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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50863	TPA	Vincent Salazar	1995-11-20	—	8403656368	5492 Meadow Ln, Eden Prairie, MN, 55335	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
TPA-54385	TPA	Harold Russell	1981-06-04	—	—	9253 Palm Dr, Sacramento, CA, 95870	0.36	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-22958	PRV	Rob Phillips	1943-11-04	—	7325472007	4709 Indian School Rd, Scottsdale, AZ, 85255	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-111423	ENR	Ahhmed Porter	1967-06-01	UHC-71899-05	8098476690	5656 Mountain View Dr, Gilbert, AZ, 85299	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26301	PRV	Sandra Fostre	2001-07-19	—	8917708882	2551 Pine Dr, Columbus, OH	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427494	CLM	Frances Morales	1946-02-05	UHC-02273-82	—	7735 Broadway, Seattle, WA	0.36	Name split from “Last, First”Address re-cased City re-cased State name converted to code+4 more
ENR-129959	ENR	Steven D McDonald	2000-11-28	UHC-80624-66	3519482263	1739 Canyon Rd, San Diego, CA, 92188	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121232	ENR	Benjamin V Hunter	1963-06-25	UHC-63710-50	2529847639	984 Grand Ave, Dallas, TX	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412631	CLM	Nancy Richardson	2005-07-04	UHC-90846-48	7873241537	8986 Willow Ct, Houston, TX, 77006	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
PRV-21012	PRV	Frank Thompson	1992-04-06	—	4469309182	7457 Spring St # 719, Tucson, AZ, 85710	0.36	Phone reformatted Unit split from street City re-cased State name converted to code+4 more
ENR-117687	ENR	Jeremy X Armstrong	1989-04-21	UHC-07659-04	7188070514	9463 Harbor Blvd, Plano, TX, 75051	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-420006	CLM	Angela Sims	2005-08-22	UHC-18156-01	9717849078	429 Main St, Minneapolis, MN, 55454	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136984	ENR	Angela Sanchez	1942-02-16	UHC-98746-71	2863783089	6275 Oak St, Las Vegas, NV	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126136	ENR	Elizabeth V Specner	1989-01-14	UHC-10467-32	3175239732	6879 Willow Ct, Los Angeles, CA, 90062	0.36	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-63759	TPA	Paul Castillo	1988-01-11	—	7354933532	5161 Mountain View Dr, Tucson, AZ, 85794	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23147	PRV	Dennis Watkins	—	UHC-79949-24	6856394199	7949 Jefferson Ave, San Diego, CA, 92197	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-50402	TPA	Aaron Payne	—	—	—	9763 Indian School Rd, Glendale, AZ, 85375	0.36	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+4 more
PRV-23856	PRV	Wayne T Pierce	2007-03-17	UHC-88124-91	2775076446	8049 Highland Ave, Dallas, TX	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-24529	PRV	George Hall	2008-02-17	—	—	6086 Maple Ave, Dallas, TX, 75269	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-137928	ENR	Gloria Espinoza	1977-04-17	UHC-19393-67	4345353258	2480 Canyon Rd, Denver, CO, 80237	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-55172	TPA	Tyler Welch	1965-03-01	UHC-94529-67	3354203089	2593 Spring St Apt 26, Gilbert, AZ, 85256	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-118151	ENR	Teresa S Adams	2005-02-23	UHC-94349-39	5178129738	2357 Camelback Rd, Charlotte, NC, 28211	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-129069	ENR	Isabella F Gomez	1998-10-10	UHC-64666-87	—	6632 Union St # 321, Jacksonville, FL, 32212	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-129070	ENR	Isabella F Gomez	1998-10-10	UHC-64666-87	—	6632 Union St # 321, Jacksonville, FL, 32212	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-116609	ENR	Janet J Young	1976-05-24	UHC-69097-81	2425705194	3328 Oak St, Nashville, TN, 37280	0.36	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
CLM-417023	CLM	Jeremy Singh	1972-01-20	UHC-23990-52	—	5535 Bayshore Dr, Atlanta, GA, 30387	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-125495	ENR	Carlos Howard	1959-05-04	UHC-62694-54	9797037808	3073 Sage Ct, Fresno, CA	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-426103	CLM	Diana V Walker	1939-03-20	UHC-90580-27	2614152543	2920 Park Pl, Dallas, TX, 75236	0.36	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-134778	ENR	Kevin Freeman	—	UHC-75530-98	—	7508 Oak St, Mesa, AZ, 85247	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-120057	ENR	Johnston Randy	1978-02-22	UHC-32459-34	9422433386	5415 Pine Dr, Tempe, AZ, 85297	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430053	CLM	Jacqueline McCoy	2007-09-05	—	—	3375 Willow Ct, Columbus, OH, 43246	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-138394	ENR	Karen A Lane	1975-08-15	UHC-33643-01	6967369936	6015 Camelback Rd # 932, Eden Prairie, MN, 55378	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-135300	ENR	Camila E Rodriguez	1945-09-18	UHC-63430-90	—	4784 Baseline Rd, Phoenix, AZ	0.36	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+4 more
CLM-411189	CLM	Dot T Richardson	1948-07-07	—	—	9509 Indian School Rd Apt 35, Charlotte, NC, 28278	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-103351	ENR	Christopher Y Perry	1981-12-03	UHC-95693-07	4438076499	2218 Apache Blvd, Nashville, TN, 37233	0.36	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-114681	ENR	Kevin L Soot	1955-12-09	UHC-69990-78	4152597720	3195 Meadow Ln, San Antonio, TX, 78261	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-138629	ENR	Timothy V Jacobs	1971-04-01	UHC-40832-18	5884176875	507 Bayshore Dr, Sacramento, CA, 95894	0.36	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-409048	CLM	Ralph Simpson	1938-03-20	UHC-13940-20	—	4591 Park Pl, Phoenix, AZ, 85087	0.36	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-128063	ENR	Emily Baker	1967-12-01	UHC-95533-24	3546649408	425 Jefferson Ave, Los Angeles, CA	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53810	TPA	Shirley Hunt	1958-09-01	—	—	1390 Indian School Rd # 884, Fresno, CA	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-57213	TPA	Cynthia Brooks	1971-07-03	—	4827556163	9713 Park Pl # 934, Minneapolis, MN, 55410	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-50001	TPA	Mark Palmer	2003-04-05	UHC-34757-79	8117668647	6814 Baseline Rd, Dallas, TX	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100861	ENR	Frank G Armstrong	1968-05-17	UHC-33013-45	2033644757	2593 Lincoln Way, Tempe, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-400627	CLM	Jesse Price	—	UHC-05475-09	—	5432 Highland Ave, Mesa, AZ	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-128259	ENR	Natalie E Johnson	1968-10-03	UHC-69553-31	4204837222	3534 Sunset Blvd, Los Angeles, CA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404297	CLM	—Junk	1965-03-12	—	6817966665	9269 Grand Ave, Houston, TX, 77086	0.36	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-425438	CLM	Donna Hicks	1952-04-13	UHC-61983-32	2439311212	2177 Highland Ave # 112, Tempe, AZ, 85215	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118740	ENR	Judith X Gomez	1944-02-18	UHC-71940-96	5142752655	7594 Pine Dr Apt 27, Denver, CO, 80231	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-60805	TPA	Angela Henry	1969-08-26	—	—	8514 Desert Sky Blvd, San Antonio, TX, 78276	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430517	CLM	Carol Carter	1974-11-05	UHC-97175-90	—	6492 Washington St, Chandler, AZ	0.36	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more

16,828 rows, page 12 of 337Previous Next