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
TPA-53492	TPA	Bryan Ryan	1983-06-11	—	—	1607 Desert Sky Blvd, Sacramento, CA, 95858	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
ENR-126528	ENR	Hrold W Wells	1973-06-01	UHC-27684-43	—	7618 Mountain View Dr, Minneapolis, MN, 55472	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-428587	CLM	Joseph E Porter	2007-06-07	—	—	1656 Church St, Orlando, FL, 32833	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139514	ENR	Jennifer N George	1999-11-04	UHC-77583-58	8043512268	2137 Sage Ct, Seattle, WA, 98192	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52780	TPA	Frances Mason	1979-03-07	—	—	7506 Highland Ave, Scottsdale, AZ	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
CLM-420016	CLM	Mark Lopez	1989-03-13	—	—	7194 Park Pl, Sacramento, CA, 95843	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120158	ENR	Brandon G Watson	1999-08-03	UHC-65481-98	6572449338	3953 River Rd, Fresno, CA, 93756	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
PRV-28070	PRV	Donald Mendez	1996-11-14	—	9084065895	8762 Camelback Rd, Mesa, AZ, 85270	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-131720	ENR	Patricia L Gibson	1952-10-13	UHC-08082-86	7217943477	8177 Ocean Ave, Dallas, TX, 75248	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23202	PRV	Luis Clark	1983-08-07	UHC-84938-13	2014297624	8275 Church St, Columbus, OH, 43264	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
TPA-51938	TPA	Wei Gardner	1971-04-01	—	6495336650	7039 Apache Blvd, Columbus, OH, 43244	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-100711	ENR	Katherine H Snyder	1940-08-14	UHC-94049-37	2067811762	9167 Canyon Rd, Seattle, WA, 98141	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106711	ENR	Arthur Greene	2006-06-20	UHC-56374-38	3703598162	4014 Cedar Ln, Atlanta, GA, 30392	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132134	ENR	Jacob Alvarez	1972-04-09	UHC-66933-02	5552937460	5535 Indian School Rd, Columbus, OH, 43282	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25232	PRV	Jack E Meyer	1996-06-12	—	8928493974	8203 Mesa Dr, San Diego, CA, 92140	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-426109	CLM	Marcus D Gilbert	1994-03-03	—	—	6817 Forest Ave, Glendale, AZ, 85358	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-416272	CLM	Greegory Valdez	1940-07-20	—	4726652742	9392 Lake View Rd, Houston, TX, 77052	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56592	TPA	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-405659	CLM	Robert Z Tucker	1945-03-04	UHC-80868-20	4466299185	7017 Baseline Rd, San Diego, CA, 92176	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-415556	CLM	Roy J Cole	1939-01-05	UHC-32635-41	4494561521	3108 Central Ave, Sacramento, CA, 95897	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58328	TPA	Jonathan George	1950-03-11	—	2903031049	3565 Jefferson Ave, Jacksonville, FL, 32270	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-108346	ENR	Tyler C Torres	1976-03-05	UHC-78266-95	2458073053	1133 Cedar Ln, Minneapolis, MN, 55411	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416542	CLM	Janet Henderson	1976-07-16	UHC-29228-29	—	7039 Mountain View Dr # 867, Houston, TX, 77055	0.66	Name re-cased Member ID reformatted Unit split from street State name converted to code+1 more
ENR-107320	ENR	Kayla Ramos	1958-05-01	UHC-75710-72	7767357631	8386 Pine Dr, Phoenix, AZ, 85062	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429463	CLM	Rebecca Cox	1997-02-09	—	—	8322 Sage Ct, Orlando, FL, 32858	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-101031	ENR	Zachay E Wheeler	1990-07-19	UHC-14123-52	5793804033	5313 Spring St, San Diego, CA, 92169	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-426794	CLM	George Ford	1991-12-01	—	4648132727	8138 Spring St, Scottsdale, AZ, 85280	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-142983	ENR	Eugene Tyalor	1994-10-05	UHC-84843-28	5392950074	839 Canyon Rd, Las Vegas, NV, 89197	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-134641	ENR	Amandda Webre	1939-09-08	UHC-56145-05	9142764637	4921 Desert Sky Blvd, Scottsdale, AZ, 85283	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53737	TPA	Joe Matthews	1945-05-09	—	—	1238 Willow Ct, Las Vegas, NV, 89183	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108743	ENR	Ryan Russell	1973-05-02	UHC-72695-19	5829805593	351 Ocean Ave, Tempe, AZ, 85260	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23587	PRV	Shirley R Howard	—	—	3086782307	9430 Lincoln Way, Charlotte, NC, 28274	0.66	Date of birth missing Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-100683	ENR	Maria D Wheeler	1968-08-13	UHC-92131-92	9435015807	9013 Willow Ct, Tempe, AZ, 85251	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-60927	TPA	Heather Carr	1940-09-28	—	—	7272 Spring St, San Antonio, TX, 78284	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-137322	ENR	Willie X Rojas	1948-12-25	UHC-26172-09	7754532546	2316 Highland Ave, Eden Prairie, MN, 55329	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113325	ENR	Kevin M James	1968-07-04	UHC-20440-30	8022184183	7132 Lake View Rd, Orlando, FL, 32841	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-23565	PRV	Frances Harvey	1985-03-28	—	7026477439	3719 Mesa Dr, Minneapolis, MN, 55414	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58548	TPA	Gloria Stone	1945-12-08	—	—	2470 Indian School Rd, Fresno, CA, 93724	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404263	CLM	Lucia Hoffman	1940-02-12	UHC-31201-99	3569658725	836 Desert Sky Blvd, Seattle, WA, 98195	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-423782	CLM	Sam Andrews	2009-11-08	—	—	7446 Washington St, Las Vegas, NV, 89129	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114999	ENR	Mariana S Hart	1950-10-09	UHC-94804-40	6403280672	4835 Pine Dr, Scottsdale, AZ, 85211	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55003	TPA	Shirley Harrison	—	—	—	1543 Sunset Blvd, Fresno, CA, 93743	0.66	Name re-cased Date of birth missing City re-cased State name converted to code+1 more
CLM-408055	CLM	Ruth Harper	1949-07-03	UHC-27779-17	—	2411 Mesa Dr, Miami, FL, 33165	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135631	ENR	Jennifer U Lee	1984-05-11	UHC-11698-23	2416892642	2678 Palm Dr, Nashville, TN, 37256	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52264	TPA	Richard Hudson	1974-01-08	—	7017400006	7415 Sage Ct, Seattle, WA, 98183	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64068	TPA	Cynthia Le	1945-09-14	—	—	3532 Pine Dr, Chandler, AZ, 85275	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103187	ENR	Priya James	1999-02-25	UHC-14750-42	3452935800	9288 Spring St, Gilbert, AZ, 85272	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134375	ENR	Julie S Nunez	1942-09-10	UHC-39256-14	8078498874	9642 Harbor Blvd, San Antonio, TX	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-122234	ENR	Emma M Tucker	1964-05-09	UHC-70803-55	8126770647	8985 Hillcrest Rd, Fresno, CA, 93774	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-58535	TPA	Pat Valdez	2004-08-20	—	5963246416	4711 Pine Dr, Columbus, OH, 43210	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

9,084 rows, page 131 of 182Previous Next