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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141342	ENR	Bradley P Vega	1994-10-23	UHC-37376-17	9517000340	1745 Canyon Rd, San Diego, CA, 92108	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129921	ENR	Gabriel Price	1959-11-11	UHC-79021-88	—	9889 Washington St, Minneapolis, MN, 55445	0.78	Member ID reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-100862	ENR	Sofia T Wood	1948-02-07	UHC-13185-65	—	5469 Sage Ct, Chandler, AZ, 85242	0.78	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+1 more
ENR-127849	ENR	Catherine Anderson	1986-06-28	—	6307159126	6272 Valley View Dr # 827, Glendale, AZ, 85355	0.78	Phone reformatted Unit split from street State code upper-cased Plan code upper-cased+1 more
CLM-417658	CLM	Carlos McCoy	1981-10-23	—	—	5251 Main St, Tampa, FL, 33640	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-139845	ENR	Raymond Dixon	1970-08-21	UHC-79273-76	7096924889	4161 Spring St, Dallas, TX, 75294	0.78	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-139844	ENR	Raymond Dixon	1970-08-21	UHC-79273-76	7096924889	4161 Spring St, Dallas, TX, 75294	0.78	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+1 more
CLM-406384	CLM	Vincent Jenkins	1960-10-26	UHC-91130-49	—	789 Oak St, Tampa, FL	0.78	Name re-cased City re-cased ZIP missing Plan code upper-cased+1 more
ENR-106207	ENR	Mary G Holmes	1997-06-25	UHC-79180-77	2333975812	3467 Sunset Blvd, Las Vegas, NV, 89197	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-134146	ENR	Samantha J Wang	1995-09-10	UHC-95692-76	2959130008	2962 Grand Ave, Jacksonville, FL, 32204	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-417358	CLM	Billy Edwrds	1985-12-05	UHC-09876-01	—	5729 Camelback Rd, Tempe, AZ	0.78	Name re-cased City re-cased ZIP missing Plan code upper-cased+1 more
ENR-133991	ENR	Gregory Gutierrez	1938-02-28	UHC-09302-32	7829520279	7268 Spring St, Columbus, OH, 43211	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-100998	ENR	Harold Q Ryan	1960-12-19	UHC-91189-83	3968012383	466 Sage Ct, Plano, TX, 75000	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-115721	ENR	Mary A Espinoza	2005-06-26	UHC-85055-37	9244930431	1673 Palm Dr, Tampa, FL, 33660	0.78	Phone reformatted ZIP+4 trimmed Email lower-cased Plan code upper-cased+1 more
ENR-119803	ENR	Alice K Allen	1960-12-27	UHC-55870-06	3203396157	5936 Elm St, San Diego, CA, 92116	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-143088	ENR	Wayne S Simmons	1955-12-25	UHC-52465-22	6455052922	2699 Ocean Ave, Seattle, WA, 98148	0.78	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-132030	ENR	Terry Hunter	1961-07-17	UHC-31301-61	6836296684	6487 Oak St, Houston, TX, 77084	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-427964	CLM	Hunter Jeff	1974-07-13	—	—	3234 Sage Ct, San Diego, CA, 92176	0.78	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+1 more
TPA-61563	TPA	Rebecca Hoffman	1966-07-25	UHC-89652-89	—	218 Apache Blvd, Las Vegas, NV, 89176	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-130731	ENR	Betty X Coleman	1949-07-22	UHC-56879-88	9849548346	7996 Lake View Rd, Austin, TX, 78721	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-54421	TPA	Ruth Herrera	1960-02-24	—	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
ENR-126770	ENR	Ashlay L Ramos	1994-03-27	UHC-23204-76	9385921902	1140 Forest Ave, Jacksonville, FL, 32283	0.78	Name re-cased City re-cased State name converted to code Plan code upper-cased+1 more
CLM-424465	CLM	Isabella A Perkins	—	UHC-94647-17	9873461132	—	0.78	Date of birth unreadable Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-417822	CLM	Aisha B Nguyen	1985-06-09	—	—	6265 Elm St, Chandler, AZ	0.78	Name re-cased ZIP missing Plan code upper-cased Whitespace trimmed+1 more
ENR-113467	ENR	Jose M Dominguez	1953-02-19	—	8797493542	2329 Canyon Rd # 419, Seattle, WA, 98126	0.78	Name re-cased Unit split from street City re-cased Plan code upper-cased+1 more
