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-23272	PRV	Maria W Gray	1994-12-02	—	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28789	PRV	Sharon Diaz	1957-07-25	—	6089609342	4651 Sage Ct, Nashville, TN, 37266	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23192	PRV	Debra Vargas	1992-12-13	—	7427833185	7717 Hillcrest Rd, Tempe, AZ, 85269	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25195	PRV	Janice Johnson	1997-04-24	UHC-76647-45	7423403610	7828 Highland Ave, Eden Prairie, MN, 55363	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24773	PRV	Elijah Price	1986-12-26	UHC-50102-32	2323159074	3333 Palm Dr, Phoenix, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
PRV-26640	PRV	Danielle R Martinez	2004-07-22	UHC-78916-82	—	8733 Desert Sky Blvd, Orlando, FL, 32815	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-22179	PRV	Jordan Harris	1951-12-25	—	2596461176	1233 Forest Ave, Las Vegas, NV, 89120	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27250	PRV	Joyce Sanchez	1966-10-24	UHC-16910-09	—	2620 Market St, Las Vegas, NV, 89104	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-25619	PRV	Kevin F Stevens	1993-10-06	UHC-84647-19	5723201256	3605 Ridge Rd, Chandler, AZ, 85233	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28518	PRV	Kayla Mitchell	1985-01-11	—	9583016221	5324 Desert Sky Blvd, Miami, FL, 33121	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26869	PRV	Denise Vargas	1949-10-23	—	6146730135	4158 Central Ave, Nashville, TN, 37205	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-28446	PRV	Greg V Luna	1966-07-21	UHC-06652-38	5112491982	1761 Canyon Rd, Phoenix, AZ, 85020	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-29389	PRV	Henry K Ellis	1950-01-01	—	4116016082	1632 Central Ave, San Antonio, TX, 78250	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21069	PRV	Austin Mendoza	1939-04-11	—	9407987779	4656 Baseline Rd, Chandler, AZ, 85245	0.60	Name re-cased Date of birth reformatted City re-cased State code upper-cased+4 more
PRV-21250	PRV	Jeffrey S Larson	1955-09-24	UHC-00373-95	2895514159	5242 Jefferson Ave, Scottsdale, AZ, 85236	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22364	PRV	Christine Chen	1943-01-02	—	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22290	PRV	Carlos Hamilton	1956-01-21	UHC-99654-35	6424132000	7313 Desert Sky Blvd, Tampa, FL, 33635	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28840	PRV	Chris Ortega	1970-12-12	UHC-45995-18	7923763304	3105 Oak St, Charlotte, NC, 28278	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28155	PRV	Donna Ramos	1995-10-06	UHC-64152-85	7827236431	7499 Baseline Rd, Tempe, AZ, 85278	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-23680	PRV	Jack Z Arnold	2007-11-16	—	7019661203	2516 Central Ave, Denver, CO, 80212	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-21605	PRV	Sara Y Carr	2001-07-14	UHC-62944-73	5049452051	1350 Market St, Scottsdale, AZ, 85238	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20496	PRV	Sandra K Boyd	1973-03-18	UHC-29823-55	7297898421	1044 Spring St, Tucson, AZ, 85737	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29490	PRV	Diego Lawrence	1978-11-27	UHC-74911-24	8476469423	4864 River Rd, Denver, CO, 80200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20716	PRV	Keith M Price	1986-07-18	UHC-04874-92	4895728598	9495 Palm Dr, Austin, TX, 78749	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22748	PRV	Elizabeth Carr	1986-10-18	—	7794334987	4100 Ocean Ave, Charlotte, NC, 28226	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25010	PRV	Amber T Hudson	1941-01-09	—	5118964922	1218 Willow Ct, San Diego, CA, 92119	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29197	PRV	Denise Pena	2001-09-06	—	6838444648	5007 Pine Dr, Miami, FL, 33107	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28161	PRV	Walter Willis	1941-06-12	UHC-67611-72	8569997249	9245 Ocean Ave, Las Vegas, NV, 89150	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22565	PRV	Willie Webb	2006-09-24	—	3536897247	7251 Willow Ct, Miami, FL, 33199	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27735	PRV	Ahmed B Lewis	1971-06-27	UHC-60945-08	9306282183	6845 Indian School Rd, Columbus, OH, 43216	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25366	PRV	Brian Price	1958-10-20	UHC-78316-88	7703849318	2834 Broadway, Las Vegas, NV, 89171	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-24114	PRV	Jon I Estrada	2004-11-27	—	—	1699 Hillcrest Rd, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20717	PRV	Christian Gomez	1984-11-27	—	4393874184	7865 Bayshore Dr, Austin, TX, 78733	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28059	PRV	Ruth L Flores	1999-02-18	—	4807777238	7256 Valley View Dr, Gilbert, AZ, 85292	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27766	PRV	Carl Q Porter	1982-09-09	—	9712830586	7075 Willow Ct, Miami, FL, 33172	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25797	PRV	Sarah S Hawkins	1991-12-19	—	8364227329	4993 Ocean Ave, Charlotte, NC, 28234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23457	PRV	Jesse S Kim	1974-05-20	UHC-24310-96	4098056816	2579 Harbor Blvd, Denver, CO, 80213	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26297	PRV	Dyln L Bowman	1983-06-22	—	4386976432	2383 Cedar Ln, Jacksonville, FL, 32237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26927	PRV	Tyler Taylor	1957-10-27	—	4296298195	4037 Indian School Rd, Las Vegas, NV, 89163	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22675	PRV	Janice Marshall	1952-09-07	—	6509203588	2157 Highland Ave, Scottsdale, AZ, 85251	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20518	PRV	Arthur N Mason	1975-07-11	UHC-95789-74	3373974367	5652 Jefferson Ave, San Antonio, TX, 78266	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23166	PRV	Willie V Dunn	1967-09-07	UHC-04570-88	2374412395	7513 Jefferson Ave, Minneapolis, MN, 55476	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-25276	PRV	Jordan Mitchell	1999-01-13	UHC-41287-90	9138838022	882 Lake View Rd, Dallas, TX, 75281	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25572	PRV	Theresa Austin	1996-09-22	UHC-47101-37	8906088000	8576 Canyon Rd, Mesa, AZ, 85245	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20007	PRV	Nancy Campbell	1991-05-20	—	7332381159	3517 Baseline Rd, Jacksonville, FL, 32266	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25409	PRV	Mariana V Fowler	1986-11-05	UHC-92162-53	3238211928	6958 Mountain View Dr, Scottsdale, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
PRV-20756	PRV	Sofia B Li	1948-12-18	—	3213585049	1674 Ridge Rd, Jacksonville, FL, 32294	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22697	PRV	Arjun Mason	1976-04-14	—	3294134279	9507 Meadow Ln, Las Vegas, NV, 89152	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24311	PRV	Alexander C Washington	1959-07-09	—	2614249268	5736 River Rd, San Antonio, TX, 78247	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21516	PRV	Thomas Boyd	1984-09-28	—	4789265496	7546 Sunset Blvd, Sacramento, CA, 95883	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

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