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-107993	ENR	Saan Duncan	2002-02-07	UHC-28881-12	—	6367 Desert Sky Blvd, Dallas, TX, 75206	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126845	ENR	Harold Lynch	1981-08-26	UHC-33352-64	6777597482	7608 Desert Sky Blvd, Tucson, AZ, 85735	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103844	ENR	Jacob Y Montgomery	1951-07-09	UHC-73246-48	7374924455	9776 Church St, Sacramento, CA, 95862	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115015	ENR	Yuki O Hill	1993-11-25	UHC-14097-65	—	8400 Mountain View Dr, Atlanta, GA, 30389	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-100304	ENR	Kayla Park	1963-12-07	UHC-85932-34	6437192186	976 Camelback Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-114539	ENR	Sarah Carlzon	1989-10-24	UHC-35766-45	8424013054	1651 Sunset Blvd, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
ENR-121270	ENR	Wayne W Reed	1943-11-23	UHC-90098-34	9298863051	1099 Jefferson Ave, Tucson, AZ, 85792	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130864	ENR	Joyce C Daniels	1999-03-12	UHC-17507-69	8207156604	6364 Broadway, Seattle, WA	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-125284	ENR	Jordan P Flores	1964-08-10	UHC-95164-43	8037133806	8436 Jefferson Ave, Tempe, AZ	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140584	ENR	Valentina Reid	1965-04-06	UHC-92970-85	6779096548	4462 Lake View Rd, Phoenix, AZ, 85029	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-112793	ENR	Rachhel H Brooks	1990-09-18	UHC-42063-06	9498743301	1528 Central Ave, Jacksonville, FL, 32234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141947	ENR	Randy A Foster	2000-01-18	UHC-46657-20	3544723810	8906 Palm Dr, Denver, CO, 80215	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141686	ENR	Ashley Singh	1989-04-01	UHC-07698-10	2587427328	2149 Desert Sky Blvd, Tucson, AZ, 85766	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103725	ENR	Diana Evans	1997-04-15	UHC-60636-14	5724836825	5623 River Rd, Phoenix, AZ, 85007	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117177	ENR	Linda Gordon	1974-05-07	UHC-71410-38	8497318412	4793 Sunset Blvd # 147, Houston, TX, 77044	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-140742	ENR	Richard Fostre	1986-07-13	UHC-61183-63	—	2550 Washington St, Phoenix, AZ, 85012	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-107388	ENR	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125337	ENR	Debra B Lewis	2002-01-25	UHC-60002-78	2047313307	7820 Highland Ave, Mesa, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-109091	ENR	David W Lee	1961-01-02	UHC-73882-26	5885345140	997 Desert Sky Blvd Apt 14, Mesa, AZ, 85284	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-112816	ENR	Cheryl Daniels	1974-11-24	UHC-88831-98	9263879492	5417 Palm Dr, Fresno, CA, 93782	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-141651	ENR	Alan L Gilbert	1966-08-18	UHC-57392-18	—	2678 Washington St, Jacksonville, FL, 32259	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127798	ENR	Roy Fowler	2002-09-28	UHC-26321-54	4599217744	6743 Apache Blvd # 496, Austin, TX, 78779	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-119288	ENR	Jacob Watkins	1948-01-23	UHC-84596-80	9825231742	1221 Church St, Fresno, CA, 93719	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101034	ENR	Judith A Bradley	1951-09-25	UHC-02771-26	4184222161	6045 Lake View Rd, Las Vegas, NV, 89145	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125231	ENR	Eugene Bell	1960-02-08	UHC-07032-53	—	8207 Highland Ave, Las Vegas, NV, 89197	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113763	ENR	Carolyn C Price	2005-12-07	UHC-98537-14	6302991698	8651 Ridge Rd, Atlanta, GA, 30391	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127618	ENR	Judith J Foster	1961-06-06	UHC-14918-29	9803983758	8367 Sage Ct, Dallas, TX, 75298	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111140	ENR	Denny Hanson	1976-08-09	UHC-15271-12	4182488366	4704 Ridge Rd, Phoenix, AZ, 85091	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112105	ENR	Gabriel N Cook	1961-01-25	—	2376619043	8160 Bayshore Dr, Tucson, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129800	ENR	Andrea Gomez	1987-10-27	UHC-49598-70	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105953	ENR	Catherine Jackson	2007-08-22	UHC-67558-54	2909528686	706 Bayshore Dr, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105536	ENR	Pamlea M Andrews	1970-01-20	UHC-69557-11	3043157677	9644 Apache Blvd, Houston, TX, 77032	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119200	ENR	Hughes W Mason	1955-10-13	UHC-36216-08	9342397167	2697 Meadow Ln, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124575	ENR	Carl Burke	1952-04-12	UHC-45011-11	2152580897	9767 Willow Ct, Minneapolis, MN, 55464	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101796	ENR	Emily X Peterson	1969-11-16	UHC-84259-62	9005400983	5650 Mesa Dr, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117170	ENR	Mary F Robinson	2006-01-16	UHC-73204-84	—	7941 Valley View Dr, Mesa, AZ, 85244	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-133398	ENR	Zachary G Wheeler	1961-08-14	UHC-84998-85	2358842559	9288 Spring St, Los Angeles, CA, 90064	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118401	ENR	Elijah K Hudson	1967-07-17	UHC-28101-71	3532080370	4748 Apache Blvd, Nashville, TN, 37226	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127134	ENR	Julie G Black	1942-09-23	UHC-88045-62	9534362811	6399 Ocean Ave, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-113928	ENR	Christina Contreras	1989-06-22	UHC-98597-05	6855362885	1413 Bayshore Dr, Mesa, AZ, 85209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110084	ENR	Diana Moreno	1976-02-02	UHC-51935-99	7244447915	4616 Elm St, Houston, TX, 77041	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121316	ENR	Julia Vargas	1987-11-20	UHC-03596-95	3935879131	3291 Hillcrest Rd, Gilbert, AZ, 85283	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-137244	ENR	Daniel Yang	1950-03-26	UHC-28538-36	—	8826 Valley View Dr, Tucson, AZ, 85735	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-116930	ENR	Donna Morgan	1989-05-05	UHC-37714-69	4623490761	8237 Central Ave, Dallas, TX, 75216	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-104151	ENR	Steveen Patel	1985-09-21	—	2462632700	1866 Baseline Rd, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109197	ENR	Dennis J Baker	1967-07-16	UHC-24430-47	6542482250	4332 Jefferson Ave, Orlando, FL, 32882	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100000	ENR	Robert Jackson	1987-07-12	UHC-23992-55	3248115184	5298 Indian School Rd, Los Angeles, CA, 90097	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123031	ENR	Charlotte Gomez	1991-04-22	UHC-77224-36	6303645424	2616 Harbor Blvd, Los Angeles, CA, 90095	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111990	ENR	Nicole Q Jensen	1995-11-22	UHC-78290-10	5034682713	7398 Indian School Rd, Phoenix, AZ, 85066	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-123460	ENR	Christian W Webb	1994-05-09	UHC-47362-27	4789084066	3877 Willow Ct, Denver, CO, 80274	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more

13,989 rows, page 73 of 280Previous Next