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
CLM-411641	CLM	Jason Moreno	1977-12-24	—	—	7109 Pine Dr, Mesa, AZ, 85270	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-134688	ENR	Roy A Lawrence	1993-06-09	UHC-96696-03	3749643075	1251 Main St, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-427104	CLM	Lori Burke	1960-03-14	—	9582986080	3482 Sage Ct, Charlotte, NC, 28240	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+2 more
TPA-57062	TPA	Carl Schmidt	—	—	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-409751	CLM	Amber Powell	1964-03-27	UHC-53088-98	—	7198 Ridge Rd, San Antonio, TX, 78252	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100817	ENR	Danny Welch	2003-10-02	UHC-49645-12	7715285780	143 Ocean Ave, Mesa, AZ, 85239	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429166	CLM	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ, 85263	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57054	TPA	Marrk Green	1988-03-05	UHC-58036-68	—	464 Ocean Ave, San Diego, CA, 92114	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-104470	ENR	Janice Little	1980-06-04	UHC-10517-84	2215710456	1594 Indian School Rd, Las Vegas, NV, 89199	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400632	CLM	Justin R Robertson	2005-01-13	UHC-36053-50	5574706801	2985 Market St, Sacramento, CA, 95830	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-127678	ENR	Brenda M Ray	1980-05-09	UHC-99155-76	2572142905	9660 Elm St, Mesa, AZ, 85232	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126765	ENR	Jean Martin	1980-08-25	UHC-24078-99	—	2678 Cedar Ln # 136, Columbus, OH, 43276	0.52	Name re-cased Phone missing area code Unit split from street State name converted to code+2 more
ENR-136633	ENR	JamesJunk	1966-02-24	UHC-52508-51	—	9781 Harbor Blvd, Phoenix, AZ	0.52	Name re-cased State name converted to code ZIP missing Whitespace trimmed+2 more
TPA-52743	TPA	Gloria Bennett	—	—	3613735871	8792 Grand Ave, Minneapolis, MN, 55419	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28914	PRV	Alan Lopez	1983-04-13	UHC-37303-83	—	6719 Union St, Gilbert, AZ	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
CLM-427491	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427490	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109824	ENR	Juan J Wong	1992-03-15	UHC-16504-57	7986465537	5751 Union St, Los Angeles, CA, 90043	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139050	ENR	Arthur Watkins	1939-08-05	UHC-78749-93	—	8530 Canyon Rd, Gilbert, AZ, 85272	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56738	TPA	Brian Carter	1941-08-02	—	—	4200 Valley View Dr # 372, Los Angeles, CA, 90014	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-123998	ENR	Tyler A Oliver	1951-05-20	UHC-51920-31	—	7954 Market St, Seattle, WA, 98173	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135489	ENR	Marcus Ford	1972-01-02	UHC-07354-04	7046364739	4043 Washington St, Eden Prairie, MN, 55344	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418577	CLM	Keith Hicks	1951-08-22	—	6464051005	3052 Canyon Rd, Minneapolis, MN	0.52	Name re-cased State name converted to code ZIP missing Gender normalised+2 more
CLM-418576	CLM	Keith Hicks	1951-08-22	—	6464051005	3052 Canyon Rd, Minneapolis, MN	0.52	Name re-cased State name converted to code ZIP missing Gender normalised+2 more
ENR-102705	ENR	Raymond Scott	1988-07-05	UHC-74464-51	2233122221	7866 Lincoln Way Apt 16, Denver, CO, 80228	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431976	CLM	Sam Ray	1998-10-01	UHC-71219-67	3219583527	9124 Spring St, Charlotte, NC, 28299	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121504	ENR	Valentina G Cunningham	1969-08-28	UHC-01564-71	4835649196	2965 Baseline Rd, Chandler, AZ, 85244	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63777	TPA	Steeve Robertson	1974-04-26	—	—	4568 Canyon Rd, Fresno, CA, 93735	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62684	TPA	Lauren Reid	—	—	—	4573 Willow Ct, Los Angeles, CA, 90021	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57860	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-109847	ENR	Judy R Rose	1991-12-22	UHC-66936-96	4538850988	2851 Sunset Blvd, Minneapolis, MN, 55417	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421676	CLM	Janice K Fox	1953-01-27	—	—	3828 Meadow Ln, Nashville, TN	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58073	TPA	Denise Ward	1959-07-06	—	—	8358 Lake View Rd, Miami, FL, 33113	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101642	ENR	Bobby L Willis	1977-09-23	UHC-83718-05	6207256619	5788 Camelback Rd, Eden Prairie, MN, 55312	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-412805	CLM	Brittany Hernandez	1972-01-22	—	—	8092 Washington St, Miami, FL, 33152	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55604	TPA	Christian West	1982-01-14	—	—	7534 Sage Ct, Los Angeles, CA, 90037	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-402289	CLM	Lauren Guzman	1969-10-09	UHC-74677-14	8047247512	6579 Bayshore Dr, Dallas, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-406932	CLM	Amber O Delgado	1998-09-15	UHC-52060-85	—	6469 Market St, Minneapolis, MN, 55401	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107715	ENR	Benjamin W Brown	1951-08-19	UHC-16254-06	8848062463	9444 Union St, Mesa, AZ, 85284	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408729	CLM	Fernandez Maria	1962-12-10	UHC-85600-60	—	9762 Forest Ave, Gilbert, AZ, 85255	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63202	TPA	Barbara C Carroll	1966-01-23	—	—	7998 Harbor Blvd, San Diego, CA, 92116	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59221	TPA	Arthur Kelley	1973-10-12	—	—	5723 Washington St, Jacksonville, FL, 32202	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-431878	CLM	Jeremy Dunncan	1977-04-20	—	—	3976 Mountain View Dr, Fresno, CA, 93709	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21151	PRV	Kenneth Payne	1973-10-27	UHC-66838-75	—	4077 Grand Ave, Chandler, AZ, 85223	0.52	Name re-cased Two-digit birth year SSN last four extracted State name converted to code+2 more
ENR-126172	ENR	Ana TJunk	1940-12-03	UHC-78398-32	4823253706	7129 Washington St, Orlando, FL, 32830	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426411	CLM	Frances Payne	2003-01-05	—	—	2425 Willow Ct, Scottsdale, AZ, 85252	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-132080	ENR	Judy X Walker	1964-12-08	UHC-62518-63	6175755014	1921 Grand Ave, Fresno, CA, 93728	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27893	PRV	Elijah Weaver	1954-12-01	UHC-12057-36	3912403286	2757 Cedar Ln, Seattle, WA, 98180	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-121827	ENR	Beverly D Wodos	—	UHC-61084-84	4206867407	715 Willow Ct, Chandler, AZ, 85277	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111833	ENR	Joan F Jacobs	1985-03-01	UHC-79278-16	—	4384 Cedar Ln, Miami, FL, 33133	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

9,084 rows, page 57 of 182Previous Next