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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118120	ENR	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118121	ENR	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408955	CLM	Heather J Porter	2004-08-24	UHC-28711-83	—	4648 Baseline Rd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-107142	ENR	Willie Chapman	1967-09-13	UHC-27344-36	9775441123	1477 Mountain View Dr, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53062	TPA	Sarah Warren	1958-09-27	—	—	9367 Church St, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22076	PRV	Sofia J Kim	2007-02-04	UHC-90210-54	5972403708	2261 Ocean Ave, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126051	ENR	Grrace Perkins	2008-07-20	UHC-06554-47	2256017695	9709 Willow Ct, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55061	TPA	Joe Adams	2008-05-04	—	5666361327	2370 Canyon Rd, Atlanta, GA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124718	ENR	Bobby W Rodriguez	1940-03-22	UHC-05374-77	—	9029 Main St, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115876	ENR	Daniel Palmer	1976-01-03	UHC-83334-25	—	5385 Broadway, Eden Prairie, MN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+2 more
PRV-20195	PRV	Henry Ramos	1958-10-28	—	7957983532	2976 Camelback Rd, Houston, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429256	CLM	Jeffrey Stewart	1951-09-14	—	8096679938	9574 Maple Ave, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141403	ENR	Christina X Rios	1973-07-13	UHC-96267-36	7035855466	4772 Main St, San Antonio, TX	0.64	Phone reformatted SSN last four extracted City re-cased ZIP missing+2 more
CLM-423621	CLM	Bobby Cole	1989-06-10	UHC-51664-05	8076249165	231 Desert Sky Blvd, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58695	TPA	Peter Weber	2001-08-01	—	5395480458	7181 Canyon Rd, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59361	TPA	James Gardner	1963-10-04	—	—	2078 Sunset Blvd, Nashville, TN	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-22695	PRV	Jack W Delgado	1978-12-01	—	—	928 Harbor Blvd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122701	ENR	Jonathan B Lewis	1977-06-05	UHC-77740-31	5372591565	7165 Main St, Eden Prairie, MN	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-129308	ENR	Arjun L Hughes	1992-06-19	UHC-93331-57	2946077681	7089 Camelback Rd, Austin, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132492	ENR	Raymond Torrees	1938-10-14	UHC-47228-86	—	3104 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402919	CLM	Ben M Greene	1994-06-08	UHC-36280-57	—	1364 Oak St, Dallas, TX	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124914	ENR	Roger McCoy	1956-03-28	UHC-70811-25	7232984610	8213 Ocean Ave, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-128337	ENR	Sarah H Richards	1969-07-06	UHC-37745-14	8643960585	5747 Palm Dr, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410185	CLM	Saarh D Crawford	—	—	7438850092	1934 River Rd, Eden Prairie, MN	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
TPA-50281	TPA	Harold McDonald	2006-09-18	—	—	1397 Bayshore Dr, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-103748	ENR	Peter Brooks	1965-09-18	UHC-56867-96	2474697906	2138 Union St Apt 6, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
TPA-59984	TPA	John Morales	1966-02-26	—	9897843826	7673 Camelback Rd, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406236	CLM	Sharon Hanson	2000-07-07	—	—	33 River Rd, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134208	ENR	Yuki I Daniels	1971-03-02	UHC-57335-08	4663844831	1842 Maple Ave, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23639	PRV	Jeremy Vega	1950-08-16	UHC-56071-65	6758185989	1820 Park Pl, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405156	CLM	Greg Hunt	1978-09-14	UHC-84710-60	—	6266 Ocean Ave, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-106724	ENR	Hannah U Burke	1957-05-28	UHC-89677-50	6138132791	3542 Bayshore Dr, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432190	CLM	Doris Obrien	1973-11-11	—	—	8287 Grand Ave, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134245	ENR	Amanda Lawwson	1970-05-26	UHC-41813-77	5695892242	2019 Highland Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-412102	CLM	Ralph Price	1978-07-26	—	—	1502 Lake View Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404619	CLM	Christopher Mendez	1967-07-10	UHC-51704-12	—	2371 Union St, Gilbert, AZ	0.64	Name re-cased Phone missing area code Member ID reformatted ZIP missing+2 more
ENR-135849	ENR	Evelyn Walsh	1945-11-12	UHC-54568-43	2208860022	472 Apache Blvd, San Antonio, TX	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-119947	ENR	Tricia M Robertson	1997-07-11	UHC-21505-88	5882219616	5703 River Rd, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116529	ENR	Philip Morales	1963-02-13	UHC-36559-45	7253071982	5117 Oak St, San Antonio, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427714	CLM	Billy Pallmer	1993-09-23	UHC-01676-73	—	7861 Hillcrest Rd, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22394	PRV	Rebecca Z Burns	1988-10-20	—	8017363234	3762 Cedar Ln, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425461	CLM	Willie Sulllivan	2005-02-28	UHC-03086-90	—	5956 Central Ave, Las Vegas, NV	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-425460	CLM	Willie Sulllivan	2005-02-28	UHC-03086-90	—	5956 Central Ave, Las Vegas, NV	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-431342	CLM	Kayla Broosk	1994-05-18	—	2779818387	4646 Camelback Rd, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134192	ENR	Beverly P Moraales	1955-05-12	UHC-59503-45	7326658315	1235 Cedar Ln, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403173	CLM	Stephanie Oliver	1978-02-19	—	8315591211	2679 Elm St, Jacksonville, FL	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-425371	CLM	Linda H Willis	1996-05-06	UHC-42566-34	—	4422 Union St, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52652	TPA	Victoria Luna	1947-05-10	—	—	7581 Willow Ct, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56965	TPA	Betty Hart	1993-04-17	—	9158180225	4852 Union St, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60542	TPA	Tyler Edwards	1988-03-04	—	8425081422	8005 Church St, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more

7,146 rows, page 75 of 143Previous Next