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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407779	CLM	Jaon Grant	1946-01-06	UHC-51451-91	5895981545	7783 Indian School Rd, Denver, CO, 80293	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-409573	CLM	Heathar Welch	1979-04-06	UHC-33964-15	2082019606	4656 Pine Dr, Fresno, CA, 93790	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-409572	CLM	Heathar Welch	1979-04-06	UHC-33964-15	2082019606	4656 Pine Dr, Fresno, CA, 93790	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-423507	CLM	Peter Harper	1957-04-15	UHC-87117-06	2522107241	—	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
CLM-405725	CLM	Frank Parker	1971-08-04	—	6717940339	4004 Hillcrest Rd, Chandler, AZ, 85251	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
CLM-414123	CLM	Henry Reynolds	2002-08-03	UHC-89188-18	9764888719	698 Mountain View Dr, Dallas, TX, 75273	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-403203	CLM	Anthony Knight	1973-06-22	—	4469839018	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-410737	CLM	Carol Banks	1999-02-17	UHC-53162-58	6282900092	7354 Mesa Dr, Scottsdale, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-419710	CLM	Abigail Arnnold	1943-01-12	—	7187396828	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-421914	CLM	Helen Mills	—	UHC-72226-56	6919339184	8254 Cedar Ln Apt 27, San Diego, CA, 92127	0.68	Date of birth unreadable Phone reformatted Unit split from street Whitespace trimmed
CLM-430659	CLM	Judith Schultz	—	UHC-26690-16	2745662670	1867 Pine Dr, Houston, TX, 77077	0.68	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased
CLM-430300	CLM	Andrea Martinez	1941-05-17	UHC-02997-04	5389124249	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-400756	CLM	Michelle C Roemro	1977-06-07	—	2656413121	923 Church St, Tampa, FL, 33681	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-409160	CLM	Evelyn Austin	1953-04-15	—	6654045053	6261 Church St, Gilbert, AZ, 85299	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
CLM-420192	CLM	Wei Miller	1949-03-27	—	6977770510	967 Canyon Rd # 466, Tempe, AZ, 85223	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-429290	CLM	Virginia Wong	1971-03-07	—	6714357218	6349 River Rd, Chandler, AZ	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
CLM-413564	CLM	Sophia V Roberts	1977-02-18	—	6162537893	—	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
CLM-421648	CLM	Aaron Johnston	1990-12-22	—	8618678536	721 Canyon Rd, Scottsdale, AZ, 85207	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-414472	CLM	Simmons David	1959-08-06	UHC-48775-80	6152117638	1491 Lake View Rd, Fresno, CA, 93713	0.70	Two-digit birth year Phone reformatted State name converted to code
CLM-428797	CLM	Russell Weaver	1962-04-14	UHC-60979-31	8425905281	3160 Pine Dr # 798, Phoenix, AZ, 85016	0.70	Name split from “Last, First”Phone reformatted Unit split from street
CLM-408025	CLM	Sophia Petesr	1943-03-13	UHC-41273-98	5542457781	1565 Bayshore Dr, Scottsdale, AZ, 85283	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-415720	CLM	Richard Riley	1989-01-11	UHC-00852-67	7702920735	4315 Pine Dr, Columbus, OH, 43292	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-416735	CLM	Omar Chavez	1976-12-25	UHC-90070-55	3699654622	2433 Baseline Rd, Seattle, WA, 98132	0.70	Two-digit birth year Phone reformatted Gender normalised
CLM-411648	CLM	Nicholas Ryan	2006-10-26	UHC-54730-66	9654173413	565 Sunset Blvd, Phoenix, AZ, 85030	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
CLM-416685	CLM	Nathan Reid	2008-12-27	UHC-64789-70	7248086884	7259 Mesa Dr, Glendale, AZ	0.70	Phone reformatted ZIP missing Gender normalised
CLM-407996	CLM	Stephen Herrera	1949-10-11	UHC-09183-29	7542809782	3354 Grand Ave, Nashville, TN, 37254	0.70	Phone reformatted State name converted to code Gender normalised
