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-124188	ENR	Arthur Hunt	1941-03-03	UHC-45720-74	8695945763	6255 Valley View Dr, Columbus, OH, 43246	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-400046	CLM	Olivia Mejia	1996-01-27	UHC-99227-11	6248894352	1802 Forest Ave, Atlanta, GA, 30389	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-423845	CLM	Nicole Mejia	1962-05-14	UHC-35763-47	—	3685 Baseline Rd, Minneapolis, MN, 55469	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-431927	CLM	Isabella White	1963-09-10	—	—	9080 Canyon Rd, Tampa, FL, 33636	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-132090	ENR	Amber Perkins	1978-11-22	UHC-05855-16	5782233715	5171 Elm St, Charlotte, NC, 28204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133444	ENR	Noah C Freeman	1985-02-04	UHC-86037-08	8763129833	5114 Grand Ave, Jacksonville, FL, 32237	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121118	ENR	Grace C Patel	1979-09-18	UHC-58980-35	8918115812	971 Washington St, Orlando, FL, 32808	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408920	CLM	Alexis Lane	1966-10-02	UHC-83946-95	3509547239	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-128514	ENR	James Rice	1971-06-19	UHC-34084-45	2452263434	4780 Mountain View Dr, Charlotte, NC, 28209	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-426574	CLM	Joyce Wells	1988-11-18	—	—	3694 Sage Ct, Dallas, TX, 75215	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56094	TPA	Justin Montgomery	1981-06-01	—	—	6366 Pine Dr, Seattle, WA, 98137	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104952	ENR	Patrick Burton	1961-07-21	UHC-55222-39	2849935747	1888 Baseline Rd, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
TPA-54947	TPA	Omar Thomas	1983-02-04	UHC-30987-31	5039744189	3899 Union St, Eden Prairie, MN, 55354	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-138485	ENR	Mariana V Gomez	1944-08-09	UHC-22781-46	2292872321	4512 Meadow Ln, Jacksonville, FL, 32242	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422040	CLM	Patrick Nichols	1945-08-01	—	5875690437	6749 Hillcrest Rd, Sacramento, CA, 95837	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107680	ENR	Joshua Kim	1982-09-18	UHC-63212-22	2989954008	8447 Central Ave, Tucson, AZ, 85788	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413003	CLM	Mateo Barnes	1954-02-13	—	—	7827 Hillcrest Rd, Atlanta, GA, 30335	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109509	ENR	Amber Green	1981-11-20	UHC-91347-12	3345451443	6965 Baseline Rd, Charlotte, NC, 28269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421923	CLM	Theresa Henry	1991-12-11	—	—	8184 Meadow Ln, San Diego, CA, 92175	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23414	PRV	Wei F Chapman	2005-03-20	—	3045402131	5147 Pine Dr, Tempe, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26973	PRV	Dennis Morris	1956-08-01	UHC-52301-44	4529291801	1163 Willow Ct # 689, Minneapolis, MN, 55485	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-124497	ENR	Gregory Vasquez	1949-12-06	UHC-23843-06	3137640769	5697 Main St, Tampa, FL, 33636	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110760	ENR	Joen Ferguson	2003-08-28	UHC-48591-61	5585428466	7655 Union St, Glendale, AZ, 85392	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404279	CLM	Ethan B Dean	1976-05-04	UHC-25740-72	—	3661 Lincoln Way Apt 25, San Antonio, TX, 78224	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
PRV-22886	PRV	Christine George	2006-08-21	—	5859503220	2631 Highland Ave, Austin, TX, 78729	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-60187	TPA	Justin Watkins	1950-04-17	—	—	2253 Meadow Ln, San Antonio, TX, 78202	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
CLM-401080	CLM	Joan Castillo	1960-04-13	UHC-72136-56	—	53 Apache Blvd, Seattle, WA, 98111	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107107	ENR	Carolyn Wallace	1999-01-07	UHC-49684-67	4847170868	2659 Grand Ave, Tampa, FL, 33668	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21072	PRV	Bradley C Schmidt	1999-09-02	UHC-76297-90	5442920791	7157 Lincoln Way, Tampa, FL, 33616	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119981	ENR	Aisha Bishop	1978-02-27	UHC-96052-20	2872082209	7086 Oak St, Glendale, AZ, 85305	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119161	ENR	Samantha U Cunningham	1980-08-02	UHC-70790-61	3426507235	8441 Main St, Fresno, CA, 93755	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55712	TPA	Sean Schmidt	1942-03-08	—	—	1550 Pine Dr, Plano, TX, 75048	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-141915	ENR	Austin Bradley	1943-08-01	UHC-33190-68	7626066429	9838 Palm Dr, Austin, TX, 78799	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122392	ENR	Christina G Stone	1983-04-02	UHC-45212-97	6774408686	2805 Highland Ave, Fresno, CA, 93799	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-103517	ENR	Sofia Lucas	1953-01-25	UHC-18083-05	6062342622	3179 Ridge Rd, San Antonio, TX, 78279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24736	PRV	Ruth P Herrera	1956-11-26	UHC-48021-37	5013259208	8527 Park Pl, Tucson, AZ, 85713	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120995	ENR	Nicholas Grant	1998-11-06	UHC-26220-94	7867267946	7769 Lake View Rd, Fresno, CA, 93715	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410055	CLM	Emma Medina	1946-10-22	—	—	1963 Mesa Dr, Atlanta, GA, 30333	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54169	TPA	Donald Vazquez	1960-05-26	—	3556126829	1869 Mesa Dr, Scottsdale, AZ, 85210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412009	CLM	Gerald Jones	1943-06-01	—	—	6618 Church St, Tempe, AZ, 85268	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62833	TPA	Sharon Stone	1949-09-05	—	7198655984	8449 River Rd, Orlando, FL, 32843	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405503	CLM	Tony Mason	1959-08-27	UHC-71486-08	5229854900	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-27326	PRV	Jesse J Weaver	1958-11-12	UHC-76848-80	7494927515	4153 Valley View Dr, Fresno, CA, 93784	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104655	ENR	Andrew Padilla	1984-08-21	UHC-80718-14	7452519577	902 Market St, Dallas, TX, 75267	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-134721	ENR	Gloria E Burton	2001-12-10	UHC-74093-22	—	9844 Desert Sky Blvd, Glendale, AZ, 85362	0.64	Name re-cased Phone missing area code City re-cased Email lower-cased+2 more
ENR-125525	ENR	Christine X Duncan	2004-09-21	UHC-74318-39	4579378079	6340 Market St, Las Vegas, NV, 89146	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
PRV-21818	PRV	Timothy Flores	1980-10-14	UHC-53330-02	5772997854	6476 Washington St, Eden Prairie, MN, 55389	0.64	Phone reformatted Member ID reformatted State name converted to code Gender normalised+2 more
CLM-411243	CLM	Henry Rodriguez	1959-05-24	UHC-67679-87	6267414210	8981 Bayshore Dr, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-127740	ENR	Carolyn X Day	1973-03-06	UHC-57139-59	4683562322	3750 River Rd, Seattle, WA, 98170	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123192	ENR	Frank Santos	1972-10-25	UHC-87051-08	9422313149	1611 Meadow Ln, Glendale, AZ, 85345	0.64	Date of birth reformatted City re-cased State name converted to code Email lower-cased+2 more

16,828 rows, page 151 of 337Previous Next