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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125628	ENR	Gloria Walker	1952-10-05	UHC-25531-36	5228501157	3777 Willow Ct, Denver, CO, 80232	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-104228	ENR	Justin N Jenkins	1959-09-21	UHC-42783-82	9624222395	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-113422	ENR	Dennnis U Estrada	1940-08-10	UHC-28133-57	—	2069 River Rd, Tampa, FL, 33617	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-102395	ENR	Lucia Turner	2001-01-12	UHC-13056-72	5704951378	7359 Willow Ct, Charlotte, NC, 28240	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60644	TPA	Joe Reyes	1982-01-09	—	—	1612 Church St, Dallas, TX, 75219	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59763	TPA	Jacob Wallace	1969-05-04	—	8632623231	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419676	CLM	Abigail P Armstrong	2006-10-06	UHC-16262-32	—	9469 Apache Blvd, Dallas, TX, 75231	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-406931	CLM	Ammber O Delgado	1998-09-15	UHC-52060-85	7168981217	6469 Market St Apt 22, Minneapolis, MN, 55401	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-20032	PRV	Maria Y Little	1960-05-19	UHC-54516-48	—	1205 Hillcrest Rd # 714, Dallas, TX, 75211	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-409353	CLM	Janet Cole	1950-04-16	UHC-14286-74	—	9793 Desert Sky Blvd, Scottsdale, AZ, 85282	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109756	ENR	Nicole R Riley	1950-03-20	UHC-60698-80	9433223496	—	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
PRV-23945	PRV	Natalie Bell	2005-03-27	UHC-15700-52	2149450989	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-59687	TPA	Christina Morgan	1976-12-17	—	—	5685 Cedar Ln, Phoenix, AZ, 85043	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-107943	ENR	Emily Wong	1977-02-10	UHC-39469-33	5278687953	3028 Maple Ave, Tampa, FL, 33624	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104117	ENR	Megan Larson	1980-04-15	UHC-27720-40	3705328612	6741 Highland Ave, Chandler, AZ, 85225	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109757	ENR	Christopher Larson	1993-05-14	UHC-44959-12	—	6575 Jefferson Ave, Austin, TX, 78783	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114798	ENR	Kayla Wheeler	1950-02-20	UHC-07128-66	—	701 Baseline Rd, Chandler, AZ, 85247	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-118748	ENR	Steven N Ortiz	—	UHC-23902-47	8149220156	8017 Valley View Dr, San Antonio, TX, 78260	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-418295	CLM	Angela C Matthews	1953-01-07	—	8466837684	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-109875	ENR	Laura V Bryant	1985-06-09	UHC-42238-04	7919321075	2223 Jefferson Ave, Mesa, AZ, 85215	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429744	CLM	Tyler Munoz	1972-05-15	UHC-99999-10	—	3918 Indian School Rd, Los Angeles, CA, 90031	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
CLM-402830	CLM	Bruce Marshall	1955-08-22	UHC-40229-12	—	14 Meadow Ln, Charlotte, NC, 28202	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410369	CLM	Aaron Laron	1995-06-15	—	4393493046	7090 Union St, Minneapolis, MN, 55418	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52811	TPA	Glorria Elliott	1962-09-06	—	—	9566 Hillcrest Rd, Houston, TX, 77008	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-101469	ENR	Kayla N Mejia	2003-09-22	UHC-37503-44	6004668179	6725 Baseline Rd, Seattle, WA, 98160	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409277	CLM	Samuel Harrison	1979-07-20	UHC-41931-54	—	2689 Mountain View Dr, Charlotte, NC, 28247	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432384	CLM	Gary F Santos	1957-03-08	UHC-60618-10	2328547760	947 Grand Ave, Miami, FL, 33168	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412276	CLM	Simpson Catherine	1979-08-26	—	5538124807	2256 Oak St, Tempe, AZ, 85270	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
PRV-20142	PRV	Samuel X Allen	1943-02-16	—	2087814263	7372 Washington St, Minneapolis, MN, 55438	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
TPA-55553	TPA	Mark Cllark	1939-01-17	—	3398161429	5557 Meadow Ln, Sacramento, CA, 95837	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-124272	ENR	Priya W Henderson	1942-09-26	UHC-79286-86	7333987726	3004 Cedar Ln, Tucson, AZ, 85718	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106614	ENR	Richard Washington	1988-08-26	UHC-88068-66	3747511524	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-107048	ENR	Danielle M Parker	1958-01-03	UHC-09719-62	9126186315	1498 Lincoln Way, Atlanta, GA, 30340	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-118443	ENR	Jake K Freeman	1950-07-01	UHC-70215-87	8665844681	4127 Grand Ave, Seattle, WA, 98176	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-142466	ENR	Russell N Mitchell	1992-05-13	UHC-25517-25	2296414298	5643 Washington St, Chandler, AZ, 85239	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419518	CLM	Karen Padilla	1999-05-28	—	2773930913	8532 Forest Ave, Tucson, AZ, 85740	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411843	CLM	Patrick Le	2007-07-13	UHC-86550-30	7813629188	5819 Washington St, Gilbert, AZ, 85233	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-55002	TPA	Daina Grant	1941-09-26	UHC-53597-96	5215756151	9206 Apache Blvd # 662, Glendale, AZ, 85350	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-431729	CLM	Kevin Q Washington	2008-09-28	UHC-24205-78	—	7626 Ridge Rd, Plano, TX, 75046	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-100110	ENR	Fatima A Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH	0.66	Phone reformatted ZIP missing Gender normalised Plan code upper-cased+1 more
ENR-104199	ENR	Roy K Green	1955-10-15	UHC-60747-64	2328719993	8357 Palm Dr, Houston, TX, 77031	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-413784	CLM	Gerald Scott	1942-08-24	UHC-63185-93	—	8050 Washington St, Chandler, AZ, 85281	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-57366	TPA	Sandra Vega	1949-12-23	UHC-13934-86	4785925746	2681 Lake View Rd, Glendale, AZ, 85370	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-122754	ENR	Jack B Alexander	1971-04-20	UHC-89498-08	7237404966	7505 Mesa Dr # 306, Gilbert, AZ, 85215	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-408664	CLM	Mary George	1953-01-20	UHC-99908-37	—	—	0.66	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-420445	CLM	Patricia Vazquez	1967-02-22	—	—	4205 Market St, Houston, TX, 77098	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-129126	ENR	Diana A Spencer	1942-08-19	UHC-15396-79	6903792927	1835 Oak St, Denver, CO, 80219	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-23179	PRV	Marcus C Reed	1954-10-05	—	6823639021	9817 Oak St, Chandler, AZ, 85297	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408587	CLM	Joshua D Gordon	1983-11-03	UHC-19807-30	—	7170 Willow Ct, Sacramento, CA, 95817	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-126417	ENR	Martinez R Austin	2003-05-20	UHC-33131-73	3438742027	2801 Park Pl, Los Angeles, CA, 90064	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

16,828 rows, page 211 of 337Previous Next