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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417918	CLM	Donald G Fernandez	1956-09-28	UHC-09849-83	8946283124	1413 Meadow Ln Apt 36, Tucson, AZ, 85793	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110263	ENR	Amy W Park	1981-06-17	UHC-81057-31	3426406071	7336 Camelback Rd Apt 11, Fresno, CA, 93761	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-421085	CLM	Rebecca Carlson	1983-06-12	UHC-32126-56	7406823635	3457 Bayshore Dr Apt 27, Chandler, AZ, 85242	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-118016	ENR	Mark Ross	1997-07-21	UHC-63530-22	5974027658	1949 Mountain View Dr # 735, Los Angeles, CA, 90028	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137117	ENR	Wayne V Ray	2003-12-15	UHC-38341-12	2209994971	1480 Jefferson Ave Apt 3, Dallas, TX, 75296	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126246	ENR	Wayne Ray	1973-12-03	UHC-44062-04	9297003107	7029 Cedar Ln Apt 19, Jacksonville, FL, 32215	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124106	ENR	Patricia I Edwards	1990-08-27	UHC-40472-13	—	1996 Elm St # 811, Tampa, FL, 33661	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419502	CLM	Larry Banks	1947-05-21	UHC-47014-15	—	7288 Mesa Dr Apt 29, Sacramento, CA, 95840	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121312	ENR	Carlos S Ryan	1989-06-02	UHC-94370-95	2713289946	814 Meadow Ln Apt 30, Mesa, AZ, 85290	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-115592	ENR	Vincent Jones	1975-09-01	UHC-15101-05	—	3540 Jefferson Ave Apt 25, Nashville, TN, 37295	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413117	CLM	Anthony Johnston	1976-01-26	UHC-39804-89	2375899084	6353 Cedar Ln # 964, Tampa, FL, 33619	0.64	Name split from “Last, First”Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-407179	CLM	Kathleen Silva	1997-10-04	—	6834748801	3778 Church St Apt 4, Glendale, AZ, 85382	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-413414	CLM	Pamela Tran	2004-09-25	—	—	8893 Grand Ave Apt 36, Glendale, AZ, 85332	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20575	PRV	Heather M Fisher	1961-01-07	—	5242070320	3767 Market St Apt 25, Los Angeles, CA, 90043	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-418906	CLM	Austin Li	1962-04-04	UHC-41620-28	—	3597 Spring St # 140, Plano, TX, 75029	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121618	ENR	Hiroshi F Roberts	1959-02-21	UHC-02113-02	7836139730	6214 Broadway # 518, Glendale, AZ	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-58964	TPA	Ruth Wagner	1979-05-09	—	—	4140 Baseline Rd Apt 18, Sacramento, CA, 95891	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424584	CLM	Alexander Moore	1977-02-04	—	—	6873 Pine Dr Apt 39, Scottsdale, AZ, 85215	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104746	ENR	Pamela Espinoza	1975-07-06	UHC-71228-89	7852589900	952 Lincoln Way # 766, San Diego, CA, 92177	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135329	ENR	Ryan Dixon	2007-03-03	UHC-90343-37	8795979163	3550 Lake View Rd Apt 27, San Diego, CA, 92195	0.66	Name re-cased Two-digit birth year Unit split from street Email lower-cased+1 more
CLM-417603	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	—	6998 Cedar Ln Apt 33, Austin, TX	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
PRV-28431	PRV	Susan C Hamilton	1983-12-09	—	9683469728	4288 Church St # 742, Sacramento, CA, 95810	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-126323	ENR	Kelly Q Lucas	1938-05-23	UHC-05461-94	5442390657	8835 Market St # 556, Las Vegas, NV, 89106	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-101945	ENR	Angela Hawkins	1945-03-25	UHC-87699-01	5728977358	6764 Ocean Ave Apt 15, Los Angeles, CA	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
PRV-25669	PRV	Karen S Rivera	1984-05-22	—	6439595537	9144 Ridge Rd Apt 34, Fresno, CA	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
