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-100087	ENR	Armstrong Vincent	1980-04-15	UHC-92198-01	—	2765 Bayshore Dr, Fresno, CA, 93752	0.80	Name re-cased Phone missing area code State code upper-cased Whitespace trimmed
ENR-119214	ENR	Laura Howaard	1997-03-08	UHC-87745-99	3688222370	1777 Maple Ave, Charlotte, NC, 28257	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed
ENR-104664	ENR	Camila O Hart	—	UHC-21071-78	9506132358	5353 Valley View Dr, Jacksonville, FL, 32228	0.80	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed
ENR-132701	ENR	Anna Young	—	UHC-28393-35	2283408446	5941 Cedar Ln, Los Angeles, CA, 90003	0.80	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed
ENR-113926	ENR	Bobby F Stephens	1973-03-17	UHC-86536-44	2685884349	2671 Mesa Dr, Austin, TX, 78733	0.80	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-135884	ENR	Mateo B Vargas	1999-11-02	UHC-45926-60	7497572970	7783 Sunset Blvd, Jacksonville, FL, 32216	0.80	Name re-cased Street suffix standardised Address re-cased State code upper-cased
ENR-122284	ENR	Karen W Nunez	1964-07-26	UHC-53022-61	3893833489	315 Indian School Rd # 671, Atlanta, GA, 30324	0.80	Name re-cased Unit split from street State code upper-cased Whitespace trimmed
ENR-102869	ENR	Nathan Gilbert	1957-09-27	UHC-09052-71	—	8342 Indian School Rd, Minneapolis, MN, 55427	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-122733	ENR	Maria E Salazar	—	UHC-89268-42	8409610770	74 Valley View Dr, Jacksonville, FL, 32288	0.80	Name re-cased Date of birth unreadable Phone reformatted State code upper-cased
ENR-140837	ENR	Bradley U Brown	1998-07-08	UHC-00137-34	2758195938	9530 Grand Ave, Tampa, FL, 33683	0.80	Middle initial moved out of first name Phone reformatted State code upper-cased Placeholder values cleared
ENR-130587	ENR	Eric G Bowman	1972-09-14	UHC-39720-70	2386125890	6475 Pine Dr, Orlando, FL, 32845	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-105718	ENR	Amber Pierce	2006-01-14	UHC-31742-53	4418054692	4872 Palm Dr, Fresno, CA, 93794	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-138727	ENR	Diane N Lane	2007-12-27	UHC-68017-23	4257327743	5326 Lincoln Way, Denver, CO, 80218	0.80	Two-digit birth year Phone reformatted State code upper-cased Placeholder values cleared
ENR-135245	ENR	Justin Salazar	2000-10-21	UHC-48165-59	4123794664	5286 Main St, Minneapolis, MN, 55414	0.80	Phone reformatted State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-127826	ENR	Jeeremy Sullivan	1981-10-18	UHC-15896-37	5239176767	5808 Camelback Rd, Columbus, OH, 43237	0.80	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed
ENR-104039	ENR	Maria J Perez	2000-02-01	UHC-43747-20	5874100049	4692 Grand Ave Apt 38, Denver, CO, 80296	0.80	Name re-cased Phone reformatted Unit split from street State code upper-cased
ENR-105769	ENR	RaymondJunk	1952-03-09	UHC-79674-32	—	6547 Sunset Blvd, Columbus, OH, 43276	0.80	State code upper-cased Whitespace trimmed Placeholder values cleared No usable name (quarantined)
ENR-120886	ENR	Christopher Selazar	1939-11-19	UHC-82640-62	—	9187 Ocean Ave, Mesa, AZ, 85210	0.80	Name re-cased Street suffix standardised Address re-cased State code upper-cased
ENR-113486	ENR	Virginia Hayes	1943-10-14	UHC-15953-18	2149715359	9387 Ocean Ave, Sacramento, CA, 95806	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-142544	ENR	Haroold Mendez	1953-09-17	—	—	9893 Jefferson Ave, Gilbert, AZ, 85229	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-140436	ENR	Carol Cook	1949-05-06	UHC-10883-60	6604689244	7138 Indian School Rd, Jacksonville, FL, 32224	0.80	Phone reformatted SSN last four extracted State code upper-cased Placeholder values cleared
ENR-104846	ENR	Jeremy X Walsh	1994-01-11	UHC-83075-14	5086218016	7216 Jefferson Ave, Tempe, AZ, 85257	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-109955	ENR	Ashley Brooks	1991-03-10	UHC-93298-79	7187793598	1256 Canyon Rd, Phoenix, AZ, 85069	0.80	Two-digit birth year Phone reformatted State code upper-cased Whitespace trimmed
ENR-132389	ENR	Dennis Rivera	1942-05-26	UHC-28305-27	2424292845	3908 Park Pl, Chandler, AZ, 85241	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-132388	ENR	Dennis Rivera	1942-05-26	UHC-28305-27	2424292845	3908 Park Pl, Chandler, AZ, 85241	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-117883	ENR	Ana F Moore	1962-03-02	UHC-21546-91	—	7032 Main St, Los Angeles, CA, 90017	0.80	Date of birth reformatted Phone missing area code State code upper-cased Email lower-cased
