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-126390	ENR	Doris Sims	1942-11-10	UHC-56700-59	8768345172	5650 Valley View Dr, Plano, TX, 75097	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-100377	ENR	Brian S Gonzalez	1967-08-14	UHC-11415-22	5546163147	7198 Mountain View Dr, Eden Prairie, MN, 55365	0.58	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-115070	ENR	Ethan X Vasquez	1973-06-11	UHC-61918-98	3345595001	9113 Washington St, Las Vegas, NV, 89122	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124553	ENR	Kelly N Hunt	1985-12-13	UHC-13321-31	5738653865	6920 Willow Ct, Sacramento, CA	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-116629	ENR	Dot D Mendoza	2003-07-02	UHC-99229-94	8487269376	953 Ocean Ave, Miami, FL, 33128	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113759	ENR	Marilyn Hill	1991-04-08	UHC-35136-12	2786583127	8995 Desert Sky Blvd, Tucson, AZ, 85792	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132078	ENR	Dixon O Noah	1968-05-24	UHC-37800-54	5267817748	5291 Camelback Rd, Atlanta, GA, 30396	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-108395	ENR	Linda U Harvey	1965-12-27	UHC-26634-20	4903402913	8129 Central Ave, Denver, CO	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-143000	ENR	Sara Burton	1983-02-21	UHC-08812-59	8886625097	5709 Sage Ct, San Diego, CA, 92157	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-101584	ENR	Tyler W Berry	1940-09-16	UHC-30421-49	9056104104	8874 Spring St, Orlando, FL, 32810	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117053	ENR	Willie Gordon	1944-06-13	UHC-53886-67	9893213490	7310 Church St, Tucson, AZ, 85754	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-121849	ENR	Kimberly F McDonald	1959-12-14	UHC-49543-48	8215069224	2253 Cedar Ln, San Diego, CA, 92102	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-126349	ENR	Wei W Walker	1976-05-14	UHC-30724-80	7004052828	9780 River Rd, Dallas, TX, 75270	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-136139	ENR	Eric L Simons	2006-06-11	—	5133928308	1268 Maple Ave, Tucson, AZ, 85780	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130295	ENR	Shirley Fields	1946-02-13	UHC-59596-37	7246872445	2237 Baseline Rd, Seattle, WA, 98196	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101717	ENR	Mateo O Weaver	1952-04-01	UHC-06209-31	2534248176	8866 Ocean Ave, San Diego, CA, 92161	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101621	ENR	Hiroshi Wang	1966-02-10	UHC-08450-66	7575494570	4121 Valley View Dr, Houston, TX, 77043	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-109725	ENR	Rachel Munoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117472	ENR	Kenneth K Fowler	1956-12-11	UHC-86489-42	9044379449	100 Canyon Rd, Dallas, TX, 75272	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128390	ENR	Sentiago Y Perkins	1972-01-21	UHC-86977-19	2417300455	172 Jefferson Ave, Glendale, AZ, 85363	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105635	ENR	Bobby F Alvarez	1966-01-15	UHC-06326-24	3074093270	7340 Harbor Blvd, Dallas, TX, 75274	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-106716	ENR	Billy K Duncan	1983-12-27	UHC-74793-36	2994509725	575 Ocean Ave, Tucson, AZ, 85771	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113544	ENR	Frances V Morales	1981-06-25	UHC-94910-11	7198143872	4633 Sage Ct, Atlanta, GA, 30336	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-139733	ENR	Lynch G Paul	2005-03-22	UHC-76821-72	5903439107	6421 Park Pl, Los Angeles, CA, 90054	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-117477	ENR	Eugene Webb	1998-04-24	UHC-03845-70	3103051170	6304 Grand Ave # 574, Tampa, FL, 33686	0.58	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-125385	ENR	Fatima Henderson	1970-11-22	UHC-17129-93	5965636340	2871 Willow Ct Apt 23, Mesa, AZ, 85222	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-120292	ENR	Janet W Edwards	1965-07-10	UHC-30103-66	7378263478	3833 Market St, Scottsdale, AZ, 85260	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-139861	ENR	Kathryn Obrien	1987-09-23	UHC-59533-24	7412632886	650 Apache Blvd, Phoenix, AZ, 85022	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-128478	ENR	Linda Johnson	1994-09-18	UHC-84718-34	8787245719	3980 Baseline Rd, Columbus, OH	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128928	ENR	Amanda Espinoza	2006-08-13	UHC-65635-71	9708637503	6442 Maple Ave, Nashville, TN, 37281	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-110157	ENR	Jason Scott	1977-11-13	UHC-54039-61	4914520978	41 Sunset Blvd, Jacksonville, FL, 32276	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104855	ENR	Jeremy Munzo	2005-08-02	UHC-17752-21	8462712904	4774 Spring St, Seattle, WA, 98182	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105463	ENR	Melissa C Tran	1958-07-11	UHC-37788-27	8677786881	5448 Church St, Charlotte, NC, 28264	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102962	ENR	Joshua N Hill	1990-12-04	UHC-51639-39	7782350837	6968 Market St, Jacksonville, FL, 32293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100071	ENR	Laura Hamilton	1956-01-17	UHC-53829-66	—	7386 River Rd, Las Vegas, NV, 89191	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-103780	ENR	Linda W Henry	1983-07-14	UHC-84983-22	4112687226	7924 Church St, Tampa, FL, 33607	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-142112	ENR	Nicholas M Mendoza	1994-05-04	UHC-42778-02	—	3558 Washington St, Eden Prairie, MN, 55317	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-121022	ENR	Ryan J Hill	1966-09-13	UHC-71857-40	3593973007	5138 Harbor Blvd # 202, Austin, TX, 78793	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-130897	ENR	Denise E Riley	1978-11-12	UHC-35670-83	6224232185	8523 Jefferson Ave, Atlanta, GA, 30341	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132728	ENR	Brittany Alvaredo	1991-09-17	UHC-89357-17	5975826766	7794 Baseline Rd # 601, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128052	ENR	Dennis Robinson	1991-08-17	UHC-88911-21	5193228912	6591 Jefferson Ave, Chandler, AZ, 85260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132102	ENR	Brandon J Schmidt	1957-04-09	UHC-43499-71	9707511443	2141 Union St, Denver, CO, 80292	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125147	ENR	Linda Guerrero	1974-03-06	UHC-56786-63	7969125976	1155 Cedar Ln, Gilbert, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-134622	ENR	Noah Q Lee	2005-12-17	UHC-90337-32	3237919546	9849 Highland Ave, Fresno, CA, 93781	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123633	ENR	Jackie N Sanders	1951-07-10	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122980	ENR	Raymond Fox	2000-10-21	UHC-82222-37	3466170408	7089 Mesa Dr, Eden Prairie, MN, 55306	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108291	ENR	Bobby M Jimenez	1963-03-15	UHC-23688-88	8914890504	8735 Ridge Rd, San Diego, CA, 92169	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-110629	ENR	Aisha Myers	1995-02-19	UHC-16370-77	—	5623 Sage Ct, Fresno, CA, 93744	0.60	Street suffix standardised Address re-cased City re-cased Email lower-cased+4 more
ENR-140731	ENR	Denise Q Reid	1966-07-03	UHC-47159-46	2873648557	5411 Church St, San Antonio, TX, 78236	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116657	ENR	Katherine D Black	2003-06-08	UHC-30092-48	—	4617 Grand Ave, Dallas, TX, 75254	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more

26,564 rows, page 104 of 532Previous Next