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-117697	ENR	Marilyn E Long	1948-06-28	UHC-02319-99	5165112072	4006 Broadway, Eden Prairie, MN, 55374	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
ENR-117698	ENR	Marilyn E Long	1948-06-28	UHC-02319-99	5165112072	4006 Broadway, Eden Prairie, MN, 55374	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
ENR-102938	ENR	Dan R Brooks	1984-10-20	UHC-42328-90	6146592557	5113 Cedar Ln, Phoenix, AZ, 85009	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-123354	ENR	Wayne T Garza	1990-11-24	UHC-17167-67	—	7840 Forest Ave # 508, Jacksonville, FL, 32295	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125025	ENR	Aisha Stone	—	UHC-36349-47	7474481889	905 Main St, Houston, TX, 77055	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134655	ENR	Dennis N Patterson	1969-03-28	UHC-31263-30	9535198192	3295 Market St, Eden Prairie, MN, 55374	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106083	ENR	Bruce Matthews	1948-10-15	UHC-70940-82	3564878906	9500 Church St, Eden Prairie, MN, 55362	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122977	ENR	Vicky Q Hamilton	1974-09-06	UHC-20657-68	5389913492	1611 Spring St, Las Vegas, NV, 89162	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110572	ENR	Amy B Franklin	1995-06-08	UHC-99324-88	5447875680	2923 Washington St, Mesa, AZ, 85279	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-138986	ENR	Denise Burns	1987-02-12	UHC-01051-87	4796277279	5721 Meadow Ln, Eden Prairie, MN	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130212	ENR	Marilyn D Bryant	1956-07-24	UHC-01965-82	7749332441	9387 Apache Blvd, Tampa, FL, 33674	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-100233	ENR	Marcus Schmidt	2006-12-12	UHC-74913-88	6997328017	1781 Apache Blvd, Dallas, TX, 75246	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-101185	ENR	Eric G Hoffman	—	UHC-44737-83	7583780776	4427 Desert Sky Blvd, Plano, TX, 75048	0.50	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100526	ENR	Susan Freeman	1948-01-26	UHC-73337-86	4182535245	8141 Pine Dr, Sacramento, CA, 95810	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124309	ENR	Joshua Warren	1949-05-13	UHC-33579-29	—	497 Baseline Rd, Orlando, FL, 32831	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-122653	ENR	Eugene J Johnson	1959-08-22	UHC-80550-84	8783399091	9294 Park Pl, Tucson, AZ, 85736	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-136318	ENR	Katherine B West	2001-01-25	UHC-33223-95	6707918648	798 Central Ave Apt 4, Dallas, TX, 75213	0.50	Name re-cased Date of birth reformatted Unit split from street State name converted to code+3 more
ENR-134669	ENR	Stephen K Garza	1982-04-22	UHC-48291-25	9456965287	1800 Central Ave, Minneapolis, MN, 55417	0.50	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+3 more
ENR-121748	ENR	Ronald Rojas	1943-10-01	UHC-59380-90	8083965518	6395 Valley View Dr, Miami, FL, 33199	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138781	ENR	Alexis Elliott	1987-05-15	UHC-17159-14	2089979146	1711 Canyon Rd, Tempe, AZ, 85260	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-130682	ENR	Martha Ellis	1946-03-14	UHC-51149-93	8437670606	3183 Grand Ave, San Antonio, TX, 78256	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-107937	ENR	Mason M King	—	UHC-51740-50	2037032899	3044 Ridge Rd, Eden Prairie, MN, 55356	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-103455	ENR	Ronald G Vazzquez	1988-04-12	UHC-64583-35	—	8925 Meadow Ln, Los Angeles, CA, 90001	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-118131	ENR	Kimberly Q Jordan	—	UHC-39395-07	5847385899	6477 Palm Dr, Charlotte, NC, 28207	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132317	ENR	Mei Miller	1991-09-01	UHC-81458-82	6059998900	7675 Central Ave, Atlanta, GA, 30331	