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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25134	PRV	Andy Johnson	1988-02-15	—	—	845 Pine Dr, Plano, TX, 75013	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-61706	TPA	Thomas Sims	1971-03-19	—	—	4750 Grand Ave Apt 26, Orlando, FL, 32898	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126632	ENR	Martha Y Nichols	1989-04-27	UHC-63051-72	—	1787 Jefferson Ave, Mesa, AZ, 85240	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-429753	CLM	Joseph Brooks	1949-02-20	UHC-78973-47	—	4944 Lake View Rd, Tampa, FL, 33658	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-415330	CLM	Bruce Bryant	2000-04-09	UHC-31867-72	—	9841 Meadow Ln, Chandler, AZ, 85236	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-136049	ENR	Yuki N Burton	2001-06-17	UHC-06392-96	—	1866 Willow Ct, Tempe, AZ, 85244	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-130089	ENR	Mark A Garrett	1994-11-07	UHC-56857-90	—	9121 Jefferson Ave, Houston, TX, 77095	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50598	TPA	Andrea McDonald	1960-02-20	—	—	8541 Camelback Rd, Tempe, AZ, 85238	0.54	Two-digit birth year State name converted to code Email lower-cased Gender normalised+1 more
ENR-137072	ENR	Ryan S Walker	1979-07-19	UHC-79552-94	5897311153	9299 Hillcrest Rd, Las Vegas, NV, 89102	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-425884	CLM	Raymond Jenkins	2004-03-16	—	—	669 Washington St, Plano, TX, 75097	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-422655	CLM	Olivia McCoy	1969-04-26	UHC-44552-76	—	7460 Highland Ave, Minneapolis, MN, 55445	0.54	Name split from “Last, First”Two-digit birth year State code upper-cased Gender normalised+1 more
ENR-132228	ENR	Valentina Kennedy	1943-08-06	UHC-03137-73	3525145253	5500 Ocean Ave, Glendale, AZ, 85369	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104553	ENR	Chrristian V Munoz	1992-02-12	UHC-66109-89	—	1973 Cedar Ln, Sacramento, CA, 95894	0.54	Two-digit birth year SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-112775	ENR	Diane Dellgado	1973-05-02	UHC-09723-27	—	8266 Elm St, San Antonio, TX, 78248	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-20681	PRV	Johnston Lawrence	1952-10-18	—	5238041388	5968 Park Pl, Chandler, AZ, 85223	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-23297	PRV	Jacob X Rios	2008-04-24	UHC-73234-71	3502545508	3158 Canyon Rd, Orlando, FL, 32863	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-122427	ENR	Emily E Wallace	1997-05-22	UHC-54030-64	5119659260	189 Palm Dr, Scottsdale, AZ, 85283	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-111244	ENR	Susan Z Sims	1958-07-18	UHC-18790-43	6922762134	2297 Elm St, Austin, TX, 78742	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-137147	ENR	Doris Brooks	1945-09-21	UHC-60379-29	7549480379	7254 Spring St, Dallas, TX, 75263	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56746	TPA	George Dominguez	2001-04-12	—	—	974 Sage Ct, Seattle, WA, 98194	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-142723	ENR	Ruth Jordan	2005-02-16	UHC-16459-44	—	6914 Sage Ct Apt 30, Sacramento, CA, 95894	0.54	Name re-cased Two-digit birth year Unit split from street Gender normalised+1 more
PRV-22893	PRV	Evelyn Gardner	1981-08-14	UHC-86706-87	7355625257	7508 Highland Ave, Los Angeles, CA, 90020	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
PRV-23588	PRV	Willie Armsttrong	1957-11-18	UHC-69417-66	—	5056 Market St, Las Vegas, NV, 89173	0.54	Name split from “Last, First”Two-digit birth year Phone missing area code Whitespace trimmed+1 more
