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-141398	ENR	Samantha Cook	1946-05-07	UHC-28805-55	7297800928	3442 Hillcrest Rd, Denver, CO, 80218	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103361	ENR	Luis P Vega	1939-07-28	UHC-18828-56	—	2560 Ocean Ave, Minneapolis, MN, 55458	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-141211	ENR	Philip D Greene	1981-10-01	UHC-72670-36	4058635603	2179 Sunset Blvd, San Antonio, TX, 78236	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105456	ENR	Christina E Austin	1968-05-12	UHC-18686-11	7348546609	1879 Forest Ave, Orlando, FL, 32880	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139394	ENR	Ruth N Chen	1955-09-20	UHC-79105-63	5522583699	3335 Camelback Rd, Sacramento, CA, 95874	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102157	ENR	Fatima Taylor	1979-11-28	UHC-67995-68	5398760532	9519 Desert Sky Blvd, San Antonio, TX, 78283	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113358	ENR	Victoria X White	1948-06-23	UHC-30480-57	2236150248	7135 Hillcrest Rd, Dallas, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-139981	ENR	Ralph L Phillips	1983-08-09	UHC-05137-74	—	6178 Park Pl, Austin, TX, 78712	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102353	ENR	Susan Q Contreras	1944-06-18	UHC-75987-03	6519702250	2840 Grand Ave, San Diego, CA, 92177	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-142117	ENR	Margaret Gomez	1987-01-16	UHC-02887-18	4054648648	4366 Valley View Dr, Los Angeles, CA, 90018	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108361	ENR	Carlos T Austin	1990-08-02	UHC-10686-47	7497621933	7112 Mesa Dr, Phoenix, AZ, 85026	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130199	ENR	Donald C Taylor	1954-01-16	UHC-50814-99	2602463373	8960 Highland Ave, Fresno, CA, 93752	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112048	ENR	Robert Piarce	1989-03-04	UHC-97744-57	2443713021	3041 Hillcrest Rd, Houston, TX, 77072	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107750	ENR	Ryan U Fox	1980-04-19	UHC-40849-31	5942004167	6203 Highland Ave, Houston, TX, 77095	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125540	ENR	Peter D Schultz	1942-11-23	—	6076968799	4316 Canyon Rd, Austin, TX, 78743	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138257	ENR	Teresa Sims	1970-02-08	UHC-19809-99	7496542572	9686 Indian School Rd, Los Angeles, CA, 90042	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125554	ENR	Jacob E Jacobs	2002-01-06	UHC-55658-02	2123563818	2374 Jefferson Ave, Columbus, OH, 43296	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129906	ENR	Stephanie Payne	1974-07-04	UHC-82530-78	2415154803	640 Indian School Rd, Fresno, CA, 93722	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-123237	ENR	Nancy T Williams	1983-09-13	UHC-38414-77	3487983527	4029 Harbor Blvd, Dallas, TX, 75225	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-137478	ENR	Bryan A Chen	1982-03-02	—	8227558947	7926 Park Pl, Miami, FL, 33141	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113998	ENR	William Carter	1942-12-19	UHC-32278-12	2973731963	6526 Forest Ave, Eden Prairie, MN, 55348	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102150	ENR	Cynthia Collins	1969-02-09	UHC-47152-16	—	3512 Hillcrest Rd, Minneapolis, MN, 55427	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114159	ENR	Frances R Long	1996-12-22	UHC-55115-27	—	112 Central Ave, Denver, CO, 80260	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107138	ENR	Sara Patel	—	UHC-48728-33	7678398428	1780 Baseline Rd, Tucson, AZ, 85768	0.64	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+2 more
ENR-102320	ENR	Jerry Wells	1955-10-03	UHC-89457-92	6202209872	3232 Main St, Glendale, AZ, 85303	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101646	ENR	Mark R McDonald	1989-02-06	UHC-69783-42	8548300320	1238 Park Pl, Seattle, WA, 98192	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102914	ENR	Vazquez Ana	1950-08-01	UHC-27900-79	—	9588 Highland Ave, Gilbert, AZ, 85295	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104683	ENR	Peter I Rose	1939-04-16	UHC-46761-66	7494000201	7632 Maple Ave, Sacramento, CA, 95884	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125781	ENR	Debra Kelley	1975-12-19	UHC-04884-36	4522111602	1550 Sage Ct, San Antonio, TX, 78254	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139616	ENR	Philip Olson	2007-09-07	UHC-22797-90	8858086728	4297 Indian School Rd, Nashville, TN, 37257	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-108254	ENR	Donald W Walsh	1951-05-07	UHC-49555-07	8584013690	7131 Spring St, Denver, CO, 80243	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129442	ENR	Kyle X Bryant	1942-09-01	UHC-21813-44	8835139474	719 Apache Blvd, Miami, FL, 33119	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-122759	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd, San Antonio, TX, 78209	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-101281	ENR	Camila Rogers	2004-02-15	UHC-70835-52	8248373567	811 Hillcrest Rd, Miami, FL, 33103	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132117	ENR	Judy Lee	1996-08-09	UHC-98404-56	5577662755	2608 Market St, Gilbert, AZ, 85234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111105	ENR	Jacqueline F Adams	1996-06-09	UHC-65215-45	4517223182	5404 Spring St, Houston, TX, 77067	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108407	ENR	Wei F Wright	1947-10-18	UHC-97782-48	—	4960 Canyon Rd, Plano, TX, 75040	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-118603	ENR	Sandra H Thompson	1972-07-14	UHC-77818-61	4512476783	858 Park Pl, Scottsdale, AZ	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-116007	ENR	Nicholas E Carter	2006-12-16	UHC-96506-93	6406937648	2576 Sunset Blvd, Glendale, AZ, 85359	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140008	ENR	Vincent F Delgado	1960-02-12	UHC-58815-25	7402126774	5442 Sunset Blvd, Miami, FL, 33162	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124713	ENR	Ronald V Pierce	1938-09-25	UHC-99616-62	5944009129	861 Sunset Blvd, Phoenix, AZ, 85034	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100154	ENR	Fatima P Stone	1988-08-09	UHC-34812-21	3158149513	7374 Washington St, Charlotte, NC, 28297	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139431	ENR	Justin B Sntiago	1989-04-04	UHC-11375-98	3587236085	8313 Spring St, Phoenix, AZ, 85010	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107342	ENR	Jacqueline Brooks	1964-10-04	UHC-71813-52	4102246758	6927 Park Pl, Columbus, OH, 43278	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125935	ENR	Charles Padilla	1948-10-24	UHC-99928-66	4483889157	8669 Highland Ave, Tempe, AZ, 85200	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139767	ENR	Helen X Ellis	2008-02-12	UHC-73490-52	6389703302	2899 Broadway, Denver, CO, 80259	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-113345	ENR	Amy Wallace	1983-03-27	UHC-57852-57	7844691245	4996 Union St, Mesa, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111768	ENR	Jose D Crawford	1991-06-13	UHC-88067-96	8108166307	2181 Willow Ct, Chandler, AZ, 85241	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-119099	ENR	Julia F Vasquez	1956-12-05	UHC-90179-25	9322852002	7887 Indian School Rd, Minneapolis, MN, 55436	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133664	ENR	Amanda Rose	1963-07-24	UHC-45485-86	6102987277	216 Forest Ave, Atlanta, GA	0.64	Phone reformatted City re-cased ZIP missing Email lower-cased+2 more

7,326 rows, page 83 of 147Previous Next