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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58275	TPA	Keith Vaquez	1956-11-01	—	4265038884	1466 Broadway, Plano, TX	0.76	Phone reformatted Address re-cased City re-cased ZIP missing+2 more
ENR-116608	ENR	George Garrett	1995-05-14	UHC-05067-11	5508568354	7844 Indian School Rd, Sacramento, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-407280	CLM	Steven Vasquez	1957-06-27	UHC-60190-71	2184048209	6946 Meadow Ln, Orlando, FL	0.76	Phone reformatted Member ID reformatted City re-cased ZIP missing+2 more
TPA-60901	TPA	Mara Robinson	1938-05-19	—	4207410329	7834 Apache Blvd, Plano, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-102432	ENR	Sean Ramirez	2007-05-18	—	5247148147	4657 Ridge Rd, Las Vegas, NV	0.76	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
ENR-121441	ENR	Bryan Gonzales	1982-09-28	UHC-98234-91	4257360730	81 Union St, Minneapolis, MN	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-27420	PRV	Day Catherine	1943-07-04	UHC-08875-72	6987277846	5538 Grand Ave, Plano, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
PRV-28555	PRV	Melissa Vega	1973-10-25	—	6497958231	5150 Park Pl, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-101255	ENR	Aaron Parker	1978-02-21	UHC-40195-45	—	4641 Palm Dr, Denver, CO	0.76	Member ID reformatted City re-cased ZIP missing Plan code upper-cased+2 more
ENR-117897	ENR	Jason R Harvey	1955-05-26	UHC-27403-64	3008108520	7877 Elm St, Mesa, AZ	0.76	Name re-cased Member ID reformatted City re-cased ZIP missing+2 more
ENR-118321	ENR	Anna Clark	1952-04-05	UHC-98211-28	2444950357	7111 Lincoln Way, San Diego, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-428263	CLM	Jason Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-131016	ENR	Jacqueline Daniels	1999-10-28	—	7157428226	5622 Valley View Dr, Miami, FL	0.76	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
ENR-124543	ENR	Luis Wright	1966-08-24	UHC-63766-65	3433363230	977 Central Ave, Denver, CO	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-129899	ENR	Peter Johnson	1978-09-24	UHC-39197-64	2335824895	1545 Spring St, San Diego, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-107296	ENR	Lawrence B Warren	1961-05-03	UHC-31399-31	5063183429	7599 Indian School Rd, Miami, FL	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-120391	ENR	Jack M Barnes	1979-04-24	UHC-75054-56	7666769332	3185 Washington St, Las Vegas, NV	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-104296	ENR	Judy Harvey	1961-05-25	UHC-36773-55	9042981881	6205 Highland Ave, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-115894	ENR	Ruth G Dunn	2002-12-22	UHC-79382-41	2749477649	1310 Apache Blvd, Tampa, FL	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-113050	ENR	Martha G Gonzales	1941-04-22	UHC-09453-25	4919825842	1995 Church St, Atlanta, GA	0.76	Name re-cased City re-cased ZIP missing Plan code upper-cased+2 more
ENR-121176	ENR	Austin A Le	1972-03-20	UHC-07743-05	5135147533	8887 Sage Ct, Mesa, AZ	0.76	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+2 more
ENR-122480	ENR	Sara T Wagner	1987-08-20	UHC-73875-97	—	841 Broadway, Orlando, FL	0.76	Member ID reformatted Address re-cased City re-cased ZIP missing+2 more
ENR-129296	ENR	Martha I Dixon	1980-12-27	UHC-22273-83	7392825747	1052 Ocean Ave, Chandler, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-103311	ENR	Russell W Le	1941-05-10	UHC-19416-53	7007392456	4307 Jefferson Ave, Fresno, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-22924	PRV	Justin Roberts	1993-12-10	—	8077754857	3616 Valley View Dr, Plano, TX	0.76	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
ENR-139572	ENR	Logan I Richardson	1973-03-13	UHC-24032-64	2955933247	1361 Baseline Rd, Fresno, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-410792	CLM	Julie Stone	1998-01-11	—	6165079321	1065 Meadow Ln, Phoenix, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-108639	ENR	Tyler Young	1980-07-21	UHC-00161-11	—	7471 Ocean Ave, Tampa, FL	0.76	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+2 more
ENR-101822	ENR	Klely Nichols	1981-12-16	UHC-28056-17	5508744235	26 Hillcrest Rd, Gilbert, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-139368	ENR	Noah E Salazar	2006-01-25	UHC-77146-22	5995719198	1356 Meadow Ln, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-123899	ENR	Maria P Allen	1981-07-03	UHC-99806-87	2563566833	5825 Mountain View Dr, Austin, TX	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-28612	PRV	Cheryl Sanchez	2004-10-26	UHC-38922-46	3358407861	8988 Ocean Ave, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
CLM-411115	CLM	Carl Chen	1997-08-15	UHC-16221-28	6119534344	8246 Canyon Rd, Charlotte, NC	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-128168	ENR	Joe G Stewart	1953-02-11	—	5262346068	286 Sage Ct, Los Angeles, CA	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-115374	ENR	Douglas U Walker	1993-06-08	UHC-39642-73	5889277270	1960 Ocean Ave, Tampa, FL	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-125927	ENR	James Mendoza	1975-02-22	—	5252931282	4509 Main St, San Antonio, TX	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-431090	CLM	Diana Dixon	1999-02-21	—	7065056555	6630 Washington St, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
CLM-404927	CLM	Vincent H Hart	1976-04-05	—	8609390189	3166 Oak St, Minneapolis, MN	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-133946	ENR	Jonson Z Amanda	1946-07-03	UHC-06364-64	8624656105	9444 Cedar Ln, Sacramento, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-427435	CLM	Joan G Carroll	1970-09-19	UHC-43377-63	5684337114	6474 Indian School Rd, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-408831	CLM	Gregory Parker	1961-05-05	UHC-82884-11	—	2142 Mountain View Dr, Glendale, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-60875	TPA	Helen Welch	1953-04-03	—	—	2008 Jefferson Ave, Tucson, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
PRV-26477	PRV	Jonathan M Gibson	1978-02-08	UHC-88509-08	6126597893	3380 Lake View Rd, Seattle, WA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
TPA-58298	TPA	Anthony Taylor	2004-02-11	—	4845118648	1177 Sage Ct, San Antonio, TX	0.76	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
PRV-27177	PRV	Julie Alexander	1996-01-22	—	7983554718	6091 Highland Ave, Miami, FL	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-118677	ENR	Bryan Palmer	1963-10-26	UHC-05951-33	4823967267	9827 Meadow Ln, Nashville, TN	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-405956	CLM	Patrick West	1961-09-23	UHC-73334-92	—	5599 Maple Ave, Tampa, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-128840	ENR	Banks Gerald	1965-08-10	—	7794184203	4255 Canyon Rd, Los Angeles, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-110208	ENR	Susan Jimenez	2003-04-07	UHC-96912-58	4129062436	3298 Mountain View Dr, Tempe, AZ	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-127781	ENR	Mateo R Li	1966-04-08	UHC-06395-11	3165880588	1074 Union St, Fresno, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more

7,146 rows, page 118 of 143Previous Next