PRV-23715	PRV	Judith Vasquez	1995-12-01	UHC-02361-56	—	3739 Lake View Rd # 669, Austin, TX, 78717	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-27397	PRV	Larry Duncan	1989-04-28	—	—	9313 Baseline Rd Apt 31, Eden Prairie, MN, 55346	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-27398	PRV	Larry Duncan	1989-04-28	—	—	9313 Baseline Rd Apt 31, Eden Prairie, MN, 55346	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-421258	CLM	Dot M Bradley	1952-09-12	—	—	634 Canyon Rd # 238, Seattle, WA, 98100	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
ENR-142794	ENR	Judith T Edwards	1971-09-12	UHC-45676-55	8122231572	5302 Ocean Ave Apt 9, Phoenix, AZ, 85005	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103615	ENR	Sharon Alexander	1965-11-03	UHC-67371-91	4083657644	1874 Market St # 232, Plano, TX, 75038	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141578	ENR	Frances Yang	1968-08-14	UHC-53107-97	3795253532	9875 Park Pl # 366, Miami, FL, 33154	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-109223	ENR	Joycce C Barnes	2007-10-25	UHC-71080-12	3069456635	3562 Broadway Apt 5, Miami, FL, 33150	0.66	Two-digit birth year Phone reformatted Unit split from street City re-cased+1 more
CLM-432205	CLM	Marc V Allen	1984-07-06	—	7872124274	474 Harbor Blvd Apt 5, Eden Prairie, MN, 55391	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-136074	ENR	Arthur G Ray	2005-05-23	UHC-79109-70	3693613269	1716 Canyon Rd # 539, Tampa, FL, 33617	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
CLM-408407	CLM	Ana Gray	1969-02-06	UHC-67181-46	6554210090	887 Mountain View Dr # 367, Sacramento, CA, 95812	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-100584	ENR	Jacqueline Chen	1997-08-07	UHC-37309-92	7032478775	5143 Grand Ave # 239, Los Angeles, CA, 90011	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+1 more
ENR-134200	ENR	Julia V George	1938-04-01	UHC-18914-10	2975810911	6168 Market St Apt 7, Tampa, FL	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-400469	CLM	Virginia Gibson	1959-11-11	UHC-43822-84	2536849939	2972 Jefferson Ave Apt 22, Orlando, FL, 32886	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53383	TPA	Julia Richardson	1982-08-18	—	7544771939	8484 Lincoln Way # 697, Eden Prairie, MN, 55301	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-415316	CLM	Sara K Scott	1958-06-18	—	—	9443 Broadway # 572, Tempe, AZ, 85270	0.66	Unit split from street Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409446	CLM	Joan Moore	1972-11-12	—	—	5224 Grand Ave Apt 15, Scottsdale, AZ, 85236	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-120671	ENR	Bobby Hawkins	1965-12-02	UHC-80196-75	—	6630 Maple Ave # 993, Gilbert, AZ, 85211	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
TPA-59432	TPA	Arjun Williams	1947-07-11	—	9404445698	8526 Bayshore Dr Apt 23, Miami, FL	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-119607	ENR	Alert James	1962-11-11	UHC-00467-13	8357572854	2638 Forest Ave # 327, Tempe, AZ, 85266	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
CLM-404559	CLM	David Daniels	2001-05-25	—	—	9352 Maple Ave Apt 6, Houston, TX, 77043	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411550	CLM	Gbariel T Nguyen	1949-04-25	UHC-08946-13	—	5009 Jefferson Ave Apt 29, Chandler, AZ, 85212	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
CLM-401099	CLM	Martha Padilla	1940-01-26	UHC-51567-53	—	3228 River Rd Apt 22, Tempe, AZ, 85202	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416623	CLM	Wayne Bailey	2007-07-10	UHC-22905-01	7077290054	8816 Forest Ave # 794, Phoenix, AZ, 85017	0.66	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+1 more
ENR-124361	ENR	Mason Fowler	1940-01-28	UHC-02372-66	4247934688	606 Palm Dr # 377, Glendale, AZ, 85310	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more

6,994 rows, page 89 of 140Previous Next