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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107430	ENR	James E Rivera	—	UHC-90965-61	6896869435	1090 Spring St Apt 4, Glendale, AZ, 85375	0.24	Name re-cased Date of birth missing Phone reformatted SSN last four extracted+4 more
ENR-137395	ENR	Bryan Q Espinoza	2007-05-17	UHC-24021-41	6769467110	5562 Grand Ave # 643, Scottsdale, AZ, 85231	0.24	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-124184	ENR	Joe V Flores	1994-08-08	UHC-97798-95	—	6068 Sunset Blvd # 859, Charlotte, NC, 28283	0.24	Phone missing area code SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-114554	ENR	Mei N Gibson	1977-07-16	UHC-57095-09	5373260077	8772 Union St # 605, Seattle, WA, 98121	0.24	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-110442	ENR	Ann P Howell	1972-04-19	UHC-08372-88	—	8998 Lake View Rd # 958, San Antonio, TX, 78218	0.24	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more
ENR-127067	ENR	Roy X Young	1964-04-11	UHC-43268-74	6443274383	3149 Mountain View Dr Apt 22, Jacksonville, FL, 32273	0.26	Name split from “Last, First”SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-102375	ENR	Andrea Bishop	—	UHC-70074-36	3456168315	7664 Sunset Blvd # 515, Eden Prairie, MN, 55350	0.26	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109263	ENR	Ahmed Q Ortiz	1963-02-05	UHC-75104-95	9108696877	210 Maple Ave # 307, San Antonio, TX	0.26	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+3 more
ENR-123588	ENR	Kenneth W Stewart	1946-06-05	UHC-80393-86	8564494783	5531 River Rd # 401, Plano, TX, 75090	0.26	Name split from “Last, First”Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-124647	ENR	Abigail Vasquez	1956-07-25	UHC-24730-66	5174250119	8456 Ocean Ave # 272, Dallas, TX, 75211	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126098	ENR	Mari X Edwards	1962-04-03	UHC-26590-54	—	7451 Baseline Rd # 457, Jacksonville, FL, 32232	0.26	Name split from “Last, First”Two-digit birth year Phone missing area code Unit split from street+3 more
ENR-118896	ENR	Barbara Oliver	1976-07-15	UHC-71536-77	—	2343 Sunset Blvd Apt 6, Austin, TX, 78778	0.26	Two-digit birth year Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-105900	ENR	Donald Daniels	2002-05-16	UHC-31510-08	3487790198	40 Ridge Rd # 377, Sacramento, CA, 95817	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Unit split from street+3 more
ENR-140205	ENR	JJunk	1977-08-17	UHC-77280-77	2502990466	720 Main St Apt 36, Las Vegas, NV	0.26	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-130132	ENR	Bailey Hannah	1947-05-14	UHC-29418-35	—	1908 Forest Ave # 413, Houston, TX, 77076	0.26	Name split from “Last, First”Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-107545	ENR	Brenda Alexander	2002-05-17	UHC-27642-09	4867209850	3685 Harbor Blvd Apt 34, Denver, CO, 80289	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136876	ENR	Roy U Alexander	1975-11-15	UHC-29043-03	—	2232 Harbor Blvd Apt 32, Plano, TX, 75060	0.28	Phone missing area code Unit split from street State name converted to code ZIP+4 trimmed+2 more
ENR-138840	ENR	Grace Q Fisher	1943-09-17	UHC-72069-67	2715260580	6276 River Rd # 470, Las Vegas, NV, 89102	0.30	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+7 more
ENR-138858	ENR	Patricia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd # 211, San Diego, CA, 92152	0.30	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+7 more
ENR-104614	ENR	Ahmed Moore	—	UHC-96359-72	4727963380	376 Palm Dr # 943, Las Vegas, NV, 89164	0.32	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+6 more
ENR-106077	ENR	Susan Z Kennedy	1955-06-28	UHC-76091-41	9065409347	9397 Canyon Rd Apt 7, Atlanta, GA, 30329	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-121222	ENR	Ryan V Weaver	—	UHC-71697-38	8933865925	4467 Mesa Dr # 496, Phoenix, AZ, 85039	0.32	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-101116	ENR	Joan Lee	1953-12-07	UHC-09101-25	4428955182	7927 Market St Apt 10, Plano, TX, 75051	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-114974	ENR	Charles C Bryant	1969-02-06	UHC-01319-03	4216140249	5690 Lincoln Way Apt 26, Sacramento, CA	0.32	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+6 more
