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-432509	CLM	Kevin Johnston	1956-06-01	—	3885379182	8262 Maple Ave # 382, Fresno, CA, 93752	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-425753	CLM	Abigail Grant	1953-02-13	UHC-92965-83	2228281112	7908 Hillcrest Rd Apt 30, Tempe, AZ, 85253	0.48	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-416714	CLM	Elijah Torres	1968-03-21	UHC-90396-64	—	7315 Church St Apt 32, Eden Prairie, MN, 55333	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-400514	CLM	Kimberly S Henry	1947-09-26	—	7369375607	5008 Desert Sky Blvd Apt 31, Miami, FL	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-430538	CLM	Dennis F Watson	1960-02-18	UHC-66816-88	—	3612 Highland Ave # 335, Chandler, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+4 more
CLM-421800	CLM	—Junk	1967-12-18	UHC-60213-77	7359902102	1681 River Rd # 342, Scottsdale, AZ, 85221	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-408317	CLM	Aaron Murphy	1951-03-16	UHC-20453-66	—	8883 Canyon Rd # 127, Nashville, TN, 37236	0.48	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
CLM-406376	CLM	Brian Patel	2004-10-26	UHC-04047-38	—	2330 Maple Ave Apt 21, Orlando, FL, 32876	0.48	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+4 more
CLM-408904	CLM	Marcus Snyder	1958-10-04	UHC-27788-70	—	7609 Central Ave Apt 1, Tampa, FL, 33672	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-422253	CLM	Ruth Ford	1973-12-26	UHC-28799-29	7219563712	3627 Desert Sky Blvd # 429, Tempe, AZ, 85217	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-411367	CLM	Jonathan Wheeler	2007-10-20	—	—	8429 Hillcrest Rd # 900, Scottsdale, AZ, 85285	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-422595	CLM	Teresa H West	1965-11-01	UHC-07289-33	—	5088 Main St Apt 27, Mesa, AZ, 85245	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-426268	CLM	Bryan Y Bradley	1987-05-12	—	2126093209	5040 Oak St Apt 38, Miami, FL, 33161	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-411735	CLM	Juan F Kelly	2002-07-25	—	2058588693	1899 Maple Ave Apt 14, Dallas, TX	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-419949	CLM	Evelyn Le	1993-12-09	UHC-70727-05	5342195395	1620 Central Ave # 910, Glendale, AZ, 85349	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-409716	CLM	Chheryl Grraham	1981-01-16	UHC-72022-38	9784971779	6905 Elm St Apt 25, Minneapolis, MN, 55411	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-423576	CLM	Peter Hernandez	1986-02-20	UHC-11079-43	—	7574 Baseline Rd # 842, Gilbert, AZ, 85204	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-420507	CLM	Judith H Sanchez	1994-04-11	—	3222076248	6227 Main St # 475, Charlotte, NC, 28201	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-432176	CLM	Anthony Park	2001-02-22	—	—	379 Oak St Apt 20, Dallas, TX, 75231	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-424333	CLM	Sofia Patel	2000-03-25	—	2619156113	5736 Ocean Ave Apt 15, Chandler, AZ, 85298	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-405740	CLM	Bobby Mason	2003-05-20	UHC-43823-71	—	2306 Mesa Dr Apt 12, Charlotte, NC, 28203	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-416814	CLM	Lori J Cruz	1990-04-25	UHC-87156-17	—	6582 Sage Ct # 449, Eden Prairie, MN, 55387	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-430627	CLM	Edward A Hunt	1999-06-24	—	9463364219	2783 Bayshore Dr # 610, Atlanta, GA, 30385	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-422114	CLM	Gloria Brooks	1946-03-27	—	—	9448 Cedar Ln Apt 27, Orlando, FL, 32813	0.48	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more
