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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142273	ENR	Wei Grant	—	UHC-03343-57	7955828203	9605 Highland Ave, Seattle, WA, 98161	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
TPA-61666	TPA	Rachel Kennedy	1975-07-09	—	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-105010	ENR	Emma B Coleman	1992-05-06	UHC-69845-65	9285603134	8276 Oak St, Tempe, AZ, 85215	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
PRV-25558	PRV	Ann Garrett	1977-01-19	—	—	6583 Oak St, Houston, TX, 77084	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-127295	ENR	Virginia Anderson	2004-06-06	UHC-20517-75	7256440054	9727 Baseline Rd, Tampa, FL, 33684	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-61943	TPA	Austin Powell	1946-05-25	—	5194091628	9114 Indian School Rd, Los Angeles, CA, 90006	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22833	PRV	Brenda Turner	1983-08-03	UHC-44384-04	—	1252 Mountain View Dr, Columbus, OH, 43294	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400760	CLM	Mei Parker	1994-08-21	UHC-57662-13	6649460948	9632 Baseline Rd, Fresno, CA, 93761	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431473	CLM	Henry Jacobs	1962-05-18	UHC-84856-83	—	6411 Forest Ave, Las Vegas, NV, 89188	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-425136	CLM	Hiroshi Carter	1967-11-03	—	—	5104 Ocean Ave, Denver, CO, 80296	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63060	TPA	Pamela Kim	1980-03-14	—	7699753197	2856 Washington St, Minneapolis, MN, 55408	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-111985	ENR	Randy Washington	1956-04-20	UHC-04077-40	—	7571 Camelback Rd, Chandler, AZ, 85268	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-105097	ENR	Sofia Q Jones	2001-11-04	UHC-63162-84	9017350749	4940 Canyon Rd, Jacksonville, FL, 32221	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112852	ENR	Christopher X Le	1978-05-01	UHC-08988-75	5232402971	5276 Mesa Dr, Los Angeles, CA, 90055	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104600	ENR	Camila Mitchell	1981-11-12	UHC-73366-84	9843131777	833 Grand Ave, Seattle, WA, 98175	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127069	ENR	Alice Y Tucker	1974-09-01	UHC-17436-51	7338388622	6349 River Rd, Charlotte, NC, 28248	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-409526	CLM	Elizabeth Greene	—	—	2412458741	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-406144	CLM	Jacqueline U Payne	1952-08-12	UHC-77839-17	—	8478 Sunset Blvd, Plano, TX, 75091	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-405438	CLM	Yuki Adams	1962-03-16	UHC-26446-16	6326122945	1250 Desert Sky Blvd, Seattle, WA, 98167	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402371	CLM	Debra Ray	1981-11-28	—	—	2737 Meadow Ln, Miami, FL, 33123	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27445	PRV	Christina Green	1969-11-10	—	8067577954	8203 Jefferson Ave, Glendale, AZ, 85351	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411383	CLM	Brandon Vazquez	1956-10-03	UHC-22701-62	—	2328 Elm St, Austin, TX, 78789	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-102650	ENR	Michael Z Boyd	1992-07-23	UHC-19257-78	3975431757	5328 Ridge Rd, San Antonio, TX, 78231	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-135926	ENR	Nicholas B Park	—	UHC-31302-45	4787258907	6548 Jefferson Ave, Los Angeles, CA, 90047	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-133639	ENR	Kimberly X Valdez	1978-01-20	UHC-36608-20	2122663269	5702 Mesa Dr, Sacramento, CA, 95865	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25889	PRV	Mei White	1958-08-20	UHC-19755-67	7335976534	3997 Central Ave, Eden Prairie, MN, 55329	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401603	CLM	Cynthia Ryan	1992-07-22	UHC-40295-56	5122249770	4288 Union St, Minneapolis, MN, 55457	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-414165	CLM	Jessica Wang	2003-01-20	UHC-04085-61	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
ENR-139233	ENR	Terry Wells	1979-08-25	UHC-40621-57	4764683172	818 Baseline Rd, Minneapolis, MN, 55497	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52015	TPA	Judy Long	2001-05-20	—	—	4143 Apache Blvd, Gilbert, AZ, 85272	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-136625	ENR	Christina X Fields	1958-04-19	—	4468159914	5141 Grand Ave, Austin, TX, 78717	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-103815	ENR	Chistine Weaver	1986-04-05	UHC-97085-20	2374526083	9496 Lincoln Way, Chandler, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-110779	ENR	Aisha V Davis	2006-03-03	UHC-31947-84	3143940177	9578 Spring St, Nashville, TN, 37229	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400746	CLM	Arthur W Stephens	1950-02-25	—	9336106282	8084 Union St, Orlando, FL, 32888	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-136048	ENR	Logan Ortiz	—	UHC-98629-39	7818450255	2251 Grand Ave, Las Vegas, NV, 89141	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-143035	ENR	Ashley Coleman	1964-01-04	UHC-58844-78	3284782900	6227 Maple Ave, Las Vegas, NV, 89150	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431155	CLM	Christopher Meyer	1997-06-28	UHC-42589-19	5812426596	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-426708	CLM	Sophia Mills	1991-10-20	UHC-74721-57	2272122450	1708 Union St Apt 13, Los Angeles, CA, 90085	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
CLM-427877	CLM	Sam Cruz	1999-11-24	UHC-37990-57	8703149875	4590 Bayshore Dr, Columbus, OH, 43250	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107478	ENR	Charles F Riley	1950-02-27	UHC-23342-34	4462657685	1938 Mesa Dr, Phoenix, AZ, 85014	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142065	ENR	Amy H Gilbert	1973-11-04	UHC-06665-71	5653631605	4705 Mountain View Dr, San Antonio, TX, 78229	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414001	CLM	Kathryn Ortega	1944-08-18	UHC-71038-15	8819934947	7208 Union St, Plano, TX, 75025	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59683	TPA	Judy A Edwards	1992-08-01	—	—	501 Palm Dr, Gilbert, AZ, 85223	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-131990	ENR	Richard Guzman	2003-11-26	UHC-19581-78	—	8451 Park Pl, Mesa, AZ, 85268	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419408	CLM	Mary Torres	1951-03-26	—	—	5562 Highland Ave, Columbus, OH, 43298	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417135	CLM	Lisa Hernandez	1992-11-25	UHC-98334-19	9855547360	4517 Grand Ave # 310, San Antonio, TX, 78207	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-124544	ENR	Ronald Schultz	1972-12-11	UHC-86558-91	4356979667	8492 Forest Ave, Los Angeles, CA, 90046	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60730	TPA	Henry Ruiz	1992-02-13	UHC-11129-89	9188487342	86 Bayshore Dr, San Antonio, TX, 78296	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428594	CLM	Adam Baker	1998-11-08	UHC-26096-08	—	1209 Park Pl, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-141487	ENR	Rick Chavez	1969-11-18	UHC-25871-69	9334020424	2382 Baseline Rd, Las Vegas, NV, 89101	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

9,980 rows, page 117 of 200Previous Next