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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108577	ENR	Albert Banks	1998-02-12	UHC-93683-76	—	4654 Lake View Rd, San Diego, CA, 92144	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101553	ENR	Billy Espinoza	1974-07-07	UHC-20184-24	—	7555 River Rd, San Diego, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
ENR-133799	ENR	Carl Robbertson	1976-08-21	UHC-87750-98	2983706148	2673 Valley View Dr, Charlotte, NC, 28266	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140423	ENR	Brian Ramos	1973-06-28	UHC-95187-14	9383646303	835 Baseline Rd, Tampa, FL	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-133566	ENR	Jennifer Castro	1949-04-02	UHC-02041-85	7699394722	1633 Sage Ct, Jacksonville, FL, 32287	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23510	PRV	Jean W Hamlton	1965-02-08	UHC-77149-18	4167143383	4244 Oak St, Tempe, AZ	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-114773	ENR	Betty V Wood	1950-04-12	UHC-68387-04	5589806735	7551 Lincoln Way, Seattle, WA, 98176	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-116968	ENR	Margaret Duncan	1950-08-15	UHC-78353-92	8348817889	569 Market St, Tampa, FL, 33643	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-132006	ENR	Jordan O Henderson	2008-10-28	UHC-78680-14	8735620138	9092 Spring St, San Antonio, TX, 78221	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411771	CLM	Natalie Fernandez	1950-09-17	UHC-41735-10	—	9140 Bayshore Dr, Nashville, TN, 37220	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137906	ENR	Austin Willis	1946-08-03	UHC-26103-13	3845729601	3373 Washington St, Las Vegas, NV, 89145	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113924	ENR	Gregory Marquez	2005-03-18	UHC-19999-31	8656524871	7419 Oak St, Fresno, CA, 93772	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-114782	ENR	Camila F Long	—	UHC-01659-73	6722120176	3550 Apache Blvd, Glendale, AZ, 85354	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-414736	CLM	Johnny Hicks	1949-02-26	UHC-08693-71	4809016447	582 Ocean Ave, Austin, TX, 78737	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128733	ENR	Beverly Z Vasquez	1980-01-13	UHC-14586-30	2784063649	3211 Meadow Ln, Denver, CO, 80216	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117166	ENR	Barbara Rivera	1996-04-26	UHC-64249-52	—	3211 Main St, Plano, TX, 75077	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-432470	CLM	Kylle Medna	1968-11-28	UHC-64058-26	—	2454 Canyon Rd, Dallas, TX, 75246	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114982	ENR	Valentina F Perry	1963-03-05	UHC-66900-34	9664407054	7019 Mesa Dr, Orlando, FL, 32882	0.64	Date of birth reformatted Member ID reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-120397	ENR	Gutierrez Sara	1951-10-07	UHC-38363-25	5259407605	742 Mesa Dr, Austin, TX, 78734	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-112161	ENR	Joe Castillo	—	UHC-28152-67	6245948061	4630 Church St, Tampa, FL, 33600	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-125413	ENR	Katherine M Lucas	1966-07-23	UHC-29115-96	4368401595	6724 Market St, Austin, TX	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-130674	ENR	Edward Maldonado	2006-01-10	UHC-96749-77	—	2333 Forest Ave Apt 18, Austin, TX, 78734	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138281	ENR	Robert A Porter	—	UHC-64616-58	4028565946	806 Jefferson Ave, Austin, TX, 78748	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125712	ENR	Linda U Henderson	1943-03-26	UHC-38297-71	8285107565	9100 Valley View Dr, Fresno, CA, 93721	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-122098	ENR	Kyle Watkins	1984-12-10	UHC-94843-45	2243979350	2406 Palm Dr, Tampa, FL, 33648	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140780	ENR	Andrew Dean	1946-06-15	UHC-73405-81	9846701981	1670 Mesa Dr, Tucson, AZ, 85775	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-400168	CLM	Bryan Webbb	1961-10-09	UHC-61894-96	2515226792	5836 Central Ave, Charlotte, NC, 28269	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-119604	ENR	Gloria A Nguyeen	1948-12-13	UHC-36381-18	5784812748	242 Desert Sky Blvd, Denver, CO, 80223	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104929	ENR	Catherine H Henry	1998-06-20	UHC-75352-66	7022816540	4226 Washington St, Austin, TX, 78727	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111566	ENR	Amy I Young	1955-08-07	UHC-60553-01	—	1598 Pine Dr, Tucson, AZ, 85784	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115849	ENR	Yuki E Hunter	1998-10-08	UHC-43336-98	8896057324	730 Forest Ave, Fresno, CA, 93780	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-402114	CLM	Albert Crawford	1942-11-20	UHC-09010-78	—	2926 Ocean Ave Apt 33, Glendale, AZ, 85347	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-134038	ENR	Larry V Dean	—	UHC-17540-16	5278877114	2474 Grand Ave, Chandler, AZ	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-402847	CLM	Ronald Q Smith	2004-07-06	UHC-43052-53	—	9385 Park Pl, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140523	ENR	Joe Z Castillo	2004-07-01	UHC-32471-33	2068476160	3407 Lincoln Way, Seattle, WA, 98139	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-105508	ENR	Joseph Gray	1954-08-06	UHC-42564-49	3444259461	907 Cedar Ln, Phoenix, AZ, 85044	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130251	ENR	Madison Wheeler	1999-01-23	UHC-19975-09	6376298696	2668 Grand Ave, Phoenix, AZ, 85090	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121656	ENR	Kenneth Montgomery	1985-06-02	UHC-83340-37	4746914631	476 Harbor Blvd, Tucson, AZ, 85704	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128786	ENR	Albert Diaz	1944-07-06	UHC-94730-52	7906992008	3720 Church St, Nashville, TN, 37298	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106778	ENR	Dylan B Nunez	1999-04-17	UHC-40902-19	8162583903	9491 Apache Blvd, Columbus, OH	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-105496	ENR	Ronald E Wagner	1982-09-03	UHC-58418-98	8454980399	6787 River Rd, Plano, TX, 75006	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-114144	ENR	Evelyn F Aguilar	—	UHC-92536-58	2296264278	3760 Sage Ct, Chandler, AZ, 85234	0.64	Date of birth unreadable Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-124347	ENR	Alexander Porter	1964-05-26	UHC-44883-09	2322803488	5975 Pine Dr, Chandler, AZ, 85274	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120024	ENR	Janet Ferguson	1995-11-02	UHC-23654-46	7042083543	8247 Bayshore Dr, Tucson, AZ, 85718	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-110531	ENR	Danielle P Reynolds	1999-12-27	UHC-46263-10	7819598479	3684 Willow Ct, Atlanta, GA, 30396	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-108589	ENR	Maria Z Sandoval	1938-05-09	UHC-69641-21	4848918726	7066 Sunset Blvd, Jacksonville, FL, 32219	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140131	ENR	Keith N Ortiz	1984-04-10	UHC-37194-20	7607507428	4229 Palm Dr, Miami, FL, 33121	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-404908	CLM	Kathryn Carpenter	1943-01-12	UHC-20206-20	—	9041 Palm Dr Apt 18, Gilbert, AZ, 85216	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-128242	ENR	Tyler Maldonado	1948-07-12	UHC-19189-76	4168078675	7191 Mesa Dr, Minneapolis, MN, 55480	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140036	ENR	Jeffrey T Bennett	1990-09-06	UHC-49011-33	2809069485	2845 Ocean Ave, Tucson, AZ, 85744	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more

7,723 rows, page 43 of 155Previous Next