ENR-110181	ENR	Katherine Aguilar	1992-01-03	UHC-37873-89	8919065340	7851 Jefferson Ave Apt 10, San Antonio, TX, 78236	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-138528	ENR	Isabella Shaw	1942-11-09	UHC-35404-84	3122976770	1072 Maple Ave Apt 3, Tampa, FL	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-134639	ENR	Kevin N Rios	1985-03-20	UHC-15324-69	2482016127	6283 Desert Sky Blvd Apt 38, Houston, TX	0.32	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+6 more
ENR-104859	ENR	Gerald T Cunningham	1983-06-15	UHC-15167-50	5392154718	7237 Camelback Rd Apt 27, Nashville, TN, 37295	0.32	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+6 more
ENR-112597	ENR	Priya Weest	—	UHC-77568-76	2489756166	1090 Broadway # 683, Eden Prairie, MN, 55382	0.32	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+6 more
ENR-132275	ENR	Diane P Moraales	1958-05-02	UHC-58169-52	3276320176	6994 Jefferson Ave # 475, Seattle, WA	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-109942	ENR	Lori I Duncan	1951-07-06	UHC-68266-89	9274527067	7113 Harbor Blvd Apt 4, Eden Prairie, MN	0.32	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-141058	ENR	Priya Fernandez	2007-10-11	UHC-89349-54	9449883064	2234 Ocean Ave Apt 31, Nashville, TN, 37285	0.32	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-122309	ENR	Walter C Robinson	1960-09-03	UHC-90085-12	9549888327	9442 Jefferson Ave Apt 28, Tampa, FL, 33652	0.32	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+6 more
ENR-113724	ENR	Nathan S Sanchez	1949-11-13	UHC-34921-74	9796243503	4029 Pine Dr Apt 11, Houston, TX, 77093	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-119540	ENR	Shirley Z Russell	1975-04-25	UHC-17459-89	7229581430	6139 Spring St # 518, Miami, FL, 33191	0.32	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+6 more
ENR-113215	ENR	Wei P Park	1944-05-28	UHC-43011-33	7484422529	1301 Main St # 261, Plano, TX, 75091	0.32	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+6 more
ENR-128034	ENR	Santiago Green	1998-04-02	UHC-12115-24	8138824526	6800 Canyon Rd # 512, Columbus, OH	0.32	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-115013	ENR	Ashley O Ryan	1968-11-18	UHC-36732-55	5507050464	9051 Spring St Apt 19, San Antonio, TX, 78270	0.32	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-115014	ENR	Ashley O Ryan	1968-11-18	UHC-36732-55	5507050464	9051 Spring St Apt 19, San Antonio, TX, 78270	0.32	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-117025	ENR	David L Herrera	1981-04-04	UHC-41384-51	4899325794	3549 Palm Dr Apt 2, Las Vegas, NV	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-119644	ENR	Marcus Carlson	1952-10-07	UHC-22047-61	5296521919	4973 Spring St # 808, Orlando, FL, 32876	0.34	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-103015	ENR	Angela Williams	1995-05-28	UHC-24589-90	4398150372	7312 Meadow Ln Apt 38, Jacksonville, FL	0.34	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-141072	ENR	Kelly Foowler	—	UHC-70294-56	8219749261	4775 Washington St # 735, Mesa, AZ, 85242	0.34	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
ENR-111834	ENR	Charlotte O Peterson	1962-07-15	UHC-11340-18	6588626908	833 Central Ave Apt 40, Tempe, AZ, 85243	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-114636	ENR	Lori T Garcia	1993-06-24	UHC-39221-56	6352896653	975 Baseline Rd # 661, Nashville, TN	0.34	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-134960	ENR	Michelle J Snyder	2004-04-04	UHC-56676-15	5236660987	3479 Oak St Apt 17, Austin, TX	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-135156	ENR	Elijah L Montgomery	—	UHC-34909-33	2499077765	7134 Jefferson Ave Apt 24, Nashville, TN, 37234	0.34	Name re-cased Date of birth missing Phone reformatted Unit split from street+5 more
ENR-137004	ENR	Jacqueline M Jackson	1952-07-07	UHC-10320-15	6553373931	593 Sunset Blvd Apt 34, Jacksonville, FL, 32219	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-130890	ENR	Bobby Espinoza	1958-05-21	UHC-87850-13	7447048211	852 Canyon Rd Apt 4, Phoenix, AZ, 85046	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-101241	ENR	Theresa J Santiago	1976-03-28	UHC-54775-90	4545358889	9056 Bayshore Dr Apt 29, Phoenix, AZ, 85029	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more

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