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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113196	ENR	Keith S Garcia	1994-09-05	UHC-31785-44	—	2681 Bayshore Dr, Plano, TX, 75032	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-405161	CLM	George Franklin	1964-06-09	UHC-98768-47	5873684956	4658 Indian School Rd, San Diego, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-424398	CLM	Heather Lane	1983-07-19	UHC-33557-34	—	7827 Valley View Dr # 196, Scottsdale, AZ, 85213	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
PRV-20890	PRV	Christian T Rivera	2000-04-11	UHC-95771-57	5122835725	2617 Sage Ct, Seattle, WA	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
ENR-137972	ENR	Peter A Jensen	1942-04-01	UHC-82248-04	8827578622	9197 Spring St, Denver, CO, 80262	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-123561	ENR	Priya Burton	1985-09-24	UHC-30034-12	7799663579	722 Elm St, Tempe, AZ, 85267	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61842	TPA	Rebecca Stevens	1940-08-09	—	2343656742	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-134836	ENR	Brenda Jenkyns	1960-05-16	UHC-89807-62	4024710535	9453 Union St, Tempe, AZ, 85249	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135339	ENR	Susan Snyder	1968-08-26	UHC-37162-19	3066313551	6602 River Rd, Dallas, TX, 75238	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101940	ENR	Bruce Morris	1948-12-27	UHC-06635-80	2168654803	5113 Baseline Rd, Tucson, AZ, 85757	0.66	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-431842	CLM	Juan Williams	1981-08-04	—	8432327017	7824 Sunset Blvd, Los Angeles, CA, 90049	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21994	PRV	Bradley B Russell	2000-07-16	UHC-45171-11	2749922193	5244 Valley View Dr, Minneapolis, MN, 55446	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-121753	ENR	Mei T Le	1942-07-21	UHC-19059-48	5845439885	1892 Forest Ave, Sacramento, CA, 95827	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105444	ENR	Young Joshua	1974-10-10	UHC-95779-94	2173029196	9167 Willow Ct, San Diego, CA, 92183	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-124001	ENR	Linda Warren	1947-03-14	UHC-15412-53	5806431163	2937 Sunset Blvd, Atlanta, GA, 30310	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
TPA-64207	TPA	Laura Pierce	2005-04-09	—	7043091944	—	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
CLM-420699	CLM	Donna Guerrero	1993-09-18	UHC-56642-68	4732970994	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-106435	ENR	Nancy W Estrada	1976-03-22	UHC-01826-54	7916365612	7743 Oak St, Phoenix, AZ, 85092	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-139575	ENR	Megan Reyas	1978-11-12	UHC-34680-22	3872232350	3696 Central Ave, Miami, FL, 33111	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431965	CLM	Eric H Young	1949-09-14	—	3852300313	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-54532	TPA	Ralph Jimenez	1998-04-11	—	5707458691	9714 Church St, Sacramento, CA, 95875	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122547	ENR	Benjamin Lee	1957-04-22	UHC-90262-12	9726391636	7616 Lake View Rd, Plano, TX, 75006	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+1 more
CLM-402032	CLM	George Lawrence	2008-06-13	UHC-88302-44	—	3807 Market St, Denver, CO, 80287	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-117223	ENR	Christine Wagner	2008-04-03	UHC-14485-50	4909915069	9212 Desert Sky Blvd, Sacramento, CA, 95859	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-410802	CLM	Fatimma Z Baker	1982-12-22	UHC-98242-13	7482443393	7973 Apache Blvd, Chandler, AZ, 85289	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133454	ENR	Peter U Cunningham	1949-04-19	UHC-72694-61	—	331 Church St, Nashville, TN, 37293	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405539	CLM	Jesse Tucker	1983-05-04	—	—	4341 Church St, Glendale, AZ, 85315	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
ENR-115218	ENR	Omar Knight	1955-04-25	UHC-56897-85	8079873654	5259 Forest Ave, Austin, TX, 78707	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-139372	ENR	Roger D Kelley	1969-01-26	UHC-99844-35	6528001976	8484 Canyon Rd, Mesa, AZ, 85248	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-28269	PRV	Jesse Bker	1985-01-05	UHC-05897-89	—	6412 Lincoln Way, Houston, TX, 77033	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-407061	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	—	5806 Oak St, Dallas, TX, 75223	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-138396	ENR	Dennis K Meyer	1988-09-15	UHC-24695-90	2874045819	9097 Spring St, Seattle, WA, 98166	0.66	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
CLM-425715	CLM	Teresa H Fishher	1959-04-26	UHC-20504-81	5357686308	5150 Main St, Scottsdale, AZ, 85299	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-419296	CLM	Isabella H Walsh	1979-06-04	UHC-12076-16	—	8165 Camelback Rd, Orlando, FL, 32827	0.66	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-405616	CLM	Lauren Q Hawkins	1983-10-25	UHC-71458-08	—	6596 Elm St, Denver, CO, 80298	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-411916	CLM	Nathan W Robertson	1995-01-26	UHC-43232-11	—	1798 Desert Sky Blvd, Fresno, CA, 93744	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423920	CLM	Ralph Burke	1945-09-14	—	—	7792 Lake View Rd, Denver, CO, 80262	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402509	CLM	Olivia Vasquez	1939-01-14	—	—	8259 Ocean Ave, Las Vegas, NV, 89156	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-137693	ENR	Janice Perkins	1959-08-26	UHC-04977-71	5982902949	2707 Lincoln Way, Sacramento, CA	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
CLM-412843	CLM	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ, 85786	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-110466	ENR	Wayne I Chavez	1995-08-11	UHC-99718-58	2886107037	586 Ocean Ave, Fresno, CA, 93725	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138343	ENR	Arthur R Lopez	1980-02-23	UHC-09569-22	2397444409	9565 Sunset Blvd, Orlando, FL, 32888	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22571	PRV	John Lee	1980-12-10	—	2785192062	7726 Mesa Dr, Nashville, TN, 37298	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131453	ENR	Debra F Hanson	1952-05-14	UHC-88261-03	8846283798	2273 Main St, San Diego, CA, 92196	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-408060	CLM	Sam Wheeler	1959-09-23	UHC-12175-52	—	9508 Ridge Rd, Fresno, CA, 93758	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-418895	CLM	Sophia Turner	1947-01-18	UHC-88478-15	—	4569 Harbor Blvd, Columbus, OH, 43266	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408033	CLM	Deboah Freeman	1943-02-20	—	8524098033	1889 Market St, Orlando, FL, 32832	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408032	CLM	Deboah Freeman	1943-02-20	—	8524098033	1889 Market St, Orlando, FL, 32832	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62344	TPA	James Q Owens	1966-02-24	—	2275331039	9781 Harbor Blvd, Phoenix, AZ, 85016	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-425026	CLM	Geogre Austin	1938-09-20	UHC-22482-04	4903978675	3710 Bayshore Dr, Phoenix, AZ, 85073	0.66	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+1 more

6,661 rows, page 80 of 134Previous Next