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
CLM-422120	CLM	Justin U Jenkins	1968-07-03	UHC-82017-93	—	8826 Jefferson Ave, Seattle, WA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-407151	CLM	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
CLM-407150	CLM	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
ENR-125409	ENR	Jesse Valdez	1980-02-13	UHC-62374-36	8658959878	8047 Sage Ct, San Diego, CA	0.80	ZIP missing Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-431097	CLM	Danielle Bakre	1945-05-02	UHC-85743-44	—	6463 Ridge Rd, Tampa, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-133402	ENR	William Welch	1957-06-18	UHC-69551-40	3028901048	6116 Apache Blvd, Las Vegas, NV	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-409221	CLM	Heather Rice	1947-09-12	UHC-90036-38	—	8115 Elm St, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-409222	CLM	Heather Rice	1947-09-12	UHC-90036-38	—	8115 Elm St, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-108869	ENR	Laura A Holmes	1948-07-28	UHC-29275-38	—	3945 Lincoln Way, Plano, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-409605	CLM	Catherine Mendez	2006-03-23	—	—	2046 Lake View Rd, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-419699	CLM	Chris Cooper	1968-06-09	UHC-91454-37	—	7943 Meadow Ln, Jacksonville, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51447	TPA	Jean Kelly	2003-11-20	—	5893437985	521 Broadway, Gilbert, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-24829	PRV	Hannah Porter	2007-10-26	UHC-06283-41	6189332176	2195 Mesa Dr, Eden Prairie, MN	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-110810	ENR	Theresa P Torres	1990-03-18	UHC-55258-87	3989496320	4431 Highland Ave, San Antonio, TX	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-121483	ENR	Theresa Herrera	1945-04-08	UHC-63529-87	2345997335	4862 Indian School Rd, Tempe, AZ	0.80	City re-cased ZIP missing Email lower-cased Whitespace trimmed
ENR-116628	ENR	Eugene Martin	1959-08-03	UHC-81837-40	9015821768	7056 Oak St, Dallas, TX	0.80	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing
ENR-106797	ENR	Yuki H Hunt	1957-05-23	UHC-13167-79	7316717973	1761 Baseline Rd, Tucson, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429718	CLM	Samantha Armstrong	1954-05-07	UHC-46849-18	4226324549	6687 Elm St, Denver, CO	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-101353	ENR	Ronald Sandoval	2004-01-26	UHC-92908-51	7277352193	1135 Ridge Rd, Denver, CO	0.80	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed
ENR-128680	ENR	Kyle M Simmons	1973-03-27	UHC-42794-25	9327858780	9573 Broadway, Denver, CO	0.80	Name re-cased Address re-cased ZIP missing Whitespace trimmed
CLM-412797	CLM	Amanda Aguilar	1999-07-14	UHC-57660-55	—	4164 Broadway, Tampa, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-418299	CLM	Gloria Dean	2002-02-17	UHC-59777-51	—	3807 Meadow Ln, Plano, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-406073	CLM	Amy Morris	1950-01-21	UHC-22208-49	—	9661 Broadway, Minneapolis, MN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-109502	ENR	Daniels C Gregory	1969-10-06	UHC-35145-84	4238048898	3460 Ridge Rd, Mesa, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
CLM-417075	CLM	Jerry Clark	2007-09-05	UHC-58298-85	3903716278	9738 Union St, Plano, TX	0.80	Phone reformatted Member ID reformatted ZIP missing Placeholder values cleared
PRV-27769	PRV	Christian J Jenkins	1986-08-22	—	9337836522	5840 Broadway, Mesa, AZ	0.80	Phone reformatted Address re-cased ZIP missing Placeholder values cleared
CLM-426856	CLM	Larry Singh	2004-07-15	UHC-55360-97	—	3589 Main St, Los Angeles, CA	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-401452	CLM	Samantha Bailey	1999-03-21	—	—	2283 Lincoln Way, Plano, TX	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-26363	PRV	Diana Vazquez	1993-07-23	UHC-02734-70	4708913657	5173 River Rd, Jacksonville, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-134479	ENR	Olivia L Bailey	1953-08-06	UHC-51764-25	9328446998	5702 Canyon Rd, Jacksonville, FL	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
TPA-57124	TPA	Keith Henry	1976-10-20	—	—	1963 Canyon Rd, Glendale, AZ	0.80	Name re-cased State code upper-cased ZIP missing Placeholder values cleared
TPA-61778	TPA	Roger Banks	1974-05-26	—	5458052054	4937 Sage Ct, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-61779	TPA	Roger Banks	1974-05-26	—	5458052054	4937 Sage Ct, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401239	CLM	Charlotte Ruiz	1938-02-14	—	—	7208 Camelback Rd, Las Vegas, NV	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54577	TPA	Patrick Sanchez	1955-04-09	UHC-04893-31	—	8588 Church St, Dallas, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-127958	ENR	Joshua R Patel	2004-06-14	UHC-70657-78	7384051949	6986 Sage Ct, Mesa, AZ	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
ENR-105511	ENR	Amanda Palmer	1965-03-27	UHC-99145-09	4743022783	5293 Lake View Rd, Gilbert, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-107200	ENR	Alice Bailey	1988-07-02	UHC-77231-18	3477219032	5898 Forest Ave, Tempe, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-21461	PRV	Joyce Q Gibson	1984-04-10	—	8367488813	2946 Ocean Ave, Las Vegas, NV	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
ENR-135817	ENR	Sara L Freeman	1986-06-22	UHC-04806-77	8309973647	2306 Cedar Ln, Dallas, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
PRV-20261	PRV	Morrison Donald	1970-11-26	UHC-52599-41	8265790735	6285 Park Pl, Denver, CO	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-420627	CLM	Aisha P Nichols	1996-07-14	—	3228354209	9422 Baseline Rd, Orlando, FL	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
PRV-21054	PRV	Jennifer U Perez	1948-07-18	UHC-64712-08	3596188177	9158 Highland Ave, Mesa, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-410366	CLM	Edward Peterson	1969-01-12	—	9752701716	4454 Harbor Blvd, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-114476	ENR	Adaam Mendez	1974-12-26	UHC-06210-34	4866742353	2377 Ridge Rd, Orlando, FL	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
CLM-428559	CLM	Nathan K Bryant	1962-12-05	UHC-71806-57	—	6883 Main St, Jacksonville, FL	0.80	Date of birth reformatted State code upper-cased ZIP missing Placeholder values cleared
CLM-416098	CLM	Jeremy Z Aguilar	1979-11-21	—	9342961966	7625 Palm Dr, Jacksonville, FL	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-137415	ENR	Nicole Willis	1997-02-08	UHC-86882-04	7408018267	1520 Highland Ave, Gilbert, AZ	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
TPA-58933	TPA	Sandra Mejia	1979-07-28	—	9264409875	5213 Valley View Dr, Scottsdale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-125918	ENR	Thomas I Marquez	1972-05-15	UHC-65360-18	—	473 Ocean Ave, Jacksonville, FL	0.80	Date of birth reformatted Member ID reformatted ZIP missing Placeholder values cleared

7,146 rows, page 126 of 143Previous Next