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-140242	ENR	Betty Hansen	1955-09-13	UHC-18050-08	3798603313	3269 Sunset Blvd, San Diego, CA, 92174	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116120	ENR	Yuki D Booyd	1993-05-18	UHC-66893-48	6436026611	8451 Oak St, Scottsdale, AZ, 85262	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100287	ENR	Kayla X Morgan	1972-12-05	UHC-94672-93	7426958646	2754 Church St, Plano, TX, 75033	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141008	ENR	Roger Q Rice	1952-04-07	UHC-26333-36	7835099873	5283 Spring St, Gilbert, AZ, 85210	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120288	ENR	Michelle Wong	1959-10-18	—	4752019065	1501 Indian School Rd, Jacksonville, FL, 32250	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111966	ENR	Betty Fields	1990-09-12	UHC-71045-07	8672511619	4666 Broadway, Charlotte, NC, 28275	0.72	Phone reformatted Member ID reformatted Address re-cased City re-cased+4 more
ENR-106365	ENR	Thomas Kelly	2007-01-02	UHC-55132-90	2297069126	5871 Highland Ave, Charlotte, NC, 28261	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109856	ENR	Omar E Miller	1959-06-22	UHC-04745-42	—	1055 Grand Ave, Mesa, AZ, 85212	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-119187	ENR	Laura K Ross	2006-09-14	UHC-61400-78	9748873171	6409 Camelback Rd, Scottsdale, AZ, 85292	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110811	ENR	Judy H Morales	1938-11-08	—	4917399276	8357 Pine Dr, Dallas, TX, 75272	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114146	ENR	Nicholas Rice	1967-04-27	UHC-69921-70	6135664835	5850 Ocean Ave, Dallas, TX, 75244	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120719	ENR	Charlotte Chavez	2001-08-05	UHC-16131-08	4802429702	8087 Park Pl, Tucson, AZ, 85743	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-117556	ENR	Mills Ana	1998-06-13	UHC-19219-52	7822849623	355 Broadway # 157, Plano, TX, 75090	0.72	Date of birth reformatted Phone reformatted Unit split from street Address re-cased+4 more
ENR-110780	ENR	Aisha V Davis	2006-03-03	UHC-31947-84	3143940177	9578 Spring St, Nashville, TN, 37229	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-127363	ENR	Andrew Banks	1954-05-18	UHC-11509-58	5955148449	7387 Main St, Chandler, AZ, 85259	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131741	ENR	Debra Morris	1974-12-16	UHC-37271-04	4354307579	8365 Valley View Dr, Jacksonville, FL	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-123955	ENR	Russell Z Price	1985-02-12	UHC-62136-98	4187365039	9733 Church St, Glendale, AZ, 85348	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111390	ENR	Lawrence Shaw	2000-12-18	UHC-43168-69	7942377091	7738 Maple Ave, San Antonio, TX, 78211	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-127567	ENR	Emily B Owens	2002-03-03	UHC-75457-07	3262564018	8088 Lake View Rd, Tampa, FL, 33657	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138423	ENR	Vincent Ramirez	1944-02-21	UHC-41583-48	5686812784	8003 Sunset Blvd, Charlotte, NC, 28266	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128313	ENR	Marilyn R Hawkins	2002-08-22	UHC-70032-40	6467135533	7537 Pine Dr, Tempe, AZ, 85255	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-117721	ENR	Megan A Snyder	1940-03-27	UHC-00507-08	6857142205	2253 Central Ave, Fresno, CA	0.72	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+4 more
