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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20164	PRV	Anthony Riley	1961-09-02	—	3408448924	4452 Harbor Blvd, San Diego, CA, 92151	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-27244	PRV	Dylan Welch	1956-07-05	UHC-40221-33	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-126610	ENR	Thomas Berry	1994-08-14	UHC-80771-70	4312346579	9827 Mountain View Dr, San Antonio, TX, 78274	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-428952	CLM	Lori Miller	1942-02-11	—	—	138 Harbor Blvd, Nashville, TN, 37242	0.78	Name re-cased State name converted to code Plan code upper-cased Whitespace trimmed+1 more
ENR-128198	ENR	Logan F Mills	2004-06-12	UHC-21983-89	5779904428	3968 Grand Ave, Sacramento, CA, 95851	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-136005	ENR	Priya Bowman	1985-06-27	UHC-20261-11	7073370279	8188 Willow Ct, Nashville, TN, 37260	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-131046	ENR	Eric U Shaw	1966-12-06	UHC-27235-50	6304179547	8646 Sage Ct, Orlando, FL, 32836	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-136327	ENR	Arthur Harper	1976-02-03	UHC-86466-56	6617585106	165 Broadway, Chandler, AZ, 85261	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-112493	ENR	Omar F Bell	1998-05-17	UHC-60474-16	9268912558	9649 Camelback Rd, Seattle, WA, 98107	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-410763	CLM	Diane Henderson	1946-12-20	UHC-09074-03	3942601676	6357 Oak St, Phoenix, AZ, 85000	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-53993	TPA	Denise Morris	1992-06-21	—	2076765350	5438 Mesa Dr, Sacramento, CA, 95818	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-424580	CLM	Austin Bell	1993-05-10	UHC-37864-18	6619454875	1433 Maple Ave, Miami, FL, 33150	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-112774	ENR	Cheryl O Graham	1981-01-16	UHC-72022-38	9784971779	6905 Elm St, Minneapolis, MN, 55411	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-428716	CLM	Jonathan Harrison	1979-05-07	UHC-92177-58	8552796314	4160 Sage Ct, Atlanta, GA, 30320	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-108876	ENR	Julie Pena	1989-12-02	UHC-02461-38	2948505111	59 Mountain View Dr, Tucson, AZ, 85739	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
PRV-21472	PRV	Alan Rios	2002-11-20	UHC-32796-59	3025516496	9075 Desert Sky Blvd, Minneapolis, MN, 55480	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
TPA-60319	TPA	Maria X Coleman	1984-05-06	—	—	2369 Broadway, Houston, TX, 77031	0.78	Name re-cased Date of birth reformatted Address re-cased State name converted to code+1 more
ENR-114229	ENR	Megan Alvaarez	1971-03-13	UHC-43589-86	9853997516	2579 Central Ave, Nashville, TN, 37245	0.78	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased+1 more
CLM-409090	CLM	Jose Espinoza	1997-08-14	—	—	8225 Market St, Seattle, WA, 98129	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-134700	ENR	Heater X Long	1969-11-19	UHC-23862-12	—	1715 Camelback Rd, San Antonio, TX, 78264	0.78	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+1 more
CLM-430945	CLM	Richard Park	2000-11-22	—	—	3576 Lincoln Way, Orlando, FL, 32872	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-137197	ENR	Yuki Willis	1985-12-25	UHC-15526-71	2988513348	5308 Meadow Ln, Miami, FL, 33177	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-113075	ENR	Elijah G Walsh	1981-12-21	UHC-25295-90	3868088859	5002 River Rd, Nashville, TN, 37227	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-24664	PRV	Eric Bell	1943-10-03	—	7349738013	6105 Bayshore Dr, Denver, CO, 80258	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-24665	PRV	Eric Bell	1943-10-03	—	7349738013	6105 Bayshore Dr, Denver, CO, 80258	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-20269	