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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24568	PRV	Jacob R Gerene	1984-10-02	UHC-35926-22	3149657945	9893 Meadow Ln, Jacksonville, FL, 32211	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22391	PRV	Sarah Marshall	1941-06-20	—	5417891031	4580 River Rd, Tucson, AZ, 85708	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22392	PRV	Sarah Marshall	1941-06-20	—	5417891031	4580 River Rd, Tucson, AZ, 85708	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134926	ENR	Kyle T Evans	1994-11-14	UHC-11098-69	7228153445	3008 River Rd, Austin, TX, 78716	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-139203	ENR	Diego M Knight	1939-10-11	UHC-87115-85	3115284149	7285 Valley View Dr, Dallas, TX, 75271	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135690	ENR	Ryan Burke	1978-11-16	UHC-64762-96	7116505166	4142 Elm St, Glendale, AZ, 85340	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140493	ENR	Ethan Gilbert	1974-06-16	UHC-43715-56	4593999877	5664 Washington St, Houston, TX, 77078	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-26968	PRV	Charlotte N Fowler	1967-11-27	UHC-76075-73	8238044717	9467 Indian School Rd, Gilbert, AZ, 85247	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142306	ENR	Jerry Q Chapman	1997-09-24	—	9219825498	3583 Meadow Ln, Houston, TX, 77061	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110726	ENR	Henry G Reid	1968-01-04	UHC-50023-54	5979944818	7221 Lincoln Way, Austin, TX, 78753	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431947	CLM	Jacqueline Sandoval	1954-11-17	—	7052189275	1902 Canyon Rd, Dallas, TX, 75237	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109044	ENR	Lauren G Mason	1953-05-25	UHC-58084-93	2824956976	2872 Church St, Tempe, AZ, 85205	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104774	ENR	Mariana W Schultz	1987-05-13	UHC-51841-18	5904175985	8300 Highland Ave, Houston, TX, 77047	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125585	ENR	Jennifer K Singh	1962-11-02	UHC-83847-54	2707773652	4343 River Rd, Minneapolis, MN, 55413	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-401768	CLM	Walter I Washington	1944-03-04	UHC-14561-26	4324385636	2644 Hillcrest Rd, San Diego, CA, 92127	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20515	PRV	Dorothy Jacobs	1942-02-04	—	4322011656	2626 River Rd, Fresno, CA, 93771	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117682	ENR	Austin T Hanson	1974-09-09	UHC-99877-94	—	1610 Church St, Phoenix, AZ, 85030	0.72	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-137765	ENR	Billy Z Vargas	1955-10-23	UHC-55865-83	3144192218	4649 Sage Ct, San Antonio, TX, 78278	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137766	ENR	Billy Z Vargas	1955-10-23	UHC-55865-83	3144192218	4649 Sage Ct, San Antonio, TX, 78278	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428243	CLM	Jacqueline West	1985-05-28	—	4976766841	9211 Park Pl, Fresno, CA, 93702	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418108	CLM	Murphy A Mason	1990-01-13	UHC-29550-43	—	6170 Ridge Rd, Seattle, WA, 98159	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-57564	TPA	Santiago Ferguson	1970-12-15	—	6466833057	2728 Hillcrest Rd, Fresno, CA, 93741	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413799	CLM	Angela Mitchell	1938-07-05	UHC-96967-57	2655440593	2801 Jefferson Ave, Tucson, AZ, 85771	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52081	TPA	Frank Porter	1982-12-27	—	3329611101	8330 Willow Ct, Charlotte, NC, 28200	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101486	ENR	Deborah Domynguez	1997-08-06	UHC-62481-83	9765930012	8593 Canyon Rd, Phoenix, AZ, 85049	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-21978	PRV	Daniel V Miller	1964-11-11	UHC-96988-93	2362954985	7620 Palm Dr, Tucson, AZ, 85746	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409095	CLM	Emma D Carter	1943-02-15	UHC-30598-22	—	2898 Church St, Austin, TX, 78758	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-112585	ENR	Roy Crawford	1991-07-27	UHC-84794-41	3048425311	6673 Oak St, Seattle, WA, 98175	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-54087	TPA	Luis Richards	1969-08-21	—	9204617339	6338 Indian School Rd, Gilbert, AZ, 85225	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54086	TPA	Luis Richards	1969-08-21	—	9204617339	6338 Indian School Rd, Gilbert, AZ, 85225	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121594	ENR	Ronald M Day	1999-11-18	UHC-48673-84	2819495875	3077 Sage Ct, San Antonio, TX, 78276	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-115060	ENR	Ashley Wood	1983-06-10	UHC-93437-42	8926553261	1215 Cedar Ln, Tempe, AZ, 85276	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138631	ENR	Julia A Payne	1950-07-19	UHC-99601-39	3398610516	2773 Elm St, Jacksonville, FL, 32282	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106920	ENR	Martha Harvey	1986-09-25	UHC-63866-80	5843573713	7139 Market St, Nashville, TN, 37202	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118898	ENR	Frank C Garrett	1994-06-20	UHC-96202-03	3677844030	9348 Mesa Dr, Charlotte, NC, 28264	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406044	CLM	Nicole Sullivan	2005-09-21	—	5616350718	5598 Valley View Dr, Tempe, AZ, 85235	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131189	ENR	Wayne M Ward	1981-01-02	UHC-83240-76	6054199098	9586 Baseline Rd, Seattle, WA, 98156	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21194	PRV	Austin Williamson	1994-05-28	—	3649752513	6313 Bayshore Dr, Tempe, AZ, 85292	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134834	ENR	Russell Jenkins	1965-02-11	UHC-31854-52	3144286876	7939 Park Pl, Tempe, AZ, 85257	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141439	ENR	Dorothy I Edwards	1947-05-18	UHC-40811-85	7984802331	7794 Oak St, Sacramento, CA, 95820	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-29595	PRV	Zachary Mendez	2003-01-26	UHC-28618-02	8337141304	8894 Lake View Rd, Atlanta, GA, 30373	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425183	CLM	Henry Ruiz	1973-01-02	—	8145226501	662 Willow Ct, Las Vegas, NV, 89154	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22227	PRV	Virginia G Yang	1988-08-28	UHC-41415-62	6856039563	200 Jefferson Ave, Mesa, AZ, 85287	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109934	ENR	Isabella A Mitchell	1982-12-01	UHC-75813-49	9508337065	1147 Canyon Rd, Chandler, AZ, 85200	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57374	TPA	Gregory Lawson	1967-06-07	—	—	3612 Palm Dr, Tucson, AZ, 85710	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427209	CLM	Rachel Flores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd, Plano, TX, 75080	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139594	ENR	Melissa Sims	1975-02-17	UHC-56605-33	—	5162 Willow Ct, Columbus, OH, 43277	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410159	CLM	Deborah Evans	1948-06-12	UHC-93956-02	—	7216 Harbor Blvd, Gilbert, AZ, 85270	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24123	PRV	Daniel G Bennett	2008-08-12	UHC-66829-88	3279523910	9592 Market St, Glendale, AZ, 85308	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123011	ENR	Tyler D Henry	1986-08-10	UHC-53217-87	3593718694	3742 Palm Dr, Nashville, TN, 37277	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

17,850 rows, page 156 of 357Previous Next