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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126852	ENR	Linda O Collins	1952-12-05	UHC-81376-16	8842959522	1364 Mesa Dr, Nashville, TN, 37213	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-110447	ENR	Douglas L Hansen	1951-01-02	UHC-60441-31	4522604916	5535 Palm Dr, Tempe, AZ, 85250	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
PRV-24402	PRV	Denise Wells	1998-09-06	—	4648588774	8604 Lincoln Way, Columbus, OH, 43232	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-427015	CLM	Andrew L Payne	1988-01-01	UHC-05998-67	5042290835	7750 Central Ave, Las Vegas, NV, 89194	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-139384	ENR	Carolyn Q Moreno	1969-02-05	UHC-38849-30	4337509208	9513 Desert Sky Blvd, Orlando, FL, 32820	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
CLM-426513	CLM	Joyce Soto	1946-12-01	UHC-33573-25	—	2385 Sage Ct, Tampa, FL, 33610	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
PRV-28544	PRV	Amber Olson	1965-06-20	—	6602446586	1119 Mesa Dr, Tempe, AZ, 85254	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-111444	ENR	Benjamin Bell	1975-04-03	UHC-30848-14	4873012813	4829 Washington St, Las Vegas, NV, 89121	0.80	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased
CLM-428064	CLM	Teresa L Snyder	1995-03-08	UHC-84031-93	3416900947	7579 Indian School Rd, Houston, TX, 77042	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-117501	ENR	Chris Guerrero	1973-03-21	UHC-60544-03	7924373363	8632 Church St, Plano, TX, 75034	0.80	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed
ENR-126521	ENR	Jordan D Woods	1948-06-07	—	—	6909 Broadway, Tampa, FL, 33629	0.80	Date of birth reformatted Address re-cased State name converted to code Placeholder values cleared
ENR-133230	ENR	Kelly F Herrera	1953-01-10	UHC-57765-55	4074771215	7200 Market St, Scottsdale, AZ, 85274	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
PRV-20984	PRV	Ethan O Arnold	2005-02-01	UHC-72887-01	6176874926	1015 Oak St, Gilbert, AZ, 85286	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-138218	ENR	Jean Murray	1975-04-28	UHC-76681-29	2149664827	6258 Elm St, Austin, TX, 78731	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-431872	CLM	Charles Stevens	2004-01-25	UHC-12624-66	3586152962	9425 Jefferson Ave, Atlanta, GA, 30382	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-130743	ENR	Edwaard Spencer	1965-03-02	UHC-21630-91	7544692371	2549 Apache Blvd, Minneapolis, MN, 55426	0.80	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code
ENR-128383	ENR	Santiago D Ellis	1961-10-14	UHC-01665-48	5914105406	7385 Lake View Rd, Atlanta, GA, 30333	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
ENR-113461	ENR	Paul Y Bryant	1941-11-16	UHC-60881-82	2903752486	2302 Sage Ct, Los Angeles, CA, 90001	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
CLM-421561	CLM	Billy Williams	1950-04-07	UHC-03915-92	2515010182	6354 Baseline Rd, Houston, TX, 77045	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-142736	ENR	Lisa Clark	2002-09-26	UHC-57585-76	4693997787	3910 Palm Dr, Columbus, OH, 43285	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
CLM-417302	CLM	Russell Long	1993-02-19	—	8278847497	1286 Broadway, Glendale, AZ, 85356	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-402110	CLM	Kelly Evans	1990-07-11	UHC-53747-07	8765873832	2275 Meadow Ln, Fresno, CA, 93780	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22896	PRV	George Murray	1964-10-14	—	5265528474	2753 Central Ave, Columbus, OH, 43225	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-141263	ENR	Angela Olson	1943-04-24	UHC-96507-82	2078298837	6683 Church St, Miami, FL, 33170	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-126151	ENR	Sandra Lewis	2005-01-08	UHC-17674-28	6793563349	7524 Pine Dr, Dallas, TX, 75290	0.80	Name re-cased Phone reformatted State name converted to code Email lower-cased
