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-125975	ENR	Donna Wong	—	UHC-05699-88	7386614629	7147 Mountain View Dr, Glendale, AZ, 85396	0.78	Name re-cased Date of birth missing Phone reformatted State code upper-cased+1 more
ENR-133752	ENR	Donaald C Ramirez	1983-09-22	UHC-32962-76	—	6127 Park Pl, Jacksonville, FL, 32225	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-133753	ENR	Donaald C Ramirez	1983-09-22	UHC-32962-76	—	6127 Park Pl, Jacksonville, FL, 32225	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-127988	ENR	Juy Spencer	1971-11-06	UHC-59212-16	4948157411	4397 Mesa Dr, Nashville, TN, 37239	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-134602	ENR	Christopher Webb	1995-06-12	UHC-78210-61	7616165937	1132 Lincoln Way, Gilbert, AZ, 85236	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-121071	ENR	Alexander Johnston	2006-02-24	UHC-07559-28	8028515682	3793 Lake View Rd, Gilbert, AZ, 85247	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-122877	ENR	Rachel N Evans	1992-12-22	UHC-24623-53	—	6573 Grand Ave, Eden Prairie, MN, 55380	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-130544	ENR	Teresa G Park	1963-11-24	UHC-72389-20	—	6714 Highland Ave, Fresno, CA, 93739	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
ENR-142269	ENR	Sofia A Rios	1987-09-09	UHC-14209-03	—	2584 Church St, Fresno, CA, 93706	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106760	ENR	Carlos I Richardson	1953-10-16	UHC-10198-33	5325405981	7392 Highland Ave, Las Vegas, NV, 89121	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-131286	ENR	Daniel Patel	1969-08-22	UHC-04245-37	5896137961	4679 Bayshore Dr, Chandler, AZ, 85267	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108919	ENR	Maria G Sanders	1986-12-25	UHC-61145-08	8147836511	6348 Oak St, Nashville, TN, 37213	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-122020	ENR	Bryan U Stevens	1997-05-16	UHC-77358-20	6423989218	287 Lincoln Way, Eden Prairie, MN, 55367	0.78	Name re-cased Phone reformatted State code upper-cased Gender normalised+1 more
ENR-100789	ENR	Gayr J Pirce	1946-12-25	UHC-75471-11	4218066659	4343 Market St, Seattle, WA, 98127	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-139116	ENR	Brandon Valdez	1941-03-13	UHC-15383-35	7915389560	6227 Apache Blvd, Denver, CO, 80241	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-112266	ENR	Jason Gordun	1952-06-05	UHC-52450-28	2277306812	8596 Desert Sky Blvd, Plano, TX, 75052	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108531	ENR	Cynthia Price	1941-10-01	UHC-76329-93	8698868327	2275 Mountain View Dr, Los Angeles, CA, 90063	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
ENR-106272	ENR	Lucia Jenkins	1994-12-04	UHC-65576-36	—	1182 Main St, Glendale, AZ, 85317	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-116389	ENR	Joey I Ward	1957-04-24	UHC-28293-97	5134061525	6443 Bayshore Dr # 137, Glendale, AZ, 85367	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
ENR-112208	ENR	Jean X Butler	1998-12-11	UHC-71890-62	—	4831 Apache Blvd, Los Angeles, CA, 90095	0.78	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+1 more
ENR-130384	ENR	Mark DJunk	1950-01-25	UHC-83933-09	7448255384	4811 Pine Dr, Seattle, WA, 98125	0.78	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-102277	ENR	Kyle K Schultz	1975-10-02	UHC-27338-25	9048262493	8865 Baseline Rd, Tempe, AZ, 85225	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-127856	ENR	Gloria N Fuller	2001-09-16	UHC-18531-90	7196890905	5722 Grand Ave, Los Angeles, CA, 90004	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-133442	ENR	Janet Franklin	1990-11-14	UHC-81219-75	5357201273	2388 Ocean Ave, Phoenix, AZ, 85039	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
