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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410935	CLM	Adam Luna	1941-11-08	UHC-22836-68	2605636709	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-119844	ENR	Marilyn Jackson	1975-03-27	UHC-10466-66	5614313140	5334 Hillcrest Rd, Nashville, TN, 37237	0.84	Name split from “Last, First”Phone reformatted
TPA-51514	TPA	Willie R Torres	1979-07-09	—	—	3439 Valley View Dr, Tampa, FL, 33603	0.84	Name split from “Last, First”Placeholder values cleared
TPA-62802	TPA	Megan Z Knight	1968-04-21	—	—	784 Palm Dr, Fresno, CA, 93721	0.84	Name split from “Last, First”Placeholder values cleared
TPA-63507	TPA	Christian Hansen	1941-01-12	—	—	5586 Church St, Glendale, AZ, 85367	0.84	Name split from “Last, First”Placeholder values cleared
CLM-413739	CLM	Brian Ferguson	1977-11-06	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-414587	CLM	Terry K Dixun	1971-03-15	—	3012390145	547 Oak St, Plano, TX, 75088	0.84	Name split from “Last, First”Placeholder values cleared
ENR-131206	ENR	Ralph Fisher	1989-03-18	UHC-77097-62	8679350563	5993 Bayshore Dr, Las Vegas, NV, 89157	0.84	Name split from “Last, First”Phone reformatted
TPA-63493	TPA	Russell Jackson	2001-02-14	—	—	3483 Desert Sky Blvd, Mesa, AZ, 85242	0.84	Name split from “Last, First”Placeholder values cleared
CLM-414101	CLM	Amanda Shaw	1966-03-05	UHC-91321-72	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-412366	CLM	Madison Webb	1957-09-20	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-57419	TPA	Margraet Weaver	1997-09-16	—	—	7606 Cedar Ln, San Diego, CA, 92116	0.84	Name split from “Last, First”Placeholder values cleared
ENR-139523	ENR	Amanda Grant	1985-09-24	UHC-63557-36	5774067108	6065 Willow Ct, Jacksonville, FL, 32277	0.84	Name split from “Last, First”Phone reformatted
CLM-404854	CLM	Carolyn Lane	1965-12-27	—	—	9646 Mesa Dr, Sacramento, CA, 95889	0.84	Name split from “Last, First”Placeholder values cleared
TPA-55028	TPA	Randy Stevens	1988-10-24	—	—	7288 Jefferson Ave, Los Angeles, CA, 90071	0.84	Name split from “Last, First”Placeholder values cleared
TPA-56149	TPA	Anthony Harris	1960-08-04	UHC-51862-60	8492710678	2320 Harbor Blvd, Orlando, FL, 32824	0.84	Name split from “Last, First”Placeholder values cleared
ENR-100958	ENR	Andrea J Collins	1997-07-26	UHC-59606-22	6439421120	7314 Mountain View Dr, Houston, TX, 77074	0.84	Name split from “Last, First”Phone reformatted
ENR-140332	ENR	Brittany Banks	1948-07-03	UHC-86957-86	9155051099	493 Camelback Rd, Orlando, FL, 32858	0.84	Name split from “Last, First”Whitespace trimmed
ENR-107507	ENR	Arjun T Wallace	1968-07-02	UHC-61535-22	2748667907	5833 Mountain View Dr, Glendale, AZ, 85309	0.84	Name split from “Last, First”Phone reformatted
ENR-109890	ENR	Jeffrey Walsh	2003-04-06	UHC-70159-51	6345939297	9724 Canyon Rd, Seattle, WA, 98184	0.84	Name split from “Last, First”Email lower-cased
TPA-59091	TPA	Kelly Johnston	1938-07-09	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431350	CLM	Richard Medina	1972-05-09	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-400849	CLM	Roger Hamilton	1970-08-26	UHC-09343-47	—	5610 Sunset Blvd, Tucson, AZ, 85797	0.84	Name split from “Last, First”Placeholder values cleared
