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

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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
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
ENR-113996	ENR	Joan J Simpson	—	UHC-14290-09	4723357261	1841 Palm Dr, Glendale, AZ, 85345	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114455	ENR	Nancy J Day	—	UHC-45854-21	2124888570	7061 Jefferson Ave, Columbus, OH, 43295	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118468	ENR	Carol I Gardner	—	UHC-82456-87	5089013089	2681 Washington St, Tampa, FL, 33667	0.54	Date of birth unreadable Phone reformatted 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-142465	ENR	Amy M Powell	1969-10-25	UHC-60786-06	7775388336	4435 Apache Blvd, Houston, TX, 77020	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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
ENR-126571	ENR	Sharon Woods	2002-07-05	UHC-33271-36	7842477570	6811 Lake View Rd, Plano, TX	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-135668	ENR	Kein X Wilson	1960-09-02	UHC-38865-86	—	2872 Willow Ct, Phoenix, AZ, 85095	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+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-142388	ENR	Joyce B Tucker	1950-08-04	UHC-62211-22	—	3464 Valley View Dr, Los Angeles, CA, 90058	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-135941	ENR	Brian F Thomas	1956-12-02	UHC-07672-91	8093837394	1654 Baseline Rd, Chandler, AZ, 85274	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+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
ENR-106059	ENR	Eugane W Tucker	—	UHC-26271-13	7955307172	9002 Maple Ave, Glendale, AZ, 85380	0.54	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117054	ENR	Olivia Washington	1982-05-10	UHC-79196-55	—	4213 Lake View Rd, Glendale, AZ	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-115177	ENR	Noeh H Miller	1962-11-10	UHC-78031-25	5968760106	5151 Pine Dr, Glendale, AZ, 85396	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-109103	ENR	Nicole S Daniels	—	UHC-40675-56	4783734718	1019 Bayshore Dr, Nashville, TN, 37258	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-116584	ENR	Austin Dean	1970-06-23	UHC-56519-58	8362932408	4643 Church St, San Diego, CA, 92176	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130963	ENR	Brenda Q Allen	1952-03-07	UHC-73574-97	9175885664	2354 Apache Blvd, Atlanta, GA, 30345	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-124789	ENR	Bobby U Kelley	1961-12-26	UHC-42869-80	—	7569 Camelback Rd, Fresno, CA	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141927	ENR	Diane Gonzalez	1939-04-13	UHC-47195-70	6669987737	1437 River Rd Apt 1, Miami, FL, 33156	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-110869	ENR	Jerry Oliver	1986-02-24	UHC-41721-67	3703964093	3207 Bayshore Dr, Fresno, CA, 93713	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134483	ENR	Philip Freeman	—	UHC-41323-38	—	3882 Central Ave, Phoenix, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108771	ENR	Sarrah G Jams	1984-12-20	UHC-76376-81	3792469344	3221 Spring St, Atlanta, GA, 30381	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115661	ENR	Albert L Luna	1957-11-14	UHC-70680-68	9658069568	908 Pine Dr, Columbus, OH, 43206	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-132796	ENR	Jacob Riley	1943-04-26	UHC-23169-11	—	1862 Hillcrest Rd, Seattle, WA, 98179	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134321	ENR	Barbara E Dunn	—	UHC-34994-98	4253954487	8620 Cedar Ln, Miami, FL, 33198	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103102	ENR	James K Welch	1940-10-26	UHC-63981-37	2538935806	2755 Canyon Rd, Austin, TX, 78771	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103103	ENR	James K Welch	1940-10-26	UHC-63981-37	2538935806	2755 Canyon Rd, Austin, TX, 78771	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112016	ENR	Gloria U Hofffman	1978-12-18	UHC-25518-91	9555756475	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-139213	ENR	Joe Chen	1947-11-23	UHC-65483-46	2714842503	3130 Camelback Rd, Eden Prairie, MN, 55358	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120818	ENR	Megan Ortiz	1971-11-08	UHC-52814-98	—	3042 Palm Dr, Columbus, OH, 43202	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-102014	ENR	Samantha Meyer	1992-03-20	UHC-98383-40	8155948815	8827 Main St, Chandler, AZ, 85240	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132940	ENR	Ptaricia E Dominguez	1990-10-19	UHC-15071-60	4487713346	8768 Canyon Rd, Los Angeles, CA, 90034	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-133930	ENR	Gregory Weber	1974-08-25	UHC-50200-63	5018030549	4286 Church St # 935, Dallas, TX, 75272	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102002	ENR	Richard N James	1952-10-02	UHC-64647-08	8889976346	6005 Camelback Rd, Plano, TX, 75043	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-114355	ENR	Sarah Fernandez	—	UHC-46404-59	7394265314	3509 Willow Ct, Denver, CO	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-135730	ENR	Catherine R Payne	1963-09-07	UHC-51686-10	6718456954	1795 Central Ave Apt 40, San Antonio, TX, 78229	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-135587	ENR	Judith A Jenkins	1971-08-10	UHC-83319-71	8803860100	253 Highland Ave Apt 9, Phoenix, AZ, 85035	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115396	ENR	Randy Z Maldonado	1999-08-04	UHC-32441-24	9193952834	5269 Church St # 762, Tucson, AZ, 85782	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117870	ENR	Bobby Watson	1949-06-19	UHC-95185-49	5296779979	1172 Main St # 977, Denver, CO, 80204	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-115224	ENR	Santiago L Miller	1951-02-23	UHC-98037-76	9432530574	963 Mountain View Dr, Sacramento, CA, 95893	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-142869	ENR	Ahmed Q Hughes	1976-07-24	UHC-53596-51	2786303265	7300 Highland Ave, Dallas, TX, 75233	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-116264	ENR	Amebr G Lawson	1962-09-26	UHC-27031-71	9679214070	2988 Sunset Blvd, Orlando, FL, 32837	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119545	ENR	Gloriia D Ramirez	2008-09-21	UHC-49725-20	6735669244	6554 Highland Ave # 803, Seattle, WA, 98133	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120240	ENR	Willam H Thomas	1950-10-27	UHC-66305-24	4376997661	8887 Palm Dr, Miami, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-114156	ENR	Bryan West	—	UHC-06733-87	9818814683	5578 Main St, Minneapolis, MN, 55420	0.54	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-139720	ENR	Steven M Griffin	2008-09-14	UHC-95954-44	—	1826 Central Ave, Sacramento, CA, 95839	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

26,564 rows, page 97 of 532Previous Next