TPA-57227	TPA	Gregory Campbell	2003-06-18	—	6878780418	6371 Mountain View Dr, Austin, TX, 78791	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-136140	ENR	Brian Patel	1955-12-13	UHC-11526-69	8403111600	2765 Lincoln Way Apt 17, Charlotte, NC, 28200	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-103734	ENR	Randy Tucker	1974-05-03	UHC-77271-97	—	8420 Central Ave, Jacksonville, FL	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-118759	ENR	Adam H Harper	1995-09-18	UHC-83331-37	—	2959 Mountain View Dr, Tempe, AZ, 85221	0.54	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-131551	ENR	Kathryn Ross	1957-08-13	UHC-29384-14	7675614467	6403 Mesa Dr Apt 4, Dallas, TX, 75258	0.54	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+1 more
ENR-141959	ENR	Cheryl M Romero	1981-03-12	UHC-34011-49	3046088910	6536 Highland Ave, Glendale, AZ, 85334	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-426932	CLM	Brittany Moore	2007-05-24	—	—	2956 Sunset Blvd, Tampa, FL, 33651	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-121057	ENR	Teresa Reyes	1999-06-10	UHC-34995-40	3176348127	1268 Hillcrest Rd, Las Vegas, NV, 89101	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415342	CLM	Soia Wislon	2004-06-18	UHC-06608-41	—	3482 River Rd, San Diego, CA, 92138	0.54	Two-digit birth year Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124012	ENR	Mariana V Fowler	1986-11-05	UHC-92162-53	3238211928	6958 Mountain View Dr, Scottsdale, AZ, 85292	0.54	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-124790	ENR	Albert Park	1980-06-22	UHC-07083-83	6414714966	5831 Central Ave, Gilbert, AZ, 85220	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-133062	ENR	Brittany X Carpenter	1991-07-08	UHC-31654-02	—	5440 Pine Dr, Austin, TX, 78771	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-119425	ENR	Ahmed E Olson	1964-06-22	UHC-42356-94	8796669696	2114 Bayshore Dr, San Diego, CA	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-119558	ENR	Kenneth Fernandez	1973-10-01	UHC-00016-47	9124894432	4810 Ridge Rd # 491, Mesa, AZ, 85286	0.54	Two-digit birth year Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-138187	ENR	Ralph Howard	1940-12-26	UHC-26532-61	2154523917	9125 Apache Blvd Apt 31, Gilbert, AZ, 85250	0.54	Name re-cased Two-digit birth year SSN last four extracted Unit split from street+1 more
ENR-104057	ENR	Hannah M Aguilar	1973-09-23	UHC-74882-41	7637976794	5872 Harbor Blvd, Minneapolis, MN, 55402	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25246	PRV	Amy F Parker	1948-05-10	UHC-80718-08	7085473846	3601 Jefferson Ave, Scottsdale, AZ, 85292	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-54112	TPA	Bryan Owens	1952-11-02	—	—	9413 Ocean Ave, Minneapolis, MN, 55485	0.54	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55546	TPA	Christopher Chavez	1944-04-25	—	—	5415 Forest Ave, Los Angeles, CA, 90043	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103966	ENR	Dennis Clark	1959-08-01	UHC-72319-78	8089742295	1277 Indian School Rd, Fresno, CA, 93731	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-413772	CLM	Nathan L Smith	1967-01-13	—	6572394061	7425 Ridge Rd, Mesa, AZ, 85215	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-140703	ENR	Amanda Andrews	1971-10-25	UHC-57948-95	7375028148	7758 Central Ave, Chandler, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-140702	ENR	Amanda Andrews	1971-10-25	UHC-57948-95	7375028148	7758 Central Ave, Chandler, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119487	ENR	Isabella Burton	1980-11-25	UHC-09055-50	7938588103	3009 Apache Blvd, Tempe, AZ, 85238	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-411170	CLM	Russell Andrews	1989-04-11	UHC-37663-59	—	2725 Pine Dr, Chandler, AZ, 85227	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-101500	ENR	Santiago L Freeman	1970-08-14	UHC-18981-37	6992151506	8797 Desert Sky Blvd # 706, Houston, TX, 77054	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-127029	ENR	Kevin Chen	1994-04-03	UHC-92993-91	—	4242 Forest Ave, Nashville, TN, 37216	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more

6,661 rows, page 43 of 134Previous Next