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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130611	ENR	Alexander Warren	2002-04-27	UHC-79134-14	5516451719	8072 Desert Sky Blvd, Columbus, OH, 43265	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110630	ENR	Virginia Lynch	1950-12-07	UHC-98901-48	9537621544	2636 Ocean Ave, Tucson, AZ, 85728	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141513	ENR	Lauren I Medina	1962-06-02	UHC-25204-90	7458414713	2179 Bayshore Dr, Phoenix, AZ, 85086	0.62	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
CLM-421309	CLM	Carol Rose	1975-01-26	—	7904889698	4217 Willow Ct, Tampa, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-131312	ENR	Debra X Olson	1978-06-28	—	3979825158	4489 Willow Ct, Minneapolis, MN, 55474	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125953	ENR	Sean K Morgan	2005-10-24	UHC-75819-92	6436372880	2936 Canyon Rd, Las Vegas, NV, 89133	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125580	ENR	Judy Schmidt	1998-11-05	UHC-15358-33	—	3663 Pine Dr, Tampa, FL, 33672	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-50488	TPA	Eugene Dean	1963-10-24	—	—	1762 Oak St, Scottsdale, AZ, 85211	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126799	ENR	Patrick L Chavez	1957-09-23	UHC-06289-61	4146813859	6009 Baseline Rd, Denver, CO, 80283	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124045	ENR	Doris W Henry	2008-08-18	UHC-75700-53	2113383100	2269 Mountain View Dr, Atlanta, GA, 30396	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-23412	PRV	Theresa U Richards	1968-04-08	—	4569637577	5657 Ridge Rd, Las Vegas, NV, 89140	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25061	PRV	Sarah Jenkins	1938-04-18	—	—	4815 Ridge Rd, Orlando, FL, 32889	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432427	CLM	Justin Cruz	1944-09-18	UHC-59406-30	4196778148	2917 Ridge Rd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
CLM-424869	CLM	Nany Mills	1950-02-27	—	—	4406 Sunset Blvd, Chandler, AZ, 85251	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22033	PRV	Robert K Romero	1986-11-18	UHC-84309-91	2892436915	4570 Baseline Rd, Tucson, AZ, 85780	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-416101	CLM	Yuki Marquez	1975-11-13	—	7142349949	5165 Mountain View Dr, Houston, TX, 77077	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101456	ENR	Randy Gonzalez	1940-03-11	UHC-10363-68	3278621329	5541 Ocean Ave, Las Vegas, NV, 89182	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133420	ENR	Nancy G Alvarez	1961-02-06	UHC-44268-52	6962978117	2852 Indian School Rd, Minneapolis, MN, 55405	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-425207	CLM	Karen Owens	2002-09-07	UHC-11443-63	—	4662 Harbor Blvd, Minneapolis, MN, 55481	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115337	ENR	Jonathan O Orttega	1993-09-14	UHC-09877-57	7463874433	3868 Willow Ct, Orlando, FL, 32830	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136697	ENR	Shirley T Carr	1938-09-16	UHC-71867-23	7292272123	281 Meadow Ln, Fresno, CA, 93770	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132911	ENR	Bradlay Wells	1980-12-02	UHC-44434-27	3636471737	1813 Elm St, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116237	ENR	Janice Young	2008-12-16	UHC-35860-60	4743172599	7204 Sage Ct, Los Angeles, CA, 90002	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127768	ENR	Dorothy Riley	1986-06-13	UHC-58212-49	8559264082	6622 Sunset Blvd, Houston, TX, 77075	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126918	ENR	Janet Morales	1992-01-17	UHC-08987-22	2562524520	1780 Spring St, Chandler, AZ, 85240	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430908	CLM	Juse Pena	1972-04-18	—	3673780961	1513 Indian School Rd, Los Angeles, CA, 90056	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139219	ENR	Janet W Carroll	1938-02-10	UHC-53190-20	5326216137	6292 Union St, Orlando, FL, 32810	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106677	ENR	Joyce Rice	1943-05-25	UHC-64786-05	6034401327	2028 Baseline Rd, Mesa, AZ, 85273	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111319	ENR	Andrew Phillips	1946-03-28	UHC-08805-18	9076828708	4171 Harbor Blvd, Columbus, OH, 43226	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-124806	ENR	Willie C Perez	1982-12-06	UHC-21123-09	—	5735 Park Pl, Sacramento, CA, 95810	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61099	TPA	Ahmed Rose	1972-11-01	—	9007684149	4535 Camelback Rd, Seattle, WA, 98143	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120744	ENR	Olivia Ramirez	1992-11-08	UHC-01813-53	8558333445	3133 Sunset Blvd, San Antonio, TX, 78245	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127913	ENR	Lawrence Shaw	1968-10-26	UHC-23351-29	2686453729	1500 Baseline Rd, Houston, TX, 77023	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110375	ENR	Heather T Ellis	2004-12-07	UHC-10265-02	4653314415	4565 Bayshore Dr, Chandler, AZ, 85231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22127	PRV	Grace Phillips	1939-01-26	—	2322617469	7250 Pine Dr, Houston, TX, 77002	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426133	CLM	Hiroshi Garza	2005-11-05	UHC-77416-36	—	3626 Indian School Rd, Plano, TX, 75018	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-25953	PRV	Daniel Webb	1951-10-12	UHC-29575-59	3948521162	4456 Harbor Blvd, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103944	ENR	Elizabeth N Martin	1973-10-05	UHC-63125-78	5233872747	1405 Canyon Rd, Jacksonville, FL, 32268	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111328	ENR	Aisha Garza	2000-11-19	UHC-00750-76	9788914253	6081 Sunset Blvd, Gilbert, AZ, 85255	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122903	ENR	Jessica Fernandez	1951-04-07	UHC-72664-23	5687161617	3338 Highland Ave, Austin, TX, 78789	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137091	ENR	Pamela X Edwards	2002-04-27	UHC-56282-29	—	6075 Meadow Ln, Mesa, AZ, 85215	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-57434	TPA	Beverly Bennett	1948-08-14	—	3645788323	4158 Indian School Rd, Denver, CO, 80291	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138223	ENR	Susan Hanson	1982-10-01	UHC-29460-45	2715230271	4755 Maple Ave, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128628	ENR	Aaron J Santiago	1940-02-25	UHC-34413-08	3954830136	487 Washington St, Columbus, OH, 43259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128304	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128303	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140231	ENR	Grace Robertson	1988-04-08	UHC-40193-36	6094448226	548 Elm St, Glendale, AZ, 85361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20537	PRV	Jeremy Bailey	1956-06-22	—	4675944062	2491 Cedar Ln, Fresno, CA, 93755	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422623	CLM	Sofia Mitchell	—	—	4854661548	3017 Meadow Ln, San Diego, CA, 92186	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-112327	ENR	Kenneth Willis	2004-05-12	UHC-38444-23	8348254012	5161 Cedar Ln, Seattle, WA, 98174	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more

16,828 rows, page 125 of 337Previous Next