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
ENR-107557	ENR	Janet H Tran	2005-01-12	UHC-47381-71	4412058427	6574 Pine Dr, Chandler, AZ, 85268	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-404163	CLM	Emily Rojas	1973-08-11	—	—	3655 Market St, Las Vegas, NV, 89101	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62231	TPA	Wayne Fernandez	1941-12-03	—	—	6873 Canyon Rd, Jacksonville, FL, 32269	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-110692	ENR	Elijah Brown	1957-07-13	UHC-79098-85	7633106802	9090 Palm Dr, Miami, FL, 33161	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111235	ENR	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX, 78264	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-116958	ENR	Amanda Cuok	1967-05-04	UHC-27610-61	5578452757	802 Sage Ct, Miami, FL, 33123	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135491	ENR	Bryan Bryant	1940-08-23	UHC-64075-40	9323895451	625 Willow Ct, Chandler, AZ, 85253	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50856	TPA	Tylre Gurrero	1989-03-25	—	2558771204	3570 Park Pl, Phoenix, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409872	CLM	Ana Cunningham	1972-03-03	UHC-35095-35	—	1845 Desert Sky Blvd Apt 22, Scottsdale, AZ, 85299	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111584	ENR	Arnold Eugene	1945-12-07	UHC-30243-38	6296055945	8379 Valley View Dr # 593, Gilbert, AZ, 85204	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117437	ENR	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133115	ENR	Judy Woods	1985-03-26	UHC-47262-56	3097278604	5281 Canyon Rd, Houston, TX, 77098	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-420711	CLM	Kathleen Castillo	1998-11-21	—	—	3704 Sage Ct, Dallas, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-136672	ENR	Aisha Peterson	1978-04-07	UHC-50378-82	8378053495	1389 Pine Dr, Nashville, TN, 37214	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136671	ENR	Aisha Peterson	1978-04-07	UHC-50378-82	8378053495	1389 Pine Dr, Nashville, TN, 37214	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106549	ENR	Jack Marshall	1963-06-13	UHC-15423-91	4302696871	4285 Main St, Mesa, AZ, 85263	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417836	CLM	Michael Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl, Tempe, AZ, 85202	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135791	ENR	Brenda E Stewart	1958-03-28	UHC-39537-90	3394791544	2741 Hillcrest Rd # 366, Miami, FL, 33143	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-419189	CLM	Austin Clark	2007-06-05	UHC-09557-64	5915446811	—	0.54	Two-digit birth year Phone reformatted SSN last four extracted Gender normalised+1 more
TPA-51056	TPA	Mary Allen	1974-10-02	UHC-94733-16	—	4111 Grand Ave # 224, Eden Prairie, MN, 55368	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124028	ENR	Walter R Stewart	1987-11-13	UHC-24161-31	4734252957	6528 Camelback Rd, Gilbert, AZ, 85218	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-431669	CLM	Michael A Howard	1947-06-26	UHC-16390-23	—	2431 Park Pl, Las Vegas, NV, 89151	0.54	Name split from “Last, First”Two-digit birth year Member ID reformatted State name converted to code+1 more
ENR-140521	ENR	Terry Arnold	1941-04-23	UHC-90021-63	7987158366	6184 Pine Dr, San Antonio, TX, 78235	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409671	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	—	6249 Mesa Dr, Atlanta, GA, 30366	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-28764	PRV	Weaver Danielle	1971-06-27	UHC-98676-06	—	724 Palm Dr, Atlanta, GA, 30341	0.54	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424161	CLM	Randy Maldonado	1963-10-24	UHC-17028-42	—	8563 Apache Blvd, Glendale, AZ, 85369	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432714	CLM	Harold L Hansun	1959-12-11	UHC-26394-19	—	8336 Hillcrest Rd, Plano, TX, 75075	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-111883	ENR	Joyce Bwoman	1953-08-08	UHC-07872-47	7309602856	1658 Canyon Rd, Plano, TX, 75017	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113386	ENR	Katherine Romero	1960-05-18	UHC-26431-22	9134558005	3633 Mountain View Dr, Tampa, FL, 33683	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-102013	ENR	Samantha Meyer	1992-03-20	UHC-98383-40	—	8827 Main St Apt 35, Chandler, AZ, 85240	0.54	Two-digit birth year Unit split from street State name converted to code Whitespace trimmed+1 more
TPA-58553	TPA	Barbara Chavez	1984-04-28	—	—	6126 Indian School Rd, San Antonio, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120083	ENR	Nancy Marshall	1995-12-28	UHC-46794-15	9857475674	3906 Grand Ave # 487, Phoenix, AZ, 85087	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
TPA-50646	TPA	Robert Alexander	1959-03-08	UHC-08776-21	2725843105	814 Camelback Rd, Orlando, FL, 32866	0.54	Name re-cased Two-digit birth year State name converted to code Gender normalised+1 more
ENR-123021	ENR	Janet Perry	1966-11-20	UHC-78618-45	4996718207	9064 Bayshore Dr, Charlotte, NC, 28281	0.54	Two-digit birth year Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-141907	ENR	Justin Hernandez	1939-02-15	UHC-93913-12	6032849871	4617 Willow Ct, Gilbert, AZ	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27677	PRV	Frank Robertson	1982-05-16	UHC-20010-86	8027583177	2074 Hillcrest Rd, Tampa, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126085	ENR	Arjun X Guerrero	1991-07-07	UHC-90114-99	—	9583 Jefferson Ave, Columbus, OH, 43265	0.54	Two-digit birth year State name converted to code Email lower-cased Gender normalised+1 more
PRV-23736	PRV	Gerald M Pena	1978-10-23	UHC-42304-14	—	9382 Bayshore Dr, Phoenix, AZ, 85038	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-119708	ENR	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.54	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
TPA-61299	TPA	Peter G Fox	2000-02-11	UHC-43855-32	3789476021	5462 Forest Ave, Houston, TX, 77083	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-101297	ENR	Kenneth I Wong	1994-06-21	UHC-77202-56	—	6751 Central Ave, Chandler, AZ, 85250	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Email lower-cased+1 more
PRV-24482	PRV	Douglas Q Hunt	1965-02-04	UHC-18462-40	6002316071	7565 Canyon Rd, Tucson, AZ, 85771	0.54	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
PRV-24174	PRV	Stephanie Graham	1961-05-16	—	4886602903	5498 Spring St, Austin, TX, 78740	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417401	CLM	Kyle Lynch	1947-10-15	UHC-65995-18	—	7672 Washington St, Phoenix, AZ, 85018	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406309	CLM	Joseph Thompson	1944-11-23	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
PRV-26371	PRV	Paul Jordan	1958-10-24	UHC-04379-22	—	3424 Apache Blvd, Los Angeles, CA, 90020	0.54	Name split from “Last, First”Two-digit birth year Phone missing area code City re-cased+1 more
CLM-405207	CLM	Fatima Richardson	1959-12-19	UHC-74401-31	—	3512 Elm St, Phoenix, AZ, 85006	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-105916	ENR	Gregory Mitchell	1973-05-09	UHC-64045-83	—	199 Highland Ave, Glendale, AZ, 85366	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-125232	ENR	Kim P Karen	1993-01-13	UHC-31368-19	2614132565	8068 Mountain View Dr, Dallas, TX, 75206	0.54	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-103710	ENR	Catherine Z Cook	1990-06-20	—	6793246419	3042 Cedar Ln, Los Angeles, CA, 90094	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

6,661 rows, page 40 of 134Previous Next