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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118746	ENR	Aaln Gardner	2000-01-16	UHC-68686-39	5707295074	4452 Ocean Ave, Scottsdale, AZ, 85248	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131304	ENR	Nancy Bailey	1954-09-17	UHC-18791-24	2017594451	6648 Lincoln Way, Denver, CO, 80244	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114614	ENR	Sandra Ellys	1980-07-09	UHC-93359-09	3015837640	8611 Oak St, Scottsdale, AZ, 85258	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130306	ENR	Ryan Soto	2002-11-11	UHC-31409-02	—	8891 Union St, Tempe, AZ, 85233	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104621	ENR	Kayla R Pane	1985-04-12	UHC-20565-59	—	9287 Maple Ave, Los Angeles, CA, 90007	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129378	ENR	Stephanie D Williamson	1961-09-28	UHC-41876-71	8002110863	9825 Mesa Dr, Las Vegas, NV, 89103	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138019	ENR	Jennifer Gardner	1998-03-25	UHC-05029-52	2626058779	410 Baseline Rd, Phoenix, AZ, 85037	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133127	ENR	Ralph Shaw	1951-11-25	UHC-88091-96	2043527727	416 Valley View Dr, San Antonio, TX, 78299	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119337	ENR	Ronald P Jensen	1993-08-18	UHC-79968-76	5365697663	6948 Elm St, Fresno, CA, 93771	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132736	ENR	Barbara T Fox	1959-06-27	UHC-10850-41	3976114044	572 Canyon Rd, Gilbert, AZ, 85241	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-110431	ENR	Arthur Ryan	1989-10-28	UHC-78348-45	—	2752 River Rd, Tampa, FL, 33651	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121844	ENR	Alexander A Nichols	1958-06-21	UHC-34500-91	3865443086	8720 Lake View Rd, San Antonio, TX, 78294	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133866	ENR	Billy Hudson	1996-07-06	—	2773051095	7901 Market St, Chandler, AZ, 85249	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127676	ENR	Lori W Johnston	1998-12-05	UHC-64408-29	6603641977	9855 Valley View Dr, Sacramento, CA, 95866	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110636	ENR	Patricia X Hart	—	UHC-25844-23	5207986372	4869 Valley View Dr, Fresno, CA, 93764	0.74	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-123434	ENR	Larry Lynch	1993-07-16	UHC-37451-74	9819921687	4992 Valley View Dr, San Antonio, TX, 78275	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130998	ENR	Charles X Ford	1943-08-21	UHC-49103-43	8998787816	653 Market St, Tampa, FL, 33670	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130615	ENR	Samantha F Washington	1995-02-23	UHC-17963-87	4363508577	4213 Cedar Ln, Glendale, AZ, 85331	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113679	ENR	Jacqueline Z Black	1972-01-15	UHC-93592-56	—	1817 Washington St, Scottsdale, AZ, 85239	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128309	ENR	Victoria C Fields	1943-08-20	UHC-70359-74	6194885016	4522 Mesa Dr, Minneapolis, MN, 55473	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136393	ENR	Nancy Myers	1999-06-15	UHC-26902-60	—	1604 Sunset Blvd, Austin, TX, 78771	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113554	ENR	Angela X Diaz	1982-06-06	UHC-76818-53	6246460952	87 Park Pl, Sacramento, CA, 95858	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126186	ENR	Zachary X Mejia	1961-08-07	UHC-08699-24	4644260763	4300 Mesa Dr, Denver, CO, 80246	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136732	ENR	Jordan O Greene	1994-01-20	UHC-74338-30	7086767550	9865 Market St, Charlotte, NC, 28272	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128490	ENR	Kathryn I Perkins	2006-02-13	UHC-22220-60	3183129339	8377 Pine Dr, Plano, TX, 75042	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109901	ENR	Brandon Boyd	1988-06-11	UHC-74380-08	4308735326	2563 Union St, Glendale, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-104649	ENR	Philip K George	1952-09-16	UHC-01483-44	7644815635	7050 Jefferson Ave, San Diego, CA, 92121	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121653	ENR	Jean K Li	1988-02-19	UHC-79857-02	6894623140	6402 Apache Blvd, Los Angeles, CA, 90070	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107674	ENR	Ruth Y Stephens	1956-11-26	UHC-49733-39	4162881086	3218 Grand Ave, Denver, CO, 80292	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113872	ENR	Larry Y Sanhez	1958-04-13	UHC-06958-21	8896895155	3778 Union St, Jacksonville, FL, 32224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115655	ENR	Deborah Z Marshall	2003-04-02	UHC-30718-59	6989848841	7085 Broadway, Dallas, TX, 75206	0.74	Name re-cased Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-128834	ENR	Andrew D Ryan	1938-11-04	UHC-80498-57	—	5629 Pine Dr, Houston, TX, 77089	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-135154	ENR	George Ford	1991-12-01	UHC-72353-72	4648132727	8138 Spring St, Scottsdale, AZ, 85280	0.74	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-130241	ENR	Judy G Welch	1968-06-08	UHC-74292-52	7007261911	4253 Lake View Rd, Gilbert, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-130003	ENR	Jesse X Moore	1951-06-18	UHC-12303-91	9668103911	1852 Park Pl, Jacksonville, FL, 32276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134089	ENR	Willie H Bradley	1980-06-14	UHC-89089-22	2973561219	4401 Forest Ave, Scottsdale, AZ, 85201	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106520	ENR	Haroold S Burns	1990-07-19	—	2082371630	7558 Lincoln Way, Seattle, WA, 98135	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106521	ENR	Haroold S Burns	1990-07-19	—	2082371630	7558 Lincoln Way, Seattle, WA, 98135	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117979	ENR	Pamela Gutierrez	2005-08-08	UHC-39290-28	7052528892	6224 Meadow Ln, Las Vegas, NV, 89191	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135812	ENR	Lisa Obrien	2004-10-24	UHC-77989-41	9677505355	3140 Lake View Rd, Tucson, AZ, 85730	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113179	ENR	Gary Gutierrez	2008-08-03	UHC-77619-57	7415787953	5455 Bayshore Dr, Houston, TX, 77077	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133377	ENR	Arthur O Contreras	1948-04-08	UHC-49476-50	3034521490	1470 Canyon Rd, Charlotte, NC, 28299	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133233	ENR	Virginia Robinson	1960-12-27	UHC-28567-27	7412496134	8730 Willow Ct, Phoenix, AZ, 85088	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110581	ENR	Cheryl Daniels	1966-01-28	UHC-21002-42	2489555445	1820 Jefferson Ave, Phoenix, AZ, 85091	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121643	ENR	Donald Fuller	2001-03-15	UHC-15172-20	4125183821	8253 Baseline Rd, Chandler, AZ, 85235	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119254	ENR	Beverly U Collins	1978-09-17	UHC-66499-96	3113439433	2916 Park Pl, Scottsdale, AZ, 85233	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137340	ENR	Lisa Elliott	1988-08-19	UHC-42505-65	7732547080	9680 Market St, Seattle, WA, 98131	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103652	ENR	Isabella D Robertson	1986-03-18	UHC-58329-99	—	3669 Bayshore Dr, San Antonio, TX, 78252	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-116834	ENR	Justin Jenkins	2001-04-23	UHC-39390-63	7803143492	2202 Harbor Blvd, Dallas, TX, 75277	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116630	ENR	Sara Griffin	1944-11-11	UHC-27778-14	5407593163	9828 Union St, Austin, TX, 78716	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more

16,916 rows, page 152 of 339Previous Next