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

Provider network, 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
PRV-26892	PRV	Amber Lawrence	1978-04-18	UHC-53728-11	8084888038	1461 Bayshore Dr, Fresno, CA, 93794	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
PRV-24746	PRV	Patrick Fisher	—	—	7773295953	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
PRV-26743	PRV	Tyler Davis	1980-07-28	—	3612890257	3924 Bayshore Dr, Nashville, TN, 37267	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21437	PRV	Natalie Hicks	2004-09-04	UHC-35559-15	6384444698	3013 Palm Dr # 677, San Antonio, TX, 78246	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-29186	PRV	Alan Nichols	1975-03-06	UHC-14705-81	5605844566	7434 Cedar Ln, Gilbert, AZ, 85224	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-25692	PRV	Berry Keith	2006-04-02	—	—	810 Valley View Dr, Mesa, AZ, 85262	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-23972	PRV	Frank Baker	1990-09-08	—	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-23973	PRV	Frank Baker	1990-09-08	—	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-24936	PRV	Madison W Lee	—	—	8755515132	7266 Sage Ct, Houston, TX, 77098	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
PRV-28895	PRV	Alan Nguyen	1999-06-19	—	5873337715	9871 Main St, Mesa, AZ, 85221	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24518	PRV	Sara Scott	1958-06-18	—	8893540383	9443 Broadway # 751, Tempe, AZ, 85270	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
PRV-25497	PRV	Ruth I Maldnoado	1989-07-03	—	—	1565 Lake View Rd, Plano, TX, 75097	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-27490	PRV	Jeeffrey Cook	1986-04-06	UHC-48436-17	—	7290 Highland Ave, Minneapolis, MN, 55405	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
PRV-24612	PRV	Timothy Berry	1963-09-08	—	2184037704	3376 Spring St, Dallas, TX, 75284	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24754	PRV	Doris Anderon	1940-06-16	UHC-85647-30	—	5796 Broadway, Sacramento, CA, 95828	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-29511	PRV	Mariana Henderson	1986-11-02	—	3904047929	8672 Highland Ave, Orlando, FL, 32884	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22679	PRV	Gregory W Wheeler	1989-03-15	—	—	—	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
PRV-22011	PRV	Maria Danniels	2002-09-14	UHC-62018-03	—	5348 Market St, San Antonio, TX, 78228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-25183	PRV	Daniel Mendez	—	—	9787564344	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23896	PRV	Linda Martinez	1949-11-21	—	6422389030	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23897	PRV	Linda Martinez	1949-11-21	—	6422389030	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26885	PRV	Rob Watkins	2001-07-07	UHC-29270-37	—	8144 Grand Ave, Dallas, TX, 75245	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20140	PRV	Joan Bryant	1958-12-01	—	5253887592	6477 Spring St, Mesa, AZ, 85287	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
PRV-25911	PRV	Linda Wagner	1994-05-17	—	3179276389	4845 Hillcrest Rd, San Diego, CA, 92136	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-25374	PRV	Kimberly Burns	1982-01-20	—	2305487241	3423 Camelback Rd, Tempe, AZ	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
PRV-21043	PRV	Samantha Guzman	1969-12-26	UHC-92739-37	9118284633	5202 Market St, Los Angeles, CA, 90040	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21629	PRV	Joshua Johnston	2000-11-19	—	7685883071	6768 Jefferson Ave, Eden Prairie, MN, 55369	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-23023	PRV	Victoria Ramirez	1957-12-09	UHC-01322-01	8917815866	635 Forest Ave # 652, Sacramento, CA, 95807	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-22043	PRV	Emma Santiago	1995-03-17	UHC-20832-61	9627945315	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27562	PRV	Betty Lucas	1958-05-20	—	2923740103	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-29079	PRV	Carl Lynch	2003-02-23	UHC-43141-12	5152979945	9073 River Rd, Tempe, AZ, 85212	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20260	PRV	Marcus Wallace	1991-02-08	UHC-76142-96	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
PRV-22773	PRV	Nathan Cunningham	1938-05-08	UHC-14810-76	—	8203 Lake View Rd, Atlanta, GA, 30399	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-22064	PRV	Anna Turneer	1974-02-09	UHC-90002-73	4577574672	6074 Willow Ct, Nashville, TN, 37250	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21057	PRV	Natalie Sandoval	1989-05-08	UHC-85144-55	8458762184	3009 River Rd, Sacramento, CA, 95887	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-20572	PRV	Sarah D Grannt	1999-01-04	UHC-93690-53	3543233551	4672 Canyon Rd, Minneapolis, MN, 55413	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
PRV-27901	PRV	Andrea Mendoza	1939-05-07	UHC-86485-66	4854877644	3886 Sunset Blvd, Scottsdale, AZ, 85234	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27019	PRV	Yuki Johnson	1960-07-06	—	2568028066	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-21702	PRV	David Lewis	1981-04-09	UHC-05353-85	4563288585	5645 Apache Blvd, Eden Prairie, MN, 55366	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22460	PRV	Gary Q West	1998-01-17	UHC-19798-12	9816612400	6358 Ocean Ave, Columbus, OH, 43278	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
PRV-26619	PRV	Chhristian Little	1980-06-27	—	5233967937	5811 Church St # 309, Orlando, FL, 32888	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
PRV-27524	PRV	Jason Rose	1967-10-22	—	—	4069 Pine Dr, Mesa, AZ, 85230	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26279	PRV	Anthony Parker	1987-01-26	UHC-91210-46	—	6120 River Rd, Denver, CO, 80262	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
PRV-26765	PRV	Hannah P Ramos	1989-05-18	—	—	6381 Desert Sky Blvd, Dallas, TX, 75207	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-20014	PRV	Olivia H Mejia	1996-01-27	—	—	1802 Forest Ave, Atlanta, GA, 30389	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24669	PRV	Russell Harrison	1950-08-14	UHC-05513-68	9875500866	460 Palm Dr, Dallas, TX, 75239	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22967	PRV	Paul Bryant	1941-11-16	UHC-60881-82	2903752486	2302 Sage Ct, Los Angeles, CA, 90001	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22243	PRV	Hannah Clark	1981-05-15	—	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26797	PRV	Gerald Harris	1993-09-04	UHC-40919-46	—	5549 Market St, Las Vegas, NV, 89128	0.66	Date of birth reformatted State code upper-cased ZIP+4 trimmed Gender normalised+1 more
PRV-25639	PRV	Jesse Wallace	2005-06-01	—	4907174293	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more

1,602 rows, page 20 of 33Previous Next