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
TPA-57946	TPA	Chhristian I Jenkins	1987-10-28	UHC-59084-32	—	4808 Cedar Ln # 403, Nashville, TN, 37270	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108878	ENR	Carl M Green	1957-03-11	UHC-30810-13	3563181921	8605 Lincoln Way # 721, Tampa, FL, 33644	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-105729	ENR	Kathy Cruz	1967-10-10	UHC-59287-85	—	9570 Church St Apt 14, San Diego, CA, 92175	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401762	CLM	Bradley Gilbert	2001-03-25	—	3855037959	5498 Church St # 592, Jacksonville, FL, 32209	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-107236	ENR	Laura L Nguyen	1981-06-10	UHC-92774-80	7644924105	635 Willow Ct Apt 3, Plano, TX, 75092	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57663	TPA	Tyler Hughse	1985-02-21	—	3783070468	3740 Willow Ct # 114, San Antonio, TX, 78252	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-53041	TPA	Joyce Jones	1956-08-08	—	—	8268 Forest Ave Apt 14, Los Angeles, CA, 90034	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117434	ENR	Tyler Tucker	1994-03-25	UHC-79029-76	6653165099	6236 Mesa Dr Apt 34, Scottsdale, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-127731	ENR	Scott Watson	1992-01-15	UHC-47529-27	—	616 Mesa Dr # 518, Miami, FL, 33115	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-423440	CLM	Jacob Harvey	1991-02-10	UHC-30103-80	3422132751	9345 Main St Apt 38, San Diego, CA, 92168	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139107	ENR	Ethan J Munoz	1976-07-13	UHC-06062-99	8293643780	1779 Apache Blvd Apt 17, Fresno, CA, 93711	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted Unit split from street+2 more
ENR-115754	ENR	Megan S Herrera	—	UHC-91109-19	7087172970	4453 Indian School Rd Apt 6, Denver, CO, 80228	0.64	Date of birth missing Phone reformatted Unit split from street City re-cased+2 more
PRV-20283	PRV	Mason N Reynolds	1978-09-19	—	4713890386	4261 Ocean Ave Apt 11, Dallas, TX, 75209	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28232	PRV	Carolyn Henry	1941-09-17	—	9687957748	924 River Rd # 294, Dallas, TX, 75256	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-25113	PRV	Arjun U Holmes	1978-11-22	—	—	5851 Main St Apt 35, Glendale, AZ, 85333	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416281	CLM	Megan Mendez	1980-08-24	UHC-42944-94	4423146963	5609 Forest Ave # 243, Phoenix, AZ, 85010	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60020	TPA	Bruce Wells	1977-11-17	—	—	7373 Pine Dr # 846, Charlotte, NC, 28233	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-130129	ENR	Jen Cooper	1983-07-28	UHC-07292-09	6908108370	8673 Elm St # 583, Denver, CO, 80270	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-127359	ENR	Gerald N Gray	1954-12-05	UHC-92992-71	9048407209	3662 Baseline Rd # 998, Fresno, CA, 93727	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-62859	TPA	Benjamin Thompson	1990-07-25	—	—	6807 Canyon Rd Apt 39, Denver, CO, 80218	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-402102	CLM	Jordan Brton	1954-08-28	—	9786668728	8433 Washington St # 906, Tempe, AZ, 85288	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-404942	CLM	Russell F Morales	1969-02-22	—	2543228009	4402 Desert Sky Blvd # 269, Tucson, AZ, 85744	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122439	ENR	Gabriel Perkins	1979-01-25	UHC-10345-15	8139464457	3375 Lake View Rd Apt 38, Orlando, FL, 32836	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-405431	CLM	Walter Espinoza	1976-05-06	UHC-40017-55	5095932183	9590 Bayshore Dr # 323, Gilbert, AZ, 85229	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-60941	TPA	Ethan Wlch	1941-06-23	UHC-61196-41	—	9226 Lake View Rd # 443, Minneapolis, MN, 55409	