CLM-426620	CLM	Jeremy Welch	1964-12-19	UHC-21687-55	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+1 more
ENR-127797	ENR	Roy D Fowller	2001-09-28	UHC-26321-54	4599217744	6743 Apache Blvd Apt 8, Austin, TX, 78779	0.78	Phone reformatted Unit split from street Email lower-cased Plan code upper-cased+1 more
CLM-423374	CLM	Amber Lawrence	1978-04-18	UHC-53728-11	—	1461 Bayshore Dr, Fresno, CA, 93794	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-140674	ENR	Arthur Morrison	1995-07-18	UHC-32438-68	7609247265	1130 Sunset Blvd, Fresno, CA, 93785	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-112877	ENR	Pamela K Cooper	1951-09-04	UHC-77721-65	6077037757	9487 Church St, Tampa, FL, 33685	0.78	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+1 more
PRV-23092	PRV	Hannah Watson	1995-07-27	UHC-44586-69	7182887677	9895 Bayshore Dr, San Antonio, TX, 78224	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-134390	ENR	Mark Z Vazquez	1992-11-10	UHC-54827-07	—	1094 Union St, Tampa, FL, 33661	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-104067	ENR	Margaret Bailey	1989-01-13	UHC-09162-99	8315914501	9793 Elm St, Orlando, FL, 32804	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-114023	ENR	Ahemd M Robertson	1973-04-27	UHC-53183-42	6092877561	9758 Valley View Dr, Sacramento, CA, 95848	0.78	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-116530	ENR	Ruth C Perez	2001-12-01	UHC-61188-33	5553348774	4458 Cedar Ln # 807, San Antonio, TX, 78257	0.78	Name re-cased Date of birth reformatted Unit split from street Plan code upper-cased+1 more
ENR-130448	ENR	Mark Hunt	1997-06-20	UHC-74479-26	6644995682	1061 Market St, Houston, TX, 77034	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
PRV-21065	PRV	Mei O Matthews	—	UHC-74503-34	—	—	0.78	Name re-cased Date of birth unreadable Plan code upper-cased Whitespace trimmed+1 more
ENR-132027	ENR	White S Melissa	1978-10-14	UHC-89869-69	9273403625	7238 Canyon Rd, Nashville, TN, 37234	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-409455	CLM	Yang Pamela	1945-01-06	UHC-06553-73	—	4873 Market St # 826, Dallas, TX, 75230	0.78	Date of birth reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
ENR-119533	ENR	Pamela X Hughes	1962-02-24	UHC-75410-20	4976764050	4681 Bayshore Dr, Sacramento, CA, 95823	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-405087	CLM	Janice Cox	1955-09-19	—	—	—	0.78	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-119028	ENR	Grace N Tucker	1939-06-04	UHC-08828-54	6076046052	5194 Desert Sky Blvd, Dallas, TX, 75211	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-130722	ENR	Billy A Watkins	1990-10-17	UHC-49351-53	—	4593 River Rd, Las Vegas, NV, 89153	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431368	CLM	Cynthia Martinez	1996-09-25	UHC-73516-61	—	7315 Broadway, Gilbert, AZ, 85227	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Plan code upper-cased+1 more
ENR-125238	ENR	Barbara Cox	1943-10-17	UHC-16760-21	5146184549	5491 Grand Ave, Orlando, FL, 32868	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-142529	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL, 33629	0.78	Phone reformatted State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-430756	CLM	Jerry Knight	1993-08-06	—	5025207306	2251 Forest Ave, Los Angeles, CA	0.78	Phone reformatted ZIP missing Plan code upper-cased Whitespace trimmed+1 more
ENR-102129	ENR	Jimmy Guzman	2006-10-20	UHC-19610-84	—	3124 Cedar Ln, Columbus, OH, 43261	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-422640	CLM	Deborah Willis	1975-02-17	UHC-78282-13	—	2399 Harbor Blvd, Miami, FL, 33157	0.78	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-122971	ENR	Walter Baker	1999-03-23	UHC-86359-86	9879025711	8667 Hillcrest Rd, Sacramento, CA, 95810	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more

3,278 rows, page 46 of 66Previous Next