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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140448	ENR	Robert T Vazquez	1996-06-19	UHC-23194-99	7875205565	6426 Bayshore Dr # 724, Minneapolis, MN, 55432	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-110095	ENR	Ann M Wright	—	UHC-82778-82	8233949393	628 Lincoln Way Apt 9, Sacramento, CA, 95822	0.36	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+4 more
ENR-132154	ENR	Amber Campbell	1942-07-15	UHC-22875-02	—	6975 Bayshore Dr, Charlotte, NC, 28231	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
ENR-105528	ENR	Mary Porter	1999-04-07	UHC-89619-36	—	2549 Spring St Apt 22, Houston, TX, 77090	0.36	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-125009	ENR	Danielle Carpenter	1995-05-21	UHC-39373-55	3275951779	3612 Park Pl, Minneapolis, MN, 55430	0.36	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-130225	ENR	Alan X Gibson	1958-08-25	UHC-17762-84	9543449016	4425 Ridge Rd, San Diego, CA, 92195	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134606	ENR	George K Dominguez	—	UHC-82930-52	—	684 Highland Ave Apt 7, Scottsdale, AZ, 85265	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
ENR-107764	ENR	Mei Hanson	1972-02-17	UHC-60269-48	7945684024	2086 Ocean Ave, Los Angeles, CA, 90039	0.36	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102483	ENR	Emma A Soto	1991-06-25	UHC-16810-12	4086508334	7361 Willow Ct # 632, Tampa, FL, 33665	0.36	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-116006	ENR	Roger O Bishop	1958-03-26	UHC-15509-76	4324305118	695 Canyon Rd, Austin, TX, 78798	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-102872	ENR	Cheryl Stephens	1971-09-11	UHC-86703-51	3308803275	7369 Ridge Rd, Dallas, TX, 75256	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127634	ENR	Sharon Y Burton	—	UHC-21748-50	6674613291	5056 Pine Dr # 333, Plano, TX, 75054	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
ENR-127633	ENR	Sharon Y Burton	—	UHC-21748-50	6674613291	5056 Pine Dr # 333, Plano, TX, 75054	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
ENR-111423	ENR	Ahhmed Porter	1967-06-01	UHC-71899-05	8098476690	5656 Mountain View Dr, Gilbert, AZ, 85299	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126136	ENR	Elizabeth V Specner	1989-01-14	UHC-10467-32	3175239732	6879 Willow Ct, Los Angeles, CA, 90062	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-118151	ENR	Teresa S Adams	2005-02-23	UHC-94349-39	5178129738	2357 Camelback Rd, Charlotte, NC, 28211	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-129069	ENR	Isabella F Gomez	1998-10-10	UHC-64666-87	—	6632 Union St # 321, Jacksonville, FL, 32212	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-129070	ENR	Isabella F Gomez	1998-10-10	UHC-64666-87	—	6632 Union St # 321, Jacksonville, FL, 32212	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-116609	ENR	Janet J Young	1976-05-24	UHC-69097-81	2425705194	3328 Oak St, Nashville, TN, 37280	0.36	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-129121	ENR	Scott Kelly	1956-05-11	UHC-59219-40	8098413056	5241 Pine Dr, Columbus, OH, 43287	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120525	ENR	Dennys J Dominguez	1966-12-28	UHC-79255-89	7702938775	7029 Union St, San Diego, CA, 92171	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-133904	ENR	Julie Moore	2003-01-20	UHC-75274-21	2067241656	4949 Sage Ct, Houston, TX, 77072	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138394	ENR	Karen A Lane	1975-08-15	UHC-33643-01	6967369936	6015 Camelback Rd # 932, Eden Prairie, MN, 55378	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-119386	ENR	Albert Marquez	2003-09-12	UHC-18573-78	—	9035 Pine Dr # 233, Fresno, CA, 93765	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-125950	ENR	Hayes Bradley	1967-08-21	UHC-37877-13	9799749640	7711 Mountain View Dr # 907, Orlando, FL, 32845	