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

Claims, 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-421025	CLM	Janice B Wheeler	1997-09-12	UHC-26426-40	—	3263 Central Ave Apt 34, Glendale, AZ, 85363	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-431225	CLM	Christian Lynch	1982-04-12	UHC-89218-09	4735622060	2724 Central Ave # 869, San Antonio, TX, 78248	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410882	CLM	Abigail Gray	1998-07-12	UHC-91906-99	—	3479 Market St Apt 28, Nashville, TN, 37292	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-410034	CLM	Bruce Morales	1938-04-18	UHC-48238-50	—	1436 Jefferson Ave Apt 28, San Diego, CA, 92167	0.66	Name re-cased Two-digit birth year Unit split from street Plan code upper-cased+1 more
CLM-401646	CLM	Michael Armstrong	1958-12-05	—	—	9055 Bayshore Dr # 843, Austin, TX, 78730	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-404722	CLM	Benjamin Morgan	1941-05-03	UHC-99637-20	—	8904 Main St Apt 24, Fresno, CA, 93709	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410246	CLM	Bradley Hall	1978-05-24	—	—	1877 Lincoln Way Apt 39, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-411032	CLM	Adam Mendez	1974-12-26	UHC-06210-34	—	2377 Ridge Rd # 194, Orlando, FL, 32864	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430935	CLM	Kenneth Garrett	1999-04-11	UHC-93400-76	—	4405 Willow Ct # 235, Chandler, AZ, 85277	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-422535	CLM	Steven Watkins	1956-06-02	UHC-18796-43	—	5142 Broadway # 231, Mesa, AZ, 85224	0.66	Name split from “Last, First”Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-431933	CLM	Austin Bradley	1943-08-01	—	7626066429	9838 Palm Dr Apt 21, Austin, TX, 78799	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-421671	CLM	Scott Henderson	1987-01-24	—	—	3317 Forest Ave Apt 39, Gilbert, AZ, 85273	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-403220	CLM	Diana McDonald	1981-10-18	UHC-42901-26	—	9636 Mountain View Dr Apt 29, Charlotte, NC, 28273	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418691	CLM	Billy Anderson	1984-05-10	UHC-19774-93	7867473559	6050 Park Pl Apt 37, Sacramento, CA, 95881	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-411649	CLM	Cynthia Baker	1940-05-26	UHC-09215-77	—	2238 Grand Ave # 807, Nashville, TN, 37263	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
CLM-413157	CLM	Zachary Morales	1995-08-08	—	—	9060 Washington St Apt 24, Tampa, FL, 33656	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-406210	CLM	Kathryn Ramirez	1944-05-02	—	—	9294 Park Pl # 734, Gilbert, AZ, 85281	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418894	CLM	Aisha Morrison	2006-04-13	UHC-15863-85	3559735208	3540 Maple Ave # 540, Houston, TX, 77081	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-423499	CLM	Jordan Meyer	1946-01-10	UHC-72377-28	—	2555 Valley View Dr # 970, Los Angeles, CA, 90060	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-420283	CLM	Evelyn Vega	1982-12-09	UHC-27495-63	—	9814 River Rd # 145, Scottsdale, AZ, 85234	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430960	CLM	Amber C Diaz	1955-11-26	UHC-29467-25	9489264444	5873 Central Ave Apt 16, Dallas, TX, 75273	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422882	CLM	Hannah Ramos	1989-05-18	UHC-00055-77	3906755329	6381 Desert Sky Blvd # 492, Dallas, TX, 75207	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-419607	CLM	Isabella Wood	1988-12-17	UHC-09077-92	—	7613 Willow Ct Apt 5, Denver, CO, 80218	0.66	Unit split from street State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-415995	CLM	Lawrence Padilla	2007-01-14	—	—	5342 Lake View Rd Apt 6, Tucson, AZ, 85749	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-427115	CLM	Jesse O Armstrong	1982-08-05	UHC-51454-66	4453022607	2532 Oak St # 979, Scottsdale, AZ	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
