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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130362	ENR	Ana Nunez	2003-12-07	UHC-27580-31	—	183 Main St, Orlando, FL, 32840	0.82	SSN last four extracted Plan code upper-cased Placeholder values cleared
ENR-112635	ENR	Russell V Dean	1918-07-23	UHC-69426-13	7348393066	772 Central Ave, Houston, TX, 77038	0.82	Street suffix standardised Address re-cased Plan code upper-cased
ENR-107892	ENR	Deborah Vasquez	1956-12-13	UHC-04821-42	3792788435	6123 Highland Ave, San Diego, CA, 92150	0.82	Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-104348	ENR	Sofia Vargas	1954-02-16	UHC-72868-40	5342142508	2814 Central Ave, Tucson, AZ, 85706	0.82	Name split from “Last, First”Date of birth reformatted Plan code upper-cased
ENR-133103	ENR	Dorothy E Wagner	1938-09-12	UHC-46359-62	5153165960	9333 Sage Ct, Scottsdale, AZ, 85293	0.82	Middle initial moved out of first name Phone reformatted Plan code upper-cased
ENR-114885	ENR	Lauren Y Cook	1991-09-16	UHC-01197-88	4207704301	—	0.82	Middle initial moved out of first name Phone reformatted Plan code upper-cased
ENR-114445	ENR	Lucia R Howell	1985-04-07	UHC-54508-07	2567041228	8793 Highland Ave, Nashville, TN, 37294	0.82	Phone reformatted Gender normalised Plan code upper-cased
ENR-109395	ENR	Andrea Gilbert	2000-09-22	UHC-60971-03	7399354219	2744 Valley View Dr, Los Angeles, CA, 90037	0.82	Street suffix standardised Address re-cased Plan code upper-cased
ENR-129916	ENR	Kayla AJunk	1961-09-07	UHC-36793-09	8902294080	5550 Bayshore Dr, Austin, TX, 78789	0.82	Plan code upper-cased Whitespace trimmed No usable name (quarantined)
ENR-109805	ENR	Netalie H Bishop	1987-04-25	UHC-34299-24	6973601068	5678 Baseline Rd, Fresno, CA, 93770	0.82	Street suffix standardised Address re-cased Plan code upper-cased
ENR-139688	ENR	Alice Daniels	1990-03-12	UHC-83756-81	4567062248	4225 Sunset Blvd, Tucson, AZ	0.82	ZIP missing Plan code upper-cased Whitespace trimmed
ENR-134111	ENR	Carol D Arnold	1994-11-22	UHC-29564-55	4317751242	8501 Central Ave, Minneapolis, MN	0.82	Date of birth reformatted ZIP missing Plan code upper-cased
ENR-100603	ENR	Pat D Jensen	1979-11-07	UHC-29674-55	6515849272	5738 Forest Ave, Houston, TX, 77068	0.82	Two-digit birth year Email lower-cased Plan code upper-cased
ENR-132974	ENR	Kimberly X Harris	1969-04-21	UHC-91348-73	3795143964	5289 Valley View Dr, San Diego, CA, 92102	0.82	Phone reformatted Gender normalised Plan code upper-cased
ENR-132975	ENR	Kimberly X Harris	1969-04-21	UHC-91348-73	3795143964	5289 Valley View Dr, San Diego, CA, 92102	0.82	Phone reformatted Gender normalised Plan code upper-cased
ENR-115255	ENR	Jessica T Rice	1954-10-24	UHC-70139-88	5643506673	2355 Harbor Blvd, Austin, TX, 78776	0.82	Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-107409	ENR	Mason Morales	1942-02-27	UHC-35536-56	—	9675 Indian School Rd, Tempe, AZ, 85270	0.82	Phone missing area code Plan code upper-cased Whitespace trimmed
ENR-142888	ENR	Ahmed Luna	1964-12-09	UHC-66164-08	9086134201	6240 Union St, Los Angeles, CA, 90065	0.82	Two-digit birth year Plan code upper-cased Placeholder values cleared
ENR-114583	ENR	Catherine Cunningham	1972-06-16	UHC-75178-49	2168886127	5687 River Rd, Miami, FL, 33174	0.82	Two-digit birth year Phone reformatted Plan code upper-cased
ENR-125205	ENR	Albert C Freeman	1967-05-03	UHC-77185-29	5295558836	8885 Desert Sky Blvd, Tucson, AZ, 85707	0.82	Street suffix standardised Address re-cased Plan code upper-cased
ENR-102087	ENR	Kathryn T Schmidt	1956-10-09	UHC-18595-46	6415188744	5650 Pine Dr, Tucson, AZ, 85714	0.82	Name split from “Last, First”Plan code upper-cased Placeholder values cleared
ENR-131129	ENR	Frank S Parker	1984-07-23	UHC-46530-32	—	8240 Lincoln Way, Chandler, AZ, 85229	0.84	Name split from “Last, First”Plan code upper-cased
ENR-100445	ENR	Jordaan Jacobs	1943-10-10	UHC-98518-43	6768334966	7722 Central Ave, Gilbert, AZ, 85204	0.84	Two-digit birth year Plan code upper-cased
ENR-122259	ENR	Willie Harper	2000-09-13	UHC-88343-77	4348505661	750 Central Ave, Gilbert, AZ, 85211	0.86	Name re-cased Phone reformatted State code upper-cased Email lower-cased+3 more