CLM-418976	CLM	Sharon Ortega	1972-05-08	UHC-75713-53	9366390348	9011 Willow Ct, Atlanta, GA, 30306	0.70	Phone reformatted State name converted to code Gender normalised
CLM-411833	CLM	Sarah Nguyen	2004-01-18	UHC-67677-60	8146241762	127 Lake View Rd Apt 20, Orlando, FL, 32822	0.70	Phone reformatted Unit split from street ZIP+4 trimmed
CLM-432690	CLM	Susan U Hart	1938-10-02	UHC-24309-19	3556006318	3896 Baseline Rd, Charlotte, NC, 28296	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-401373	CLM	Arjun Gardner	1987-08-28	UHC-24635-15	4878303467	—	0.70	Two-digit birth year Phone reformatted Gender normalised
CLM-415885	CLM	Christopher Nguyen	1994-01-27	UHC-96313-19	8878175500	1738 Meadow Ln, Tempe, AZ, 85265	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-431806	CLM	Christine B Cooper	1963-04-27	UHC-90180-01	8366767236	4649 Camelback Rd, Tampa, FL, 33646	0.70	Phone reformatted State name converted to code Gender normalised
CLM-426628	CLM	Abigail X Kelly	1976-04-18	UHC-81706-77	7883660688	9621 Park Pl, Mesa, AZ, 85242	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-419456	CLM	Sofia U Matthews	1948-02-23	UHC-59775-17	7109726382	6116 Harbor Blvd, Scottsdale, AZ, 85244	0.70	Name split from “Last, First”Middle initial moved out of first name Phone reformatted
CLM-427406	CLM	Jeff Crawford	1953-09-12	UHC-09449-40	9398889240	4512 Elm St, Nashville, TN, 37270	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-408256	CLM	Kayla Chen	1967-01-25	—	2378351439	8289 Main St, Nashville, TN, 37244	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412929	CLM	Megan Boyd	1991-11-04	UHC-11001-98	4176131011	4484 Bayshore Dr, Columbus, OH, 43238	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428742	CLM	Gregory V Luna	1966-07-21	UHC-06652-38	5112491982	1761 Canyon Rd, Phoenix, AZ, 85020	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-410568	CLM	Marilyn I Patterson	1997-01-05	UHC-43471-66	5688744256	9305 Meadow Ln, Orlando, FL, 32888	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-417732	CLM	Abigail S Harris	1956-03-04	UHC-15281-60	9179663308	5186 Washington St, Tucson, AZ, 85723	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431478	CLM	Richard Clark	1972-10-03	UHC-54936-57	7992782888	569 Forest Ave, Atlanta, GA, 30377	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-405607	CLM	Josh T Johnston	2000-11-19	UHC-20659-99	7685883071	6768 Jefferson Ave, Eden Prairie, MN, 55369	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429457	CLM	Harold Barnes	1995-04-05	—	8725208417	683 Hillcrest Rd, Jacksonville, FL	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
CLM-431467	CLM	Heather Kim	2006-01-04	UHC-33481-45	6318587406	4203 Harbor Blvd, Tempe, AZ, 85255	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-411099	CLM	Catherine Cunningham	1972-06-16	—	2168886127	615 River Rd, Sacramento, CA, 95837	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400060	CLM	Joyce A Contreras	1966-07-03	UHC-09400-72	6224547008	2980 Park Pl, Mesa, AZ, 85212	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-412739	CLM	Harold Patterzon	1940-03-26	UHC-04603-36	3754075325	226 Harbor Blvd, San Antonio, TX, 78260	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419982	CLM	Joseph S Carroll	1970-10-05	UHC-92686-44	3109269965	56 River Rd, Scottsdale, AZ, 85218	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-418661	CLM	Sean Montgomery	1939-06-25	UHC-97339-65	7949253606	284 Jefferson Ave, Charlotte, NC, 28298	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420353	CLM	Ralph Harrison	1982-05-22	UHC-94145-62	7274481723	7695 Union St, Austin, TX, 78783	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more

11,960 rows, page 80 of 240Previous Next