa, FL, 33668	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-105198	ENR	Dorothy Dean	1995-03-25	UHC-71188-19	9476569653	1245 Broadway, Minneapolis, MN, 55495	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-107431	ENR	James E Rivera	1959-08-11	UHC-90965-61	6896869435	1090 Spring St, Glendale, AZ, 85375	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
ENR-116745	ENR	Timothy Y Castro	1964-07-24	UHC-74969-23	8914107340	4333 Palm Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-104892	ENR	Rutth Richardson	1955-12-15	UHC-95017-79	4884441471	8875 Indian School Rd, Columbus, OH, 43290	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-140350	ENR	Dylan A Le	1998-06-17	UHC-41743-14	—	4150 Bayshore Dr, Nashville, TN, 37247	0.76	Name re-cased City re-cased State code upper-cased Email lower-cased+2 more
ENR-127699	ENR	Omar T Davis	1980-11-19	UHC-09305-15	7883665174	2400 Mountain View Dr, Nashville, TN, 37241	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
ENR-125725	ENR	Vincent M Guerrero	1965-09-01	UHC-79757-63	2012751580	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-108162	ENR	Mariana F Delgado	1968-03-12	UHC-65759-31	7203950672	1906 Elm St, Nashville, TN, 37262	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-130146	ENR	Kelly P Martinez	1990-06-13	UHC-07938-36	8199160639	8023 Canyon Rd, Glendale, AZ, 85311	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-103043	ENR	Harolld E Jenkins	1990-12-27	UHC-71606-50	6582452923	971 Oak St, Minneapolis, MN, 55467	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-115564	ENR	Donald Soto	1959-11-02	UHC-45288-97	6379378398	5142 Union St, Atlanta, GA, 30385	0.76	Name re-cased City re-cased State code upper-cased Gender normalised+2 more
ENR-114890	ENR	Ann Alvarado	2008-10-07	UHC-66118-84	2808854764	2696 Cedar Ln, Sacramento, CA, 95837	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-124282	ENR	Michelle Dominguez	1991-02-15	UHC-10153-41	6547692431	1652 Willow Ct, Jacksonville, FL, 32208	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
ENR-107920	ENR	Kevin T Burns	1945-01-23	UHC-26556-29	4058201460	9716 Union St, Columbus, OH, 43206	0.76	Name re-cased Phone reformatted State code upper-cased Email lower-cased+2 more
ENR-125683	ENR	Mason I Bowman	1979-05-22	UHC-07066-33	4417486036	5011 Spring St, Fresno, CA, 93724	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-125684	ENR	Mason I Bowman	1979-05-22	UHC-07066-33	4417486036	5011 Spring St, Fresno, CA, 93724	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-132759	ENR	Kyle Miller	1972-10-17	UHC-06290-50	2157418181	436 Union St, Minneapolis, MN, 55458	0.76	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
ENR-136563	ENR	Mei V Barnes	1983-09-01	UHC-41645-34	7215193332	9240 Baseline Rd, Phoenix, AZ, 85012	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-139229	ENR	Melissa O Soto	1979-06-25	UHC-47899-58	2323469411	4356 Jefferson Ave, Fresno, CA, 93723	0.76	Name re-cased Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-119700	ENR	Christina I Wang	1979-11-10	UHC-22481-21	2495648545	8351 Pine Dr, Gilbert, AZ, 85228	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-116296	ENR	Luis Simpson	2005-07-08	UHC-18229-58	6725681070	40 Broadway, Minneapolis, MN, 55456	0.76	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-100076	ENR	Jack Sims	1988-12-07	UHC-53521-04	7112238107	580 Lincoln Way, Gilbert, AZ, 85258	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-134683	ENR	Zachary Singh	1990-02-18	UHC-98925-66	8158601031	3965 Park Pl, Mesa, AZ, 85221	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-119286	ENR	Noah Riley	1953-11-04	UHC-02806-19	3243538225	3332 Apache Blvd, Eden Prairie, MN, 55326	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-107709	ENR	Gary Y Garrett	2004-12-26	UHC-54493-06	8283124416	3184 Broadway, Tempe, AZ, 85255	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-130092	ENR	Lawrence G Jackson	1968-03-25	UHC-39272-67	9087166898	2399 Forest Ave, Seattle, WA, 98199	0.76	Date of birth reformatted Member ID reformatted City re-cased Gender normalised+2 more