CLM-424176	CLM	Priya Ford	1969-05-03	UHC-66719-80	—	6295 Indian School Rd Apt 11, Denver, CO, 80256	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-425463	CLM	Teresa T Powell	1981-09-23	—	8253675625	6134 Cedar Ln Apt 22, Orlando, FL, 32863	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-405637	CLM	Brandon Snydre	1968-12-04	UHC-55662-93	—	8063 Pine Dr # 281, Nashville, TN, 37248	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-416946	CLM	Ralph Montgomery	—	—	—	4474 Sage Ct Apt 36, Mesa, AZ, 85254	0.48	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
CLM-431815	CLM	Chharles Clark	1989-03-17	UHC-21985-17	8814692770	8197 Mesa Dr # 112, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-431020	CLM	Sarah S Dunn	—	UHC-26514-98	2545140687	4136 Grand Ave Apt 5, Dallas, TX, 75268	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-403225	CLM	Michael Campbell	2005-09-05	UHC-94863-84	—	1057 Maple Ave Apt 29, Austin, TX, 78731	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-404187	CLM	Sharon Santos	1990-01-28	UHC-46936-59	—	6404 Bayshore Dr # 971, Denver, CO	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-420146	CLM	Susan Yang	2000-01-13	UHC-21009-42	4769869935	3414 Church St # 502, Jacksonville, FL, 32295	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-423616	CLM	Austin Harvey	1988-02-02	UHC-73934-26	—	8260 Main St # 666, Denver, CO	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-425703	CLM	Kayla Willis	1944-09-11	UHC-95285-80	—	7871 Ridge Rd # 923, Tampa, FL, 33616	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-416612	CLM	Elijah Burke	2003-04-06	UHC-58551-91	—	7099 Elm St Apt 9, Glendale, AZ, 85360	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-401125	CLM	Jordan Welch	2001-11-13	UHC-43144-83	—	2704 Maple Ave # 582, Denver, CO, 80226	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-403044	CLM	Brittany Kim	1958-12-16	UHC-44063-25	—	6440 Central Ave Apt 9, Houston, TX, 77010	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-414018	CLM	Mariana R Snatiago	2006-11-22	UHC-36282-56	5317807023	4386 Jefferson Ave Apt 23, Tucson, AZ, 85737	0.48	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-426850	CLM	Kathryn Thompson	1988-02-25	UHC-66658-75	3849909239	9214 Forest Ave # 804, Minneapolis, MN, 55416	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-427134	CLM	Carolyn Sullivan	1992-02-06	UHC-26152-56	9034196631	695 Indian School Rd Apt 18, Tempe, AZ, 85280	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-413596	CLM	Amanda Y McCoy	1969-01-12	UHC-80480-01	8678939961	428 Mesa Dr # 176, Houston, TX, 77016	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-402040	CLM	Mark Palmer	2008-07-25	—	6604513054	6191 Oak St Apt 3, Gilbert, AZ, 85298	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-419757	CLM	Lukia Patel	1982-11-08	UHC-19806-99	5209253553	3367 Meadow Ln Apt 11, Atlanta, GA	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-429938	CLM	Lauren I Johnson	1991-06-20	UHC-39409-51	—	1441 Central Ave Apt 3, Tempe, AZ, 85200	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-419012	CLM	George Washington	1982-02-08	UHC-44790-08	—	3555 Grand Ave Apt 12, Miami, FL, 33122	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
CLM-415017	CLM	Arthur Harvey	1976-03-14	UHC-78370-21	9046983922	5334 Elm St # 811, Seattle, WA, 98104	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-400262	CLM	Ronald Estrada	1972-07-19	—	—	8013 Market St # 880, Mesa, AZ, 85296	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-414052	CLM	Isabella Z Watkins	1967-06-02	UHC-63631-99	—	1407 Ocean Ave # 261, Mesa, AZ, 85223	0.48	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+4 more
CLM-430059	CLM	Christine Phillips	1989-02-18	UHC-86842-73	—	3969 Hillcrest Rd # 129, Gilbert, AZ, 85291	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more

2,038 rows, page 6 of 41Previous Next