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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139456	ENR	Betty Anderson	1953-07-18	UHC-04639-90	3706853205	1802 Palm Dr, Charlotte, NC, 28285	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114553	ENR	William W Nelson	1990-03-10	UHC-80705-35	6682891329	2497 Central Ave, Dallas, TX, 75213	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425448	CLM	Luis Garza	1999-10-08	—	—	6467 Pine Dr, Nashville, TN, 37258	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-63951	TPA	Saarh Cook	2000-11-01	—	—	103 Grand Ave, Dallas, TX, 75219	0.38	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-425447	CLM	Sarah Bailey	1971-09-27	UHC-07917-53	—	5551 Washington St # 479, Dallas, TX, 75228	0.38	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-112268	ENR	Ryan Reynolds	1936-06-06	UHC-66475-43	2264958632	7232 Palm Dr # 489, Plano, TX, 75088	0.38	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-127556	ENR	Angela Q Williamson	1947-10-26	UHC-83917-22	3385373086	6565 Baseline Rd Apt 16, Phoenix, AZ, 85072	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-59694	TPA	Kimberly Hoffman	—	—	—	3254 Jefferson Ave Apt 32, San Diego, CA, 92141	0.38	Date of birth reformatted Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-113140	ENR	Linda B Reid	1978-11-23	UHC-35716-54	4862339430	6383 Market St, Tempe, AZ, 85242	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114005	ENR	Amanda B Hunt	1946-08-22	UHC-44646-26	—	88 Broadway, Jacksonville, FL, 32228	0.38	Name re-cased Two-digit birth year Phone missing area code Address re-cased+3 more
ENR-118182	ENR	Carlo F Rodriguez	1988-03-21	UHC-06063-90	5852069866	1060 Washington St, Tempe, AZ, 85251	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405049	CLM	Timothy Lopez	—	UHC-58975-81	5136726619	9308 Meadow Ln, Nashville, TN, 37271	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413769	CLM	Beth Contreras	—	UHC-92452-26	—	5635 Sunset Blvd, Fresno, CA, 93719	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-142566	ENR	Linda Hawkins	2003-08-25	UHC-13331-05	4353771048	9606 Oak St, Tempe, AZ, 85276	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419690	CLM	Charles Ray	1954-11-10	—	—	8155 Harbor Blvd, Mesa, AZ, 85282	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-57958	TPA	Maria Stephens	1962-09-24	—	—	6297 Washington St, Plano, TX, 75044	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422797	CLM	Shirley Hunter	1958-03-17	UHC-87251-20	8344662722	4214 Spring St, San Diego, CA, 92173	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-116236	ENR	Catherine Y Jamse	1988-09-11	UHC-83902-40	—	6878 Ridge Rd, Austin, TX, 78756	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
ENR-122851	ENR	Austin C Richards	—	UHC-80985-56	7923532976	9292 Forest Ave, Seattle, WA, 98168	0.38	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-403019	CLM	Nancy S Vazquez	1967-08-27	UHC-61543-39	—	4030 Maple Ave Apt 21, Scottsdale, AZ, 85207	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138555	ENR	Beverly T Garrett	1958-12-03	UHC-81988-70	9237699337	3178 Baseline Rd, Chandler, AZ, 85295	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62619	TPA	Nathan Bryant	1962-12-05	—	—	6883 Main St, Jacksonville, FL, 32216	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-416908	CLM	Mariana Montgomery	1976-07-26	UHC-28635-58	—	2287 Main St # 803, Las Vegas, NV, 89188	0.38	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429879	CLM	Julie Pena	1994-12-14	—	—	9289 Ridge Rd, Atlanta, GA, 30309	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126798	ENR	Patrick L Chavez	1957-09-23	UHC-06289-61	4146813859	6009 Baseline Rd, Denver, CO, 80283	0.38	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108540	