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125785	ENR	Hannah Morales	2008-03-17	UHC-26431-55	6363160943	3620 Main St, Atlanta, GA, 30316	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123188	ENR	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL	0.50	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-134293	ENR	Helen G Simmons	1950-06-12	UHC-26724-97	—	8767 Grand Ave, Charlotte, NC, 28297	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-134525	ENR	Nicole U Lopez	1973-08-28	UHC-36882-50	4587507035	4900 Mountain View Dr, Eden Prairie, MN, 55366	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-108433	ENR	Yuki B Stephens	1996-12-08	UHC-92550-71	7389308406	5123 Baseline Rd, Las Vegas, NV, 89163	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109318	ENR	Laaura S Stone	1984-10-19	UHC-63188-72	—	7846 Willow Ct, Seattle, WA, 98190	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-112195	ENR	Vincent Griffin	1956-01-01	UHC-47620-31	7414986730	2128 River Rd # 430, Scottsdale, AZ, 85204	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141929	ENR	Angela Kelly	2003-11-26	UHC-38102-92	9774250532	2483 Willow Ct, Nashville, TN, 37297	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132929	ENR	Jerry Morales	1965-11-19	—	3575506338	4882 Union St, Mesa, AZ, 85264	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142787	ENR	Michelle Watkins	1978-01-23	UHC-31728-55	3268177544	9395 Willow Ct, Chandler, AZ, 85268	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128644	ENR	Austin Y Porter	1973-04-05	UHC-87313-40	6196484977	690 Valley View Dr, Orlando, FL, 32894	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-108906	ENR	Sara F Aguilar	1949-01-09	UHC-97394-26	3194025434	8640 Forest Ave, Las Vegas, NV, 89192	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125274	ENR	Judy Gutierrez	1944-10-11	UHC-68949-79	7269228240	893 Market St, Houston, TX, 77041	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-135818	ENR	Sara L Frreeman	1986-06-22	UHC-04806-77	8309973647	2306 Cedar Ln, Dallas, TX, 75256	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-120329	ENR	Daniel O Myers	1991-01-22	UHC-26791-70	3248792863	2242 Camelback Rd, Gilbert, AZ, 85258	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140931	ENR	Theresa Bradley	1954-11-05	UHC-33427-48	2894178886	8604 Forest Ave, Sacramento, CA, 95810	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113834	ENR	Jozeph S Petters	1983-04-21	UHC-59958-44	7539151072	5660 Mountain View Dr, Glendale, AZ, 85384	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103316	ENR	Eric W Wright	1939-06-11	UHC-72315-78	9046175509	5338 Main St Apt 14, Mesa, AZ, 85239	0.50	Unit split from street City re-cased State name converted to code Email lower-cased+3 more
ENR-140659	ENR	Amber Diaz	1955-11-26	UHC-29467-25	9489264444	5873 Central Ave, Dallas, TX, 75273	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108494	ENR	Elizabeth Fox	2005-12-07	UHC-85549-30	2096109660	9575 Ocean Ave, Los Angeles, CA, 90057	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
ENR-113032	ENR	Bobby F Ferguson	1954-07-24	UHC-22343-80	8354778259	541 Hillcrest Rd, Orlando, FL, 32896	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109062	ENR	Judy D Rose	1944-02-08	UHC-90243-80	5324027610	6538 Park Pl, Los Angeles, CA, 90010	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138619	ENR	Jordan L Carr	1973-07-06	UHC-39558-60	—	205 Spring St, Gilbert, AZ, 85242	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-142718	ENR	Christian T Price	1944-08-02	UHC-56714-75	—	1279 Church St, Tucson, AZ, 85725	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-100827	ENR	Ralph I Ortega	1952-12-18	UHC-17574-67	6463306441	2079 Meadow Ln Apt 16, Mesa, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more

7,326 rows, page 24 of 147Previous Next