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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133290	ENR	Charles Q Knight	1953-08-06	UHC-62586-03	9413744704	7763 Valley View Dr, Austin, TX, 78724	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-131266	ENR	Priya M Cunningham	1962-04-22	UHC-81515-13	2322296435	1045 Indian School Rd, Tampa, FL, 33655	0.78	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-117559	ENR	Nancy Kelley	1945-04-16	UHC-35134-70	8887128191	9887 Mountain View Dr, Orlando, FL, 32893	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
PRV-21245	PRV	David Garza	1938-04-06	—	6429218121	4042 Canyon Rd, Plano, TX, 75098	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-21244	PRV	David Garza	1938-04-06	—	6429218121	4042 Canyon Rd, Plano, TX, 75098	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-58365	TPA	Barbara Castillo	1940-11-11	—	—	2447 Mesa Dr, Columbus, OH, 43292	0.78	SSN last four extracted City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-20056	PRV	Teresa Franklin	2006-09-27	UHC-79947-46	4965056080	4892 Broadway, Orlando, FL, 32896	0.78	Name re-cased Phone reformatted SSN last four extracted Address re-cased+1 more
ENR-140222	ENR	Jack N Torres	1949-02-10	UHC-14810-26	3558995888	110 Spring St, Nashville, TN, 37271	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-427631	CLM	Jose Carr	1967-06-15	—	6936511154	3553 Mesa Dr, Minneapolis, MN, 55486	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-125677	ENR	Jen Fisher	1993-11-23	UHC-26712-13	4397889024	3366 Palm Dr, Jacksonville, FL, 32292	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-426381	CLM	Janet Weber	1949-10-25	UHC-67261-22	9869986387	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-25916	PRV	Raymond Ortiz	1965-04-04	—	8676294665	9314 Hillcrest Rd, Fresno, CA, 93776	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-122900	ENR	Aaron Cox	1957-01-01	UHC-14653-90	9049333526	3438 Jefferson Ave, Mesa, AZ, 85240	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
CLM-407363	CLM	Arthur Gilbert	1963-09-27	—	4344045344	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-118427	ENR	Nathan I Johnston	1978-03-05	UHC-62857-20	7518794409	7576 Ocean Ave, Glendale, AZ, 85310	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-430407	CLM	Denise U Stevens	1970-11-16	UHC-98801-28	4665565436	7600 Mountain View Dr, Houston, TX, 77053	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Plan code upper-cased+1 more
ENR-117624	ENR	Valentina Rice	1956-06-23	UHC-63637-02	4996159647	5500 Broadway, Dallas, TX, 75282	0.78	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+1 more
ENR-119468	ENR	John K Lynch	1985-12-18	UHC-71698-36	4619606705	4927 Ocean Ave, Charlotte, NC, 28289	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-408835	CLM	Kayla Hnsen	1950-12-08	UHC-30978-47	3135730845	5023 Church St, Charlotte, NC, 28229	0.78	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-421312	CLM	Vincent Diaz	1958-10-01	UHC-09083-91	3337818612	8104 Lincoln Way, Seattle, WA, 98147	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-406495	CLM	Omar Torres	1973-08-04	—	5603618723	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-406496	CLM	Omar Torres	1973-08-04	—	5603618723	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-28753	PRV	Barbara C Carroll	1966-01-23	—	5239637570	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-142156	ENR	Brenda R Diaz	1986-07-16	UHC-41496-75	2018733562	6985 Broadway, Denver, CO, 80244	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-56359	TPA	Danielle Ramirez	1954-01-10	—	2959054328	9333 Lincoln Way, Eden Prairie, MN, 55363	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-142124	ENR	Jacob Garcia	1988-02-20	—	3356271115	4780 Meadow Ln, Seattle, WA, 98126	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-133030	ENR	Michael V Cole	1958-07-12	UHC-18134-27	5285998440	4135 Washington St, Minneapolis, MN, 55477	0.78	Name re-cased SSN last four extracted City re-cased Whitespace trimmed+1 more
