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-102443	ENR	Virginia M Harvey	1948-07-09	UHC-14058-43	4978649989	5737 Valley View Dr, Jacksonville, FL, 32276	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-132751	ENR	Sharon Wilsno	1960-07-09	UHC-68067-78	9115479369	9327 Highland Ave, Glendale, AZ, 85346	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-107543	ENR	Victoria Knight	1988-03-18	UHC-33507-96	6527351959	3173 Bayshore Dr, Chandler, AZ, 85264	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-133407	ENR	Tyler C Cox	1959-04-09	UHC-00784-68	7638710735	7598 Forest Ave, Fresno, CA, 93789	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-137646	ENR	Bobby Thomas	1951-10-17	—	8984294022	8893 Baseline Rd, Minneapolis, MN, 55437	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-137645	ENR	Bobby Thomas	1951-10-17	—	8984294022	8893 Baseline Rd, Minneapolis, MN, 55437	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-108067	ENR	Athur Thompson	1945-05-20	UHC-52821-02	6882082359	2767 Forest Ave, Chandler, AZ, 85233	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-140366	ENR	Hiroshi G Wright	1959-12-12	UHC-21577-09	4829638739	2169 Main St, Chandler, AZ, 85272	0.94	Date of birth reformatted Phone reformatted State code upper-cased
ENR-113727	ENR	Diaane Burke	2005-07-17	UHC-64090-94	8889678215	4779 Union St, Denver, CO, 80222	0.94	Name re-cased State code upper-cased Whitespace trimmed
ENR-115582	ENR	Lauren I Johnston	1940-03-01	UHC-02841-38	4098863695	5827 Willow Ct, Houston, TX, 77080	0.94	Phone reformatted State code upper-cased Placeholder values cleared
ENR-128684	ENR	Christina V Bel	1991-12-25	UHC-47679-17	7016906466	7843 Grand Ave, Glendale, AZ, 85389	0.94	Phone reformatted State code upper-cased Placeholder values cleared
ENR-102608	ENR	Tyler Matthews	1981-04-22	UHC-12028-46	—	3980 Sage Ct, Chandler, AZ, 85275	0.94	City re-cased State code upper-cased Email lower-cased
ENR-122297	ENR	Bryan Simmons	1997-03-12	UHC-64743-56	7096161888	6451 Valley View Dr, Tampa, FL, 33694	0.94	Date of birth reformatted State code upper-cased Plan code upper-cased
ENR-116193	ENR	Mark W Alexander	1954-01-18	UHC-90436-18	4223271813	8939 Park Pl, Jacksonville, FL, 32224	0.94	Phone reformatted State code upper-cased Placeholder values cleared
ENR-130130	ENR	Bradley Carlson	1951-06-21	UHC-48617-01	2785962971	4567 Forest Ave, Phoenix, AZ, 85065	0.94	Phone reformatted State code upper-cased Email lower-cased
ENR-115485	ENR	Vincent Oliver	1992-04-28	UHC-78409-83	6274030658	8864 Baseline Rd, Eden Prairie, MN, 55317	0.94	Date of birth reformatted Phone reformatted State code upper-cased
ENR-111510	ENR	Randy J Singh	1966-11-13	UHC-39792-54	9686537527	3230 Highland Ave, Columbus, OH, 43267	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-141991	ENR	Gabriel Hill	1971-05-22	UHC-71046-40	—	5941 Pine Dr, Nashville, TN, 37221	0.94	Name re-cased State code upper-cased Whitespace trimmed
ENR-138569	ENR	Jordan Paayne	1991-04-07	UHC-79133-13	6008298961	8102 Jefferson Ave, Tempe, AZ, 85217	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-121568	ENR	Rebecca P Armstrong	1941-01-17	UHC-21586-51	6088433273	4269 Jefferson Ave, San Diego, CA, 92152	0.94	Phone reformatted State code upper-cased Email lower-cased
ENR-114684	ENR	Karen W Shaw	1995-04-08	UHC-04059-22	—	9539 Camelback Rd, Austin, TX, 78745	0.94	Name re-cased State code upper-cased Placeholder values cleared
ENR-127577	ENR	Lauren B Staphens	1940-03-19	UHC-42829-02	—	2503 Camelback Rd, Chandler, AZ, 85227	0.94	Member ID reformatted State code upper-cased Placeholder values cleared
ENR-132625	ENR	Mei Carroll	1944-09-21	UHC-02542-74	3049328134	8307 Indian School Rd, Fresno, CA, 93795	0.94	Name re-cased Date of birth reformatted State code upper-cased
ENR-101147	ENR	Bruce J Harrt	1947-11-24	UHC-94685-04	2257267026	735 Valley View Dr, Charlotte, NC, 28260	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-137483	ENR	Kyle Wang	1944-02-17	UHC-03682-21	9262175237	1590 Mountain View Dr, Houston, TX, 77046	0.94	Phone reformatted State code upper-cased Placeholder values cleared
