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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140259	ENR	Denise F Grey	1990-02-27	UHC-81576-78	9807223001	5378 Union St, Plano, TX, 75049	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-128023	ENR	Diae G Nguyen	1961-03-10	UHC-60404-50	7093352459	3744 Ocean Ave, Orlando, FL, 32813	0.66	SSN last four extracted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-130932	ENR	Noah Weaver	2004-03-09	UHC-88070-27	5544641485	3816 River Rd, Scottsdale, AZ, 85207	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108400	ENR	Lauren D Fisher	1997-07-20	UHC-67132-83	4735850194	5090 Mountain View Dr # 925, Minneapolis, MN, 55484	0.66	Phone reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
ENR-115529	ENR	Gary V Espinoza	—	UHC-84150-57	9606425868	7730 Lincoln Way, Gilbert, AZ, 85265	0.66	Date of birth missing Phone reformatted State code upper-cased Gender normalised+1 more
ENR-102769	ENR	Diane Gardner	1960-04-20	UHC-64461-38	6106399614	6786 Sunset Blvd, Nashville, TN, 37299	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-113961	ENR	Logan Myers	1982-04-28	UHC-72669-14	2996724058	7043 Pine Dr, Sacramento, CA, 95890	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108947	ENR	Carol Ross	1954-12-21	UHC-83134-19	8712557331	1098 Desert Sky Blvd, Tampa, FL, 33623	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-113720	ENR	Cynthia Hunter	2007-09-01	UHC-66546-30	7594934343	5520 Elm St, Seattle, WA, 98166	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-115348	ENR	Megan Bishop	1955-01-24	UHC-44146-84	2045376570	9082 Spring St # 860, Orlando, FL, 32854	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139013	ENR	Steven C Morgan	2008-03-28	UHC-62140-91	8146583799	622 Ocean Ave, Gilbert, AZ, 85220	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-123960	ENR	Jason J Murphy	1996-09-21	UHC-15372-66	—	239 Church St, Nashville, TN, 37253	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-110244	ENR	Nunez G Rachel	1964-08-22	UHC-67182-52	4759313142	189 Lincoln Way Apt 5, Nashville, TN, 37298	0.66	Phone reformatted Unit split from street City re-cased State code upper-cased+1 more
ENR-127069	ENR	Alice Y Tucker	1974-09-01	UHC-17436-51	7338388622	6349 River Rd, Charlotte, NC, 28248	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-141693	ENR	Christina J Howard	1963-02-13	UHC-84989-54	5384528826	8646 Forest Ave, Tampa, FL, 33684	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Email lower-cased+1 more
ENR-139372	ENR	Roger D Kelley	1969-01-26	UHC-99844-35	6528001976	8484 Canyon Rd, Mesa, AZ, 85248	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-140943	ENR	Virginia Z Fernandez	1973-06-03	UHC-33328-14	8542792861	3072 Ocean Ave, Jacksonville, FL, 32215	0.66	Name re-cased SSN last four extracted State code upper-cased Gender normalised+1 more
ENR-141505	ENR	Susan Scott	1990-06-06	UHC-56182-63	9037093785	3405 Spring St, Miami, FL, 33116	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-107943	ENR	Emily Wong	1977-02-10	UHC-39469-33	5278687953	3028 Maple Ave, Tampa, FL, 33624	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-114798	ENR	Kayla Wheeler	1950-02-20	UHC-07128-66	—	701 Baseline Rd, Chandler, AZ, 85247	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-127784	ENR	Betty Daniels	1994-02-16	UHC-73612-80	9647127372	6649 Palm Dr, Nashville, TN, 37242	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-124358	ENR	Isabella P McDonald	1967-08-02	UHC-60298-72	—	7667 Pine Dr, Columbus, OH, 43247	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-140870	ENR	Debra Q Burton	1998-08-18	UHC-42500-84	9399357160	639 Cedar Ln, Plano, TX, 75074	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more
