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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415605	CLM	Jeffrey Black	1965-06-10	UHC-98383-43	—	3498 Ridge Rd, Tucson, AZ, 85779	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111364	ENR	Carl J Butler	1996-12-15	UHC-90670-59	8725634420	1591 Lincoln Way, Chandler, AZ, 85242	0.66	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-125457	ENR	Walter Y Hoffman	1991-12-01	UHC-11147-16	6276133957	5494 Sage Ct, Glendale, AZ, 85323	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402780	CLM	Johnston Carol	1943-08-12	—	—	130 Elm St, Seattle, WA, 98143	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-56970	TPA	Virginia M Mejia	1986-09-13	—	—	6665 Lake View Rd, Austin, TX, 78706	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-104381	ENR	Michelle Carroll	2006-03-04	UHC-82924-06	6109801666	6882 Valley View Dr, Nashville, TN, 37265	0.66	ZIP+4 trimmed Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-135166	ENR	Rebecca Q Stevens	1940-08-09	UHC-44482-71	2343656742	2879 Lincoln Way, Los Angeles, CA, 90097	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418560	CLM	Stephen Cox	1997-04-01	UHC-91227-85	—	9136 Broadway # 863, San Antonio, TX, 78208	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-120168	ENR	Marcus Fisher	1994-01-18	UHC-86068-78	9729750546	6193 Ridge Rd, Minneapolis, MN, 55458	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-116725	ENR	Diana Jenkins	1950-07-14	UHC-75693-90	8555050494	2055 Hillcrest Rd, Gilbert, AZ, 85238	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119069	ENR	Kelly U Patterson	1948-12-03	UHC-93961-32	6053798623	124 Grand Ave, Gilbert, AZ, 85259	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140029	ENR	Evelyn F Hudson	1989-06-07	UHC-95299-09	4535633810	1021 Grand Ave, Plano, TX, 75034	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123638	ENR	Ana Phillips	1959-04-19	UHC-41264-27	—	6304 Meadow Ln, Tampa, FL, 33640	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-402619	CLM	Julie Olson	1972-11-08	UHC-69723-76	—	—	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-142432	ENR	Sharon Sullivan	2003-10-16	UHC-69191-51	4398548119	6075 Elm St # 439, Nashville, TN, 37275	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-419783	CLM	Lucia E Parker	1955-11-12	UHC-17810-44	—	5680 Elm St, Austin, TX, 78704	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118518	ENR	Henry I Reynolds	2002-08-03	UHC-89188-18	9764888719	698 Mountain View Dr, Dallas, TX, 75273	0.66	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+1 more
CLM-424335	CLM	Wei Vazquez	2006-01-12	—	5803674684	2703 River Rd # 829, Glendale, AZ, 85358	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-103563	ENR	Judith M Ramirez	1964-11-02	UHC-78656-78	8357923498	1023 Canyon Rd, Mesa, AZ, 85283	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-57549	TPA	Anna Coleman	1971-06-19	—	—	5577 Elm St, Gilbert, AZ, 85238	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138618	ENR	Lauren T Turner	—	UHC-67476-39	7727272906	2508 Lincoln Way, Miami, FL, 33148	0.66	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+1 more
TPA-63315	TPA	John Matthews	1957-08-27	—	—	5065 Indian School Rd, Plano, TX, 75029	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-138880	ENR	Amber O Banks	1975-11-16	UHC-25427-90	5278166212	2815 Lincoln Way Apt 1, Fresno, CA, 93792	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
TPA-55713	TPA	Laura C Hill	1985-12-11	—	—	3213 Sunset Blvd, Sacramento, CA, 95897	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-403979	CLM	Timothy Arnold	1957-04-13	—	7719871622	7089 Mesa Dr Apt 37, Charlotte, NC, 28227	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-135933	ENR	Tler N Green	1993-10-21	UHC-43870-84	5073496946	5256 Elm St, Jacksonville, FL, 32212	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52257	TPA	Carlos I Richardson	1953-10-16	—	—	7392 Highland Ave, Las Vegas, NV, 89121	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-402887	CLM	Mark Cole	1958-09-01	—	—	9515 Sunset Blvd, Nashville, TN, 37286	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126634	ENR	Adam Sandoval	1964-05-11	UHC-12411-34	5434941597	6129 Bayshore Dr, Mesa, AZ, 85250	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401603	CLM	Cynthia Ryan	1992-07-22	UHC-40295-56	5122249770	4288 Union St, Minneapolis, MN, 55457	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-429727	CLM	Marcus R Luna	1955-03-12	UHC-01356-25	—	6306 Spring St, Nashville, TN, 37205	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58827	TPA	Lisa Z Bradley	1983-04-28	—	6458501258	4817 Baseline Rd, Nashville, TN, 37263	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-414165	CLM	Jessica Wang	2003-01-20	UHC-04085-61	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-431930	CLM	Brenda Salazar	1989-06-02	UHC-15544-04	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-138529	ENR	Janet H Weaver	1995-02-05	UHC-30144-81	3307818681	9551 Lake View Rd, Atlanta, GA, 30307	0.66	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-108667	ENR	Jacob Coleman	1963-06-15	UHC-92202-30	3637787263	1605 Broadway, Fresno, CA, 93786	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-131236	ENR	Patricia Perry	1989-03-08	UHC-27329-83	7002009863	3217 Desert Sky Blvd, Plano, TX, 75074	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-418061	CLM	Dorothy Austin	1949-11-11	—	—	8657 Oak St, Los Angeles, CA, 90068	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130529	ENR	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH	0.66	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-414346	CLM	William F Parker	1968-06-08	UHC-63319-50	—	6710 Maple Ave, Mesa, AZ, 85220	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-421377	CLM	Dylan L Bowman	1984-06-22	UHC-70202-76	4386976432	2383 Cedar Ln, Jacksonville, FL, 32237	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25748	PRV	Ann Hudson	1947-09-06	—	2866764888	2748 Palm Dr, Eden Prairie, MN, 55320	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-404763	CLM	Robert B Perkins	1968-11-24	UHC-38217-24	—	7520 Ocean Ave, Jacksonville, FL, 32240	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404618	CLM	Christopher Mendez	1967-07-10	UHC-51704-12	7709234423	2371 Union St, Gilbert, AZ, 85281	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-139246	ENR	Walter M Flores	1947-07-06	UHC-24155-05	4568713691	9510 Grand Ave, Los Angeles, CA, 90056	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421438	CLM	Peter R Ferguson	1948-03-25	—	—	1560 Central Ave, Houston, TX, 77066	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-28524	PRV	Christopher Mendez	1989-01-10	—	6796061564	8230 Willow Ct, Miami, FL, 33199	0.66	Two-digit birth year Phone reformatted City re-cased Gender normalised+1 more
ENR-104638	ENR	Martha Z Turner	1962-05-24	UHC-64123-35	3299565867	4111 Lake View Rd, Minneapolis, MN, 55432	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417762	CLM	Stephen P Salazar	1991-08-14	UHC-65375-07	—	723 Baseline Rd, Atlanta, GA, 30397	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412881	CLM	Donna Morgan	1989-05-05	UHC-37714-69	4623490761	8237 Central Ave, Dallas, TX, 75216	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more

16,828 rows, page 206 of 337Previous Next