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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413030	CLM	Larry Garcia	1966-06-25	UHC-28303-69	—	5239 Jefferson Ave, Tempe, AZ, 85207	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-429391	CLM	Emily Roberts	1955-07-11	—	9565286935	6341 Meadow Ln, Tucson, AZ, 85745	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416644	CLM	Susan Howadr	1985-08-06	UHC-50641-01	4784911931	6781 Forest Ave, Phoenix, AZ, 85059	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415436	CLM	Matthew Gilbert	1950-10-25	UHC-74569-95	—	8101 Bayshore Dr, San Diego, CA, 92198	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-405108	CLM	Walter S Wallace	1947-11-07	UHC-21909-81	6117535138	4602 Washington St, Tampa, FL, 33666	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-409317	CLM	Julie Reynolds	2003-09-10	—	—	9505 Meadow Ln, Seattle, WA, 98136	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402770	CLM	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-424441	CLM	Kenneth Daniels	1986-12-06	—	3872567309	3524 Central Ave, Orlando, FL, 32837	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428393	CLM	Aaron Gonzalez	1962-11-03	—	2538912028	9680 Mountain View Dr, Seattle, WA, 98103	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420760	CLM	Larry Gordon	1942-10-07	UHC-57084-06	3192964336	3764 Canyon Rd, Atlanta, GA, 30331	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-417113	CLM	Alan Lane	1982-06-10	UHC-36065-99	8393582959	3933 Pine Dr, Plano, TX, 75096	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418280	CLM	Beerly Moreno	1956-04-28	—	2828058561	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-405800	CLM	Julia McDonald	1999-01-04	UHC-38336-75	9039003988	9310 Washington St, Houston, TX, 77028	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427334	CLM	Abigail Stephens	1949-09-04	UHC-27778-62	3274791689	7724 Camelback Rd, Plano, TX, 75070	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408491	CLM	Stephen Ptael	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400451	CLM	Margaret K Chavez	1951-03-19	UHC-92419-11	8756610430	5663 Spring St, Minneapolis, MN, 55457	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425177	CLM	James Y Richardson	1943-05-17	UHC-80635-16	—	4127 Highland Ave, Gilbert, AZ, 85229	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-420860	CLM	Diego Matthews	1938-12-01	UHC-11271-69	—	4858 Mountain View Dr, Tucson, AZ, 85708	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417569	CLM	Stephen Carpenter	1973-02-04	UHC-76604-67	4632820237	1248 Union St, Sacramento, CA, 95864	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418339	CLM	Aaron Torres	2005-10-11	—	—	6393 Mountain View Dr, Minneapolis, MN, 55468	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430008	CLM	Jacqueline Hansen	1998-02-28	—	—	7272 Forest Ave, Minneapolis, MN, 55437	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402164	CLM	Brenda Campbell	2004-07-04	UHC-47470-58	5679285712	9082 Lincoln Way, Houston, TX, 77028	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-402109	CLM	Emily Adams	2000-07-22	—	4666348658	9365 Sage Ct, Orlando, FL, 32823	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400927	CLM	Priya Chen	1999-03-03	UHC-87411-86	—	6678 Ridge Rd, Nashville, TN, 37262	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410384	CLM	Mark Patterson	1976-09-13	—	—	6095 Desert Sky Blvd, Denver, CO, 80289	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414197	CLM	Kathryn A Ortiz	1976-06-15	—	8023072830	2638 Indian School Rd, Austin, TX, 78777	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406690	CLM	Raymnd Rodriguez	—	UHC-81501-18	7043124628	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+2 more
CLM-404803	CLM	Kyle Romero	1943-05-03	—	—	7259 Lincoln Way, Minneapolis, MN, 55484	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428335	CLM	Joyce Z Wong	1947-06-23	UHC-83210-22	9502079885	3082 Meadow Ln, San Diego, CA, 92164	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429857	CLM	Noah Campbell	1961-12-01	UHC-25272-68	3033863621	7910 Harbor Blvd, Orlando, FL, 32880	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-410227	CLM	Loir Cooper	1954-12-05	—	—	7740 Washington St, Las Vegas, NV, 89191	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-410144	CLM	William Contreras	2002-04-08	—	2025322515	3013 Grand Ave, Seattle, WA, 98116	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418940	CLM	Helen Johnson	1977-05-18	—	7329415849	9802 Bayshore Dr, Los Angeles, CA, 90019	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400498	CLM	Mariana Shaw	1952-02-14	UHC-69035-21	5765550410	1064 Oak St, Denver, CO, 80287	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-424164	CLM	Larson Gary	1949-11-11	—	—	8955 Canyon Rd, Atlanta, GA, 30374	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-418328	CLM	Hannah Willis	1973-05-27	—	9126050434	9616 Harbor Blvd, Phoenix, AZ, 85023	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-408470	CLM	Alice Salezar	2002-02-23	—	—	7779 Maple Ave, Mesa, AZ, 85223	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-427036	CLM	Aisha Cunningham	1996-12-02	UHC-04872-68	2372707273	3681 Union St, Dallas, TX, 75267	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402746	CLM	Yki Collins	1983-01-13	UHC-91200-07	—	1167 Camelback Rd, Jacksonville, FL, 32248	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401962	CLM	Mateo Stewart	1957-12-19	UHC-20020-02	—	6550 Jefferson Ave, Denver, CO, 80261	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted State code upper-cased+1 more
CLM-408377	CLM	Ralph Z Graham	1981-01-27	UHC-10242-73	—	3792 Palm Dr, San Diego, CA, 92127	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404409	CLM	Matthew Y White	1973-02-19	—	—	8059 Valley View Dr, Gilbert, AZ, 85224	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424538	CLM	Mark E Scott	1987-01-02	—	7438397420	4446 Washington St, Tucson, AZ, 85792	0.66	Name split from “Last, First”Phone reformatted 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
CLM-412806	CLM	Matthew B Phillips	1974-09-16	UHC-56067-41	3757864725	9725 Jefferson Ave, Austin, TX, 78755	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402851	CLM	Olivia Chapman	1975-01-18	—	6167377091	9683 Market St, Eden Prairie, MN, 55397	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423688	CLM	Aaron E Johnson	1978-11-04	—	4347922415	9581 Indian School Rd, San Antonio, TX, 78283	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400392	CLM	Ethan Lewis	1948-02-25	UHC-22221-92	—	5473 Lincoln Way, Houston, TX, 77041	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430048	CLM	Martha O Powell	2008-12-24	—	2216068204	6225 Church St, Nashville, TN, 37214	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

3,226 rows, page 30 of 65Previous Next