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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53924	TPA	Brandon Hanson	1958-11-20	—	6632974563	5096 Mesa Dr, Los Angeles, CA	0.34	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101241	ENR	Theresa J Santiago	1976-03-28	UHC-54775-90	4545358889	9056 Bayshore Dr Apt 29, Phoenix, AZ, 85029	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-419862	CLM	Wayne D Campbell	1980-01-10	UHC-79401-10	—	8279 Desert Sky Blvd # 844, Columbus, OH, 43231	0.34	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
CLM-419861	CLM	Wayne D Campbell	1980-01-10	UHC-79401-10	—	8279 Desert Sky Blvd # 844, Columbus, OH, 43231	0.34	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-133554	ENR	Larry K Grant	1947-01-22	UHC-85640-98	—	5685 Washington St, Austin, TX, 78785	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
CLM-403732	CLM	Jessica Alexander	1939-07-15	UHC-53980-36	6044701402	3491 Pine Dr # 497, Atlanta, GA, 30323	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
PRV-27787	PRV	Anna Ruiz	1956-06-02	—	4843439310	8106 Canyon Rd, Atlanta, GA, 30390	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-108485	ENR	Emma C Mejia	1988-07-09	UHC-62351-22	3322311436	3206 Baseline Rd, Tucson, AZ	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-409064	CLM	Gloria Murray	1944-07-13	UHC-15058-92	4448056028	4605 Cedar Ln, Chandler, AZ, 85218	0.34	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-414299	CLM	Marilyn Hicks	1943-02-26	UHC-38790-56	2029890959	4833 Mountain View Dr Apt 30, Austin, TX, 78799	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-130240	ENR	Arjun Lucas	1978-02-04	UHC-66384-38	6643524113	5563 Hillcrest Rd, Houston, TX	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-119137	ENR	Joice A Tran	1939-04-24	UHC-45030-13	5446290568	3124 Grand Ave # 749, Miami, FL, 33162	0.34	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
TPA-50477	TPA	Hiroshi Hernandez	—	—	7585566828	1528 Central Ave, Chandler, AZ, 85298	0.34	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
TPA-58188	TPA	Luis U Adams	1983-06-10	—	7242337381	6541 Palm Dr, Phoenix, AZ, 85078	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-415884	CLM	Christopher Nguyen	1994-01-27	UHC-96313-19	8878175500	1738 Meadow Ln # 202, Tempe, AZ	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-121107	ENR	Diego Vasquez	1958-07-25	UHC-30867-03	9742814555	8166 Meadow Ln, Miami, FL	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-403574	CLM	Sandra N Harper	—	UHC-48277-68	8012466003	7685 Jefferson Ave, Denver, CO	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-112665	ENR	Joseph V Williams	—	UHC-89119-13	5599403013	6312 Hillcrest Rd, Mesa, AZ, 85220	0.34	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
PRV-22221	PRV	Jeff Jensen	—	—	2764621789	6869 Willow Ct, Tempe, AZ, 85287	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-423468	CLM	Amy Jenkins	1970-03-01	UHC-40298-28	—	5235 Bayshore Dr, Eden Prairie, MN	0.34	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-431940	CLM	Diego P Dominguez	1985-01-01	UHC-90646-41	—	3937 Lake View Rd, Austin, TX, 78784	0.34	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
PRV-27979	PRV	Elizabeth Z Stephens	1940-06-08	—	8467206570	9528 Meadow Ln, Austin, TX	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-401171	CLM	Carl Cole	1943-08-19	UHC-70721-52	5512975381	7349 Ocean Ave, Denver, CO	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129194	ENR	Kathleen M Grant	1981-01-04	UHC-82215-77	4537391978	6912 Spring St, Eden Prairie, MN	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105285	ENR	Tyler Wiliams	2003-10-05	UHC-13381-07	8222200695	7374 Highland Ave, Seattle, WA, 98198	0.34	Two-digit birth year Street suffix standardised Address re-cased City re-cased+5 more
