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

All sources, flag “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410093	CLM	Carolyn Aguilar	1970-08-14	UHC-79100-36	7643405387	9885 River Rd, Charlotte, NC, 28288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122711	ENR	Alice Z Lwson	1982-03-08	UHC-22496-68	4876929965	530 Apache Blvd, San Diego, CA, 92114	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59470	TPA	Sofia Z Cooper	1959-06-14	—	—	4007 Washington St # 866, Sacramento, CA, 95812	0.60	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+4 more
TPA-55077	TPA	Virginia Harvey	2008-05-20	—	8587676921	7773 Main St, Dallas, TX	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-55078	TPA	Virginia Harvey	2008-05-20	—	8587676921	7773 Main St, Dallas, TX	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-63780	TPA	Deebra Bennett	1984-09-06	—	—	4676 River Rd, Minneapolis, MN, 55409	0.60	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+4 more
ENR-108383	ENR	Wei Mejia	1960-05-08	UHC-25353-07	—	5907 Canyon Rd, Eden Prairie, MN, 55330	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104568	ENR	Sam Z Bowman	1945-07-09	UHC-16338-08	6874062557	6349 Spring St, Gilbert, AZ, 85276	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-63860	TPA	Carolyn Payne	1978-06-09	—	7666339374	5657 Bayshore Dr, Orlando, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431870	CLM	Michael McDonald	1982-07-05	UHC-87977-24	2312030340	6489 Camelback Rd, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-113342	ENR	Bruce Wason	1956-10-01	UHC-58660-37	—	8285 Ocean Ave, Mesa, AZ, 85289	0.60	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+4 more
ENR-129039	ENR	Santiago P Johnston	1951-11-11	UHC-65660-37	3096497686	2725 Washington St Apt 16, Chandler, AZ, 85284	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-129038	ENR	Santiago P Johnston	1951-11-11	UHC-65660-37	3096497686	2725 Washington St Apt 16, Chandler, AZ, 85284	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-62789	TPA	Victoria Nunez	1991-02-24	—	7912379308	5348 Central Ave, Houston, TX, 77087	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122488	ENR	Emily N Johnston	1949-03-25	UHC-39586-22	7746166825	6047 River Rd, Tempe, AZ, 85212	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430285	CLM	Deborah Grodon	1995-09-18	—	—	5176 Mesa Dr, San Diego, CA, 92158	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-142499	ENR	Amanda Yang	1941-10-25	UHC-99907-18	2575223460	1855 Baseline Rd, Mesa, AZ, 85237	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-122107	ENR	Kate Walsh	1950-09-28	UHC-91901-69	7788921266	356 River Rd, Charlotte, NC, 28254	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-25197	PRV	Billy Weaver	1975-06-25	UHC-25544-03	7517946640	2855 Bayshore Dr, Scottsdale, AZ, 85267	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118102	ENR	Valentina Green	1972-08-04	UHC-03315-16	—	7031 Jefferson Ave, Tucson, AZ, 85777	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124411	ENR	Evelyn Weber	1997-01-23	UHC-07516-18	4799553598	603 Mesa Dr, Los Angeles, CA, 90068	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111585	ENR	Elizabeth Bell	1968-12-27	UHC-65359-87	3476491358	4741 Hillcrest Rd Apt 11, Dallas, TX, 75249	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-428160	CLM	Grace Phillips	1971-09-14	UHC-93122-46	3805608428	1782 Valley View Dr, Fresno, CA, 93704	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-138076	ENR	Stephen E Fuller	1966-02-27	UHC-14276-03	5912434363	3178 Valley View Dr, San Antonio, TX, 78223	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-126980	ENR	Keith Diaz	1996-11-13	UHC-14729-92	8696037650	2922 Park Pl, Minneapolis, MN, 55455	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22160	PRV	Seven Vasquez	1957-06-27	UHC-60190-71	2184048209	6946 Meadow Ln, Orlando, FL, 32826	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-136068	ENR	Lauren R Murphy	1969-08-21	UHC-46397-91	9237297088	2578 Lake View Rd # 376, Orlando, FL, 32845	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-407281	CLM	Valentina Patterson	2008-06-26	UHC-12015-82	2892230620	2334 Baseline Rd, Chandler, AZ, 85208	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-404691	CLM	Ahmed Vega	2002-10-16	UHC-10206-05	3932206753	3061 Maple Ave, Tucson, AZ, 85739	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-56779	TPA	Juse Reyes	1942-06-27	—	—	5287 Valley View Dr, Charlotte, NC, 28250	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-21292	PRV	Bryan N Freeman	1951-11-21	—	7866862770	7670 Valley View Dr, Plano, TX, 75079	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123606	ENR	Andrrew O Matthews	1977-04-05	UHC-70642-50	7812181951	9858 Baseline Rd Apt 31, Orlando, FL, 32895	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-419729	CLM	Carlso Franklin	1956-02-16	—	4258070428	7808 Meadow Ln, Gilbert, AZ, 85216	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28000	PRV	Charlotte Q Sullivan	1954-08-24	UHC-97098-75	9856593353	1460 Willow Ct, Austin, TX, 78770	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-130234	ENR	Megan Rios	1951-04-03	UHC-47867-27	—	9068 Central Ave, Atlanta, GA, 30361	0.62	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+3 more
CLM-404675	CLM	Sophia Hill	1960-12-15	—	6692955019	3946 Elm St, Minneapolis, MN, 55401	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411991	CLM	Valentina Ortiz	1953-05-05	—	5086820139	6321 Mesa Dr, Nashville, TN, 37256	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-25382	PRV	Bobby Banks	1976-05-12	—	4622759381	5703 Valley View Dr # 468, Eden Prairie, MN, 55306	0.62	Name re-cased Phone reformatted Unit split from street Email lower-cased+3 more
CLM-405412	CLM	Hannah G Garrett	1993-01-09	UHC-32176-42	6057650156	478 Sunset Blvd, Minneapolis, MN	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54116	TPA	Brian Hawkins	—	—	—	9646 Spring St, Nashville, TN, 37275	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-125396	ENR	Ethan Gilbert	1997-06-26	UHC-51622-74	8179001392	3637 Main St, Atlanta, GA, 30323	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125395	ENR	Ethan Gilbert	1997-06-26	UHC-51622-74	8179001392	3637 Main St, Atlanta, GA, 30323	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120505	ENR	Richaard I Stone	1951-11-11	UHC-97487-13	5483300684	5628 Grand Ave, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138196	ENR	Barndon Santos	1965-05-10	UHC-60608-39	7203435308	1113 Broadway, Houston, TX, 77091	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-120729	ENR	Joyce Hunter	2006-07-08	UHC-09705-62	9648327304	3697 Main St, Plano, TX, 75042	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142458	ENR	Dick Hall	1968-05-21	UHC-80730-48	3653793998	1642 Mountain View Dr, Dallas, TX	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-409390	CLM	Jonathan Gardner	1959-12-22	—	2607069786	4766 Canyon Rd, Dallas, TX, 75244	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116069	ENR	Mark U Tran	1961-04-26	UHC-77913-35	7622754588	427 Washington St, San Diego, CA, 92164	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111145	ENR	Lawrence L Morrison	1965-09-14	UHC-89838-16	8405275947	2495 Pine Dr, Miami, FL, 33199	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28244	PRV	Eugene K Gylbert	1987-07-03	UHC-27936-75	7022805732	3071 Maple Ave, Minneapolis, MN, 55412	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

3,278 rows, page 13 of 66Previous Next