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
ENR-107520	ENR	Roy Cook	1997-05-23	UHC-10849-81	7689751122	8933 Camelback Rd, Glendale, AZ, 85325	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63121	TPA	Robert Brooks	1999-02-24	—	5805595575	5314 Palm Dr, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63120	TPA	Robert Brooks	1999-02-24	—	5805595575	5314 Palm Dr, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59247	TPA	Lori Ruiz	2004-02-12	—	8166844985	5235 Forest Ave, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127307	ENR	Frances V Stevens	1958-06-16	UHC-72258-94	7825624817	6045 Washington St, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117802	ENR	Ana Wheeler	1947-03-19	UHC-60445-48	4218728078	4863 Lake View Rd, Fresno, CA, 93712	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-24061	PRV	Nancy Millls	1981-07-20	UHC-00702-28	4706389323	7380 Oak St, Charlotte, NC, 28244	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24060	PRV	Nancy Millls	1981-07-20	UHC-00702-28	4706389323	7380 Oak St, Charlotte, NC, 28244	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428953	CLM	Susan T Richardson	1946-05-15	—	2569360003	1926 Pine Dr, Tampa, FL, 33604	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134564	ENR	Raymond D Wesst	1958-12-27	UHC-79449-15	7544736506	451 Union St Apt 25, Columbus, OH, 43207	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-428328	CLM	Jerry E Snyder	2004-07-14	—	8952122926	2995 Ridge Rd, Fresno, CA, 93791	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21592	PRV	Valeentina B Duncan	1952-02-08	—	3317667418	5220 Indian School Rd, Los Angeles, CA, 90089	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105563	ENR	Carl Y Li	1956-09-06	UHC-41105-72	5179122797	8507 Highland Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125112	ENR	Luis N Wang	1950-12-22	UHC-24120-80	8509369707	4636 Maple Ave # 122, Minneapolis, MN, 55493	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-411485	CLM	Nathan Palmer	1974-01-04	UHC-78327-09	—	7701 Ocean Ave, Tampa, FL, 33669	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-123300	ENR	Jack F Lawson	1992-03-07	UHC-45514-20	2059405754	5849 Cedar Ln, Columbus, OH, 43207	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126377	ENR	Ashley Garrett	1975-10-05	UHC-61998-34	6482839997	5074 Sage Ct, Phoenix, AZ, 85000	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142603	ENR	Patricia S Richards	1965-06-27	UHC-53338-88	8175337623	2662 Main St, Chandler, AZ, 85211	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-120674	ENR	Astin H Kennedy	1996-05-24	UHC-71747-72	6596026380	9136 Willow Ct, Atlanta, GA, 30341	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-135081	ENR	Jennifer Gray	1977-08-21	UHC-61559-04	3082645014	1201 Maple Ave, Atlanta, GA, 30345	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51019	TPA	Mei Robinson	1985-01-21	—	9764485448	197 Hillcrest Rd, Gilbert, AZ, 85216	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-124597	ENR	Carl W Banks	1979-07-28	UHC-44122-85	7795715705	7792 Jefferson Ave, Fresno, CA, 93782	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62913	TPA	Deniel Alexander	1961-03-27	—	6504839090	100 Oak St, Nashville, TN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123349	ENR	Doris Morris	1981-02-14	—	3819961961	4738 Willow Ct, Columbus, OH, 43236	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402752	CLM	Charlotte Henderson	1977-12-06	—	—	2897 Elm St, Denver, CO, 80208	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-23859	PRV	Gary Miller	1993-04-20	—	2112920633	6416 Harbor Blvd, Los Angeles, CA, 90038	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404978	CLM	Jack Marshall	1963-06-13	UHC-15423-91	—	4285 Main St Apt 15, Mesa, AZ, 85263	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-109067	ENR	Robert J Tucker	2004-07-14	UHC-10873-92	6222042561	2275 Sunset Blvd, Tempe, AZ, 85284	0.60	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-135640	ENR	Jackie B McCoy	1972-03-15	UHC-04810-61	2505932088	39 Church St, Las Vegas, NV, 89127	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409257	CLM	Arjun Elliott	1997-06-07	UHC-67426-37	5797593513	6148 Grand Ave, Tampa, FL, 33654	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54879	TPA	Cynthia Capman	1998-12-22	—	7433927767	5035 Camelback Rd, Glendale, AZ, 85341	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23609	PRV	Brandon Banks	1955-04-16	UHC-97066-54	5904177591	41 Central Ave, Houston, TX, 77073	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431660	CLM	Alexis Singh	1985-11-15	UHC-47408-81	6434603845	4394 Canyon Rd Apt 32, Las Vegas, NV, 89107	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-428156	CLM	Kimberly Henderson	1942-10-18	UHC-39645-38	7657307466	4544 Mountain View Dr, Eden Prairie, MN, 55377	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62890	TPA	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62891	TPA	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-106571	ENR	Marcus Ward	1952-05-03	UHC-01655-80	8878421034	8789 Park Pl, Plano, TX, 75059	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-105615	ENR	Jennifer Z Gibson	1944-01-23	UHC-49917-43	7113607567	7719 Canyon Rd, Orlando, FL, 32848	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424662	CLM	Henry Jackson	1964-04-28	UHC-50017-20	6045786114	6329 River Rd, Las Vegas, NV, 89123	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431497	CLM	Adams W Rebecca	1965-02-17	UHC-04443-52	6326626814	7683 Meadow Ln, Tempe, AZ, 85213	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-407920	CLM	Long Abby	1996-01-22	UHC-33129-37	8615155310	4841 Oak St, Scottsdale, AZ, 85234	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27494	PRV	Charles Rojas	2001-12-27	UHC-80561-02	3305238014	7847 Camelback Rd Apt 17, Los Angeles, CA, 90003	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-125835	ENR	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-126274	ENR	Priya J Duncan	1990-06-08	UHC-97186-66	6076146230	2247 Bayshore Dr, Austin, TX, 78724	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100481	ENR	Bruce Henry	2001-02-18	UHC-59684-25	9738491510	5877 Indian School Rd, Plano, TX	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138422	ENR	Brittany J Richardson	1952-12-02	UHC-80551-30	5917710659	4734 Baseline Rd, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108281	ENR	Judith Jacobs	1941-10-18	UHC-48697-92	5493781961	5550 Lake View Rd, Gilbert, AZ, 85225	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26246	PRV	Alexis Payne	1960-09-09	UHC-05678-36	8432121327	309 Indian School Rd, Phoenix, AZ, 85062	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131472	ENR	Peter F Chavez	1986-01-16	UHC-11335-20	3335878654	3309 Baseline Rd, Columbus, OH	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416975	CLM	Benjamin Franklin	1976-05-28	UHC-88306-24	—	6093 Central Ave, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more

32,400 rows, page 79 of 648Previous Next