CLM-414691	CLM	Megan Burke	1980-12-16	UHC-39787-28	2963527592	7111 Ocean Ave Apt 35, Seattle, WA, 98128	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412836	CLM	Arjun Marshall	1990-03-22	—	—	8882 Meadow Ln Apt 21, Austin, TX, 78727	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418296	CLM	Nicole Kim	1945-01-20	—	2258863384	9473 Jefferson Ave # 832, Glendale, AZ, 85350	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-400367	CLM	Grace Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave # 552, Columbus, OH, 43279	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411538	CLM	Linda L Burns	1949-04-04	—	4928863686	982 Forest Ave Apt 19, Glendale, AZ, 85301	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409534	CLM	Virginia Medina	1989-10-20	—	—	6473 Bayshore Dr # 655, Austin, TX, 78700	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418922	CLM	Mary Miller	1940-11-17	—	4866259318	9265 Sunset Blvd # 750, Minneapolis, MN, 55476	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-414727	CLM	Judy Castro	1984-02-12	UHC-14119-09	2538618240	8470 Church St Apt 13, Plano, TX, 75003	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
CLM-404328	CLM	Ana R Banks	1968-10-12	—	5547536159	5264 Elm St # 832, Minneapolis, MN, 55474	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424213	CLM	Roy Campbell	1965-02-19	—	8022947510	4888 Union St Apt 1, Phoenix, AZ, 85060	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-401841	CLM	Betty T Peters	1940-12-28	UHC-02149-74	9106580553	7521 Camelback Rd # 169, Sacramento, CA	0.66	Member ID reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-400866	CLM	Zachary George	1999-07-23	UHC-99695-66	—	4326 Sage Ct Apt 16, Austin, TX, 78784	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-432133	CLM	Maria W Welch	1950-04-01	UHC-40855-94	—	5189 Camelback Rd # 798, Jacksonville, FL, 32254	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-430215	CLM	Timothy Castillo	1982-04-22	UHC-63334-72	5699340485	6656 Hillcrest Rd # 707, Scottsdale, AZ, 85280	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-413156	CLM	Zachary Morales	1995-08-08	UHC-95210-09	—	9060 Washington St Apt 37, Tampa, FL, 33656	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423193	CLM	Nicholas Jenkins	1935-07-18	UHC-11466-95	3635635383	6227 Spring St # 643, Tucson, AZ, 85788	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413540	CLM	Jesse Pierce	1947-07-27	UHC-13009-43	—	4125 Canyon Rd Apt 29, Tucson, AZ, 85703	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
CLM-431562	CLM	Beverly George	1939-04-15	—	—	9835 Palm Dr Apt 39, Plano, TX, 75088	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418560	CLM	Stephen Cox	1997-04-01	UHC-91227-85	—	9136 Broadway # 863, San Antonio, TX, 78208	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-408433	CLM	Ryan Diaz	1991-04-01	—	3212105174	1621 Willow Ct # 290, Columbus, OH, 43295	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424335	CLM	Wei Vazquez	2006-01-12	—	5803674684	2703 River Rd # 829, Glendale, AZ, 85358	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-423980	CLM	Jerry Dominguez	1959-04-24	—	—	8695 Indian School Rd # 260, Austin, TX, 78784	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421033	CLM	Bradley Lane	1938-01-06	UHC-88564-99	—	9269 Valley View Dr # 707, Sacramento, CA, 95818	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403979	CLM	Timothy Arnold	1957-04-13	—	7719871622	7089 Mesa Dr Apt 37, Charlotte, NC, 28227	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
CLM-420692	CLM	Juan F Gonzales	1984-09-23	UHC-95700-66	—	6894 Ocean Ave Apt 10, San Diego, CA, 92174	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more

2,038 rows, page 28 of 41Previous Next