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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123700	ENR	Sam Brown	1943-06-26	UHC-13988-27	7995037961	5214 Park Pl, Houston, TX, 77094	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109717	ENR	Carolyn Jimenez	1947-10-28	UHC-43087-38	5324322581	3589 Pine Dr, Columbus, OH, 43242	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107107	ENR	Carolyn Wallace	1999-01-07	UHC-49684-67	4847170868	2659 Grand Ave, Tampa, FL, 33668	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119981	ENR	Aisha Bishop	1978-02-27	UHC-96052-20	2872082209	7086 Oak St, Glendale, AZ, 85305	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140251	ENR	Karen I Bisohp	1996-06-05	UHC-78276-89	9389182720	4628 River Rd, Miami, FL, 33156	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116094	ENR	Madison V Jensen	1962-02-08	UHC-49654-88	8215380683	7937 Valley View Dr, Denver, CO, 80272	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119728	ENR	Lauren Moreno	1998-10-13	UHC-40660-98	2462415841	7155 Ocean Ave # 545, Plano, TX, 75087	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-119161	ENR	Samantha U Cunningham	1980-08-02	UHC-70790-61	3426507235	8441 Main St, Fresno, CA, 93755	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100331	ENR	Lori S Mendoza	1973-05-08	UHC-66986-50	6517234862	9073 Indian School Rd, Gilbert, AZ, 85235	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119774	ENR	Joyce N Robertson	1968-07-26	UHC-92098-81	6637673916	174 Canyon Rd, Charlotte, NC, 28208	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132962	ENR	Julia Hudson	1988-05-01	UHC-12835-65	6466363851	3484 Maple Ave, Eden Prairie, MN, 55357	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110096	ENR	Doris R Contreras	1962-05-19	UHC-02950-74	6987518369	3497 Willow Ct, Glendale, AZ, 85328	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-141915	ENR	Austin Bradley	1943-08-01	UHC-33190-68	7626066429	9838 Palm Dr, Austin, TX, 78799	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126950	ENR	Betty F Wallace	1956-10-16	UHC-43761-16	4558392726	7130 Union St, Los Angeles, CA, 90013	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103517	ENR	Sofia Lucas	1953-01-25	UHC-18083-05	6062342622	3179 Ridge Rd, San Antonio, TX, 78279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120348	ENR	Aisha Q Henderson	1986-02-18	UHC-27793-06	6573880632	563 Spring St, San Antonio, TX, 78287	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120995	ENR	Nicholas Grant	1998-11-06	UHC-26220-94	7867267946	7769 Lake View Rd, Fresno, CA, 93715	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110765	ENR	Charlotte Vega	1969-05-09	UHC-23171-99	2054368369	4574 Ocean Ave, Las Vegas, NV, 89191	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120536	ENR	Lori Foster	1993-05-17	UHC-94326-05	4796326521	8427 River Rd, Eden Prairie, MN, 55339	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120535	ENR	Lori Foster	1993-05-17	UHC-94326-05	4796326521	8427 River Rd, Eden Prairie, MN, 55339	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123122	ENR	Sandra Hart	1950-09-18	UHC-51984-99	8464264777	9811 Maple Ave # 555, Orlando, FL, 32892	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-132623	ENR	Victoria H Herrera	1985-11-07	UHC-13803-78	6482891546	6217 Park Pl, Austin, TX, 78727	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141136	ENR	Harold Nichols	1968-04-05	UHC-60495-13	3885170909	4690 Cedar Ln, Mesa, AZ, 85289	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-106866	ENR	Paul Fernandez	1989-03-22	UHC-24250-94	5273117113	3114 Broadway, Scottsdale, AZ, 85204	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-104655	ENR	Andrew Padilla	1984-08-21	UHC-80718-14	7452519577	902 Market St, Dallas, TX, 75267	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-112565	ENR	Brandon Murphy	1938-10-26	UHC-22146-50	5744991514	2711 Main St, Sacramento, CA, 95838	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121061	ENR	Austin H Stevens	1960-06-14	UHC-43550-76	5567049968	2950 Spring St Apt 26, Mesa, AZ, 85268	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110616	ENR	Gary Diaz	2002-06-22	UHC-02826-83	6362226164	8326 Mountain View Dr, Dallas, TX, 75218	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-132467	ENR	Janet J Ford	1940-06-02	UHC-44003-92	4003461374	6545 Washington St, Charlotte, NC, 28204	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125525	ENR	Christine X Duncan	2004-09-21	UHC-74318-39	4579378079	6340 Market St, Las Vegas, NV, 89146	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-129490	ENR	Michael O Fields	1974-09-27	UHC-68322-01	9322263438	3733 Main St, Seattle, WA, 98147	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-127740	ENR	Carolyn X Day	1973-03-06	UHC-57139-59	4683562322	3750 River Rd, Seattle, WA, 98170	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130478	ENR	Mark K Elliott	1981-08-23	UHC-53509-99	2728556363	7325 Harbor Blvd, Minneapolis, MN, 55470	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128697	ENR	Kayla Rice	1997-11-11	UHC-34816-40	5106258098	3442 Church St, Gilbert, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-125941	ENR	Tyler O Cole	2004-09-07	UHC-10594-20	4453013486	1535 Jefferson Ave, Phoenix, AZ, 85051	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111628	ENR	Ralph Graham	1945-03-21	UHC-93056-35	3472743902	3487 Maple Ave, Atlanta, GA, 30353	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129967	ENR	Elijah Rodriguez	1943-10-08	UHC-19148-45	8889313453	5994 Union St, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134300	ENR	Anna Rios	1952-11-10	UHC-02264-18	7685792406	30 Pine Dr, Dallas, TX, 75265	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123447	ENR	Jack Edwards	1968-02-07	UHC-73459-41	5867733610	3607 Cedar Ln Apt 18, Atlanta, GA, 30357	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-103593	ENR	Sophia Hays	1939-08-09	UHC-62891-69	9085133145	4068 Harbor Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102977	ENR	Terry T Maldonado	1978-09-25	UHC-64891-84	9372337375	5556 Desert Sky Blvd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108585	ENR	Mason Trres	1982-07-15	UHC-62430-85	3144807127	6111 Church St, Orlando, FL, 32875	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139436	ENR	Kimberly Hill	1967-08-28	UHC-75001-90	3962362473	3576 Spring St, Columbus, OH, 43287	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139435	ENR	Kimberly Hill	1967-08-28	UHC-75001-90	3962362473	3576 Spring St, Columbus, OH, 43287	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114689	ENR	Paul H Panye	1993-10-13	UHC-88254-20	2797817250	1179 Sage Ct, Plano, TX, 75021	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105575	ENR	Mark Jimenez	1945-07-08	UHC-31118-02	8336902953	396 Elm St, Sacramento, CA, 95877	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126547	ENR	Jose P Soto	2001-01-14	UHC-54396-76	8375356119	238 Harbor Blvd, Columbus, OH, 43256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126548	ENR	Jose P Soto	2001-01-14	UHC-54396-76	8375356119	238 Harbor Blvd, Columbus, OH, 43256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119530	ENR	Arjun L Ward	1980-04-04	UHC-23650-47	3409287056	535 Willow Ct Apt 26, Denver, CO, 80212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101505	ENR	Anna P Lawrence	1983-12-17	UHC-95417-06	3016564880	5430 River Rd, Austin, TX, 78734	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 137 of 564Previous Next