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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431673	CLM	Jacqueline Singh	2006-02-07	—	5796103169	4215 Church St, Tampa, FL, 33693	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135526	ENR	Kathleen O Fox	1975-03-13	UHC-30454-85	3574216903	7887 Hillcrest Rd, Gilbert, AZ, 85227	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50190	TPA	Joe V Ferguson	1963-11-02	—	2183520876	4324 Jefferson Ave, Charlotte, NC, 28225	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101278	ENR	Carol J Howard	1947-01-19	UHC-10532-70	9495369996	8380 Central Ave # 270, Sacramento, CA, 95843	0.62	Phone reformatted Unit split from street 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
ENR-137183	ENR	Dennis Z Whaeler	1998-07-16	UHC-00478-31	2279085271	1427 Maple Ave, Phoenix, AZ, 85029	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414596	CLM	Sean N Sandoval	1955-05-28	UHC-11554-69	—	8736 Harbor Blvd, Gilbert, AZ, 85203	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+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
CLM-419079	CLM	Randy Harrison	—	UHC-87479-89	2592509132	7261 Hillcrest Rd, Denver, CO, 80221	0.62	Name re-cased Date of birth missing 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-129796	ENR	Paul L King	1938-01-15	UHC-40438-30	7426528430	327 Ridge Rd, Charlotte, NC, 28241	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114416	ENR	Jacqueline Gonzales	1959-12-25	UHC-81384-42	4447472885	7284 Union St, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-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
CLM-426988	CLM	Walter J Sandoval	1977-11-24	—	—	6499 Canyon Rd # 545, Tampa, FL, 33690	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115173	ENR	Ken Santos	—	UHC-35521-44	5226564984	8325 Forest Ave, Atlanta, GA, 30393	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-60227	TPA	Stephen Gonzales	1986-05-06	—	—	789 Highland Ave, Tucson, AZ, 85780	0.62	Name re-cased Street suffix standardised Address re-cased City 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
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
CLM-415111	CLM	Dylan Carpenter	1997-09-04	UHC-57619-60	3898777707	2472 Ridge Rd, Minneapolis, MN, 55452	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406185	CLM	Eugene Sanchez	2000-07-06	UHC-18080-63	8858148913	2820 Palm Dr Apt 34, Fresno, CA, 93729	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116982	ENR	Dorothy D Bishop	1975-12-12	UHC-06383-25	—	8850 Mesa Dr, Houston, TX, 77040	0.62	Name re-cased Member ID 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
CLM-419819	CLM	Arthur Munoz	1956-01-04	UHC-55142-03	—	4160 Sage Ct, Tampa, FL, 33691	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-28815	PRV	Jshua Stewart	1988-02-15	—	6618979534	1223 Sunset Blvd # 828, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-414214	CLM	Helen Griffin	1980-06-25	UHC-02984-29	—	543 Mesa Dr, Houston, TX, 77091	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408255	CLM	Kayla Chen	1967-01-25	—	—	8289 Main St Apt 21, Nashville, TN, 37244	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-417172	CLM	Harold Simmons	1948-07-21	UHC-09892-81	9218674345	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418317	CLM	Joan Anderson	1968-07-17	UHC-17288-64	—	3501 Washington St Apt 23, Orlando, FL, 32868	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-411065	CLM	Sandra Morgan	1939-05-20	UHC-28897-69	—	1706 Palm Dr, Denver, CO, 80287	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-20990	PRV	Patrick Olson	1993-11-18	UHC-19445-85	8122132692	3332 Central Ave, Eden Prairie, MN, 55372	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425262	CLM	Omar Mendez	—	UHC-18365-70	8877150749	6109 Broadway, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth unreadable Phone reformatted Address re-cased+3 more
ENR-121184	ENR	Jose Fuller	1945-06-04	UHC-75059-81	4246642146	4934 Jefferson Ave, Fresno, CA, 93733	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61650	TPA	Hannah Nguyan	1939-07-28	—	9458314352	8600 Lincoln Way, Los Angeles, CA, 90071	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
ENR-136593	ENR	Emam Q Clark	2005-11-07	UHC-74207-75	7826977088	8762 River Rd, Phoenix, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20538	PRV	Madison J Welch	1946-12-10	UHC-40299-97	5966626268	2397 Hillcrest Rd, Phoenix, AZ, 85076	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408581	CLM	Burns Stevn	1978-08-12	UHC-52339-52	7487036743	6845 Elm St, Charlotte, NC, 28272	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102886	ENR	Charlotte Berry	1966-11-20	UHC-48530-99	6178568471	3697 Desert Sky Blvd, Austin, TX, 78711	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102885	ENR	Charlotte Berry	1966-11-20	UHC-48530-99	6178568471	3697 Desert Sky Blvd, Austin, TX, 78711	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115307	ENR	Jordan D Rice	1998-12-20	UHC-86786-63	5839810513	8735 Valley View Dr Apt 33, Las Vegas, NV, 89190	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-404608	CLM	Judy Long	2001-05-20	UHC-14892-64	8037129786	4143 Apache Blvd, Gilbert, AZ, 85272	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429994	CLM	Martha Hunter	1960-05-25	UHC-01122-45	2027052652	5179 Ridge Rd, Nashville, TN, 37216	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25816	PRV	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429436	CLM	Scutt Collins	1983-05-19	UHC-15395-64	2825757427	6546 Market St, Las Vegas, NV, 89179	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20978	PRV	Rcahel Maldonado	1940-03-05	—	3004230351	1474 Ridge Rd # 742, Sacramento, CA, 95818	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127980	ENR	Nicole W Dunn	1987-11-20	UHC-29283-47	9303599981	2594 Harbor Blvd, Charlotte, NC, 28271	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-25277	PRV	Wayne Simpson	1996-12-17	UHC-80007-46	5759495120	1873 Ridge Rd, Chandler, AZ, 85208	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

71,257 rows, page 204 of 1,426Previous Next