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+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112010	ENR	Kimberly Jordan	1939-02-15	UHC-22422-34	3276977774	8240 Mountain View Dr, Plano, TX, 75079	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125153	ENR	Randy Harrison	2000-01-26	UHC-87479-89	—	7261 Hillcrest Rd, Denver, CO, 80221	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-403128	CLM	Charlotte Gray	1975-04-20	—	—	7259 Camelback Rd, Tucson, AZ, 85709	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413812	CLM	Ryan Johnson	1997-09-28	UHC-89836-17	8576361853	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102201	ENR	Dorothy S Jacobs	1942-02-04	UHC-33416-55	4322011656	5935 Mountain View Dr, Austin, TX, 78767	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62485	TPA	Mark Y Hicks	1991-04-12	—	—	2633 Hillcrest Rd, Austin, TX, 78718	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117167	ENR	Barbara Rivera	1996-04-26	UHC-64249-52	—	3211 Main St, Plano, TX, 75077	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-124343	ENR	Kelly W Warren	1998-01-06	UHC-27044-92	8732410158	4879 Harbor Blvd, Minneapolis, MN, 55421	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133055	ENR	Deboraah V Sandoval	1948-06-07	UHC-01958-16	3176322535	7276 Willow Ct, Minneapolis, MN, 55467	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120399	ENR	Catherine L Lawrence	1957-05-18	UHC-09218-86	—	9836 Canyon Rd, Chandler, AZ, 85249	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-51812	TPA	Carol Perry	1987-06-27	UHC-00745-17	—	2551 Washington St, Plano, TX, 75043	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
ENR-132061	ENR	Betty J Jones	1986-01-09	UHC-95087-33	2097690831	7021 Church St, Scottsdale, AZ, 85225	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-62278	TPA	Sean Kelly	2003-08-08	—	—	4766 Grand Ave, Eden Prairie, MN, 55307	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56344	TPA	Diane Weaver	1964-05-12	—	6523849284	2791 Maple Ave, Atlanta, GA, 30319	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431670	CLM	Sophia Hall	1942-01-17	UHC-60987-96	5572425063	6314 Ridge Rd, Los Angeles, CA, 90067	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136531	ENR	George W Johnston	1985-06-01	UHC-45237-98	5974224185	1092 Highland Ave, Austin, TX, 78798	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113609	ENR	Evelyn McDonald	1960-11-01	UHC-62319-26	7698415872	1973 Sage Ct, Chandler, AZ, 85242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426476	CLM	Barb Peters	1996-06-26	UHC-44679-43	3468856639	501 Willow Ct, Scottsdale, AZ, 85275	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138841	ENR	Diane G Robinson	1989-02-15	UHC-99457-09	5445453060	6755 Park Pl, Atlanta, GA, 30379	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138326	ENR	Denise W Daniels	1984-02-09	—	5729107954	5397 Valley View Dr, Denver, CO, 80228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117926	ENR	Carol F Owens	1976-05-19	UHC-59852-07	5239866108	2011 Camelback Rd, Phoenix, AZ, 85006	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-415396	CLM	Kathy N Watkins	1972-05-26	UHC-19886-37	8113903013	630 Desert Sky Blvd, Charlotte, NC, 28297	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409641	CLM	Willie Hoffman	1963-05-05	—	3829388058	5145 Mesa Dr, Denver, CO, 80241	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-417504	CLM	Charlotte Cunningham	1949-03-11	UHC-26699-99	9207451415	7141 Mountain View Dr, Jacksonville, FL, 32289	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130911	ENR	Randy C Soto	1943-12-07	UHC-23233-32	8336914874	8000 Pine Dr, Dallas, TX, 75231	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-110106	ENR	Carol K Stephens	1964-07-24	UHC-03862-38	2656162827	6222 River Rd, Tucson, AZ, 85778	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410434	CLM	Emma Hawkins	1947-08-08	—	—	1302 Ocean Ave, Nashville, TN, 37263	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428544	CLM	Keith Tran	1998-05-08	UHC-70696-87	—	8577 Highland Ave, Fresno, CA, 93722	0.62	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
ENR-141167	ENR	Teresa Farnandez	1944-04-13	UHC-17297-11	6723745538	3320 Oak St, Atlanta, GA, 30365	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50240	TPA	Matthew Lawson	1995-05-15	—	6187071093	4892 Pine Dr, Mesa, AZ, 85248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22019	PRV	Cynthia Flores	1953-03-20	—	2857015766	7392 Pine Dr, Minneapolis, MN, 55481	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101003	ENR	Melissa Johnston	1975-06-08	UHC-05580-07	8888694461	7998 Apache Blvd, Fresno, CA, 93776	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110823	ENR	Madison W Lopez	1970-08-17	UHC-62337-01	4813102984	3579 Willow Ct, Miami, FL, 33104	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405811	CLM	Nnacy Delgado	1953-06-14	—	—	452 Harbor Blvd, Nashville, TN, 37208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103225	ENR	Olivia I Hunt	1987-09-16	UHC-22928-25	5355722990	8481 Union St, Miami, FL, 33166	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432688	CLM	Susan Weber	1960-12-03	UHC-37047-32	—	5025 Camelback Rd, Tempe, AZ, 85298	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-108894	ENR	Patricia Hart	1974-05-14	UHC-97214-71	2888272392	6473 Jefferson Ave, Phoenix, AZ, 85018	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-127042	ENR	Joyce Andrews	2003-04-05	UHC-90507-70	4118984468	4125 Indian School Rd, Denver, CO, 80243	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60162	TPA	Scott Shaw	1980-08-26	—	9047442603	6262 Highland Ave, Atlanta, GA, 30393	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136194	ENR	Brandon U Baker	1949-08-23	UHC-39834-12	—	7063 Mountain View Dr, Plano, TX, 75067	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-122122	ENR	Nicholas Castillo	1963-08-07	UHC-57647-09	—	8065 Maple Ave, Las Vegas, NV, 89194	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26156	PRV	Diego Matthews	1938-12-01	UHC-11271-69	5157312831	4858 Mountain View Dr, Tucson, AZ, 85708	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21353	PRV	Kathleen O Obren	1988-02-05	—	4366344511	9351 Elm St, Los Angeles, CA, 90075	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64192	TPA	Angela Ortiz	1957-07-23	—	—	8747 Oak St, Phoenix, AZ, 85041	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-106210	ENR	Sean O Turner	1965-02-11	UHC-59643-97	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404182	CLM	Christina Austin	1968-05-12	UHC-18686-11	7348546609	1879 Forest Ave, Orlando, FL, 32880	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27269	PRV	Diane Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ, 85222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401950	CLM	Rachel Duncan	1956-12-06	UHC-69533-34	—	696 Sage Ct, Los Angeles, CA, 90016	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-103072	ENR	Jackie Freeman	1945-01-21	UHC-86599-81	2419134654	8928 Union St, Austin, TX, 78733	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+3 more
ENR-109647	ENR	Jeremy Harvey	1965-06-25	UHC-56546-03	3142825643	3677 Pine Dr, Houston, TX, 77046	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

8,263 rows, page 70 of 166Previous Next