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
CLM-425330	CLM	Amber Contreras	1960-03-11	UHC-34873-58	—	1434 Pine Dr, Plano, TX, 75002	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
ENR-129868	ENR	Ethan L Fernandez	2000-08-05	UHC-55755-30	9734901084	3381 Church St, San Diego, CA, 92166	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
CLM-431505	CLM	Chris K Richards	1960-12-12	—	8454528539	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-430099	CLM	Nathan E Campbell	1985-11-19	—	8525258031	8466 Lake View Rd, Seattle, WA, 98103	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-421704	CLM	Paul Bryant	1975-01-19	UHC-25714-67	3587077031	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-414333	CLM	Mariaana Parker	2008-11-14	—	—	9046 Church St, Gilbert, AZ, 85224	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
ENR-142864	ENR	Sean Pteers	2001-10-05	UHC-92766-64	3404158757	4637 Sage Ct, Houston, TX, 77053	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-131918	ENR	Charles Ortiz	1952-10-14	UHC-58252-67	7022044981	8335 Hillcrest Rd, Fresno, CA, 93722	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-119197	ENR	Mariana Z West	1971-08-21	UHC-37899-83	6869797115	8020 Spring St, Minneapolis, MN, 55453	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-114839	ENR	Carl A Chen	1996-03-24	UHC-67603-11	5944192651	9309 Canyon Rd, Denver, CO, 80288	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
PRV-24052	PRV	Ray Gilbert	1995-07-08	UHC-47520-61	4154560807	6778 Sage Ct, Plano, TX, 75054	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-104338	ENR	Gloria Ryan	1955-07-08	UHC-01082-27	5792372085	4221 Forest Ave, Tempe, AZ, 85292	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-107666	ENR	Madison Foster	1955-03-28	UHC-63068-07	6799727683	—	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-132618	ENR	Christian Long	1988-11-01	UHC-14914-29	3084903750	4884 Union St, Sacramento, CA, 95825	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
TPA-64468	TPA	Ana G Tucker	1951-07-22	UHC-61917-51	3072928562	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-131954	ENR	Ralph A Ruiz	1950-05-14	UHC-42464-05	8179605979	5738 Valley View Dr, Mesa, AZ, 85298	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-101339	ENR	Sara Ortega	1976-02-06	UHC-81674-85	9146019464	5180 Church St, Fresno, CA, 93729	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-429329	CLM	Bryan C Rose	1991-01-28	—	4813886338	3255 Broadway, Chandler, AZ, 85255	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
CLM-414557	CLM	Ashley Alvarado	1992-05-17	UHC-25866-63	5858307848	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-50480	TPA	Angela Mills	1973-10-09	UHC-64081-98	7142756815	3753 Harbor Blvd, Tucson, AZ, 85789	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408826	CLM	Juan Ellis	1996-07-02	—	—	3402 River Rd, Eden Prairie, MN, 55362	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-59388	TPA	Larry Bradley	2001-10-13	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
PRV-26449	PRV	Eric Walsh	1948-09-23	UHC-81765-07	4749535319	2093 Indian School Rd, Tucson, AZ, 85756	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-405588	CLM	Omar Rchardson	1941-06-13	—	7725403106	8804 Baseline Rd, Chandler, AZ, 85250	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-104909	ENR	Mei O Matthews	1996-06-07	UHC-74503-34	—	7562 Broadway, San Diego, CA, 92141	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
CLM-415902	CLM	Elijah Montgomery	1956-12-07	UHC-48585-51	7243062712	6026 Sage Ct, Denver, CO, 80230	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-127277	ENR	Cheryl Castro	1950-02-18	UHC-49263-97	9405851023	9227 Church St, Orlando, FL, 32896	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
ENR-100200	ENR	Jacqueline P Watson	1974-05-28	UHC-45943-81	8933271096	2412 Valley View Dr, Fresno, CA, 93727	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-23486	PRV	Daniel Palmer	1976-01-03	—	7207690680	5385 Broadway, Eden Prairie, MN, 55313	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-117982	ENR	Carlos J Stevens	1984-12-03	—	5474245943	2200 Union St, Tucson, AZ, 85795	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
ENR-101987	ENR	Ann N Oliiver	1960-10-10	UHC-78603-21	2893493304	5703 Park Pl, Charlotte, NC, 28247	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-101988	ENR	Ann N Oliiver	1960-10-10	UHC-78603-21	2893493304	5703 Park Pl, Charlotte, NC, 28247	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-109921	ENR	Jeremy Munoz	1994-06-22	UHC-03662-51	—	3842 Park Pl, Eden Prairie, MN, 55321	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
ENR-132904	ENR	Larry V Duncan	1989-04-28	UHC-94999-36	6885946290	9313 Baseline Rd, Eden Prairie, MN, 55346	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-402511	CLM	Olivia I Hut	1987-09-16	—	5355722990	4796 Hillcrest Rd, Atlanta, GA, 30302	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-50415	TPA	Lori Dixon	1939-09-23	UHC-20645-16	—	2347 Sunset Blvd, Plano, TX, 75003	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
ENR-141099	ENR	Stephen Butler	2000-08-09	UHC-10227-99	6233879235	1461 Pine Dr, Atlanta, GA, 30354	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-403473	CLM	Kathhryn Pierce	1939-02-21	—	5335257449	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-53521	TPA	Richard Herrera	1984-08-28	—	—	9847 Maple Ave, Tucson, AZ, 85755	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
ENR-108288	ENR	Meria P Smith	1997-12-19	UHC-18101-63	7248299741	4836 Mountain View Dr, Eden Prairie, MN, 55359	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-408089	CLM	Kathryn A Perry	1971-07-27	—	7694911117	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-24365	PRV	Logan Lawson	1941-11-21	UHC-25158-41	6088774393	3174 Lincoln Way, Jacksonville, FL, 32204	0.76	Phone reformatted Member ID reformatted City re-cased Gender normalised+2 more
ENR-123261	ENR	Vincent Bailey	1955-09-18	UHC-64613-95	8516102828	1529 Lincoln Way, Gilbert, AZ, 85284	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-139245	ENR	Debra I Phillips	1964-05-22	UHC-19040-57	4515299221	883 Cedar Ln, Fresno, CA, 93740	0.76	Name re-cased Phone reformatted State code upper-cased Email lower-cased+2 more
ENR-135752	ENR	Olivia Lynch	1991-07-18	UHC-54864-68	5082543013	2929 Union St, Los Angeles, CA, 90062	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-60747	TPA	Peggy Taylor	1962-04-12	—	4423596196	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-417025	CLM	Gerald Hamiilton	1985-10-02	—	4428469240	6006 Spring St, San Antonio, TX, 78237	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-130584	ENR	George King	2002-12-06	UHC-43777-66	—	4639 Valley View Dr, Seattle, WA, 98175	0.76	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+2 more
PRV-27651	PRV	Ethan Sancehz	1971-12-04	—	5623279904	1217 Oak St, San Antonio, TX, 78252	0.76	Phone reformatted State code upper-cased Email lower-cased Gender normalised+2 more
ENR-135721	ENR	Bruce I Vega	1971-04-17	UHC-50874-41	4652547967	9446 Hillcrest Rd, Sacramento, CA, 95862	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more

16,828 rows, page 259 of 337Previous Next