ENR-118320	ENR	Steven L Mason	1946-10-25	UHC-70500-23	2546918588	586 Hillcrest Rd, Gilbert, AZ, 85203	0.86	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
ENR-102118	ENR	Cynthia Perkins	1964-04-13	UHC-37276-95	4083468398	6263 Willow Ct, Jacksonville, FL, 32269	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-125710	ENR	Charles Mitchell	1951-04-25	UHC-86686-21	7886463511	2614 Jefferson Ave, Mesa, AZ, 85202	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-104500	ENR	Wei W Turner	2003-01-14	UHC-11829-67	7744144041	8591 River Rd, Houston, TX, 77067	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-139021	ENR	Betty M Burke	1966-02-08	UHC-91816-98	3842806656	—	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-134135	ENR	Ann R Banks	1996-06-14	UHC-98310-32	5947145082	1224 Park Pl, Dallas, TX, 75244	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-129399	ENR	Ralph A Boyd	1968-01-01	UHC-61154-85	7735280488	5343 Bayshore Dr, Nashville, TN, 37283	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-117216	ENR	Carol G Fowler	1995-04-09	UHC-12538-47	2275168933	7684 Lincoln Way, Sacramento, CA, 95821	0.86	Phone reformatted Member ID reformatted City re-cased State code upper-cased+3 more
ENR-122836	ENR	Michael I Black	2007-04-12	UHC-49575-80	3443568094	—	0.86	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+3 more
ENR-101093	ENR	Charles C Nelson	1977-04-20	—	4995412528	1217 Church St, Orlando, FL, 32845	0.86	Name re-cased Phone reformatted City re-cased Email lower-cased+3 more
ENR-104671	ENR	Marilyn Hart	1953-09-01	—	7133791846	689 Spring St, Denver, CO, 80212	0.86	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
ENR-120738	ENR	Michael M Schultz	1979-10-28	UHC-55567-38	6102669522	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-108850	ENR	Alexander L Hnut	2003-02-22	UHC-71385-53	5186728875	2344 Church St, Miami, FL, 33166	0.88	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
ENR-126882	ENR	Charles Little	1962-09-11	UHC-14557-08	4295579712	9523 Baseline Rd, Jacksonville, FL, 32240	0.88	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased+2 more
ENR-113628	ENR	Ahmed Riley	2007-03-13	UHC-08481-83	4979169533	5024 Hillcrest Rd, Jacksonville, FL, 32283	0.88	Phone reformatted Member ID reformatted City re-cased Plan code upper-cased+2 more
ENR-106722	ENR	Mari T Ortega	1953-05-24	UHC-21435-18	2319362824	5472 Oak St, Austin, TX, 78714	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
ENR-120830	ENR	Julie Ellis	2004-01-14	UHC-65562-64	5219071440	4689 Highland Ave, Atlanta, GA, 30302	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-141458	ENR	Daniel Walker	1967-04-27	UHC-12416-79	3419170507	770 Indian School Rd, Glendale, AZ, 85305	0.88	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-132839	ENR	Chris U Le	1993-01-19	UHC-95754-24	5046079765	—	0.88	Date of birth reformatted Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-141827	ENR	Natalie Sims	2005-12-03	UHC-28880-78	9789908382	5553 Elm St, Glendale, AZ, 85367	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-105197	ENR	Dorothy H Dena	1995-03-25	UHC-71188-19	9476569653	1245 Broadway, Minneapolis, MN, 55495	0.88	Phone reformatted Address re-cased State code upper-cased Plan code upper-cased+2 more
ENR-119619	ENR	Stephen Mills	1994-03-08	UHC-41640-64	2757743512	—	0.88	Name re-cased Date of birth reformatted Member ID reformatted Plan code upper-cased+2 more
ENR-114802	ENR	Heather B Webb	1971-06-17	UHC-98163-77	4213131810	4296 Harbor Blvd, Dallas, TX, 75252	0.88	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
ENR-104259	ENR	Harold Z Cox	1990-07-21	UHC-17614-53	8966329013	7364 Lincoln Way, Las Vegas, NV, 89137	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
ENR-105133	ENR	Fuller C Heather	1938-10-26	UHC-24859-05	8946722041	1004 Bayshore Dr, Mesa, AZ, 85204	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-125347	ENR	Heather R Hunt	1943-08-23	UHC-00875-09	3138254674	2126 Lake View Rd, Seattle, WA, 98192	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more

2,126 rows, page 36 of 43Previous Next