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-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-115466	ENR	William T Brooks	1982-01-07	UHC-41838-11	—	2313 Canyon Rd, Chandler, AZ, 85286	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-121241	ENR	Eugene Q Turneer	1999-11-14	UHC-36409-32	4528502747	5304 Apache Blvd, Las Vegas, NV, 89113	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116543	ENR	—Junk	—	UHC-13913-40	6832353654	2548 Cedar Ln, Eden Prairie, MN, 55340	0.54	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-103167	ENR	Wei Ford	2008-01-21	UHC-99083-21	9804036820	4584 Washington St, Jacksonville, FL, 32257	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100048	ENR	Eric James	2006-07-22	UHC-28042-53	2344837556	6336 Hillcrest Rd, San Diego, CA, 92145	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+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
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
ENR-134949	ENR	Isabella X George	1944-12-24	UHC-40296-74	7502928433	2699 Palm Dr, Sacramento, CA, 95828	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+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
ENR-133531	ENR	Mason McDunald	1974-03-23	UHC-56620-79	—	2651 Mountain View Dr Apt 14, Glendale, AZ, 85336	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
ENR-119999	ENR	Martha L Kim	1972-01-20	UHC-00401-49	—	8400 Broadway, San Diego, CA, 92178	0.54	Phone missing area code SSN last four extracted Address re-cased State code upper-cased+1 more
ENR-136639	ENR	Gregory Nelson	1958-10-28	UHC-18210-17	2075677525	5556 Desert Sky Blvd, Glendale, AZ, 85382	0.54	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+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
ENR-135488	ENR	Steven S Perez	1970-08-25	UHC-15579-31	9522388404	8280 Union St, San Antonio, TX, 78218	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112797	ENR	Andrea Franklin	1983-11-15	UHC-15465-98	8412243054	2792 Ocean Ave, Tempe, AZ, 85255	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111722	ENR	Isabella Vargas	1986-02-11	UHC-15108-51	5275895476	552 Harbor Blvd, Tampa, FL, 33617	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124783	ENR	Heather Moarles	1942-08-03	UHC-30285-90	—	6122 Baseline Rd Apt 26, Austin, TX, 78708	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123076	ENR	Patrick Freeman	1981-04-01	UHC-46779-26	7796240357	8966 Highland Ave Apt 11, San Diego, CA, 92165	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117933	ENR	Heather P Perez	1961-11-18	UHC-55402-81	6448312534	8482 Church St # 462, Eden Prairie, MN, 55394	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-139756	ENR	Austin H Li	1943-07-11	UHC-37537-13	—	4095 Bayshore Dr, Scottsdale, AZ, 85262	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115998	ENR	Sean A Roberts	1959-07-19	UHC-73892-44	2164810149	7042 Ocean Ave, Eden Prairie, MN, 55305	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114108	ENR	Hannah R Rivera	1967-09-15	UHC-32282-46	—	3233 Central Ave, Atlanta, GA, 30309	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123004	ENR	Christopher E Guerrero	1990-08-04	UHC-94197-05	5863839700	7502 Forest Ave, Scottsdale, AZ	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-101184	ENR	Eric G Hoffman	2007-09-02	UHC-44737-83	7583780776	4427 Desert Sky Blvd, Plano, TX	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114321	ENR	Theresa D Turner	1970-08-04	UHC-58865-81	4567946237	6512 River Rd, San Diego, CA, 92111	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-103599	ENR	Jack Reed	—	UHC-42013-97	—	9195 River Rd, Charlotte, NC, 28255	0.54	Name split from “Last, First”Date of birth missing 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-117765	ENR	Eugene R Meyer	1997-03-06	UHC-35995-63	5562185761	9009 Union St, Plano, TX, 75073	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141622	ENR	Ahmed X Sims	1972-07-07	UHC-36382-81	9004441747	7759 Harbor Blvd, Dallas, TX, 75257	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-122494	ENR	Russell Q Maatthews	—	UHC-68793-97	9684397875	8711 Union St, San Antonio, TX	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100327	ENR	Roy Wood	—	UHC-48767-52	6067236102	2733 Sunset Blvd, Gilbert, AZ, 85212	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102001	ENR	Kayla Medina	1953-05-27	UHC-08933-32	—	8044 Forest Ave, Mesa, AZ, 85206	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-103494	ENR	Watson N Amy	1942-07-11	UHC-71029-24	9552748042	9190 Apache Blvd Apt 31, San Diego, CA, 92158	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+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
ENR-113580	ENR	David X Hudson	1941-10-26	UHC-52527-30	—	2624 River Rd, San Antonio, TX, 78204	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-126131	ENR	Carl N Moore	1957-06-26	UHC-52150-95	—	4666 Forest Ave, Minneapolis, MN	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-113006	ENR	Sntiago Garza	1994-07-26	UHC-94718-70	3157505502	4439 Highland Ave, Atlanta, GA, 30315	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-136911	ENR	Philip I Fox	1942-06-16	UHC-24518-69	4274567129	5198 Baseline Rd, Los Angeles, CA, 90077	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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
ENR-120554	ENR	Anna Ortega	—	UHC-30781-80	8624889639	1899 Elm St, Las Vegas, NV	0.54	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-116023	ENR	Saraah O Sulivan	1968-10-17	UHC-55633-98	—	4140 Highland Ave, San Diego, CA, 92155	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-128020	ENR	Noah Cook	1966-08-22	UHC-73381-77	7552284724	7531 Oak St, Austin, TX, 78733	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-116807	ENR	Juan B Carpenter	2000-06-11	UHC-33252-10	—	5866 Church St, Columbus, OH, 43237	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-130128	ENR	Cheryl C Harrison	1954-12-16	UHC-63017-89	3993084124	3389 Meadow Ln, Los Angeles, CA, 90037	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-102382	ENR	Kayla V Oliver	1968-06-25	UHC-52302-68	9247620522	159 Meadow Ln, Sacramento, CA, 95818	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-119258	ENR	Kathleen Andrews	1960-05-22	UHC-09149-87	3092080763	4573 Baseline Rd # 273, Phoenix, AZ, 85036	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142527	ENR	Hiroshi B Russell	—	UHC-16259-54	5902349183	203 Oak St, Phoenix, AZ, 85030	0.54	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more

26,564 rows, page 91 of 532Previous Next