TPA-57058	TPA	Frances Reed	1990-02-14	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-50183	TPA	Bradley Carroll	2004-12-02	—	6947620897	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-61137	TPA	Matthew Johnston	1963-11-09	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-61138	TPA	Matthew Johnston	1963-11-09	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-409815	CLM	Matthew Jones	2002-04-11	—	9375954075	5855 Broadway, Austin, TX, 78700	0.84	Name split from “Last, First”Whitespace trimmed
TPA-51024	TPA	Edward Espinoza	1949-08-10	—	2694871692	2750 Valley View Dr, San Antonio, TX, 78297	0.84	Name split from “Last, First”Placeholder values cleared
ENR-129578	ENR	Carl Burns	1967-04-08	UHC-58968-04	5543241443	8720 Highland Ave, Glendale, AZ, 85393	0.84	Name split from “Last, First”Phone reformatted
ENR-106347	ENR	Bobby Z Rivera	1978-07-28	UHC-50386-34	2169204201	6527 Washington St, Scottsdale, AZ, 85236	0.84	Name split from “Last, First”Placeholder values cleared
ENR-124706	ENR	Dick Hicks	1987-02-15	UHC-29945-79	3514969043	6440 River Rd, Eden Prairie, MN, 55321	0.84	Name split from “Last, First”Phone reformatted
ENR-124707	ENR	Dick Hicks	1987-02-15	UHC-29945-79	3514969043	6440 River Rd, Eden Prairie, MN, 55321	0.84	Name split from “Last, First”Phone reformatted
TPA-54770	TPA	Julie Perry	1941-11-10	—	6024678671	7330 Canyon Rd, San Diego, CA, 92139	0.84	Name split from “Last, First”Placeholder values cleared
CLM-409062	CLM	Willie Stephens	1957-11-02	UHC-37196-32	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-131927	ENR	Justni W Watkins	2004-02-19	UHC-73917-24	7936890745	9540 Ocean Ave, Charlotte, NC, 28251	0.84	Name split from “Last, First”Phone reformatted
CLM-407611	CLM	Tyler Gilbert	1963-04-17	—	—	3495 Mesa Dr, Houston, TX, 77061	0.84	Name split from “Last, First”Placeholder values cleared
CLM-421755	CLM	Madison Diaz	1986-05-20	UHC-76033-70	—	9477 Market St, Gilbert, AZ, 85233	0.84	Name split from “Last, First”Placeholder values cleared
CLM-413220	CLM	Jordan Elliott	1991-03-24	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-403219	CLM	Brian Edwards	1983-12-09	UHC-21250-34	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-108603	ENR	Charles Ramirez	1979-07-08	UHC-36541-43	3624659394	4626 Sage Ct, Sacramento, CA, 95816	0.84	Name split from “Last, First”Whitespace trimmed
ENR-121524	ENR	Jose Schmidt	1975-12-20	UHC-03340-55	5466797702	4255 Broadway, Minneapolis, MN, 55472	0.84	Name split from “Last, First”City re-cased
TPA-60775	TPA	Melissa Garza	1955-09-11	—	—	8234 Lincoln Way, Nashville, TN, 37217	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431527	CLM	Amanda T Kim	1964-02-23	—	—	6184 Harbor Blvd, Scottsdale, AZ, 85226	0.84	Name split from “Last, First”Placeholder values cleared
ENR-119917	ENR	Doris W Espinoza	1959-12-17	UHC-25000-83	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-120502	ENR	Christina Little	2008-09-02	UHC-05767-31	9055080511	6156 Cedar Ln, Atlanta, GA, 30347	0.84	Name split from “Last, First”Phone reformatted
ENR-112419	ENR	Jessica Ellis	1997-03-05	UHC-51002-75	8908184992	2135 Mesa Dr, Jacksonville, FL, 32280	0.84	Name split from “Last, First”Email lower-cased
CLM-430001	CLM	Kyle Powell	1963-10-08	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-139410	ENR	Roger Marquez	1964-12-22	UHC-62705-91	3083378072	5303 Elm St, Minneapolis, MN, 55407	0.84	Name split from “Last, First”Phone reformatted
CLM-429013	CLM	Christine Gutierrez	1964-11-17	—	6734972389	—	0.84	Name split from “Last, First”Placeholder values cleared

9,980 rows, page 197 of 200Previous Next