ENR-140430	ENR	Priya Garrett	1980-10-02	UHC-98075-44	6407158951	7608 Bayshore Dr, Nashville, TN, 37292	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
ENR-102304	ENR	Patrick R Espinoza	1996-01-18	UHC-97471-75	2278139119	8273 Elm St, Eden Prairie, MN, 55398	0.80	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised
ENR-118379	ENR	Christine Bryant	1964-01-02	UHC-13671-78	3139113030	8446 Union St, Jacksonville, FL, 32234	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted State code upper-cased
ENR-118068	ENR	Madison Jenkins	1983-01-05	UHC-28890-43	4434743157	1615 Church St, San Diego, CA, 92128	0.80	Phone reformatted City re-cased State code upper-cased Gender normalised
ENR-127936	ENR	Eugene Weaver	1980-04-23	UHC-66805-28	2948974512	5996 Meadow Ln, Mesa, AZ, 85263	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-120748	ENR	William I Gardner	1945-11-22	UHC-82549-16	5566025749	9669 Market St, Austin, TX, 78795	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-117324	ENR	John G Hall	1973-11-28	UHC-43815-28	9509562881	1790 Church St, Columbus, OH, 43243	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased
ENR-103365	ENR	Grace Chapman	1971-05-12	UHC-66020-04	3987815069	7249 Desert Sky Blvd, Phoenix, AZ, 85001	0.80	Street suffix standardised Address re-cased City re-cased State code upper-cased
ENR-121536	ENR	Jooan Ford	2003-04-26	UHC-25525-80	—	2362 Camelback Rd, Chandler, AZ, 85243	0.80	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed
ENR-138467	ENR	Betty Wright	1996-05-07	UHC-97501-96	6076640120	6345 Desert Sky Blvd # 933, Miami, FL, 33102	0.80	Name re-cased Unit split from street State code upper-cased Placeholder values cleared
ENR-139235	ENR	Richard E Hall	1969-05-12	UHC-23913-30	9137518973	9227 Camelback Rd, Las Vegas, NV, 89122	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
ENR-107963	ENR	Kathleen K Daniels	1939-03-11	UHC-48830-22	—	5667 Lake View Rd, Mesa, AZ, 85201	0.80	State code upper-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-122551	ENR	Jesse Z West	1991-03-21	UHC-94829-66	3066856455	7491 Union St, Eden Prairie, MN, 55365	0.80	Name re-cased Street suffix standardised Address re-cased State code upper-cased
ENR-111696	ENR	Alex Kennady	1979-10-05	UHC-14141-31	—	5930 River Rd, Nashville, TN, 37263	0.80	Phone missing area code State code upper-cased Email lower-cased Whitespace trimmed
ENR-137199	ENR	Megan E Maldonado	1998-02-15	UHC-60375-59	4149493416	5147 Ocean Ave, Austin, TX, 78764	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-103929	ENR	Keith D Morales	1973-08-27	UHC-51608-34	5556704672	9255 Washington St, Plano, TX, 75009	0.80	Street suffix standardised Address re-cased City re-cased State code upper-cased
ENR-103500	ENR	Kayla H Wells	1985-07-02	UHC-51813-94	2699514602	16 Forest Ave, Glendale, AZ, 85362	0.80	Phone reformatted City re-cased State code upper-cased Gender normalised
ENR-103890	ENR	Carl Rian	2005-06-25	UHC-07924-72	2064135014	7766 Camelback Rd, Scottsdale, AZ, 85273	0.80	Street suffix standardised Address re-cased State code upper-cased Email lower-cased
ENR-108088	ENR	Jesse R Hudson	1980-07-05	UHC-11447-56	9543492522	9481 Baseline Rd, San Antonio, TX	0.80	Date of birth reformatted State code upper-cased ZIP missing Whitespace trimmed
ENR-141131	ENR	Valentina ZJunk	1963-07-07	UHC-41018-29	7808141056	9825 Park Pl, Miami, FL, 33109	0.80	Phone reformatted State code upper-cased Whitespace trimmed No usable name (quarantined)
ENR-109588	ENR	Jordan Harris	1951-12-25	UHC-98759-35	2596461176	1233 Forest Ave, Las Vegas, NV, 89120	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
ENR-142428	ENR	Ashlley Jimenez	1962-07-28	UHC-11530-22	7228359874	669 Palm Dr, Minneapolis, MN	0.80	Phone reformatted State code upper-cased ZIP missing Placeholder values cleared
ENR-143066	ENR	Patricia J Yang	1991-10-21	UHC-62514-96	9267806728	3279 Cedar Ln, Tucson, AZ, 85792	0.80	State code upper-cased Gender normalised Plan code upper-cased Whitespace trimmed
ENR-109633	ENR	Lisa Fuller	1949-07-23	UHC-57845-73	2132104337	6652 Spring St, Orlando, FL, 32821	0.80	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased

1,918 rows, page 30 of 39Previous Next