ENR-115101	ENR	Luis Ortyz	1951-11-28	UHC-74768-48	2976755315	2900 Oak St, Mesa, AZ, 85281	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-142488	ENR	Roy James	1967-08-14	UHC-07217-33	2083171681	8311 Main St, Tucson, AZ, 85778	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-117096	ENR	Natallie E Carpenter	1993-02-24	UHC-94569-81	4154847911	1689 Highland Ave, Sacramento, CA, 95892	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-118959	ENR	Danielle Ramirez	1954-01-10	UHC-25825-42	—	9333 Lincoln Way, Eden Prairie, MN, 55363	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
ENR-132798	ENR	Patrick E Park	1999-06-11	UHC-30994-67	4945747640	200 Harbor Blvd, Nashville, TN, 37223	0.76	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-116904	ENR	Kathryn Lawrence	1992-05-09	UHC-50224-09	4057660111	6151 Broadway, Columbus, OH, 43227	0.76	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-117948	ENR	Aaron Ford	2006-08-21	UHC-64440-42	6126184130	8192 Lincoln Way, Houston, TX, 77090	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-116333	ENR	Vincent Padilla	1957-12-03	UHC-90199-64	7928674055	1335 Broadway, Glendale, AZ, 85320	0.76	Date of birth reformatted Address re-cased Email lower-cased Gender normalised+2 more
ENR-133248	ENR	Jason T Porter	1972-08-28	UHC-48950-27	8234578512	2763 Canyon Rd, Tampa, FL, 33614	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-112702	ENR	Gerald Nichols	1956-12-02	UHC-10049-27	2252722408	592 Broadway, Los Angeles, CA, 90092	0.76	Name re-cased Phone reformatted Address re-cased Email lower-cased+2 more
ENR-130633	ENR	Marina Campbell	1992-06-07	UHC-52447-06	4639530818	3807 Hillcrest Rd, Seattle, WA, 98193	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-110294	ENR	John H Schmidt	1942-04-04	UHC-63438-99	6064764660	1232 Main St, Tempe, AZ, 85263	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
ENR-107084	ENR	Rachel U Reyes	1983-10-25	UHC-60809-53	9707026382	8901 Union St, Minneapolis, MN, 55499	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-141394	ENR	Jennifer M Schmidt	2003-07-05	UHC-29055-65	6064750635	3969 Camelback Rd, Los Angeles, CA, 90096	0.76	Phone reformatted City re-cased State code upper-cased Gender normalised+2 more
ENR-102363	ENR	Cheryl Red	2008-05-11	UHC-44079-23	3523512838	8264 Broadway, Phoenix, AZ, 85012	0.76	Phone reformatted Address re-cased State code upper-cased Gender normalised+2 more
ENR-140862	ENR	Sandra I Patel	1950-08-26	UHC-95354-02	5909219151	1517 Park Pl, Nashville, TN, 37249	0.76	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-126500	ENR	Gregory Hamilton	1969-12-02	UHC-54999-02	6265361954	4040 Ridge Rd, Nashville, TN, 37267	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
ENR-129820	ENR	Juan Porter	1948-09-03	UHC-58014-34	9519628960	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-121914	ENR	Danielle Hill	1995-12-09	UHC-74628-55	2302029522	1649 Desert Sky Blvd, Orlando, FL, 32812	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-124472	ENR	Deborah G Simpson	1939-04-23	UHC-69380-61	3967030866	5622 Forest Ave, Nashville, TN, 37285	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-104986	ENR	Brandon Q Medina	1964-01-21	UHC-76176-25	6817861298	3667 Apache Blvd, Eden Prairie, MN, 55307	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more

7,326 rows, page 120 of 147Previous Next