ENR-136324	ENR	Anna W Jackson	1944-07-13	UHC-59293-26	6586287571	1500 Grand Ave, Austin, TX, 78762	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-125826	ENR	Vriginia Weaver	1955-09-24	UHC-01304-13	4829114807	5687 Sage Ct, Glendale, AZ, 85351	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138410	ENR	Donald O Simmons	1942-02-13	UHC-49247-55	2918892159	3699 Sunset Blvd, Charlotte, NC, 28235	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118710	ENR	Sarah Peterson	1970-12-21	UHC-85899-70	9526281671	7020 Cedar Ln, Chandler, AZ, 85213	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-105951	ENR	Michelle O Meyer	1998-01-06	UHC-39145-83	3293408653	5308 Harbor Blvd, Charlotte, NC, 28291	0.72	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-102027	ENR	Philip Henry	1968-09-01	UHC-20135-23	2884697135	2376 Bayshore Dr, Jacksonville, FL, 32230	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139846	ENR	Ann W Hudson	2007-01-26	UHC-72621-75	2485660814	146 Bayshore Dr, San Diego, CA, 92178	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125201	ENR	Jason B Garrett	1947-05-05	UHC-10837-58	8519954500	3428 Highland Ave, Austin, TX, 78767	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141372	ENR	Lori Cooper	1959-02-26	UHC-20858-41	2355781838	6083 Mountain View Dr, Tucson, AZ, 85789	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116966	ENR	Isabella Rose	1952-12-19	UHC-76923-43	4803442760	7391 Church St, Jacksonville, FL, 32272	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105584	ENR	Nancy Y Silva	1938-11-11	UHC-91783-24	3803739297	3546 Ridge Rd, Charlotte, NC, 28268	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121769	ENR	Jacob Hall	2001-06-06	UHC-90583-09	9119985675	2618 Ridge Rd, Phoenix, AZ, 85094	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116047	ENR	Sean L Fuller	1986-08-24	UHC-36745-76	9424263366	1395 Grand Ave, Chandler, AZ, 85201	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123027	ENR	Juan G Herrera	1959-05-05	UHC-54289-33	3019202414	8271 Apache Blvd, Mesa, AZ, 85219	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120978	ENR	Bobby Lewson	2000-10-03	UHC-97705-34	5619645417	6627 Pine Dr, Scottsdale, AZ, 85258	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114343	ENR	Madison Ellis	1974-10-12	UHC-31543-85	6393116193	5893 Central Ave, Atlanta, GA, 30385	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110480	ENR	Don R Castro	1984-06-20	UHC-60762-21	5994772484	1823 Mountain View Dr, Tampa, FL, 33607	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130480	ENR	Vincent H Evans	2007-02-09	UHC-91535-79	9343006985	5354 Forest Ave, Austin, TX, 78705	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130865	ENR	Valentian B Cruz	1957-07-20	UHC-32426-03	7487488078	7237 Sunset Blvd, Columbus, OH, 43200	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-123518	ENR	Beverly T Mason	1976-05-05	UHC-79533-49	—	9149 Grand Ave, Denver, CO, 80202	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-125563	ENR	Bryan K Diaz	1938-04-14	UHC-20717-22	—	2786 Sunset Blvd, Mesa, AZ, 85275	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-104332	ENR	Alexis Greene	1959-09-07	UHC-47378-74	8075355749	8973 Central Ave, San Antonio, TX, 78255	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108245	ENR	Andrea Morgan	1963-02-21	UHC-95133-83	3905179077	125 Apache Blvd, Tempe, AZ, 85201	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139172	ENR	Jason V Ortega	1996-12-07	UHC-48110-72	5958328200	7545 Apache Blvd, San Antonio, TX	0.72	Name re-cased Phone reformatted City re-cased ZIP missing+4 more
ENR-138711	ENR	Frank H Hughes	2008-06-14	UHC-71315-04	3164372097	5643 Sage Ct, Dallas, TX, 75298	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142633	ENR	Jason Little	1964-11-10	UHC-48267-90	8348216179	7533 Cedar Ln, Gilbert, AZ, 85217	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-113175	ENR	Katherine E Miller	1984-12-02	UHC-58586-85	5384945333	1585 Indian School Rd, Mesa, AZ, 85204	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141877	ENR	Joyce F Dunn	2005-01-27	UHC-33907-11	7365518835	7165 Camelback Rd, Chandler, AZ, 85241	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more

16,916 rows, page 138 of 339Previous Next