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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20818	PRV	Catherine Cook	1990-06-20	UHC-04400-74	6793246419	9282 Church St, Atlanta, GA, 30369	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+3 more
CLM-414241	CLM	Gabriel B Roberts	1981-03-20	UHC-70715-12	—	5611 Maple Ave, Nashville, TN	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-123145	ENR	Denise Peterson	2006-10-12	UHC-84776-24	3998722277	3782 Main St, Sacramento, CA, 95896	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61017	TPA	Elizabeth B Vazquez	1968-07-27	—	5579960303	222 Mountain View Dr Apt 6, Eden Prairie, MN, 55344	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29041	PRV	Ethan S Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St Apt 22, Atlanta, GA, 30335	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-52142	TPA	Gerald Cox	1971-10-05	—	—	5111 Canyon Rd, Plano, TX, 75044	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114214	ENR	Steven N Gren	2007-05-26	UHC-83463-90	9166339086	17 Oak St, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
PRV-25504	PRV	Ashley Thompson	1999-11-22	UHC-62776-77	4078435113	8765 Central Ave, Eden Prairie, MN	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
TPA-60601	TPA	Lawrence Hayes	2003-11-18	UHC-66712-26	5074439864	1346 Mesa Dr, San Diego, CA, 92171	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130116	ENR	Amanda Kelly	2001-05-04	UHC-16076-20	5352352423	2294 Sunset Blvd, Phoenix, AZ, 85090	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50101	TPA	Maria Jenkins	1977-04-06	UHC-71956-21	9252029296	9603 Elm St, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
TPA-50100	TPA	Maria Jenkins	1977-04-06	UHC-71956-21	9252029296	9603 Elm St, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more
ENR-108282	ENR	Michael Peters	1951-07-01	UHC-46427-71	—	5547 Mountain View Dr, Scottsdale, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406322	CLM	Terry Dunn	1970-06-22	UHC-54521-89	—	1568 Cedar Ln, San Antonio, TX, 78202	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400280	CLM	Heather F Foster	2000-04-09	UHC-18247-46	8226072896	7943 Central Ave, Miami, FL, 33108	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126088	ENR	Linda Martin	2006-09-27	UHC-16338-39	4667239904	1063 Union St, Dallas, TX, 75262	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107985	ENR	Zachary Hudson	1952-12-12	UHC-64556-29	6762197000	3391 Jefferson Ave, Gilbert, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422899	CLM	Joan Hayes	2007-06-19	—	—	1258 Oak St, Tucson, AZ, 85722	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120669	ENR	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137370	ENR	Evelyn Lucas	1955-07-07	UHC-92805-27	2587587018	6833 Desert Sky Blvd, Los Angeles, CA, 90010	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100860	ENR	Yuki E Berry	1953-01-02	UHC-79256-52	9734468767	5752 Lincoln Way, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60768	TPA	Doris Burke	1962-04-27	—	—	3850 Bayshore Dr, Dallas, TX, 75270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425145	CLM	Carlos Jordan	2006-09-02	UHC-81783-75	—	86 Oak St, Sacramento, CA, 95886	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-52480	TPA	Jeremy O Henry	2005-08-01	—	6309822037	5034 Main St, Charlotte, NC, 28222	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424307	CLM	Wei Morrison	1956-07-26	UHC-11160-33	—	5478 Canyon Rd, Plano, TX, 75031	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26728	PRV	Randy Gonzales	1963-06-10	—	7609111496	37 Forest Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103466	ENR	Lawrence Morales	1957-08-11	UHC-63515-18	9765116367	5156 Forest Ave Apt 19, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-105256	ENR	Elijah J Reynolds	1951-07-24	UHC-25944-12	3802925421	2737 Baseline Rd, Chandler, AZ, 85285	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112313	ENR	Megan Lee	2001-01-08	UHC-95660-41	—	153 Bayshore Dr, Sacramento, CA, 95845	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-55729	TPA	George McCoy	1994-09-25	—	—	8944 Cedar Ln, Orlando, FL, 32896	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59887	TPA	Brittany Wong	1978-04-20	—	4743921761	1666 Mountain View Dr # 529, Los Angeles, CA, 90096	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115228	ENR	Peter Jenkins	1965-08-05	UHC-75612-43	2266226756	7246 Indian School Rd, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102793	ENR	Brenda H Lee	1945-07-28	UHC-73450-07	—	6710 Central Ave, Glendale, AZ, 85311	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20337	PRV	Nathan Y Delgado	1947-12-17	UHC-06879-35	2056078663	425 Desert Sky Blvd, Dallas, TX, 75287	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-427999	CLM	Daniel Gilbert	1938-08-24	UHC-92037-28	—	9403 Market St, Tampa, FL, 33624	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-120974	ENR	Tyler Padilla	1974-03-25	UHC-67281-64	9269980496	7057 Mesa Dr, Tempe, AZ, 85297	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136001	ENR	Marilyn T Banks	1979-08-12	UHC-52334-80	7796295501	8798 Church St, Dallas, TX, 75210	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417331	CLM	Catherine Andrews	1959-08-12	—	8976250687	7499 Bayshore Dr, Denver, CO, 80272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+3 more
ENR-138659	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138660	ENR	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142375	ENR	Valentina Mitchell	1974-03-03	UHC-16459-16	9333637871	7778 Jefferson Ave, Glendale, AZ, 85337	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121012	ENR	Diego Snyder	1982-04-15	UHC-24059-21	2902342226	217 Sage Ct, Las Vegas, NV, 89187	0.62	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
PRV-20653	PRV	Gary Munoz	1965-10-25	UHC-01867-73	7376018815	8538 Ocean Ave, Nashville, TN, 37225	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125588	ENR	Joshua N Gardner	1963-05-18	UHC-50880-65	—	6814 Central Ave # 965, Orlando, FL, 32841	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-425573	CLM	Janet Tucker	1972-06-26	UHC-36190-80	—	4988 Indian School Rd, Minneapolis, MN, 55460	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124250	ENR	Kevin Turner	1952-04-04	UHC-45401-60	6223678928	5027 Ocean Ave, Columbus, OH, 43240	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420910	CLM	Christopher Castro	2005-02-27	UHC-53454-40	3014325148	1841 Maple Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-139048	ENR	Elizabeth Grant	1975-08-09	UHC-55669-57	9776231497	7355 Palm Dr, Sacramento, CA, 95882	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402665	CLM	Yuki Herrera	1996-01-20	UHC-52366-24	8004292011	301 Elm St, San Diego, CA, 92148	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408957	CLM	—Junk	1988-07-02	—	—	6828 Oak St, Sacramento, CA, 95878	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more

32,400 rows, page 100 of 648Previous Next