TPA-56889	TPA	Judth Henry	1942-04-05	—	—	2027 Central Ave, Charlotte, NC, 28271	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-415993	CLM	Joseph Cole	1986-04-16	UHC-31831-74	2033264395	427 Pine Dr, San Antonio, TX, 78238	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-416858	CLM	Rob Thomas	1966-03-15	UHC-78800-80	3635038500	4075 Park Pl, Nashville, TN, 37274	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-110944	ENR	Jesse F Silva	1977-05-10	UHC-68070-58	4546448606	3029 Baseline Rd, Sacramento, CA, 95830	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-420159	CLM	Petr Morgan	1959-03-05	—	—	8901 Broadway, Jacksonville, FL, 32264	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
PRV-23290	PRV	Kelly F Wheeler	1975-11-17	UHC-91238-92	9579872902	4067 Washington St, Orlando, FL, 32855	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-423495	CLM	Yuki Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX, 78720	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-412736	CLM	Jeffrey Carlson	1997-09-21	UHC-10902-45	7542742574	6708 Market St, Fresno, CA, 93724	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-100196	ENR	Gloria T Walsh	1941-06-11	UHC-92335-10	8487982440	7387 Elm St, Chandler, AZ, 85204	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
CLM-401943	CLM	Brittany Luna	1972-01-21	UHC-53411-19	5737104001	4902 Lincoln Way, San Antonio, TX, 78252	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-126944	ENR	Philip Ward	1953-06-10	UHC-48594-76	5814516961	4612 Baseline Rd, Miami, FL, 33199	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-107572	ENR	Joe A Hamilton	2003-10-17	UHC-71097-95	2335849051	9027 Central Ave, Sacramento, CA, 95813	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-430527	CLM	Andrea Dean	1993-10-02	UHC-48771-18	—	1987 Meadow Ln, Tempe, AZ, 85201	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-402157	CLM	Luis Sullivan	1943-02-09	—	2826340299	2265 Maple Ave, Los Angeles, CA, 90010	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52090	TPA	Andrea Jimenez	1988-11-18	—	—	4934 Broadway, Denver, CO, 80225	0.80	State name converted to code Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-102261	ENR	Joe C Rivera	1952-07-18	UHC-05846-87	9874767403	6829 Harbor Blvd, Gilbert, AZ, 85230	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
CLM-402694	CLM	Ralph Cunningham	1969-04-16	UHC-93386-23	9744194940	6758 Highland Ave, Orlando, FL, 32887	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
ENR-138921	ENR	Shirley Q Rojas	1966-01-02	UHC-61087-91	7065069754	4695 Indian School Rd, Fresno, CA, 93760	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
PRV-23535	PRV	Melssa I Yaang	1987-12-10	UHC-44188-65	5858799368	5216 Bayshore Dr, Orlando, FL, 32897	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-118967	ENR	Christina Marquez	1987-07-22	UHC-60866-73	6793421727	3794 Desert Sky Blvd, Los Angeles, CA, 90079	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-131282	ENR	Hernandez J Katherine	1955-09-27	UHC-08215-63	—	7590 Meadow Ln, Jacksonville, FL, 32240	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-113294	ENR	Bobby Walsh	2002-05-01	UHC-90832-95	5884019411	5749 Mountain View Dr, Houston, TX, 77041	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
PRV-27462	PRV	Thomas Gonzalez	1975-09-24	UHC-73038-56	8923921982	1811 Indian School Rd, Phoenix, AZ, 85024	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401052	CLM	Rebecca Kennedy	1945-09-11	—	3113817259	1156 Lake View Rd, Jacksonville, FL, 32297	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
PRV-27718	PRV	Mark M Marquez	1953-02-28	—	7106427661	3821 Ridge Rd, Las Vegas, NV, 89133	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared

9,084 rows, page 168 of 182Previous Next