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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131521	ENR	Matthew Fox	1982-08-09	UHC-39115-88	5079371978	8791 River Rd, San Diego, CA, 92117	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
PRV-27086	PRV	Jessica I Dean	1966-03-14	UHC-39196-24	5267489559	55 Desert Sky Blvd, San Diego, CA	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-406272	CLM	Roy H Boyd	2008-01-18	UHC-86222-01	—	2678 Camelback Rd, Charlotte, NC, 28233	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-109806	ENR	Ellis G Steven	1944-12-28	UHC-97673-76	4918030432	6255 Park Pl, Jacksonville, FL, 32272	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-133069	ENR	Carlos A Rogers	2001-11-20	UHC-13070-67	8453503008	9431 Desert Sky Blvd, Nashville, TN, 37280	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-425950	CLM	Virginia Dominguez	1971-12-21	UHC-08839-40	5657129087	—	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-425949	CLM	Virginia Dominguez	1971-12-21	UHC-08839-40	5657129087	—	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-113066	ENR	Vincent R Thompson	1948-10-06	UHC-04730-28	6289389939	6202 Indian School Rd, Tempe, AZ	0.78	Member ID reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-429826	CLM	Yuki Ruiz	1972-03-21	UHC-19041-11	5823605516	6056 Ridge Rd, Nashville, TN, 37257	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403003	CLM	Ethan Alexander	1973-07-04	UHC-55550-61	—	4421 Baseline Rd, Glendale, AZ, 85387	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-431000	CLM	Judy Oliver	1939-04-05	UHC-16714-15	6075564845	9763 Harbor Blvd, Plano, TX, 75089	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-400974	CLM	Mason Sanchez	2001-03-12	UHC-57803-79	—	9677 Camelback Rd, Tempe, AZ, 85240	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127596	ENR	Marcus G Parker	2004-07-08	UHC-18040-88	2462355190	9631 River Rd, Mesa, AZ, 85238	0.78	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+1 more
ENR-104640	ENR	Katherine I Garrett	2008-01-17	UHC-23318-29	5344824184	4953 Park Pl, Tempe, AZ, 85247	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-428823	CLM	Carlos V Bryant	1954-09-18	UHC-52690-27	—	6753 Hillcrest Rd, Tampa, FL, 33609	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127339	ENR	Aaron Y Pierce	1942-09-19	UHC-91720-52	3482852030	7423 Park Pl, Houston, TX, 77063	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-412402	CLM	Jack Duncan	2002-09-20	UHC-98564-09	—	9199 Desert Sky Blvd, Fresno, CA, 93746	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-134153	ENR	Keith Fields	2000-03-03	UHC-63733-07	2177099246	9699 Sunset Blvd, San Antonio, TX, 78250	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-104061	ENR	Ann W Boyd	1988-01-10	UHC-19302-24	4507586001	1166 Mesa Dr, Tempe, AZ, 85269	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-113956	ENR	Rachel Z Patterson	1941-11-27	UHC-13303-97	8917513625	8143 Mountain View Dr, Tampa, FL, 33686	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-114435	ENR	Kayla Z Stephens	1947-07-20	UHC-86478-96	8015385915	2909 Washington St, Miami, FL, 33106	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-108501	ENR	Lauren G Jordan	1995-07-18	UHC-34621-51	6187192622	3684 Ridge Rd, Minneapolis, MN, 55492	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-29450	PRV	Arjn Kennedy	1955-04-24	UHC-46594-12	5762675777	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-425822	CLM	Harold Porter	1942-05-01	UHC-09588-38	—	2658 Grand Ave, Glendale, AZ, 85372	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141695	ENR	Omar H Duncan	1991-06-09	UHC-54702-01	—	2120 Camelback Rd, Columbus, OH, 43270	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-141696	ENR	Omar H Duncan	1991-06-09	UHC-54702-01	—	2120 Camelback Rd, Columbus, OH, 43270	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-103651	ENR	Martha Chapman	1947-11-06	UHC-33757-50	5645129782	6938 Lincoln Way, Seattle, WA, 98146	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
PRV-20130	PRV	Jseph Silva	1979-05-07	UHC-84565-25	7105982586	2092 Spring St, Mesa, AZ, 85285	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-100998	ENR	Harold Q Ryan	1960-12-19	UHC-91189-83	3968012383	466 Sage Ct, Plano, TX, 75000	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-420857	CLM	Peter Arnold	1996-09-19	UHC-28031-48	6347208004	3662 Ocean Ave, Charlotte, NC, 28282	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-110948	ENR	Benjamin X Jensen	1963-09-25	UHC-32488-62	4846740821	8817 Forest Ave, Glendale, AZ, 85328	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-400357	CLM	Joe X Hudson	1988-08-22	UHC-75967-80	3826732509	22 Grand Ave, Scottsdale, AZ, 85213	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-118595	ENR	Alice Walsh	1996-07-06	UHC-38676-90	8233860657	7143 Elm St, Atlanta, GA, 30389	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-417827	CLM	Ashley Bradley	1956-04-18	UHC-66935-98	9799207989	6661 Apache Blvd, Las Vegas, NV, 89153	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-425429	CLM	Denise Wilson	1987-11-14	UHC-05747-60	—	420 Hillcrest Rd, San Diego, CA	0.78	Date of birth reformatted Member ID reformatted City re-cased ZIP missing+1 more
CLM-417222	CLM	Barbara Garza	1988-06-23	UHC-50918-39	6615309669	3720 Mesa Dr, Dallas, TX, 75268	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411520	CLM	Kathleen Robertson	1975-05-13	UHC-47236-25	3522814693	7407 Pine Dr # 203, Tampa, FL, 33685	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-134824	ENR	Amanda R Hill	2001-08-08	UHC-75623-64	9328061406	9185 Sunset Blvd, Tempe, AZ, 85279	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-141537	ENR	Andrea Green	1957-10-02	UHC-43761-45	7708663024	7925 Baseline Rd, Tempe, AZ, 85210	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
PRV-27715	PRV	Jose Hunter	2001-02-17	UHC-26224-70	—	9111 Maple Ave, Seattle, WA, 98100	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-136577	ENR	Alice U Ellis	1976-08-22	UHC-03242-49	4847223867	6728 Palm Dr, Minneapolis, MN, 55477	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
TPA-63107	TPA	Kevin Burton	1974-02-28	UHC-40231-03	8846081503	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-423050	CLM	Alan Adasm	1967-08-10	UHC-50559-22	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-414943	CLM	Benjamin I Contreras	1980-06-23	UHC-74433-78	9464555695	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-128364	ENR	Kimberly Wright	1983-10-10	UHC-59345-92	3898673929	6957 Bayshore Dr, Los Angeles, CA, 90063	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-112037	ENR	Mary Lee	1950-04-12	UHC-16620-48	4293265182	9630 Elm St, Glendale, AZ, 85390	0.78	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+1 more
ENR-108833	ENR	Kathy Baker	1991-09-15	UHC-30409-08	2275977213	1631 Market St, Columbus, OH, 43259	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-141602	ENR	Randy G Soto	1976-10-12	UHC-71386-98	4938157366	—	0.78	Name re-cased Member ID reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-25684	PRV	Scott Tran	1976-08-06	UHC-47745-73	8696995329	1201 Palm Dr, Houston, TX, 77031	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-421089	CLM	Roger Thomas	1953-10-06	UHC-41176-15	8967664439	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more

7,723 rows, page 104 of 155Previous Next