ENR-123827	ENR	Gloria Wells	1956-09-12	UHC-14669-97	—	52 Apache Blvd, San Antonio, TX, 78297	0.94	Name re-cased State code upper-cased Placeholder values cleared
ENR-112356	ENR	Zachary B Perkins	2003-04-25	UHC-56774-67	7182105716	9270 Oak St, Tampa, FL, 33643	0.94	Name re-cased Phone reformatted State code upper-cased
ENR-106294	ENR	Kathleen Harriosn	1958-08-20	UHC-46467-96	6035325304	7256 Palm Dr, Tempe, AZ, 85224	0.94	Member ID reformatted City re-cased State code upper-cased
ENR-113401	ENR	Kyle N Dominguez	1954-02-12	UHC-43293-68	—	2026 Elm St, Minneapolis, MN, 55438	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-103283	ENR	Patricia Greeen	1972-05-23	UHC-20173-02	7035489875	4866 Market St, Tucson, AZ, 85782	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-110085	ENR	Megan Z Carr	1962-08-16	UHC-74416-41	8856608089	2579 Meadow Ln, Los Angeles, CA, 90003	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-136111	ENR	Jerry L Walsh	1980-03-10	UHC-90013-29	5944724105	1562 Valley View Dr, Fresno, CA, 93747	0.94	Date of birth reformatted State code upper-cased Whitespace trimmed
ENR-136208	ENR	Helen Q Gordon	1958-03-25	UHC-34084-79	7362745924	2260 Main St, Dallas, TX, 75268	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-116795	ENR	Lawrence Griffin	1993-03-19	UHC-16071-31	6382468560	7319 Pine Dr, Columbus, OH, 43291	0.94	Phone reformatted State code upper-cased Plan code upper-cased
ENR-132934	ENR	Denise Yang	1961-03-26	UHC-29623-83	3574291332	1201 River Rd, Tucson, AZ, 85732	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-124573	ENR	Hiroshi Wilson	1948-09-11	UHC-82806-67	4756453793	9464 Camelback Rd, Phoenix, AZ, 85052	0.96	State code upper-cased Email lower-cased
ENR-117837	ENR	Lauren D Fowler	1952-04-22	UHC-70815-91	9317575965	4464 Apache Blvd, Glendale, AZ, 85398	0.96	State code upper-cased Placeholder values cleared
ENR-112035	ENR	Catherine Q Harris	2004-05-18	UHC-68227-47	5333886010	520 Sage Ct, Las Vegas, NV, 89124	0.96	State code upper-cased Email lower-cased
ENR-113451	ENR	Ahmed X Diaz	1961-02-13	UHC-83265-07	4733186786	608 Main St, Fresno, CA, 93713	0.96	Phone reformatted State code upper-cased
ENR-110542	ENR	Jacqueline P Rice	1972-10-10	UHC-38010-76	6709639202	4571 Lake View Rd, Las Vegas, NV, 89128	0.96	Name re-cased State code upper-cased
ENR-122313	ENR	Kyle Lucas	1969-11-16	UHC-35007-44	—	2336 Church St, Atlanta, GA, 30309	0.96	Name re-cased State code upper-cased
ENR-130009	ENR	Diane C Smith	1965-02-01	UHC-11502-72	4476701230	7482 Meadow Ln, Miami, FL, 33176	0.96	Date of birth reformatted State code upper-cased
ENR-142346	ENR	Olivia Williams	2008-09-01	UHC-39824-42	4008889784	5444 Bayshore Dr, Orlando, FL, 32863	0.96	State code upper-cased Email lower-cased
ENR-116581	ENR	Eric Bradley	2003-07-12	UHC-27162-40	8167000493	3766 Main St, Orlando, FL, 32810	0.96	State code upper-cased Whitespace trimmed
ENR-112564	ENR	Stephanie Ncihols	1973-03-28	UHC-36102-54	9858213113	6263 Ocean Ave, Gilbert, AZ, 85252	0.96	State code upper-cased Whitespace trimmed
ENR-114742	ENR	Michael McCoy	2007-10-14	UHC-72849-01	5916400898	5136 Ocean Ave, Tampa, FL, 33636	0.96	City re-cased State code upper-cased
ENR-136341	ENR	Julie Y Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ, 85208	0.96	Phone reformatted State code upper-cased
ENR-138969	ENR	Valentina Price	1952-05-27	UHC-23720-42	4632497955	7783 Market St, Gilbert, AZ, 85232	0.96	Date of birth reformatted State code upper-cased
ENR-107047	ENR	Robert Hofmfan	1985-03-22	UHC-57288-80	5276517126	17 Palm Dr, Mesa, AZ, 85243	0.96	Phone reformatted State code upper-cased
ENR-112533	ENR	William Carter	2008-02-23	UHC-78624-25	2713726592	8432 Market St, Fresno, CA, 93739	0.96	State code upper-cased Email lower-cased

1,918 rows, page 38 of 39Previous Next