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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129041	ENR	Paul F Romero	1971-11-27	UHC-28842-64	3842538140	8261 Harbor Blvd, Miami, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-130180	ENR	Randy J Brooks	1989-12-06	UHC-99573-50	5112069004	1030 Mountain View Dr, Miami, FL, 33110	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-141298	ENR	Terry Z Aguilar	1967-10-18	UHC-05876-64	5812783833	5644 Camelback Rd Apt 37, Tucson, AZ, 85723	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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-132757	ENR	Debra N Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ, 85232	0.50	Date of birth reformatted Phone reformatted 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-139301	ENR	Katherine Q Stephens	1973-12-22	UHC-65510-30	3757578067	7018 Valley View Dr, Mesa, AZ, 85269	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106172	ENR	Ashley Bowman	1978-06-17	UHC-45993-85	5493713290	6982 Mountain View Dr Apt 25, Glendale, AZ, 85371	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-129314	ENR	Paul U Arnold	2008-11-11	UHC-58490-28	3664719205	4396 Jefferson Ave, Miami, FL, 33145	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122461	ENR	Matthew C Alexander	1988-05-08	UHC-16478-31	—	9294 Highland Ave, Miami, FL	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+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-111331	ENR	Steven Holmes	1938-02-13	UHC-19554-84	—	6670 Washington St, Tempe, AZ, 85245	0.50	Name re-cased Two-digit birth year 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-100961	ENR	Mark G Hicks	1942-08-10	UHC-78075-81	7555104467	9003 Grand Ave, Nashville, TN, 37240	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+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-137547	ENR	David P Simmons	1980-07-07	UHC-57111-04	3589680219	741 Lincoln Way, Sacramento, CA, 95884	0.50	Phone reformatted Street suffix standardised Address re-cased City re-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-141049	ENR	Steven Medina	1945-08-08	UHC-03024-42	—	4508 Pine Dr, San Diego, CA, 92110	0.50	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-109786	ENR	Angela Baker	1956-07-15	UHC-46469-11	4438980166	3469 Grand Ave, Miami, FL, 33104	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121102	ENR	Melissa Rodriguez	1943-03-11	UHC-87826-91	6044501001	1384 Meadow Ln # 293, Scottsdale, AZ, 85293	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+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-131020	ENR	Madison O Garza	2005-11-04	UHC-78183-73	—	9875 Mountain View Dr, Houston, TX, 77059	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-137954	ENR	Cheryl R Harvey	1954-09-11	UHC-06347-28	4122967564	1249 Hillcrest Rd, Plano, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105451	ENR	Joseph Wright	1976-04-20	UHC-09052-51	7436136113	2096 Willow Ct, Tampa, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-140484	ENR	Mark G Phillips	1983-11-26	UHC-10262-11	9655214060	7082 Camelback Rd Apt 38, Plano, TX, 75032	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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
ENR-116158	ENR	Walter L Mitchell	1982-09-11	UHC-14812-10	8143449306	909 Washington St Apt 8, Dallas, TX, 75274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123944	ENR	William Jones	2004-06-01	—	7995863731	4520 Canyon Rd, Atlanta, GA, 30349	0.50	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-131341	ENR	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131342	ENR	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136105	ENR	George Ray	2001-06-05	UHC-83002-54	8359095135	2902 Union St, Houston, TX, 77045	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129372	ENR	Doris Griffin	1994-02-10	—	9596854431	6340 Mesa Dr, Miami, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106659	ENR	Austin V Berry	2007-04-07	UHC-63286-32	5375701799	4427 Washington St, Nashville, TN, 37276	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107595	ENR	Eugene Q Weber	1996-02-13	UHC-24096-95	3455033568	5066 Maple Ave, Minneapolis, MN, 55455	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120326	ENR	Julie D Thomas	1980-10-02	UHC-72071-18	7663789857	1788 Oak St Apt 3, Scottsdale, AZ, 85220	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-138489	ENR	Sean M Delgado	2007-05-22	UHC-78051-06	—	8367 Cedar Ln, Orlando, FL, 32827	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-140438	ENR	Carol A Jordan	—	UHC-04959-09	2436162008	4129 Lincoln Way # 700, Eden Prairie, MN, 55358	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115479	ENR	Chris D Hoffman	1946-05-04	UHC-47909-72	9243090019	6080 Baseline Rd, Houston, TX, 77022	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128121	ENR	Cheryl Knight	1961-08-03	UHC-48893-14	2702108459	7882 Lake View Rd Apt 9, San Diego, CA, 92128	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125135	ENR	Samuel Salazar	1980-09-13	UHC-29299-52	4666535533	8284 Harbor Blvd, Sacramento, CA, 95851	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126342	ENR	Julie Parker	1957-11-17	UHC-17844-10	8668998377	5167 Main St, Nashville, TN	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122315	ENR	Pamela Howell	1958-11-20	UHC-60374-83	8199048004	8664 Mountain View Dr, Plano, TX, 75005	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more

26,564 rows, page 44 of 532Previous Next