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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133488	ENR	Kimberly Bryant	1999-01-19	UHC-33003-66	5967351509	767 River Rd Apt 12, Scottsdale, AZ, 85292	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-133327	ENR	Nancy Gybson	—	UHC-33101-19	5344699459	8766 Indian School Rd, Las Vegas, NV, 89149	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135669	ENR	Ralph Turner	1971-04-25	UHC-77031-58	9698298067	1371 Apache Blvd, Houston, TX, 77007	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113182	ENR	Jean J Williamson	1954-07-12	UHC-15361-56	6508719078	5902 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136021	ENR	Wayyne Castillo	1957-03-05	UHC-95042-59	6387266870	8324 Desert Sky Blvd, San Antonio, TX, 78247	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-108203	ENR	Elijah E Ryan	1991-11-22	UHC-60945-02	9269942884	1873 Meadow Ln # 811, Austin, TX, 78791	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115349	ENR	Joseph P Lee	1974-05-25	UHC-49849-95	5464174612	5814 Sage Ct, Scottsdale, AZ, 85254	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130515	ENR	Rachel Schmidt	1990-01-10	UHC-48968-94	4023757404	4772 Sage Ct # 163, San Antonio, TX, 78254	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-124204	ENR	Joshua X Contreras	1959-04-17	UHC-14116-38	3189428256	8975 Ocean Ave # 849, Denver, CO, 80271	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+3 more
ENR-135193	ENR	Ana T Carroll	—	UHC-84457-19	6575624763	9223 Ridge Rd # 982, San Diego, CA	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-133801	ENR	Joshua V Rios	1968-05-18	UHC-07268-37	5199577640	6349 Indian School Rd Apt 35, Charlotte, NC, 28263	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141327	ENR	Diego C Carter	1992-04-21	UHC-63998-38	4759726757	450 Main St, Eden Prairie, MN, 55382	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-120018	ENR	Susan Padilla	1965-01-07	UHC-62689-06	2208911043	8745 Cedar Ln, Glendale, AZ, 85368	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102771	ENR	Marcus M Woods	2003-01-14	UHC-97464-08	5696836492	5181 Harbor Blvd # 561, Orlando, FL, 32857	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142321	ENR	Eric Castro	1948-07-16	UHC-70681-72	—	575 Apache Blvd, Austin, TX	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-111363	ENR	Cheryl Rios	1947-10-04	UHC-04103-47	7477868492	4133 River Rd, Minneapolis, MN, 55477	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124484	ENR	Catherine Carroll	1971-06-08	UHC-19278-55	2748450117	5270 Highland Ave # 824, Orlando, FL, 32847	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-122558	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way # 143, Dallas, TX, 75252	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-139685	ENR	Karen M Alexander	1975-02-26	UHC-57783-27	5069389902	6849 Cedar Ln, Nashville, TN, 37254	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-103057	ENR	Heather G Boyd	1954-10-26	UHC-21223-18	9519957781	4167 Ridge Rd, Minneapolis, MN, 55492	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110472	ENR	Dylan Santiago	1991-06-20	UHC-31030-97	—	8719 Pine Dr, Atlanta, GA, 30368	0.50	Name re-cased Two-digit birth year Phone missing area code City re-cased+3 more
ENR-139111	ENR	Yuki Ruiz	1972-03-21	UHC-19041-11	—	6056 Ridge Rd, Nashville, TN, 37257	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-120144	ENR	Kathryn J Hill	1960-10-10	UHC-93631-55	4632501044	7190 Maple Ave, Jacksonville, FL, 32242	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-133727	ENR	Zachary U Morris	1985-09-28	UHC-13938-46	—	6613 Pine Dr, Fresno, CA, 93723	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-138153	ENR	Jerry Rosss	1979-06-17	UHC-06332-38	—	7056 Palm Dr, Charlotte, NC, 28271	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-140883	ENR	Sopia E Spencer	1939-06-15	UHC-86480-28	3084757171	7663 Ocean Ave, Houston, TX, 77013	0.50	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+3 more
ENR-101507	ENR	Anna Lawrence	1983-12-17	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-101506	ENR	Anna Lawrence	1983-12-17	UHC-95417-06	—	9750 Sage Ct, Las Vegas, NV	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-140009	ENR	Vincent Delgado	1960-02-12	UHC-58815-25	7402126774	5442 Sunset Blvd, Miami, FL, 33162	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139562	ENR	Willie Chavez	1952-10-12	UHC-99334-33	8655801575	2780 Desert Sky Blvd, Plano, TX, 75096	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112706	ENR	Elijah Owens	—	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-137936	ENR	Gloria Chapman	1938-10-11	UHC-10323-58	4782630196	4425 Mesa Dr # 964, Denver, CO, 80291	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-133226	ENR	Omar Castro	1951-12-07	UHC-27170-07	9416382938	7219 Oak St, Miami, FL, 33180	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-116567	ENR	Jerry Burke	1976-08-18	UHC-38441-26	—	8032 Valley View Dr, Nashville, TN, 37248	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-139266	ENR	Danielle K Weaver	—	UHC-98676-06	6926129401	724 Palm Dr, Atlanta, GA	0.50	Name re-cased Date of birth missing City re-cased ZIP missing+3 more
ENR-104102	ENR	Diego Daniels	1953-10-13	UHC-77752-86	2393579243	3198 Highland Ave, Eden Prairie, MN, 55357	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137332	ENR	Martha Henderson	1970-11-08	UHC-50518-63	2108341055	4102 Forest Ave, Chandler, AZ	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-100180	ENR	Gabriel U Olson	1967-05-06	UHC-29339-51	2349179907	2526 Ridge Rd, Eden Prairie, MN	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136804	ENR	Janice Hamilton	1977-02-23	UHC-98453-76	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-129708	ENR	Hannah White	1953-06-08	UHC-97230-82	8913079627	4277 Palm Dr, Eden Prairie, MN, 55368	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123494	ENR	Beverly Romero	1963-02-22	UHC-08319-07	6784132451	7088 Ocean Ave, Miami, FL, 33182	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129456	ENR	Dorothy Wood	1950-05-01	UHC-31545-27	—	7288 Mesa Dr, Jacksonville, FL, 32293	0.50	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-137577	ENR	Gabriel G Riley	1973-07-26	UHC-30685-65	7886189483	7975 Washington St, Miami, FL, 33140	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124771	ENR	Lucia Franklin	1961-12-27	UHC-71285-85	3859634515	4600 Ridge Rd, Nashville, TN, 37263	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137913	ENR	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave # 416, Tempe, AZ, 85277	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134481	ENR	Cynthia T Robinson	1969-08-26	UHC-25770-44	2334150499	1360 Meadow Ln, Houston, TX, 77037	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136786	ENR	Amber Tran	1950-07-23	UHC-66499-50	2176414689	7892 Highland Ave # 733, Nashville, TN, 37202	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-106118	ENR	Mary A Wilson	2008-01-16	UHC-13806-99	—	5888 Canyon Rd Apt 34, Los Angeles, CA	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-135217	ENR	Sean X Barnes	1988-07-02	UHC-81350-59	9827299022	8435 Mesa Dr, Las Vegas, NV, 89154	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-104861	ENR	Amber R Lawrence	1997-10-14	UHC-47479-45	—	6010 Indian School Rd, San Diego, CA, 92161	0.50	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted City re-cased+3 more

8,423 rows, page 18 of 169Previous Next