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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113520	ENR	Amber T Wong	1996-09-06	UHC-10320-64	5239431836	2507 Harbor Blvd, Scottsdale, AZ, 85284	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-432635	CLM	Jordan Rivera	1972-02-16	UHC-42809-73	—	9207 Park Pl, Fresno, CA, 93752	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-421573	CLM	Diego Espinoza	2002-04-14	—	4488805527	6566 Valley View Dr Apt 40, Miami, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-125960	ENR	Amber P Bradley	1985-11-09	UHC-76447-81	3997199626	61 Market St, Houston, TX, 77043	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28956	PRV	Helen Ryan	1998-10-21	—	6305830091	3533 Pine Dr, Atlanta, GA, 30366	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141845	ENR	Wayne V Dean	1988-12-23	UHC-74792-22	9394366445	5386 Church St, Plano, TX, 75056	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417005	CLM	Joshua Crawford	—	UHC-22291-10	2445474690	1591 Bayshore Dr, Glendale, AZ, 85314	0.62	Name re-cased Date of birth missing Phone reformatted City re-cased+3 more
ENR-108625	ENR	Eugene G Cox	1983-02-14	UHC-38773-39	9205851897	28 Spring St Apt 20, Miami, FL, 33105	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-53026	TPA	Ruth Hoffman	1997-04-14	—	—	1820 Market St, Mesa, AZ, 85244	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-409865	CLM	Catherine Harper	2000-10-15	UHC-66620-68	—	5487 Ridge Rd, Charlotte, NC, 28223	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405814	CLM	Jordan Munoz	1960-08-21	UHC-64719-86	—	5593 Market St, Tucson, AZ, 85786	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-60384	TPA	Amy Myers	1950-09-21	—	—	5533 Valley View Dr, Charlotte, NC, 28223	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-114866	ENR	Maria Y Sngh	1987-02-18	UHC-25269-47	4212876631	3060 Lincoln Way, Austin, TX, 78790	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-55518	TPA	Jason Gutierrez	1971-06-19	—	—	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55294	TPA	Douglas Obrien	1966-08-26	—	—	6471 Church St, Chandler, AZ, 85231	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-119356	ENR	Carol Bishop	1992-06-15	UHC-23853-93	2999235884	8981 Church St, Columbus, OH, 43232	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27256	PRV	Andrew Vargas	1942-06-24	—	7979818086	8072 Mountain View Dr, San Diego, CA, 92104	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137194	ENR	Denise D Dominguez	1972-05-01	UHC-13081-73	8045114895	2833 Palm Dr, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404266	CLM	Christina Y Phillips	1944-10-12	UHC-66533-38	—	5413 Canyon Rd, Scottsdale, AZ, 85230	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-428813	CLM	Ralph X Tran	1938-12-26	UHC-19577-66	3196739034	9090 Pine Dr, Sacramento, CA, 95876	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121898	ENR	Valentina Y Johnson	1952-12-16	UHC-30272-86	7883367091	9880 Canyon Rd, San Diego, CA, 92191	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27542	PRV	Andrea S McDonald	1964-07-03	—	—	323 Mountain View Dr # 552, Columbus, OH, 43281	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115160	ENR	Kimberly T Berry	1983-04-14	UHC-52540-52	6779848631	8813 Apache Blvd, Mesa, AZ, 85226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111975	ENR	Willie Stephens	1957-11-02	UHC-37196-32	6005121032	9514 Maple Ave, Mesa, AZ	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-126660	ENR	Elijah A Willaims	1995-05-03	UHC-10327-07	4655312447	3403 Valley View Dr, Phoenix, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27380	PRV	Kaen Oliver	1961-01-25	UHC-08596-95	8316253695	532 Lincoln Way, Houston, TX, 77049	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-24887	PRV	Megan R Lee	1974-08-11	UHC-53262-83	—	1493 Highland Ave, Denver, CO, 80254	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24886	PRV	Megan R Lee	1974-08-11	UHC-53262-83	—	1493 Highland Ave, Denver, CO, 80254	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120095	ENR	Jeremy X Vegga	1977-08-14	UHC-89426-04	—	3125 Sunset Blvd, Denver, CO, 80214	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
ENR-112707	ENR	Bishop Kathleen	1956-12-25	UHC-56849-46	4532993828	9143 Grand Ave, San Antonio, TX, 78206	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401116	CLM	Camila Austin	2001-05-25	UHC-06304-18	2912087511	3279 Sage Ct, Mesa, AZ, 85223	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130408	ENR	Joseph F Rice	1940-03-25	UHC-28149-34	2445973218	2675 Ocean Ave, Austin, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401105	CLM	James Sara	1964-06-24	—	5152087217	2639 Sage Ct, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106241	ENR	Amanda P Ward	1970-02-23	UHC-44504-28	3816714921	177 Park Pl, Columbus, OH, 43278	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400517	CLM	Evelyn Rodriguz	1946-12-04	UHC-93535-65	9156511326	44 Palm Dr, Austin, TX, 78767	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106405	ENR	Kayla G Rojas	1987-03-19	UHC-99967-49	—	2708 Bayshore Dr, Denver, CO, 80251	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110306	ENR	Christopher I Santos	1995-05-06	UHC-66123-93	3859521845	609 Spring St, Eden Prairie, MN, 55332	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102445	ENR	Frances Ray	1988-10-13	UHC-36209-53	2533795889	2798 Mesa Dr Apt 34, Charlotte, NC, 28263	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22048	PRV	Diana Ramos	1994-10-07	UHC-98291-09	7007448006	8705 Pine Dr, Atlanta, GA, 30335	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-54971	TPA	Danielle Fernandez	1975-04-03	—	—	46 Meadow Ln, Eden Prairie, MN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27790	PRV	Joan O Brooks	1964-05-03	UHC-26997-72	6432077408	2198 Forest Ave Apt 40, Phoenix, AZ, 85096	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27791	PRV	Joan O Brooks	1964-05-03	UHC-26997-72	6432077408	2198 Forest Ave Apt 40, Phoenix, AZ, 85096	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-401872	CLM	Albert Rogers	1965-11-21	UHC-07011-45	6964007555	7894 Cedar Ln, Mesa, AZ, 85226	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-23323	PRV	Logan Collins	1944-12-21	—	5114008104	9814 Pine Dr # 700, Las Vegas, NV, 89137	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414668	CLM	Doris Watson	—	UHC-23249-96	5264765344	6258 Forest Ave, Charlotte, NC, 28267	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-123163	ENR	Lucai Hernandez	2003-08-05	UHC-88709-12	2966076326	5947 Bayshore Dr, Tempe, AZ, 85287	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110999	ENR	Brandon Johnston	1994-03-05	UHC-18239-79	8106611108	5819 Jefferson Ave, Minneapolis, MN, 55479	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100537	ENR	Jesse W Moreno	1984-12-15	UHC-81082-27	9195504794	3578 Jefferson Ave, Dallas, TX, 75211	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105710	ENR	Mariana S Delgado	1989-10-06	UHC-41386-07	8826588091	516 Maple Ave, Orlando, FL, 32818	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109386	ENR	Helen N Kelley	1996-05-12	UHC-08411-81	7704623558	9444 Valley View Dr, Columbus, OH, 43248	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more

17,850 rows, page 71 of 357Previous Next