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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114025	ENR	Wei Q Carroll	1995-02-10	UHC-10447-38	3265855563	1945 Ocean Ave, Nashville, TN, 37220	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-102043	ENR	John O Santiago	2005-10-04	UHC-76387-44	—	9707 Ridge Rd, Dallas, TX, 75202	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103360	ENR	Abigail I Scott	1957-11-13	UHC-38024-47	—	4747 Grand Ave, Minneapolis, MN, 55474	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129445	ENR	Russell Richards	—	UHC-15077-93	—	3926 Maple Ave, Eden Prairie, MN, 55367	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129735	ENR	Arjun J Carter	2008-02-04	UHC-69028-60	8855956045	2008 Market St, Charlotte, NC, 28246	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-116287	ENR	Mariana Wagner	1966-02-27	UHC-61747-82	—	2487 Oak St, Los Angeles, CA, 90001	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-130270	ENR	Steevn Hudson	2002-04-11	UHC-23268-84	—	6164 Lake View Rd, Atlanta, GA, 30372	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122359	ENR	Douglas D Howell	1959-05-10	UHC-59326-05	7455862120	275 Apache Blvd, Minneapolis, MN, 55417	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-141365	ENR	Valentina T Castillo	1975-01-19	UHC-20623-84	7863464099	2097 Sunset Blvd, San Antonio, TX, 78268	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-131792	ENR	Diane D Dominguez	1946-08-06	UHC-17276-55	9789858984	9605 Union St, Sacramento, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-135633	ENR	Heather Lawson	1940-09-25	UHC-14515-94	9736265703	5507 Sage Ct, Dallas, TX, 75268	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-132714	ENR	Heather D Oliver	1949-11-15	UHC-22718-53	7664885497	8051 Ridge Rd, Miami, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-115813	ENR	Lauren Olson	1990-03-18	UHC-21681-25	6442761521	3523 Indian School Rd, Jacksonville, FL, 32260	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-103223	ENR	Gregory Wheeler	1949-09-13	UHC-48536-70	—	2451 Valley View Dr, Gilbert, AZ, 85299	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126058	ENR	Kevin Gutierrez	1957-07-08	UHC-24241-23	4613801851	315 Harbor Blvd, Minneapolis, MN, 55408	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136635	ENR	Isabella Q Robertson	1988-01-02	UHC-25638-63	3447784951	4127 Lake View Rd, San Diego, CA, 92199	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-122342	ENR	Tyler Bell	1952-04-03	UHC-15801-13	9298344689	4712 Forest Ave Apt 17, Columbus, OH, 43291	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-137292	ENR	Christopher P Peryr	1970-09-16	UHC-57512-28	—	3152 Willow Ct, Phoenix, AZ, 85086	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-109778	ENR	Natalie B Aguilar	1952-04-01	UHC-36549-46	4642833272	91 Mesa Dr, Jacksonville, FL, 32297	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102376	ENR	James Chavez	2002-02-16	UHC-96950-42	3996611950	2779 Park Pl, Mesa, AZ, 85243	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140367	ENR	Janice F West	1955-07-13	UHC-37336-21	5949153028	6528 Main St, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-116272	ENR	Tim W Olson	1938-01-07	UHC-91075-61	—	6827 Mountain View Dr, Phoenix, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Plan code upper-cased+1 more
ENR-129203	ENR	Benjamin E Santos	1967-09-27	UHC-77350-11	5217342562	6844 Main St, Tampa, FL, 33656	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124970	ENR	Sara Burton	2002-10-11	UHC-27884-88	3443107527	2996 Palm Dr, Charlotte, NC, 28210	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
ENR-141451	ENR	Helen Davis	1942-02-26	UHC-25473-05	—	9545 Apache Blvd, Dallas, TX, 75240	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-134557	ENR	Abigail Carr	2000-10-15	UHC-85206-38	—	2810 Baseline Rd, Orlando, FL, 32805	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-127526	ENR	Betty U Wood	1993-01-15	UHC-43146-32	8075932787	2494 Lincoln Way, Miami, FL, 33112	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-115861	ENR	Julia W Lewis	1997-03-23	UHC-95120-24	3896493602	2160 Lake View Rd, San Antonio, TX, 78266	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110947	ENR	Benjamin X Jensen	—	UHC-32488-62	4846740821	8817 Forest Ave, Glendale, AZ, 85328	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-105317	ENR	Charlotte Sooto	1999-07-06	UHC-90420-43	3965259977	8267 Pine Dr, San Diego, CA, 92129	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118242	ENR	Nathan V Green	1972-06-28	UHC-53617-90	8404193387	2215 Forest Ave, Houston, TX, 77052	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114014	ENR	Marcus Q Yang	1963-12-06	UHC-97947-47	5212322900	9784 Maple Ave, Tampa, FL, 33684	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-124600	ENR	Douglas Y Grray	—	UHC-34003-21	—	6594 Bayshore Dr, Dallas, TX, 75261	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-135828	ENR	Helen X Chen	1941-09-22	UHC-44782-12	7802985905	6943 Spring St, Tucson, AZ, 85725	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-128317	ENR	Mei J Mills	1981-06-18	UHC-17607-31	2119184585	3240 Mountain View Dr, Phoenix, AZ	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-133565	ENR	Mariana G Sanders	1945-10-10	UHC-93334-68	3732516357	9183 Forest Ave, Atlanta, GA, 30388	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129811	ENR	Teresa P Fernandez	1961-02-16	UHC-69915-73	4014354329	5632 Indian School Rd, Columbus, OH, 43229	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111084	ENR	Emily Gray	1950-11-21	UHC-52436-73	9163146156	9236 Baseline Rd # 281, Las Vegas, NV, 89199	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-122195	ENR	Jordan Mendez	1971-06-10	UHC-72598-96	—	7025 Baseline Rd # 503, San Antonio, TX	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-101435	ENR	Kathryn O Li	2001-05-09	UHC-12085-61	5052534864	5526 Central Ave, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101436	ENR	Kathryn O Li	2001-05-09	UHC-12085-61	5052534864	5526 Central Ave, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-122881	ENR	Mei D Dunn	1990-12-12	UHC-24848-39	7585611883	617 Apache Blvd, Austin, TX, 78722	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120566	ENR	Rachel H Moore	1957-10-02	UHC-52324-76	3667808721	1293 Canyon Rd, Sacramento, CA, 95853	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130469	ENR	Julie J Fields	1971-11-17	UHC-81237-58	2106958181	7526 Sage Ct, San Antonio, TX, 78263	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117152	ENR	Roy P Munoz	2006-12-15	UHC-96798-08	4185228008	6002 Highland Ave, Phoenix, AZ, 85083	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132283	ENR	Dylan F Praker	1988-11-15	UHC-07807-62	—	539 Harbor Blvd, San Diego, CA, 92160	0.66	State name converted to code Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-141250	ENR	Charles Jacobs	2002-08-05	UHC-20686-10	4877499480	7898 Market St, Orlando, FL, 32822	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-140888	ENR	Julia Chavez	1958-02-19	UHC-90166-60	—	6840 Willow Ct Apt 8, Atlanta, GA, 30300	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118536	ENR	Daniel J Larson	1969-07-04	UHC-92751-41	8193802676	5189 Jefferson Ave, Seattle, WA, 98194	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-117777	ENR	Kathryn R Martin	1972-01-24	UHC-50765-80	4135768862	6768 Valley View Dr, Seattle, WA, 98180	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

16,916 rows, page 117 of 339Previous Next