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 “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-135509	ENR	Adam Owens	1978-03-17	UHC-17433-17	6078451338	2497 Valley View Dr, Gilbert, AZ, 85288	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130785	ENR	Laura F Tran	1978-09-10	UHC-40855-67	4104394952	8672 Church St, Glendale, AZ, 85365	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132418	ENR	Ethan A Ray	1990-08-08	UHC-45961-16	9137226741	3841 Park Pl, Glendale, AZ, 85333	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-131579	ENR	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-134500	ENR	Nancy T Fields	1987-10-18	UHC-70642-29	2605291394	4160 Cedar Ln, Glendale, AZ, 85373	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103257	ENR	Joseh E Padilla	1998-06-17	—	7579248202	8273 Lincoln Way, San Antonio, TX, 78225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118507	ENR	Jonathan Peterson	1939-09-22	UHC-80951-24	8668492621	9875 Canyon Rd, Chandler, AZ, 85279	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127666	ENR	Greg Y Chavez	1939-09-12	UHC-50990-25	2567975996	7451 Market St, Austin, TX, 78774	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100672	ENR	Carrl Alvarado	1938-09-23	UHC-22730-30	4415805614	2830 Maple Ave, Sacramento, CA, 95803	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133947	ENR	Grace Wong	1974-10-21	UHC-64071-61	8953580520	6636 Market St, Sacramento, CA, 95806	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107139	ENR	Sophia Z Rios	1975-04-07	UHC-48900-43	6338984923	8907 Mountain View Dr, Scottsdale, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112954	ENR	Roger K Lewis	1952-04-16	UHC-89460-83	9448445964	9404 Highland Ave, Miami, FL, 33115	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133192	ENR	Christopher B Stephens	1988-09-21	UHC-69472-98	9219983447	5720 Valley View Dr, Gilbert, AZ, 85227	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128791	ENR	Jesse A Balck	2001-05-08	UHC-15116-96	3713936198	9697 Highland Ave, Fresno, CA, 93736	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112614	ENR	Lucia Cook	1950-10-17	UHC-56273-97	—	4149 Indian School Rd, Mesa, AZ, 85271	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-124088	ENR	Lawrence W Lane	2006-08-09	UHC-10400-82	9502398303	2237 Camelback Rd, Los Angeles, CA, 90083	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133486	ENR	Aisha U Wallace	1971-05-21	UHC-59041-99	5727424896	7738 Highland Ave, Tucson, AZ, 85742	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138647	ENR	Christina Garcia	1969-02-11	—	4336748812	9827 Canyon Rd, Fresno, CA, 93762	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109291	ENR	Vincent Garza	2001-10-18	UHC-71824-31	—	9084 Jefferson Ave, Phoenix, AZ, 85084	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101649	ENR	Charlotte Guzman	1985-05-17	UHC-77788-73	5605303999	9180 Oak St, Miami, FL, 33129	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-122802	ENR	Sohia Welch	1938-01-03	UHC-69836-33	2509296099	6348 Jefferson Ave, Orlando, FL, 32819	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-123292	ENR	Kenneth Alexander	1959-01-03	UHC-95426-68	9097449768	4261 Ocean Ave, Charlotte, NC, 28260	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127511	ENR	Elijah B Phillips	1995-11-21	—	9525091543	2832 Baseline Rd, Sacramento, CA, 95820	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106447	ENR	Mary S Obrien	1951-01-03	UHC-96447-43	5132946469	6414 Valley View Dr, Plano, TX, 75074	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113762	ENR	Sean Z Bishop	1972-02-13	UHC-26339-90	3277683915	1837 Grand Ave, Los Angeles, CA, 90082	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135347	ENR	Joan C Sanders	2008-11-07	UHC-18445-56	8307096442	3502 Forest Ave, Chandler, AZ, 85239	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137683	ENR	Mary Barnes	1997-03-28	UHC-67765-67	5086306579	8184 Park Pl, Miami, FL, 33148	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-102031	ENR	Stephnie Tucker	1986-12-12	UHC-85763-40	8037058241	5732 Meadow Ln, Chandler, AZ, 85288	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-108408	ENR	Stephen Turner	1984-04-16	UHC-09124-02	8955412142	3780 Grand Ave, San Diego, CA, 92138	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133654	ENR	Shron L Stevens	1948-08-04	UHC-69450-62	6828459845	5794 Jefferson Ave, Los Angeles, CA, 90084	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113626	ENR	Walter S Moreno	1992-12-06	—	—	7959 Canyon Rd, Sacramento, CA, 95880	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117852	ENR	Anna Andrews	1989-02-22	UHC-31996-08	2612892494	5660 Meadow Ln, Gilbert, AZ, 85235	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114745	ENR	Rebecca Wagner	2004-11-21	UHC-74793-23	9286205033	451 Mountain View Dr, Mesa, AZ, 85270	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-138379	ENR	Eugene E Ross	1993-08-28	UHC-02623-96	4125584380	1866 Main St, Fresno, CA, 93737	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128332	ENR	Bobby H Jones	1985-10-10	UHC-06669-89	9243819937	8186 Palm Dr, Chandler, AZ, 85286	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141454	ENR	Juan C Obrien	2008-07-20	UHC-63527-62	4288045490	1923 Elm St, Los Angeles, CA, 90045	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142326	ENR	Carl Z West	1992-01-06	UHC-42112-04	6097489464	3663 Grand Ave, Glendale, AZ, 85353	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142327	ENR	Carl Z West	1992-01-06	UHC-42112-04	6097489464	3663 Grand Ave, Glendale, AZ, 85353	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135427	ENR	Teresa F Ray	1980-12-25	UHC-84087-65	4658762541	214 Lincoln Way, Phoenix, AZ, 85092	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128001	ENR	Alice Li	1983-08-02	UHC-40408-56	6509329421	3208 Jefferson Ave, Los Angeles, CA, 90077	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108635	ENR	Kelly Goordon	1941-07-19	UHC-60170-41	8057999170	8001 River Rd, Los Angeles, CA, 90020	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118385	ENR	Santiago G Bailey	1969-06-19	UHC-23185-43	7038029913	3418 Bayshore Dr, Chandler, AZ, 85224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108139	ENR	Priya S Smith	1951-05-07	UHC-24388-87	7034808964	9332 Harbor Blvd, Columbus, OH, 43266	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104602	ENR	Terry C Padilla	1940-07-25	UHC-74052-85	3276196347	5031 Camelback Rd, Plano, TX, 75003	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136314	ENR	Patricia Q Graham	2001-03-05	UHC-41523-87	7137390844	9486 Pine Dr, Los Angeles, CA, 90017	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121933	ENR	Sara Ramirez	1991-07-10	UHC-30553-71	5208798861	3107 Lake View Rd, Gilbert, AZ, 85270	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102630	ENR	Christina F Perez	2000-01-20	UHC-96033-78	4557544897	9108 Meadow Ln, Gilbert, AZ, 85255	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123781	ENR	Margaret Mils	1980-01-24	UHC-42099-41	5575713213	2628 Market St, Phoenix, AZ, 85023	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121492	ENR	Christine Dominguez	1966-02-20	UHC-00465-65	8544355860	7719 Market St, Las Vegas, NV, 89140	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107818	ENR	Mariana Johnston	1987-10-24	UHC-83372-08	3408438075	7549 River Rd, Phoenix, AZ, 85060	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

13,989 rows, page 120 of 280Previous Next