ENR-142954	ENR	Doris West	—	UHC-47060-88	8859966541	1429 Canyon Rd, San Diego, CA, 92179	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113157	ENR	Charlotte Gordon	1983-07-13	UHC-89715-25	2779909271	4034 Mountain View Dr, Orlando, FL, 32879	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135469	ENR	Austin B Alexander	—	UHC-32759-98	2819645834	9257 Oak St, Seattle, WA, 98162	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126537	ENR	Christine W Jimenez	2000-08-25	UHC-90658-11	—	7936 Mountain View Dr, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+1 more
ENR-114697	ENR	Helen Q Lawrence	—	UHC-80612-08	—	6412 Grand Ave, Mesa, AZ, 85276	0.66	Name split from “Last, First”Date of birth unreadable State code upper-cased Whitespace trimmed+1 more
ENR-119788	ENR	Adam Shaw	1981-10-13	UHC-03960-88	5076494938	4420 Union St, Columbus, OH, 43274	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-122040	ENR	Vincent P Santiago	1945-10-20	UHC-71651-40	5918694351	7380 Ocean Ave, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103363	ENR	Austin Y Mitcchell	1972-06-27	UHC-66264-69	3212254436	8995 Ocean Ave Apt 28, Sacramento, CA, 95880	0.66	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+1 more
ENR-100029	ENR	Timothy Lane	1980-03-16	UHC-70224-52	3955053334	2915 Mountain View Dr, Miami, FL, 33157	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-130153	ENR	Joyce Q Collins	1973-06-07	UHC-23203-66	2269497998	6504 Mesa Dr, Orlando, FL, 32802	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-117814	ENR	Natalie Q Bell	2005-03-27	UHC-15700-52	—	2327 Highland Ave, Sacramento, CA	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
ENR-139890	ENR	Michael Wilson	1955-10-15	UHC-38739-27	—	2200 Hillcrest Rd, Dallas, TX, 75248	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-137614	ENR	Beverly Rose	1983-07-12	UHC-30839-28	5637182899	5475 Grand Ave, San Antonio, TX, 78262	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-137211	ENR	Bradley J Warren	2005-07-23	UHC-84690-46	5883727120	1758 River Rd Apt 9, Minneapolis, MN, 55492	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124121	ENR	Aaron G Torrees	2005-10-11	UHC-95701-02	4288629887	6393 Mountain View Dr Apt 3, Minneapolis, MN, 55468	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124005	ENR	Paul Bennett	1964-05-17	UHC-72526-25	—	9767 Central Ave, Tempe, AZ	0.66	Name split from “Last, First”State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-102502	ENR	Kyle Z Phillips	1946-08-19	UHC-74042-16	7132362744	4114 Cedar Ln, Chandler, AZ, 85235	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-117459	ENR	Aisha E Aguilar	1944-12-12	UHC-77127-54	3337379074	7532 Maple Ave, Glendale, AZ, 85374	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted State code upper-cased+1 more
ENR-126855	ENR	Jessica Miller	1952-02-08	UHC-28040-04	5825465213	8223 Jefferson Ave, Jacksonville, FL	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-142504	ENR	Grace Freeman	1958-06-22	UHC-15006-09	—	8954 Forest Ave, Tampa, FL, 33633	0.66	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-113633	ENR	Janice Dunn	1953-04-18	UHC-55442-35	6909012854	9735 Palm Dr, Minneapolis, MN, 55443	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-116758	ENR	Melissa T Vega	1957-09-28	UHC-05905-74	8809743352	3541 Palm Dr, Nashville, TN, 37247	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
ENR-142770	ENR	Mateo Carlson	1973-10-22	UHC-62488-93	5974108821	805 Ocean Ave, Atlanta, GA, 30382	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-111782	ENR	Jennifer K Oliver	1972-09-17	UHC-58266-53	7122091092	8588 Union St, Orlando, FL, 32874	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-109463	ENR	Deborah Jackson	—	UHC-89997-70	—	8786 Jefferson Ave, Las Vegas, NV, 89108	0.68	Name re-cased Date of birth unreadable State code upper-cased ZIP+4 trimmed
ENR-129427	ENR	Natalie R Myers	2006-05-19	UHC-44376-50	6615760051	5100 Main St, Miami, FL, 33128	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
ENR-101786	ENR	Gloria Bowman	1938-09-24	UHC-19730-06	2446769447	4761 Elm St, Miami, FL, 33184	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised

1,918 rows, page 14 of 39Previous Next