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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430822	CLM	Kimberly Wang	1988-01-05	—	9326759001	935 Jefferson Ave, Sacramento, CA, 95809	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29569	PRV	Stephen Ruiz	1952-07-01	UHC-29193-51	—	2175 Highland Ave, Tampa, FL, 33605	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139289	ENR	Christian Ruiz	2004-06-11	UHC-87732-27	6523660164	5969 Willow Ct, Gilbert, AZ, 85236	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114576	ENR	Brittany O Stephens	1945-01-14	UHC-39290-82	9795777865	3384 Oak St, Columbus, OH, 43201	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432034	CLM	Valentina Y Murray	1963-06-27	UHC-04164-84	—	306 Apache Blvd, Seattle, WA, 98188	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106492	ENR	Janice U Ferguson	1969-07-25	UHC-35301-41	7836978962	3531 Ridge Rd, Miami, FL, 33113	0.64	Phone reformatted SSN last four extracted State name converted to code Email lower-cased+2 more
CLM-412258	CLM	Charlutte Espinoza	2002-11-21	UHC-63127-60	3986085252	2513 Oak St, Los Angeles, CA, 90042	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55129	TPA	Valentina Ortiz	1958-09-28	—	—	2148 Willow Ct, Columbus, OH, 43285	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408851	CLM	Hiroshi B Welch	1962-06-24	—	—	5244 Forest Ave, Tucson, AZ, 85776	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117819	ENR	Tyler M Medina	1990-10-01	UHC-89806-73	2347890945	3212 Grand Ave, Mesa, AZ, 85282	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56261	TPA	Larry Oliver	1972-03-28	—	2895695753	1583 Union St, Denver, CO, 80225	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-27738	PRV	Julia Carlson	1963-11-18	UHC-47137-69	7506452381	4096 Central Ave, Gilbert, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-64091	TPA	Charles U Jordan	1963-03-19	UHC-52017-51	—	9327 Pine Dr, Las Vegas, NV, 89168	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139359	ENR	Theresa J Larson	1990-09-02	UHC-37103-24	9294128278	2845 Central Ave, Fresno, CA, 93773	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-428269	CLM	Willie Sanchez	1971-01-27	UHC-64820-04	6054029431	2285 Central Ave, Tucson, AZ, 85727	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120141	ENR	Justin Perkins	1960-04-24	UHC-11422-31	4476065628	4260 Market St, Fresno, CA, 93714	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122822	ENR	Eric U Daniels	1979-07-24	UHC-60880-20	9567352427	5333 Indian School Rd, Plano, TX, 75088	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-409370	CLM	Gearld W Ramirez	1975-05-28	—	—	7735 Ridge Rd Apt 26, Nashville, TN, 37236	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
ENR-101322	ENR	Luis B Fernandez	2003-04-11	UHC-36488-55	5664688349	604 Lake View Rd, Scottsdale, AZ, 85251	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-122777	ENR	Shirley Patterson	1946-10-07	UHC-26027-63	8335366506	9287 Maple Ave, San Antonio, TX, 78286	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408449	CLM	Christian J Marshall	1994-01-04	UHC-58093-69	—	5719 Sunset Blvd, Minneapolis, MN, 55478	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401926	CLM	Danny U Mendez	—	—	9114552537	2559 Jefferson Ave, Gilbert, AZ, 85299	0.64	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
ENR-122639	ENR	Julia L Jackson	2004-09-26	UHC-87854-09	9474176512	6367 Oak St, Orlando, FL, 32800	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405112	CLM	Sophia Wilson	1958-01-14	UHC-22018-02	9446933110	3631 Market St, Nashville, TN, 37219	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412234	CLM	Sophia Y Vazquez	1992-09-24	UHC-24298-39	9308438446	4625 Indian School Rd, Scottsdale, AZ, 85205	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103197	ENR	Charlotte Z Clark	1939-07-20	UHC-71305-39	5662282063	7782 River Rd, Minneapolis, MN, 55447	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
PRV-23721	PRV	Natalie H Fowler	1939-10-01	—	6028297759	1112 Willow Ct, Dallas, TX, 75214	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118609	ENR	Wayne Flores	1985-04-24	UHC-28530-33	6079020059	5782 Jefferson Ave, Tampa, FL, 33631	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118398	ENR	Mike N Franklin	1977-08-13	UHC-12780-16	2815891955	4937 Canyon Rd, Plano, TX, 75059	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-109241	ENR	Judy D Elliott	1971-04-05	UHC-82303-32	6653081200	3769 Sage Ct, Jacksonville, FL, 32293	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135223	ENR	Thomas Q Oliver	1969-05-12	UHC-30268-27	3389560838	2143 Elm St, Sacramento, CA, 95806	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120398	ENR	Catherine L Lawrence	1957-05-18	UHC-09218-86	3707043729	9836 Canyon Rd, Chandler, AZ, 85249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61054	TPA	Caamila McDonald	1988-10-08	—	—	2173 Ocean Ave, Houston, TX, 77013	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429264	CLM	Nicholas Carr	1989-07-01	UHC-93074-69	9738314284	9452 Indian School Rd, Tucson, AZ, 85742	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140159	ENR	Sophia J Patel	2007-09-07	UHC-74674-41	4509419466	6789 Apache Blvd, Denver, CO, 80206	0.64	Name re-cased Member ID reformatted State name converted to code Email lower-cased+2 more
TPA-59932	TPA	Lawrence M Gonzalez	1989-09-19	—	3114086887	4187 Spring St, Phoenix, AZ, 85036	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22325	PRV	Ronald Espinoza	1981-09-20	UHC-88715-46	—	763 Oak St, Atlanta, GA, 30355	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-140137	ENR	Alexis Hawkins	2000-11-03	UHC-64557-63	4977365840	9371 Spring St, Tempe, AZ, 85258	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-61631	TPA	Brittany Walsh	1984-05-09	UHC-72666-02	—	6263 Forest Ave, Denver, CO, 80220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400941	CLM	Santiago Elliott	1978-11-02	UHC-15961-44	—	3870 Willow Ct, Mesa, AZ, 85257	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115352	ENR	William Z Bailey	1967-01-23	UHC-20733-89	7724623314	5117 Park Pl, Houston, TX, 77055	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22738	PRV	Cynthia I Diaz	2002-12-02	UHC-72241-56	8586064607	4342 Baseline Rd, Denver, CO, 80274	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115836	ENR	Kenneth Harrison	1961-04-04	UHC-81468-72	—	1680 Lake View Rd, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
ENR-113666	ENR	Patrick Hlil	1944-02-18	UHC-12559-16	6039784586	2042 Central Ave, Atlanta, GA, 30355	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408121	CLM	Stephen Peterson	1943-06-12	—	5229834977	6606 Jefferson Ave, San Antonio, TX, 78242	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59936	TPA	Thomas Day	1944-02-21	—	—	1025 Mesa Dr, Miami, FL, 33171	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115860	ENR	Nathan Black	1977-10-02	UHC-58673-95	—	6520 Pine Dr, Los Angeles, CA, 90011	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104814	ENR	Raymond K Young	1965-05-13	UHC-75134-62	4598987820	1448 Grand Ave, Phoenix, AZ, 85015	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-408726	CLM	Sean Watson	1977-07-12	—	—	2932 Mesa Dr, Orlando, FL, 32846	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
ENR-129143	ENR	Martha Gomez	1956-06-20	UHC-28216-33	4342182361	2048 Oak St, Orlando, FL, 32888	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

9,084 rows, page 103 of 182Previous Next