PRV	Scott Alexander	1938-02-10	UHC-45983-33	4019916993	6524 Lincoln Way, Glendale, AZ, 85392	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-400453	CLM	Amanda H Campbell	1953-03-03	—	6556455375	2081 Park Pl, Columbus, OH, 43220	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-135075	ENR	Kala H Simmons	1984-08-07	—	6064528224	8297 Pine Dr, Orlando, FL, 32858	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-136125	ENR	Cynthia B Burke	1950-06-14	UHC-33647-68	9508055680	6222 Camelback Rd, Scottsdale, AZ, 85288	0.78	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
ENR-114145	ENR	Helen P Willis	1993-04-11	UHC-95473-88	4287838490	8613 Meadow Ln, Atlanta, GA, 30394	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-131331	ENR	Jerry Dixon	1988-09-18	UHC-66083-03	3669135576	302 Sage Ct, Atlanta, GA, 30397	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-108101	ENR	Hleen S Gray	1978-07-03	UHC-92539-10	—	8725 Church St, Atlanta, GA, 30393	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-123095	ENR	Donald N Butler	1947-12-10	—	3069750455	172 Baseline Rd, Houston, TX, 77089	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-136927	ENR	Wayne Patterson	1957-02-12	UHC-31298-08	3345821210	2865 Mesa Dr, Scottsdale, AZ, 85233	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-422845	CLM	Ana Gilbert	1979-03-17	UHC-96425-46	3386953263	3101 Ridge Rd, Houston, TX, 77068	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-57228	TPA	Russell Arnold	2002-02-25	—	—	2167 Sage Ct, Scottsdale, AZ, 85233	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-57933	TPA	Albert Hernandez	1983-09-11	—	5533754564	3177 Spring St, Las Vegas, NV, 89184	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-122579	ENR	Christyan M Weaver	2005-10-28	UHC-43774-91	3696334816	8503 Broadway, Jacksonville, FL, 32291	0.78	Phone reformatted Address re-cased State name converted to code Email lower-cased+1 more
ENR-123286	ENR	Carol Jones	1946-01-03	UHC-55093-64	6989955837	8250 Lincoln Way, San Antonio, TX, 78292	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-108733	ENR	Donald Castillo	1942-07-26	UHC-10489-73	5183424288	2970 Market St, Phoenix, AZ, 85095	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-25114	PRV	Nancy Banks	1955-03-10	UHC-78948-13	2483066386	3184 Bayshore Dr, Chandler, AZ, 85233	0.78	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+1 more
ENR-141009	ENR	Niocle B Morales	2002-02-15	UHC-15042-40	5277563759	9553 Broadway, Fresno, CA, 93763	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
TPA-51606	TPA	Michelle Lane	1940-12-15	—	—	7817 Lake View Rd, Phoenix, AZ, 85050	0.78	City re-cased State name converted to code Email lower-cased Whitespace trimmed+1 more
ENR-115428	ENR	Lucia B Hanson	2008-03-06	UHC-46738-43	6912609729	4686 Bayshore Dr, San Diego, CA, 92170	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-58673	TPA	Karen Sanchez	1979-08-25	UHC-09664-19	9597070008	8145 Main St, Plano, TX, 75074	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-111893	ENR	Betty Fields	2006-08-24	—	5478738985	2940 Cedar Ln, Scottsdale, AZ, 85273	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-141177	ENR	Judith Schultz	1988-05-25	UHC-65762-69	9298402516	3026 Ocean Ave, Seattle, WA, 98177	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-26603	PRV	Matthew Hoffman	1995-04-23	UHC-49069-01	2903733827	3568 Church St, Gilbert, AZ, 85231	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-421246	CLM	Juan Q Dean	1979-07-12	UHC-22298-86	—	7400 Church St, Glendale, AZ, 85376	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-29122	PRV	Grace Porter	1948-11-03	UHC-43858-93	7486168913	1565 Indian School Rd, Seattle, WA, 98192	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more

9,084 rows, page 157 of 182Previous Next