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

Claims, 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
CLM-422074	CLM	Priya Allen	1991-02-12	UHC-44110-15	—	4591 Maple Ave, Tampa, FL, 33688	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-419925	CLM	Hannah Park	1963-09-20	UHC-14529-43	—	8629 Mesa Dr, Tampa, FL, 33615	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-400441	CLM	Brndon Alvarado	1992-07-16	UHC-74312-02	—	1039 Valley View Dr, Scottsdale, AZ, 85273	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-432703	CLM	Jack Kelly	1977-05-26	UHC-23475-39	—	6237 Harbor Blvd, Seattle, WA, 98176	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-402284	CLM	Alan Gomez	1970-09-14	UHC-96329-04	—	4112 Central Ave, Plano, TX, 75038	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-431022	CLM	Roneld Yang	1996-10-20	UHC-10472-88	5305122765	3499 Oak St, Phoenix, AZ, 85063	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-427858	CLM	Bradley Hernandez	1998-05-27	—	—	2161 Washington St, Sacramento, CA, 95872	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-425353	CLM	Isabbella Lynch	1973-11-09	—	—	7754 Valley View Dr, Gilbert, AZ, 85235	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427121	CLM	Jordan Padilla	2000-03-12	UHC-26828-27	3954694704	1639 Baseline Rd, Phoenix, AZ, 85032	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427420	CLM	Jerry Weaver	2001-11-04	UHC-98671-03	—	4457 Central Ave, Atlanta, GA, 30340	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-428599	CLM	Nancy Harvey	1994-03-19	UHC-47422-60	2437322928	4513 Palm Dr, San Diego, CA, 92169	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407140	CLM	Alice N Spencer	1967-03-01	—	5442120508	4684 Mountain View Dr, Houston, TX, 77017	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-411486	CLM	Nathan Palmer	1974-01-04	UHC-78327-09	4205727983	7701 Ocean Ave Apt 18, Tampa, FL, 33669	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-406866	CLM	Alexander Davis	1979-12-27	UHC-21797-46	—	8974 Elm St, Scottsdale, AZ, 85295	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-418049	CLM	Samantha X Olson	1980-08-18	UHC-70649-18	—	23 Desert Sky Blvd, Fresno, CA, 93768	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-422213	CLM	Diana Spencer	1942-08-19	UHC-15396-79	—	1835 Oak St, Denver, CO, 80219	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400555	CLM	Frances R Wilson	1940-10-21	—	—	9472 Willow Ct, Mesa, AZ, 85227	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
CLM-414340	CLM	Lucia Welch	1983-09-18	UHC-74680-11	5945630677	1802 Spring St, Mesa, AZ, 85213	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-419382	CLM	Catherine Hart	1963-09-20	—	—	7998 Desert Sky Blvd, Atlanta, GA, 30317	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-421868	CLM	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416174	CLM	Samantha Jenkins	2007-01-20	UHC-20745-11	—	3267 Oak St, Orlando, FL	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-418060	CLM	Dorothy Austin	1949-11-11	UHC-48631-14	—	8657 Oak St, Los Angeles, CA, 90068	0.66	Name split from “Last, First”City re-cased State name converted to code Whitespace trimmed+1 more
CLM-421581	CLM	Tyler Maldonado	1948-07-12	—	—	7191 Mesa Dr, Minneapolis, MN, 55480	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421099	CLM	Ryan Li	1963-09-10	—	—	5648 Elm St, Fresno, CA, 93735	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427822	CLM	Jean Phillips	1983-12-07	UHC-92483-07	—	1926 Cedar Ln, Gilbert, AZ, 85242	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-427198	CLM	Olivia Maldonado	1958-04-09	—	8287953425	7572 Desert Sky Blvd, Miami, FL	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
CLM-417768	CLM	Susan Burns	2000-04-10	—	—	6673 Cedar Ln, Tampa, FL, 33655	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-424639	CLM	Chalres Griffin	2003-10-08	UHC-79368-12	—	6431 Oak St, Eden Prairie, MN, 55384	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-411500	CLM	Jack Clark	1957-06-05	UHC-74308-55	—	6822 Harbor Blvd, Atlanta, GA	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
CLM-417676	CLM	Christopher Johnson	1938-01-19	—	—	8530 Cedar Ln, Minneapolis, MN, 55412	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-416827	CLM	Melissa Daniels	1998-01-01	UHC-79454-55	—	7050 Lincoln Way # 530, Los Angeles, CA, 90070	0.68	Date of birth reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-401409	CLM	Laura M Young	1995-05-27	UHC-15182-93	—	7598 Meadow Ln, Gilbert, AZ, 85258	0.68	SSN last four extracted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-425029	CLM	Russell Moore	1962-03-14	UHC-97911-12	—	5932 Bayshore Dr, Orlando, FL, 32870	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-425030	CLM	Russell Moore	1962-03-14	UHC-97911-12	—	5932 Bayshore Dr, Orlando, FL, 32870	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-429630	CLM	Amber Banks	1975-11-16	—	5278166212	2815 Lincoln Way # 936, Fresno, CA, 93792	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-409580	CLM	Adam Li	1959-01-03	—	5296501946	9474 Union St, Atlanta, GA, 30353	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412020	CLM	Timothy Z Young	1949-07-22	—	8006714748	2331 Jefferson Ave, Tampa, FL, 33656	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-417158	CLM	Michael Robinson	1959-07-08	UHC-13400-89	7287525166	55 Union St, Orlando, FL, 32839	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-417159	CLM	Michael Robinson	1959-07-08	UHC-13400-89	7287525166	55 Union St, Orlando, FL, 32839	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-424101	CLM	Brenda K Loepz	1990-02-18	UHC-93886-29	—	8704 Lincoln Way, Mesa, AZ, 85233	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-412422	CLM	Kenneth George	1945-10-13	UHC-44938-15	—	8887 Pine Dr, Tucson, AZ, 85749	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-422288	CLM	Martha Z Parker	1991-09-26	UHC-73620-42	—	236 Market St, Glendale, AZ, 85347	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
CLM-411156	CLM	Dylan Palmer	2003-10-15	UHC-54824-76	8592910532	2321 Mesa Dr, Chandler, AZ, 85278	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-425618	CLM	Philip White	1992-10-23	UHC-56598-37	—	208 Washington St, Gilbert, AZ, 85280	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409023	CLM	Maria Q Hansen	1939-04-07	—	—	1426 Washington St, Seattle, WA, 98139	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
CLM-403759	CLM	Jonathan Valdez	1938-07-06	UHC-09612-40	4458108877	1279 Bayshore Dr, Nashville, TN, 37286	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-404660	CLM	Scott F Bradley	1952-02-24	UHC-01675-10	—	1227 Lincoln Way, Mesa, AZ, 85224	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-417958	CLM	Wayne Silva	2005-02-18	UHC-07518-90	—	3386 Union St, Orlando, FL, 32817	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-414235	CLM	Lori Austin	2003-07-23	—	—	500 Camelback Rd, San Diego, CA, 92121	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419665	CLM	Beverly Lynch	1919-04-16	UHC-58484-01	—	7879 Washington St, Sacramento, CA, 95867	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared

2,633 rows, page 39 of 53Previous Next