ENR-117983	ENR	Adam A Snyder	1964-09-27	UHC-25891-48	5934629771	9660 Market St, Denver, CO, 80265	0.78	Phone reformatted SSN last four extracted Email lower-cased Whitespace trimmed+1 more
ENR-128148	ENR	Madison Ruiz	2004-03-28	UHC-01541-28	2987268833	6331 Willow Ct, Minneapolis, MN, 55422	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-403386	CLM	Margaret G Daniels	1967-05-01	—	9134685584	6083 Canyon Rd, Tucson, AZ, 85725	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-110664	ENR	Alice Hayes	1985-05-27	UHC-29680-22	5854214091	1823 Central Ave, Las Vegas, NV, 89158	0.78	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+1 more
PRV-23667	PRV	Dennis Castro	2000-05-06	UHC-54013-05	3268442329	5520 Washington St, Miami, FL, 33174	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
PRV-22400	PRV	Sofia Porter	2002-07-04	—	2304349910	1396 Apache Blvd, Austin, TX, 78708	0.78	Phone reformatted SSN last four extracted State code upper-cased Whitespace trimmed+1 more
ENR-102361	ENR	Anna F Boyd	1995-06-27	UHC-08172-11	3833421889	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-431258	CLM	Park Evelyn	1965-01-24	UHC-44290-82	—	732 Hillcrest Rd, Scottsdale, AZ, 85236	0.78	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+1 more
ENR-138603	ENR	Daniel U Green	1946-02-17	UHC-29070-58	3202522313	4763 Jefferson Ave, San Antonio, TX, 78260	0.78	Name re-cased Member ID reformatted SSN last four extracted State code upper-cased+1 more
ENR-108103	ENR	Helen S Gray	1978-07-03	UHC-92539-10	5214004681	8725 Church St, Atlanta, GA, 30393	0.78	Name re-cased Phone reformatted SSN last four extracted Plan code upper-cased+1 more
ENR-108102	ENR	Helen S Gray	1978-07-03	UHC-92539-10	5214004681	8725 Church St, Atlanta, GA, 30393	0.78	Name re-cased Phone reformatted SSN last four extracted Plan code upper-cased+1 more
PRV-23056	PRV	Betty I Hutner	1989-09-07	UHC-84042-08	8756302387	2690 Desert Sky Blvd, Seattle, WA, 98177	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-133472	ENR	Wayne O Welch	1956-07-27	UHC-40062-90	7635549360	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-110667	ENR	Ryan G Richards	1980-05-09	UHC-91216-27	7378308796	8087 Mesa Dr, Seattle, WA, 98141	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
CLM-416775	CLM	Bryan Stevens	1997-05-16	UHC-77358-20	6423989218	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-424674	CLM	Sandra F Obrien	1975-12-18	UHC-04569-93	4458089307	6992 Jefferson Ave, Fresno, CA, 93777	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-114652	ENR	Brian U Powell	1972-03-11	UHC-93282-35	6553298627	3245 Main St, Denver, CO, 80255	0.78	Phone reformatted SSN last four extracted City re-cased Email lower-cased+1 more
ENR-111467	ENR	Amanda K Larson	1948-12-20	UHC-40234-04	6463650878	9834 Highland Ave, Gilbert, AZ, 85259	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-405711	CLM	Luis Richardson	1990-06-10	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-141828	ENR	Natalie C Vazquez	1974-09-11	UHC-96384-44	2645313082	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-122127	ENR	Eric Hernandez	1959-01-07	—	2474987159	9634 Mountain View Dr, San Diego, CA, 92171	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-428237	CLM	Bruce G Evans	1965-11-07	—	4592710513	6479 River Rd, Denver, CO, 80250	0.78	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
ENR-113035	ENR	Joseph C Lawson	1981-02-19	UHC-26174-27	2454192338	9661 Meadow Ln, San Diego, CA, 92142	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more

2,817 rows, page 47 of 57Previous Next