ENR	Jordan V Garcia	1983-04-26	UHC-92335-51	5989909297	8139 Harbor Blvd, Chandler, AZ, 85267	0.38	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138365	ENR	George Q Howell	1984-03-09	UHC-38278-48	2618974828	9286 Baseline Rd, Mesa, AZ, 85207	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142863	ENR	Robert T Ray	1986-11-19	UHC-38009-75	7018501011	9442 Pine Dr # 634, Seattle, WA, 98128	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410113	CLM	Gerald Chavez	—	UHC-99698-91	4268273256	6886 Central Ave, Seattle, WA, 98186	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-432411	CLM	Edward Michell	2000-06-12	UHC-60479-18	—	6374 Park Pl, Mesa, AZ, 85219	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408131	CLM	Isabella Stephens	—	UHC-87565-33	—	7416 Lincoln Way, Gilbert, AZ, 85296	0.38	Date of birth unreadable Member ID reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-419389	CLM	Shirley Gutierrez	—	—	—	2473 Willow Ct, San Antonio, TX, 78276	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
ENR-116330	ENR	Judy K Jimenez	—	UHC-73726-15	3739974886	2760 Mesa Dr, Gilbert, AZ, 85297	0.38	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55834	TPA	Willie Hicks	1962-04-17	UHC-95705-04	—	5869 Lincoln Way, Los Angeles, CA, 90031	0.38	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+3 more
CLM-430891	CLM	Chris K Yang	1961-08-27	—	—	6043 Church St, Chandler, AZ, 85289	0.38	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-411819	CLM	Christina Mendoza	1999-08-17	UHC-20663-15	—	4058 Washington St, Tempe, AZ, 85259	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27706	PRV	Richard Espinoza	1957-05-16	—	—	2683 Mesa Dr, Seattle, WA, 98161	0.38	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-105930	ENR	Nathan W Clark	1967-04-01	UHC-59130-67	—	9074 Hillcrest Rd, Denver, CO, 80202	0.38	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128781	ENR	Katherine Garrett	1995-02-20	UHC-28181-31	3254585437	6193 Pine Dr, San Antonio, TX, 78259	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24507	PRV	Kathryn Contreras	1952-04-19	UHC-21639-91	—	6059 Ridge Rd, Columbus, OH, 43252	0.38	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-63461	TPA	Santiago Hansen	—	—	—	8566 Central Ave, San Antonio, TX, 78296	0.38	Name re-cased Date of birth missing State name converted to code ZIP+4 trimmed+3 more
ENR-134469	ENR	Isabella P Le	1964-04-04	UHC-19469-80	—	670 Mountain View Dr, Tampa, FL, 33606	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-131746	ENR	Mei King	1976-07-28	UHC-86475-61	6807446414	6872 Washington St, Tucson, AZ, 85726	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134632	ENR	Bradley E Wells	1969-03-22	UHC-90993-50	5417821079	3903 Elm St, Miami, FL, 33149	0.38	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25412	PRV	Bruce Olson	1938-06-21	UHC-09197-07	—	2751 Ridge Rd, Seattle, WA, 98165	0.38	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+3 more
ENR-123094	ENR	Juan S Holmes	1993-11-20	UHC-53444-10	9037574085	9861 Willow Ct, Tucson, AZ, 85797	0.38	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-100478	ENR	NJunk	1951-03-21	UHC-94513-70	4908389410	9531 Central Ave, Atlanta, GA, 30370	0.38	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-431969	CLM	Randy Foster	2000-01-18	UHC-46657-20	—	8906 Palm Dr, Denver, CO, 80215	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116934	ENR	Joyce Martin	1989-03-11	UHC-35985-56	—	4978 Mountain View Dr, Eden Prairie, MN, 55366	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-111314	ENR	Joshua Holmes	1977-04-20	UHC-28099-06	7197086582	2964 Bayshore Dr, Mesa, AZ, 85270	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

8,263 rows, page 9 of 166Previous Next