0.36	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-124798	ENR	Walter Robertson	1981-06-24	UHC-87465-35	4146738052	7128 Lake View Rd, Austin, TX, 78780	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-107851	ENR	Janet P Davis	—	UHC-07165-08	5759286852	6396 Central Ave, Orlando, FL, 32891	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105495	ENR	Billy N Hunter	1940-03-17	UHC-35886-73	—	7361 Spring St, Plano, TX, 75018	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-139035	ENR	Donald Payne	1959-06-26	UHC-97805-04	7782909563	6405 Hillcrest Rd, Gilbert, AZ, 85276	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-125930	ENR	Shirley H Fuller	1949-12-03	UHC-13808-10	7165413300	2023 Highland Ave, Fresno, CA, 93748	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-108533	ENR	Barbara Lynch	1958-02-01	—	—	8824 Maple Ave # 395, Austin, TX, 78742	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-101993	ENR	Christopehr Chen	1983-02-11	UHC-36761-10	9604795366	7443 Main St # 115, Chandler, AZ, 85251	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-139585	ENR	Luis L Price	1962-06-15	UHC-44223-32	8315240870	790 Willow Ct, Minneapolis, MN, 55411	0.36	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-137069	ENR	Johnny Hernandez	1992-02-23	UHC-72048-32	8115215208	3109 Sage Ct, Jacksonville, FL, 32282	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139370	ENR	Martha J Marquez	2002-07-06	UHC-95428-18	—	6570 Mesa Dr, Phoenix, AZ, 85053	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-119971	ENR	Jack X Robinson	1984-07-02	UHC-95924-51	—	3371 Pine Dr, Glendale, AZ, 85385	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-132729	ENR	Jimmy Kim	1941-12-16	UHC-20636-37	7179341496	8979 Meadow Ln, Columbus, OH, 43285	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109247	ENR	Fatima M Dean	1946-12-05	UHC-14248-16	—	3979 Union St, Denver, CO, 80266	0.36	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-113710	ENR	Robert P Allen	1951-01-11	UHC-77201-48	7875127472	2090 Ridge Rd, Sacramento, CA, 95847	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132407	ENR	Jacob F Kennedy	1989-10-26	UHC-53943-88	4225021386	5274 Desert Sky Blvd, Houston, TX, 77096	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110546	ENR	Denise A Reed	1970-06-23	UHC-12612-90	5639488879	9294 Canyon Rd, Dallas, TX, 75264	0.36	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132578	ENR	Wayne Z Morrison	1989-06-15	UHC-36040-90	2132838035	3423 Valley View Dr, Fresno, CA, 93785	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-136882	ENR	Jack L Wheeler	1946-03-14	UHC-27972-26	—	1276 Central Ave, Tempe, AZ, 85227	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-126514	ENR	Susan Yang	2000-01-13	UHC-21009-42	4769869935	3414 Church St Apt 12, Jacksonville, FL, 32295	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127599	ENR	Joan Maldonado	1990-12-10	UHC-93987-64	9547456209	1564 Ridge Rd, Tampa, FL, 33607	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101194	ENR	Barbara Ryan	1964-05-01	UHC-96763-42	3232403800	6299 Sunset Blvd Apt 25, San Diego, CA, 92148	0.38	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-141729	ENR	Betty Guerrero	—	UHC-76613-16	3522630401	8596 Valley View Dr, San Antonio, TX, 78239	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125414	ENR	Kenneth Wood	1992-06-03	UHC-29559-45	7432356941	3547 Central Ave, Orlando, FL, 32802	0.38	Two-digit birth year Phone reformatted SSN last four extracted State code upper-cased+3 more
ENR-139926	ENR	David N Vazquez	1991-07-20	UHC-60007-82	6243644386	5456 Washington St # 974, Seattle, WA, 98174	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-122698	ENR	Jessica McDonald	1974-08-19	UHC-64226-32	7779135343	5827 Union St, Tucson, AZ, 85772	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

3,951 rows, page 4 of 80Previous Next