ENR-140846	ENR	Jean X McCy	1963-12-09	UHC-59244-39	5507371454	343 Maple Ave, Tampa, FL	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-138932	ENR	Rachel Lawson	1999-11-24	UHC-70107-86	4426566475	5424 Washington St, Austin, TX, 78740	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-406211	CLM	Pamela Hill	1943-02-01	UHC-49585-16	—	2806 Forest Ave, Fresno, CA, 93749	0.34	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
CLM-404808	CLM	Michelle I Fowler	1981-09-08	UHC-63795-99	—	2988 Central Ave, Phoenix, AZ, 85015	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-27943	PRV	Isabella Singh	1949-11-14	UHC-14951-40	—	8764 Baseline Rd # 853, Columbus, OH	0.34	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
CLM-420830	CLM	Sean N Chapman	2002-02-14	—	5998998129	6702 Church St Apt 7, Minneapolis, MN	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
PRV-24421	PRV	Bradley Vasquez	2002-07-21	UHC-93444-31	8982551819	8359 Market St Apt 29, Tampa, FL, 33607	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
CLM-426467	CLM	Luis Mendoza	1994-01-21	UHC-97432-01	5516170852	2719 Church St, Chandler, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-120967	ENR	Janice Owens	1954-05-25	UHC-11376-27	—	1736 Harbor Blvd, Jacksonville, FL, 32284	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-119996	ENR	Andy O Snyder	1994-12-28	UHC-14716-78	2634278080	5242 River Rd, Eden Prairie, MN, 55358	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-407483	CLM	Jeremy R Patel	1990-06-20	UHC-07309-11	2818759233	9506 Meadow Ln, Miami, FL, 33164	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-407482	CLM	Jeremy R Patel	1990-06-20	UHC-07309-11	2818759233	9506 Meadow Ln, Miami, FL, 33164	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
TPA-62335	TPA	Nicholas Jackson	1987-08-03	—	5773694218	1109 Maple Ave # 558, Chandler, AZ, 85260	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-61321	TPA	Jack Kennedy	1955-03-14	—	—	1930 Valley View Dr, Orlando, FL, 32880	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
PRV-20638	PRV	Bryan Payne	1956-12-24	—	—	5689 Jefferson Ave, Seattle, WA, 98150	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
CLM-401260	CLM	Nancy Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL, 32816	0.34	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
TPA-63630	TPA	Julia Reyes	—	—	—	4574 Harbor Blvd, San Antonio, TX, 78214	0.34	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
TPA-56487	TPA	Keith Santos	1994-12-12	—	9236565752	153 Ridge Rd, Chandler, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-409469	CLM	Laura S Dunn	1976-02-22	UHC-44881-02	6166557095	8838 Park Pl # 812, Mesa, AZ	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-118837	ENR	Wayne James	—	UHC-68623-27	9867199525	75 Willow Ct, Gilbert, AZ	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-59438	TPA	Ronald Guerrero	1953-09-22	—	8149949320	8347 Market St # 779, Scottsdale, AZ, 85262	0.34	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-124171	ENR	Theresa T Cooper	1955-01-21	UHC-72449-82	4055367414	5258 Lake View Rd, Tempe, AZ	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-402743	CLM	Harold T Welch	1941-11-24	UHC-33123-36	2585733297	3308 Desert Sky Blvd, Chandler, AZ, 85289	0.34	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+5 more
CLM-401374	CLM	Willie Valdez	1943-12-12	UHC-40042-33	5905463036	4034 River Rd, Minneapolis, MN, 55475	0.34	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+5 more
PRV-20864	PRV	Juan S Silva	1974-10-08	—	6512826389	5111 Mountain View Dr # 820, Las Vegas, NV, 89175	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more

71,257 rows, page 6 of 1,426Previous Next