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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136566	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429201	CLM	Raymond Wood	1981-03-24	UHC-27241-99	3548267778	2266 Sage Ct, Atlanta, GA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403083	CLM	Tyler Kelley	1962-11-01	UHC-71559-70	—	636 Spring St, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-104389	ENR	Roy W Vazquez	1941-01-06	UHC-90646-48	7356233476	6604 Central Ave, Austin, TX	0.62	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-103669	ENR	Tyler P Dean	1985-11-10	UHC-88040-86	2778876633	6132 Sunset Blvd, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108056	ENR	Scott Carr	2007-12-05	UHC-10295-36	4672167984	8349 Highland Ave, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-52428	TPA	Mariana Sanders	1991-09-09	—	8117223521	2727 Willow Ct, Tempe, AZ	0.62	Name re-cased Phone reformatted ZIP missing Email lower-cased+3 more
CLM-430786	CLM	Brittany Henderson	1992-12-05	UHC-13878-53	—	8332 Union St, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412982	CLM	Katherine Dixon	1989-07-28	—	5007103246	9088 Union St, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416450	CLM	Priya Castro	1941-10-01	UHC-73873-85	—	1086 Oak St, Seattle, WA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117134	ENR	Roger J Johnston	1999-02-21	UHC-77763-47	8458310381	6521 Meadow Ln # 216, Tucson, AZ	0.62	Phone reformatted Member ID reformatted Unit split from street City re-cased+3 more
PRV-20109	PRV	Charlie Willis	1954-04-17	UHC-75469-91	—	2631 Lincoln Way, Austin, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-400113	CLM	Joseph Richardson	1962-04-11	—	2944170525	766 Indian School Rd, Glendale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-411703	CLM	Kayla Vargas	1987-08-09	UHC-09167-84	6776316839	9824 Elm St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125127	ENR	Carl S Hall	1916-07-07	UHC-05485-85	4027821671	6450 Elm St, Minneapolis, MN	0.62	Name re-cased Phone reformatted SSN last four extracted ZIP missing+3 more
TPA-57740	TPA	Hannah V Bradley	1967-01-01	—	6474676152	7774 Oak St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113420	ENR	Arthur F Alvarez	1957-11-13	UHC-12801-77	2328209924	8552 Grand Ave, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422473	CLM	Sean Gardner	1964-07-20	UHC-33476-72	7313075480	9447 Lake View Rd, Seattle, WA	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-122820	ENR	Michael R Flores	2000-05-13	UHC-18243-61	—	7265 Maple Ave, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62250	TPA	Daniel Thompson	1954-07-13	—	—	3387 Baseline Rd, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428484	CLM	Carol C King	1986-01-28	—	2513178594	854 Lake View Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109071	ENR	Cheryl Rogers	1980-08-20	UHC-59176-36	6223211842	3543 Sage Ct, Austin, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-111600	ENR	Linda L Moore	1961-12-17	UHC-65655-62	8206938727	1540 Market St, San Antonio, TX	0.62	Name re-cased Phone reformatted ZIP missing Email lower-cased+3 more
ENR-142267	ENR	Amber M Clark	1992-01-21	UHC-93868-90	2938177486	7558 Apache Blvd, Mesa, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-113403	ENR	Gloria M Fisher	1976-08-13	—	3936137808	3183 Mesa Dr, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117803	ENR	Ana A Wheeeler	1947-03-19	UHC-60445-48	4218728078	697 Forest Ave, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404103	CLM	Chris Park	1989-05-03	UHC-85719-74	8203435933	2104 Market St, Scottsdale, AZ	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-57544	TPA	Lroi Meyer	1993-05-01	—	—	8137 Highland Ave, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110004	ENR	Jose Gonzales	1948-08-10	UHC-64318-32	9789786986	8528 Camelback Rd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140773	ENR	Robert Flores	1950-01-28	UHC-72032-58	5035287393	796 Mesa Dr, Glendale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28401	PRV	Dieo H Ford	1945-10-27	—	7705262408	3131 Apache Blvd, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113082	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	—	3858 Harbor Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420189	CLM	Wei Gomez	2005-03-13	UHC-05045-78	—	3593 Ocean Ave, Austin, TX	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404891	CLM	Jacqueline Maldunado	1998-04-09	UHC-66870-46	2503266726	7026 River Rd, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53199	TPA	Sctot Simmons	1976-01-09	—	8768932158	2254 Lake View Rd, Mesa, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26419	PRV	Luis McDonald	1940-06-07	—	8712962148	4096 Main St, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141045	ENR	Andrew Z Lopez	2007-07-26	UHC-05043-11	8035186699	6398 Spring St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
ENR-101267	ENR	Barbara G Fernandez	1968-01-04	UHC-76507-85	8202102452	8766 Oak St, Chandler, AZ	0.62	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+3 more
TPA-59747	TPA	Michael Webb	1984-07-09	—	6366199993	5189 Camelback Rd, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-23846	PRV	Karn Morrison	2000-06-28	—	4764116775	5196 Cedar Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105122	ENR	Logan Y Holmes	1957-04-27	UHC-80073-60	7244005798	276 Sage Ct, Dallas, TX	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-106712	ENR	Amanda Morris	1961-07-06	UHC-46284-07	7639627925	3977 Highland Ave Apt 18, Austin, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-132921	ENR	Kathleen Santiago	1974-09-25	UHC-39717-03	6546989131	1897 Valley View Dr, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131949	ENR	Kenneth Walsh	1951-03-19	UHC-35989-04	—	4265 Pine Dr, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121738	ENR	Martha Hawkins	2004-12-04	UHC-77244-10	6187532603	3240 Baseline Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54288	TPA	Raymond Payne	1967-06-01	—	3808478937	7626 Broadway, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-425214	CLM	Jerry Hamilton	1954-08-13	UHC-24792-31	2096707176	3452 Ocean Ave, Seattle, WA	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-401507	CLM	Mariana O Fox	1973-08-19	UHC-10297-93	6068040409	7850 Baseline Rd, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-136056	ENR	Beverly G Santos	1984-03-21	UHC-19689-95	7458275991	7505 Ocean Ave, Fresno, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119408	ENR	Nancy Lynch	1968-04-17	UHC-28387-21	6423217506	6292 Ocean Ave, Glendale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

7,146 rows, page 67 of 143Previous Next