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

All sources, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58294	TPA	Ethan Weaver	1967-06-05	—	—	8731 Washington St, Mesa, AZ, 85268	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57663	TPA	Tyler Hughse	1985-02-21	—	3783070468	3740 Willow Ct # 114, San Antonio, TX, 78252	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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
CLM-417007	CLM	Madison Taylor	1957-06-12	—	8817784455	4368 Sage Ct, Sacramento, CA, 95847	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+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
CLM-430227	CLM	Aisha Gray	1983-12-18	—	—	8462 Main St, Minneapolis, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+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
TPA-59363	TPA	Helen Guerrero	1991-08-23	UHC-70876-54	—	3231 Baseline Rd, Glendale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423027	CLM	Samantha F Valdez	1950-02-09	UHC-09139-97	2996051262	6880 Park Pl, Glendale, AZ, 85362	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-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
CLM-430821	CLM	Kim Wang	1988-01-05	UHC-99271-57	—	935 Jefferson Ave, Sacramento, CA, 95809	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-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
CLM-401592	CLM	Kathryn Schmidt	1956-10-09	UHC-18595-46	—	5650 Pine Dr, Tucson, AZ, 85714	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111437	ENR	Alan T Snyder	1967-09-24	UHC-29214-46	6249391076	2024 Broadway, Phoenix, AZ, 85024	0.64	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-111438	ENR	Alan T Snyder	1967-09-24	UHC-29214-46	6249391076	2024 Broadway, Phoenix, AZ, 85024	0.64	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+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
ENR-124328	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
TPA-50630	TPA	Jordan Hoffman	1952-05-02	—	—	5062 Desert Sky Blvd, Las Vegas, NV, 89113	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119952	ENR	Marcus V Carr	1942-10-28	UHC-56477-42	4574149849	2952 Jefferson Ave, Tampa, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-108763	ENR	Kathleen T Bailey	1983-04-15	UHC-81568-33	9575049058	6841 Park Pl, Eden Prairie, MN, 55334	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104488	ENR	Lori Howell	1980-06-05	UHC-61801-30	5772095440	8241 Harbor Blvd, Phoenix, AZ, 85056	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402383	CLM	Heather Boyd	1954-10-26	UHC-21223-18	—	4167 Ridge Rd, Minneapolis, MN, 55492	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
ENR-104258	ENR	Bruce J Le	1968-08-09	UHC-76471-58	8419986588	3831 Mountain View Dr, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28232	PRV	Carolyn Henry	1941-09-17	—	9687957748	924 River Rd # 294, Dallas, TX, 75256	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-400201	CLM	Roger Ortiz	1970-12-19	—	—	7441 Bayshore Dr, Minneapolis, MN, 55411	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128436	ENR	Judith S Crawford	2007-12-20	UHC-46347-58	4034663659	2508 Mountain View Dr, Chandler, AZ, 85285	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423475	CLM	Walter Hudson	1939-11-17	—	9547087269	7989 Lake View Rd, Houston, TX, 77053	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-423750	CLM	Julia Myers	2001-03-08	UHC-12935-90	9365067662	7917 Desert Sky Blvd, Scottsdale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139718	ENR	Terry Walker	2005-11-15	UHC-13254-77	—	6348 Palm Dr, Phoenix, AZ, 85070	0.64	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+2 more
ENR-119390	ENR	John Hicks	1949-02-26	UHC-08693-71	4809016447	582 Ocean Ave, Austin, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-416161	CLM	Camila Kennedy	1956-10-21	UHC-20024-09	—	8467 Mesa Dr, Seattle, WA, 98144	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137835	ENR	Camila B Torres	1939-02-23	UHC-74623-75	8842136430	4911 Cedar Ln, Scottsdale, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-25223	PRV	Jennifer F Henry	1980-01-17	—	8196936019	2409 Oak St, Jacksonville, FL, 32216	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-427989	CLM	Sharon Gilbert	2003-05-14	—	—	1467 Meadow Ln, Glendale, AZ, 85332	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63129	TPA	Shirley Cunningham	1973-12-10	—	—	3784 Central Ave, Seattle, WA, 98167	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27395	PRV	Ahmed Rose	1972-11-01	—	9007684149	4535 Camelback Rd, Seattle, WA, 98143	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127359	ENR	Gerald N Gray	1954-12-05	UHC-92992-71	9048407209	3662 Baseline Rd # 998, Fresno, CA, 93727	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-425602	CLM	Madison Martin	1960-07-24	UHC-79970-57	—	1902 Camelback Rd, Denver, CO, 80218	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407495	CLM	Martha Weaver	1978-08-11	UHC-63216-91	—	7449 Jefferson Ave, Scottsdale, AZ, 85226	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113565	ENR	Joan C Brown	2002-09-03	UHC-09520-95	4536977100	4391 Maple Ave, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21717	PRV	Carolyn Lopez	2001-09-05	UHC-67098-51	—	6186 Washington St, Phoenix, AZ, 85059	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25076	PRV	Evelyn Espinoza	1972-05-15	UHC-88195-60	2864673382	157 Central Ave, Fresno, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more

32,400 rows, page 157 of 648Previous Next