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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101478	ENR	Sandra Sullivan	2007-03-04	UHC-25633-24	—	7761 Forest Ave, Las Vegas, NV, 89132	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130042	ENR	Lawrence Snyder	2007-03-28	UHC-47696-50	8643689815	2275 Harbor Blvd, Miami, FL	0.64	Phone reformatted Member ID reformatted ZIP missing Gender normalised+2 more
ENR-120477	ENR	Jerry Dunn	1939-06-05	—	4936428640	658 Washington St, Columbus, OH, 43295	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-119237	ENR	Sean N Sandoval	1955-05-28	UHC-11554-69	6513782669	4121 Hillcrest Rd, Dallas, TX, 75205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-117244	ENR	Steven Kelly	1988-03-01	UHC-47460-74	3138021811	1297 Spring St, Scottsdale, AZ, 85209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120926	ENR	Megan L Le	1971-02-10	UHC-32794-78	7942773498	6796 Ridge Rd, Tampa, FL, 33685	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136464	ENR	Christine Y Edwards	1955-04-20	UHC-05546-44	7746215789	5729 Elm St, Plano, TX, 75081	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128195	ENR	Gregory M Willis	1952-09-13	UHC-20155-17	—	6901 Pine Dr, Atlanta, GA, 30391	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-127469	ENR	Michelle Q Moreno	1962-07-22	UHC-14791-68	6743333150	3588 Jefferson Ave, Glendale, AZ, 85344	0.64	Name re-cased Phone 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-133478	ENR	Harold J Peterson	1963-10-29	UHC-37208-63	—	5963 Lake View Rd, Mesa, AZ, 85239	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-135486	ENR	Emily R Parker	2008-12-12	UHC-78781-60	5744718767	4293 Lake View Rd, Jacksonville, FL, 32200	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103155	ENR	Hlen Rios	1964-12-02	UHC-06308-99	4718544729	4173 Ocean Ave, Columbus, OH, 43219	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115492	ENR	Omar O Simppson	1999-11-26	UHC-59095-99	3475638475	7949 Central Ave, Charlotte, NC, 28273	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-125204	ENR	Tyler R Simpson	1958-12-13	UHC-59723-53	—	8568 Cedar Ln, Denver, CO, 80272	0.64	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+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-114972	ENR	Nathan R Gutierrez	1996-06-12	UHC-41662-03	5735190216	834 Pine Dr, Scottsdale, AZ, 85275	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-136070	ENR	Larry W Lee	1996-04-03	UHC-45008-81	5398724420	4170 Central Ave, San Antonio, TX	0.64	Name re-cased Phone reformatted Member ID reformatted ZIP missing+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-104810	ENR	Billy Webber	1989-01-02	UHC-14482-44	5696639713	3418 Indian School Rd, Los Angeles, CA, 90086	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-128427	ENR	Elizabeth M Kelley	2003-03-12	UHC-09452-14	4424109277	2084 Lake View Rd, Chandler, AZ, 85242	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-134336	ENR	Daniel G Stevens	1956-12-21	UHC-99387-93	3785840567	5439 Cedar Ln, Tampa, FL, 33699	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112708	ENR	Billy J Holmes	1941-01-13	UHC-51978-56	4696482637	4985 Cedar Ln, Glendale, AZ, 85387	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-103910	ENR	Carl X Simmons	1942-12-11	UHC-88435-70	9624244078	6421 Apache Blvd, San Diego, CA, 92117	0.64	Phone reformatted Street suffix standardised Address re-cased 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-118645	ENR	Walter Harper	1987-05-27	UHC-51340-21	3179164520	2360 Union St, Scottsdale, AZ, 85225	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-114619	ENR	Cynthia Hutner	1967-08-19	—	9432967454	668 Hillcrest Rd, Fresno, CA, 93702	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-102664	ENR	Thomas V Johnston	1982-02-16	UHC-03506-46	9517046677	2797 Market St, Scottsdale, AZ, 85273	0.64	Name re-cased Street suffix standardised Address re-cased City 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-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-119929	ENR	Mei Jordan	1974-06-14	UHC-25372-81	7322813810	8501 Canyon Rd, Tampa, FL, 33632	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137684	ENR	Maria Reed	1980-11-20	UHC-56361-37	9373430231	7395 Willow Ct, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted City 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
ENR-135892	ENR	Reyes Madison	1946-04-18	UHC-15905-97	3839294814	6130 Elm St, Orlando, FL, 32897	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102053	ENR	Jeean P Hawkins	1974-02-13	UHC-95085-84	6739557653	8254 Mesa Dr, Tucson, AZ, 85744	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102052	ENR	Jeean P Hawkins	1974-02-13	UHC-95085-84	6739557653	8254 Mesa Dr, Tucson, AZ, 85744	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128742	ENR	Ryan Nunez	1950-10-06	UHC-12863-64	6953116420	3715 River Rd, Sacramento, CA, 95819	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142174	ENR	Jerry Day	1966-12-18	UHC-84480-65	7677674930	4362 Church St, Dallas, TX, 75245	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-132412	ENR	Shirley X Roberts	1964-09-11	UHC-98206-77	6513291275	9848 Oak St, Glendale, AZ, 85305	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-137364	ENR	Carol C King	1986-01-28	UHC-55950-56	2513178594	854 Lake View Rd, Jacksonville, FL, 32261	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-101818	ENR	Jose S Warren	1969-01-19	UHC-42110-96	4806185878	2902 Oak St, Phoenix, AZ, 85095	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123446	ENR	Michael S Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl # 848, Tempe, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more

7,326 rows, page 74 of 147Previous Next