ENR-114939	ENR	Jeffrey J Hawkins	2004-01-09	UHC-53749-90	7926244151	8662 Camelback Rd, San Diego, CA, 92137	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-138455	ENR	Arjun C Barnes	1964-01-07	UHC-43268-27	3218550159	3919 Park Pl, Jacksonville, FL, 32288	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-118735	ENR	Jose Lopez	2001-01-13	UHC-63472-97	4102847568	1260 Elm St, Plano, TX, 75012	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108368	ENR	Jack Z Carlson	1965-12-03	UHC-66933-07	9212530159	470 Highland Ave, Los Angeles, CA, 90055	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-120388	ENR	Dylan O Stephens	1954-08-20	UHC-01350-26	5178862141	7235 Highland Ave, San Diego, CA, 92113	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-102806	ENR	Edward D Dixon	1955-10-09	UHC-73167-56	9079863923	2744 River Rd, Glendale, AZ, 85365	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-140825	ENR	Camila Cole	1957-09-07	UHC-59549-12	5154265616	8609 Washington St, Fresno, CA, 93754	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-112256	ENR	Douglas M Pierce	1939-01-26	UHC-16964-87	3945648784	2467 Church St, Glendale, AZ, 85304	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-139620	ENR	Maria D Williams	1981-03-22	UHC-03452-96	9642466627	3689 River Rd, Denver, CO, 80224	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-100780	ENR	Ralph J Lych	2004-10-24	UHC-06478-38	6814901654	4819 Valley View Dr, Las Vegas, NV, 89131	0.78	Middle initial moved out of first name Name re-cased Phone reformatted State code upper-cased+1 more
ENR-123396	ENR	Brian Silva	2001-01-12	UHC-75925-02	—	5041 Market St, Houston, TX, 77025	0.78	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+1 more
ENR-115463	ENR	Wayne Sandoval	1992-05-26	UHC-21588-13	9013514455	5731 Market St, Seattle, WA	0.78	Name re-cased Phone reformatted State code upper-cased ZIP missing+1 more
ENR-104609	ENR	Mateo Kim	1983-07-15	UHC-45932-54	4143974812	1057 Mountain View Dr, Atlanta, GA, 30338	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-102737	ENR	Noah U Howard	2005-11-15	UHC-76947-59	4859150806	4583 Spring St, Denver, CO	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more
ENR-115593	ENR	Bobby Hudson	1995-06-08	UHC-14302-71	6406376896	6175 Lincoln Way, Nashville, TN, 37211	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-105750	ENR	Isabella A Burns	1948-08-20	UHC-10907-04	4113601184	709 Mountain View Dr, Atlanta, GA, 30397	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-125380	ENR	Burton R Roger	1957-03-22	UHC-99566-78	7014428169	9068 Hillcrest Rd # 141, Scottsdale, AZ, 85243	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-105253	ENR	Henry R Mills	1943-07-24	UHC-00734-23	5723372649	4169 Church St, Tempe, AZ, 85222	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-103699	ENR	Ann J Alexandre	1950-08-21	UHC-97453-82	5913132629	5026 Harbor Blvd, Chandler, AZ, 85211	0.78	Phone reformatted Member ID reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-128551	ENR	Jeffrey T Martin	1952-12-20	UHC-11214-95	—	4549 Harbor Blvd, Austin, TX, 78766	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-104676	ENR	Daniel N Dean	1950-10-04	UHC-74973-41	9357585014	3184 Spring St, Austin, TX, 78776	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118304	ENR	Kayla Watkins	1977-02-06	UHC-05998-73	2799958588	5154 Harbor Blvd, Mesa, AZ, 85267	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-135775	ENR	Christine S Wright	1944-09-24	UHC-27440-91	3292341066	5725 Ocean Ave, Orlando, FL, 32857	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-121937	ENR	Mari Robinson	1983-01-14	UHC-09067-17	9054762738	4309 Sage Ct, Austin, TX, 78758	0.78	Phone reformatted Member ID reformatted State code upper-cased Gender normalised+1 more
ENR-118498	ENR	Yuki Lawson	1979-12-18	UHC-45792-55	3674439844	1848 Camelback Rd, Minneapolis, MN, 55427	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-107799	ENR	Julie Peters	1991-03-15	UHC-18844-54	9288657775	7872 Camelback Rd, San Antonio, TX	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+1 more

1,918 rows, page 27 of 39Previous Next