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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138328	ENR	Saar K Williams	1973-12-22	UHC-98807-33	6887004716	5037 Washington St, Seattle, WA, 98101	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23284	PRV	Pamela Rojas	1976-04-09	UHC-38278-60	—	2815 Elm St, Plano, TX, 75010	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403376	CLM	Cheryl Q Henry	1955-08-19	UHC-97793-44	5987324108	4304 Canyon Rd, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52759	TPA	Frank Armsrtong	1977-11-07	—	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106420	ENR	Roger Gomez	1993-01-02	UHC-24168-21	4029881854	5333 Harbor Blvd, Los Angeles, CA	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-50295	TPA	Thomas Arnold	2006-02-21	—	2027408513	1279 Forest Ave # 301, Miami, FL, 33181	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-23928	PRV	Kelyl Hart	1972-01-16	—	3387784809	1560 Canyon Rd Apt 25, Miami, FL, 33199	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23927	PRV	Kelyl Hart	1972-01-16	—	3387784809	1560 Canyon Rd Apt 25, Miami, FL, 33199	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-408983	CLM	Steve Carlson	1953-05-09	UHC-58376-55	—	655 Central Ave, Austin, TX, 78703	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-415698	CLM	Judy Burns	1980-12-09	UHC-13174-98	2899148205	3367 Maple Ave, Seattle, WA, 98109	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-429736	CLM	Christina Jimenez	1958-04-19	—	3862976335	4263 Ocean Ave, Chandler, AZ, 85200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412557	CLM	Roy Sanders	1941-06-11	UHC-81923-33	5337453822	1470 Willow Ct, Orlando, FL, 32818	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-420098	CLM	Jesse Nelson	1989-12-14	UHC-18838-51	—	8592 Palm Dr, Plano, TX, 75070	0.60	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+4 more
CLM-400852	CLM	Nicholas P Coleman	1945-09-10	UHC-80494-31	5545568420	5342 Elm St, Dallas, TX, 75272	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102848	ENR	Denise O Harrison	2008-01-27	UHC-68862-97	3634355973	5514 Camelback Rd, Chandler, AZ, 85289	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128887	ENR	Yuki D Crawford	1979-04-14	UHC-20394-21	8359915469	5540 River Rd, Austin, TX, 78716	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26170	PRV	Nick Alexander	1955-02-23	UHC-81486-07	5466950028	6174 Central Ave, San Diego, CA, 92154	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131121	ENR	Sam G Reid	1977-02-22	UHC-39955-17	6452977729	2709 Harbor Blvd, Orlando, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407641	CLM	Edward Brooks	1938-02-01	—	7958975348	3916 Apache Blvd, Eden Prairie, MN, 55377	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128785	ENR	Christine W Singh	1971-02-03	UHC-80809-93	2526413605	835 Main St, Tempe, AZ, 85255	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
TPA-62290	TPA	Gloria Palmer	1944-06-01	—	8286156343	2787 Mountain View Dr Apt 4, Tampa, FL, 33666	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-410840	CLM	Amy Martin	1950-07-24	—	2844651645	5564 Apache Blvd Apt 34, Mesa, AZ, 85212	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-417666	CLM	Frank James	1954-05-28	—	—	1373 Highland Ave, Miami, FL, 33150	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101823	ENR	Joe F Stone	1959-03-07	UHC-38116-29	7834344858	7450 Bayshore Dr, Austin, TX, 78720	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113466	ENR	Russell W Wong	1985-05-08	UHC-32502-69	7819103370	6766 Desert Sky Blvd Apt 4, Houston, TX, 77022	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-138475	ENR	Hiroshi Z Pierce	1953-06-21	UHC-28665-10	4506160415	8169 Canyon Rd Apt 21, San Diego, CA, 92188	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-141346	ENR	Ahmed J Kelly	1965-02-21	UHC-98117-22	9242477298	4968 Willow Ct Apt 16, Tucson, AZ, 85776	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-408530	CLM	Judith Dean	1998-06-17	UHC-47353-96	9897444303	7492 Market St, Mesa, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20075	PRV	Madison H Boyd	1997-10-09	—	4957631430	5761 Central Ave Apt 32, Nashville, TN, 37230	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21463	PRV	Diana O Harrison	1966-08-06	—	4013185529	7744 Central Ave, Gilbert, AZ, 85264	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-404623	CLM	Teresa Mendez	1987-06-26	UHC-99599-84	8074200818	4688 Willow Ct # 540, Chandler, AZ, 85258	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-54009	TPA	Hannah Oliver	1951-07-08	—	2558020399	926 Oak St, Scottsdale, AZ, 85270	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407620	CLM	Mateo Rivera	1958-11-09	UHC-49017-44	8138082222	3705 Spring St, Atlanta, GA, 30307	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129573	ENR	Jon H Reyes	1952-07-07	UHC-89739-72	6804201368	7319 Pine Dr, Austin, TX, 78703	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125283	ENR	Melissa Shew	1946-10-22	UHC-60357-99	3534831194	4310 Valley View Dr # 392, Tampa, FL, 33684	0.60	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-126182	ENR	Mason B Stewart	1961-06-25	UHC-38574-16	3233545682	6930 Sunset Blvd, Sacramento, CA, 95875	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-422980	CLM	Anna Vega	1983-09-27	UHC-59908-76	5402561334	7331 Forest Ave, Nashville, TN, 37231	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-126707	ENR	Lawrence B Webb	1942-04-02	UHC-93961-29	8544171833	5227 Main St, Phoenix, AZ, 85029	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410960	CLM	Ynag Valentina	1943-08-22	—	8609219601	2679 Sunset Blvd, Seattle, WA, 98131	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-63955	TPA	Marilyn Dominnguez	1991-04-14	—	—	6157 Camelback Rd # 441, Fresno, CA, 93745	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-105698	ENR	Christina Moralles	1966-05-24	UHC-42901-64	4814710861	7966 Camelback Rd, Gilbert, AZ, 85236	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415811	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	5789115047	1213 Main St, Seattle, WA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29388	PRV	Margaret M Stone	1939-12-20	UHC-82602-39	9749293907	854 River Rd, Phoenix, AZ	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111988	ENR	Anthony G Fields	1966-06-08	UHC-92391-87	6026645562	7579 Central Ave, Austin, TX, 78712	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-142807	ENR	Jacob Espinoza	1943-03-01	UHC-09081-77	2186631113	9827 Lake View Rd Apt 40, San Diego, CA, 92130	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-424321	CLM	Ralph T Santiago	1964-01-11	UHC-93505-50	2875128451	2638 Bayshore Dr, Dallas, TX, 75240	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106545	ENR	Sam Miller	1940-11-09	UHC-50684-94	3718044039	5308 Grand Ave # 408, Tucson, AZ, 85778	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-424515	CLM	Santiago Silva	1955-12-21	UHC-65994-67	3365939744	2852 Valley View Dr, Tampa, FL, 33615	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20286	PRV	Carl W Sandoval	1998-04-01	—	8959073972	1075 Elm St, Plano, TX, 75032	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24316	PRV	Benjamin U Hansen	1939-12-09	—	4323077747	723 Lincoln Way, Scottsdale, AZ, 85276	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more

32,400 rows, page 71 of 648Previous Next