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114774	ENR	Billy Hill	1988-05-04	UHC-24705-10	—	7097 Ridge Rd # 814, Houston, TX, 77002	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-427958	CLM	Tersea Henry	1938-05-12	UHC-74516-29	—	1546 Hillcrest Rd # 168, San Antonio, TX, 78283	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123590	ENR	Ann Ford	1943-01-09	UHC-08240-81	6003800885	3659 Ridge Rd Apt 14, Houston, TX, 77081	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108761	ENR	Mason R Lawson	1971-03-21	UHC-62672-36	4573357209	2497 Cedar Ln # 616, Fresno, CA, 93777	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110188	ENR	Jordan N Allen	1950-04-10	UHC-98523-56	2929447650	7388 Meadow Ln Apt 3, Columbus, OH, 43212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-58602	TPA	Gabriel Perkins	1945-04-18	—	—	1327 Valley View Dr # 658, Scottsdale, AZ	0.64	Name re-cased Unit split from street State code upper-cased ZIP missing+2 more
CLM-432094	CLM	Deborah Q Murray	1968-11-04	—	6824204405	1166 Park Pl # 806, Las Vegas, NV, 89199	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-54380	TPA	Debra Rojas	1942-07-15	UHC-41714-20	—	2800 Sage Ct # 427, Las Vegas, NV, 89182	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29557	PRV	Janny King	1997-10-25	UHC-93242-21	7602706297	2291 Forest Ave # 402, San Antonio, TX, 78224	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-408096	CLM	Eugene Hughes	2008-02-10	—	—	2894 Camelback Rd Apt 19, Plano, TX, 75005	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401581	CLM	Arthur Austin	1977-04-03	UHC-81712-05	—	5085 Oak St # 313, Phoenix, AZ, 85044	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419476	CLM	Olivia Dunn	1956-09-23	—	2505111244	7987 Central Ave # 306, Columbus, OH, 43235	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-126960	ENR	Amber S Ross	1963-01-15	UHC-76266-30	—	8205 Spring St Apt 6, Minneapolis, MN, 55414	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-429912	CLM	Joshua Castor	1977-01-11	—	7054916373	7336 Sunset Blvd Apt 31, Charlotte, NC, 28243	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129133	ENR	Dylan King	1987-06-20	UHC-96987-27	4903523959	1249 Washington St Apt 7, Austin, TX, 78754	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-423041	CLM	Randy Reid	1997-10-25	UHC-02401-36	—	6483 Highland Ave Apt 9, Austin, TX, 78720	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-127928	ENR	Russell Wells	1999-09-14	UHC-34128-76	—	4983 Sunset Blvd # 682, Mesa, AZ, 85241	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57885	TPA	Catherine Guzman	1981-08-04	—	—	7276 Elm St # 947, Tempe, AZ, 85295	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54824	TPA	Joshua Brown	1974-08-18	—	—	6299 Meadow Ln Apt 27, Glendale, AZ, 85311	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421411	CLM	Philip Rodriguez	1939-08-18	UHC-28391-78	2717791205	4856 Desert Sky Blvd Apt 18, Atlanta, GA, 30334	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-111070	ENR	Natalie Hudson	2002-11-14	UHC-07480-19	6038664902	2089 Ocean Ave Apt 6, Plano, TX, 75072	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-403148	CLM	Margaret James	1943-09-04	—	—	831 Grand Ave Apt 13, Tempe, AZ, 85240	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430560	CLM	George Estrada	1989-06-18	—	2235002919	3618 Canyon Rd Apt 12, Atlanta, GA, 30300	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-101639	ENR	Jack Thompson	1987-03-09	UHC-12606-35	6258159363	2302 Baseline Rd Apt 6, Tampa, FL, 33641	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124234	ENR	Michelle F Herrera	1950-05-20	UHC-18176-75	5416572819	7756 Ocean Ave # 606, Sacramento, CA, 95825	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more

6,994 rows, page 79 of 140Previous Next