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+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107757	ENR	Kathryn L Harvey	1999-12-05	UHC-42616-47	6838017576	1314 Main St, Mesa, AZ, 85254	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-140546	ENR	Michelle F Henry	1947-05-10	UHC-04410-99	4043098227	7331 Grand Ave, Chandler, AZ, 85216	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54294	TPA	Olivia Bradley	1969-04-23	—	—	3185 Apache Blvd, Las Vegas, NV, 89116	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-106612	ENR	Alan Wagner	1970-03-01	UHC-75092-90	5055128445	6466 Broadway, Los Angeles, CA, 90063	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-128131	ENR	Ahmed E Cunningham	1967-12-02	UHC-90142-41	5813223773	9547 Baseline Rd, Dallas, TX, 75238	0.78	Name re-cased City re-cased ZIP+4 trimmed Plan code upper-cased+1 more
TPA-60367	TPA	David Brooks	1939-05-06	—	—	5972 Jefferson Ave, Jacksonville, FL, 32262	0.78	Name re-cased ZIP+4 trimmed Plan code upper-cased Whitespace trimmed+1 more
CLM-417844	CLM	Walter Dominguez	1944-11-03	—	4042994976	7860 Palm Dr, Atlanta, GA, 30304	0.78	Date of birth reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
PRV-26672	PRV	Arthur Ryan	1964-06-17	—	6007025020	2777 Oak St, Tampa, FL, 33672	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430457	CLM	Benjamin Ferguson	1948-02-20	—	—	6269 Willow Ct, Eden Prairie, MN, 55325	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-111063	ENR	Matthew Payne	1985-11-08	UHC-29793-81	6454657355	5751 Ocean Ave, Chandler, AZ, 85252	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-406076	CLM	Lisa Foter	1995-08-24	UHC-72634-68	—	1012 Broadway, Houston, TX, 77058	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403752	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-415856	CLM	Tyler Snyder	1964-08-19	—	—	6743 Lake View Rd, Eden Prairie, MN, 55316	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21352	PRV	Olivia F Mendoza	1950-08-20	—	3092677353	5633 Willow Ct, Mesa, AZ, 85279	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422768	CLM	Joe Obrine	1938-06-20	UHC-91026-53	—	832 Oak St, Jacksonville, FL, 32288	0.78	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57655	TPA	Judy Z Pierce	1991-02-15	—	7106410167	2875 Maple Ave, San Antonio, TX, 78239	0.78	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed+1 more
CLM-411590	CLM	Teresa Nguyen	1975-04-20	UHC-74299-44	8392549670	5453 Lincoln Way, Houston, TX, 77059	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414809	CLM	John Henry	1944-01-19	UHC-67530-07	8532614998	9524 Desert Sky Blvd, Atlanta, GA, 30391	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-119025	ENR	Yuki Wood	1998-11-15	UHC-13952-38	5444048454	4796 Broadway, Tucson, AZ, 85734	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-23747	PRV	Melissa Gonzalez	1975-01-07	UHC-79439-98	4406958139	4070 Union St, Jacksonville, FL, 32256	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-426348	CLM	Aaron O Moore	1995-06-17	—	7935208211	7264 Indian School Rd, San Diego, CA, 92174	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-123600	ENR	Jose G Stone	1957-04-02	UHC-51945-67	3638314218	895 Hillcrest Rd, Charlotte, NC, 28243	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-115912	ENR	Joshua L Ross	1989-12-07	UHC-09094-34	2955334474	3415 Pine Dr, Miami, FL, 33128	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-414995	CLM	Cheryl Castro	1950-02-04	UHC-39022-48	—	570 Broadway, Phoenix, AZ, 85002	0.78	Address re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-56099	TPA	Jan Welch	1959-01-05	—	—	4917 Park Pl, San Antonio, TX, 78227	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25841	PRV	Olivia Arnold	1940-05-23	—	8006046003	824 Forest Ave, Plano, TX, 75049	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402119	CLM	Ray E Scott	1988-07-05	—	2233122221	7866 Lincoln Way, Denver, CO, 80228	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419375	CLM	Jeffrey Wells	1929-03-12	—	5047408272	1354 Sunset Blvd, Fresno, CA, 93742	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429631	CLM	Janice Willis	1943-09-05	UHC-62619-37	—	3829 Hillcrest Rd, Orlando, FL, 32829	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103294	ENR	Logan Santos	1972-02-24	UHC-71830-89	9202677700	7133 Sage Ct, Las Vegas, NV, 89157	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
TPA-58342	TPA	Kayla Garrett	1993-01-02	—	—	3765 Desert Sky Blvd, Fresno, CA, 93773	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20090	PRV	Philip Le	1980-02-05	—	4016238117	6510 Pine Dr, Glendale, AZ, 85331	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-404958	CLM	Rachel Espinoza	1953-02-14	—	—	9180 Grand Ave, San Antonio, TX, 78210	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407654	CLM	Emma Graham	1978-09-13	—	—	6542 Central Ave, Glendale, AZ, 85306	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58851	TPA	Thomas Holmes	1997-12-19	—	6828810217	2283 Broadway, Eden Prairie, MN, 55363	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-112247	ENR	Emma Q Estrada	1978-03-01	UHC-30271-36	4696908266	7700 Sage Ct, Charlotte, NC, 28269	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-128254	ENR	Dennis Griffin	1947-08-14	UHC-01977-45	7003430979	6467 Mountain View Dr, Jacksonville, FL, 32275	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-426526	CLM	Ray Carpenter	1968-04-14	UHC-37527-46	9809553635	64 Palm Dr, Tucson, AZ, 85720	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-100790	ENR	William U Contreras	1988-08-12	UHC-82947-39	7972873843	8844 Ocean Ave, Fresno, CA, 93790	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418063	CLM	Santiago Martinez	1959-06-09	UHC-34421-47	9322157494	225 Harbor Blvd, Minneapolis, MN, 55433	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25774	PRV	Wei Woods	2003-02-07	—	6022887750	4294 Valley View Dr, San Diego, CA, 92162	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-123135	ENR	Donald Boyd	1961-01-07	UHC-68572-74	—	2738 Broadway, Chandler, AZ, 85286	0.78	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
PRV-25373	PRV	Logan Richardson	1981-11-11	UHC-44547-13	3566552589	2481 Apache Blvd, Las Vegas, NV, 89167	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-104928	ENR	Michelle Richards	1944-03-15	UHC-09997-50	3858035714	7612 Union St, San Diego, CA, 92188	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-414608	CLM	Rachel Perez	1996-09-20	—	4264143253	6993 Mountain View Dr, Chandler, AZ, 85206	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110068	ENR	Michelle X Kelley	1996-03-02	UHC-11382-60	6954920437	2898 Baseline Rd, San Antonio, TX, 78244	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-101439	ENR	Tommy J Walker	1989-10-05	UHC-43323-39	4109704364	6661 Grand Ave, Tempe, AZ, 85277	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417549	CLM	Clark Brian	1987-06-26	UHC-00086-75	—	5121 Palm Dr, Charlotte, NC, 28210	0.78	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-131797	ENR	Maria D Hicks	1953-08-01	UHC-88692-08	5758038244	9417 Desert Sky Blvd, Las Vegas, NV, 89104	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
TPA-59837	TPA	Stephanie Williamson	1961-09-28	—	—	9825 Mesa Dr, Las Vegas, NV, 89103	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more

8,263 rows, page 142 of 166Previous Next