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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27330	PRV	Denise F Anderson	1987-05-16	—	2936129893	3970 Market St, Las Vegas, NV, 89189	0.08	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+6 more
PRV-28492	PRV	Shirley I Webb	1995-02-11	UHC-31639-64	2862984785	9083 Hillcrest Rd, Tempe, AZ, 85264	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24989	PRV	Jessica Z Rose	1993-07-07	—	2272110953	1250 Oak St, Atlanta, GA	0.34	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-21045	PRV	Keiith I Vazquez	—	UHC-01356-46	2096682567	6164 Grand Ave, Scottsdale, AZ, 85299	0.36	Middle initial moved out of first name Name re-cased Date of birth missing Street suffix standardised+4 more
PRV-26256	PRV	Ashley R Peters	1941-04-21	UHC-83509-19	4714397647	6353 Canyon Rd # 184, Columbus, OH	0.36	Middle initial moved out of first name Name re-cased Phone reformatted Unit split from street+4 more
PRV-26213	PRV	Jerry R Garrett	1970-04-05	—	4065040895	4320 Valley View Dr, Orlando, FL	0.36	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-27240	PRV	Jose F Ford	—	—	8933759581	7094 Jefferson Ave, Mesa, AZ, 85212	0.38	Middle initial moved out of first name Date of birth unreadable Phone reformatted City re-cased+3 more
PRV-26108	PRV	Carl J Ross	1984-10-05	—	2547942074	9633 Pine Dr, Los Angeles, CA	0.38	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28133	PRV	Brandon T Bennett	1939-08-21	—	8373045542	1280 Camelback Rd # 719, Tucson, AZ, 85732	0.38	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21018	PRV	Larry L Mills	1998-01-13	—	5265578622	155 Harbor Blvd # 679, Gilbert, AZ, 85209	0.44	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-22608	PRV	Barbara T Austin	1980-07-02	UHC-09800-59	2343011820	4185 Bayshore Dr, Tampa, FL	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-27059	PRV	George B Gilbert	1990-12-21	UHC-16075-96	8126049356	5038 Ocean Ave, Seattle, WA, 98165	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-23521	PRV	Beverly Z Harrison	1962-03-11	UHC-76087-44	4336407608	8994 Cedar Ln, Sacramento, CA, 95836	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-23939	PRV	Heather S Ramirez	1985-09-07	—	6756695687	3843 Main St, Plano, TX	0.48	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26611	PRV	David G Hicks	1957-12-18	UHC-45736-97	—	3403 Sage Ct # 724, San Diego, CA, 92159	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+4 more
PRV-28585	PRV	Pihlip T Wheeler	—	UHC-39692-40	4937138697	4805 Union St, Eden Prairie, MN, 55318	0.48	Middle initial moved out of first name Name re-cased Date of birth unreadable Member ID reformatted+4 more
PRV-23139	PRV	Carolyn H Wong	1977-01-09	—	9184250815	2259 Highland Ave, Sacramento, CA, 95840	0.48	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
PRV-22493	PRV	Mateo C Fuller	1997-07-09	UHC-83792-60	4945434855	8580 Indian School Rd, Tampa, FL, 33645	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23539	PRV	Ralph K Guerrero	1991-04-08	—	8915989226	3786 Palm Dr, Plano, TX, 75010	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
PRV-20577	PRV	Emma L Maldonado	1941-04-20	UHC-15232-89	5659716406	3063 Desert Sky Blvd, Gilbert, AZ, 85221	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
PRV-21737	PRV	Lawrence W Jimenez	2008-09-25	UHC-86182-19	9293218124	8191 Valley View Dr, San Antonio, TX, 78280	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
PRV-24958	PRV	Kelly V Espinoza	1999-11-27	—	—	2936 Canyon Rd, Sacramento, CA, 95858	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20052	PRV	Anthony R Maldonado	1958-06-17	UHC-57454-98	8816298459	7136 Sage Ct # 287, Dallas, TX, 75246	0.50	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26911	PRV	Jack J Smith	1950-07-24	UHC-36697-29	9566824215	4569 Spring St, San Antonio, TX, 78247	0.50	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
PRV-22102	PRV	Camila G Olson	1949-01-07	—	5246510806	3970 Sage Ct, Atlanta, GA, 30342	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
PRV-27201	PRV	Ralph K Collins	1989-01-03	—	9257307915	1999 Ocean Ave, Columbus, OH, 43240	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25210	PRV	Nicole M Butler	1997-01-10	UHC-48354-10	—	6720 Bayshore Dr, Eden Prairie, MN, 55316	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20235	PRV	Charles M Bradley	1951-07-19	UHC-01729-01	—	7702 Willow Ct, Jacksonville, FL, 32263	0.52	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24227	PRV	Sara F Murphy	2008-01-24	UHC-77515-85	3669010347	7201 Cedar Ln, Las Vegas, NV, 89184	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22404	PRV	Roger U Hawkins	2004-10-01	UHC-20801-61	2768744343	3171 Harbor Blvd, Plano, TX, 75012	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-21661	PRV	Harold N Ray	1946-09-21	UHC-61684-71	—	5887 Jefferson Ave, Phoenix, AZ, 85047	0.52	Middle initial moved out of first name Name re-cased Phone missing area code Street suffix standardised+2 more
PRV-20810	PRV	Gerald P Li	1954-12-24	—	7913213625	7477 River Rd, Jacksonville, FL	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21962	PRV	Judith K Daniels	1940-03-13	—	5416562075	862 Sunset Blvd, Phoenix, AZ, 85015	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27686	PRV	Douglas R Woods	1940-01-07	—	—	2430 Elm St, Columbus, OH	0.52	Middle initial moved out of first name Phone missing area code State code upper-cased ZIP missing+2 more
PRV-23590	PRV	Virginia F Smith	1963-08-07	UHC-21841-47	—	4860 Canyon Rd, Las Vegas, NV, 89153	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24883	PRV	Arthur D Rios	1956-06-28	UHC-53771-89	—	583 Market St, Mesa, AZ, 85240	0.52	Middle initial moved out of first name SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-20223	PRV	Douglas M Morales	1952-08-19	—	—	2023 Maple Ave, Gilbert, AZ, 85226	0.52	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27720	PRV	Lsa I Wood	1938-11-08	UHC-20238-58	9518319663	7709 Meadow Ln, Glendale, AZ, 85369	0.56	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+6 more
PRV-20938	PRV	Carolyn T Woods	1950-11-09	UHC-37941-83	6155849864	998 Mountain View Dr, San Antonio, TX, 78284	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-26999	PRV	Juustin W Garrett	1988-09-04	UHC-18690-32	7485102147	1158 River Rd, Tampa, FL, 33677	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
PRV-23240	PRV	Mason R Wagner	1966-04-13	—	2297681839	6319 Jefferson Ave, Miami, FL, 33175	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
PRV-27999	PRV	Alexander W King	1974-02-01	UHC-17995-02	2749452516	2968 Main St, Phoenix, AZ, 85071	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
PRV-27483	PRV	Donald Q Kelly	2007-12-04	UHC-24828-97	—	7800 Meadow Ln, San Antonio, TX, 78266	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
PRV-25215	PRV	Jason X Garrett	1978-04-08	—	6574036234	5500 Canyon Rd, Fresno, CA, 93799	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
PRV-28881	PRV	Sofia Y Bowman	1964-11-20	—	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
PRV-26547	PRV	Jeramy X Pena	1952-07-10	—	5283734031	2723 Indian School Rd, Orlando, FL, 32847	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
PRV-25176	PRV	Joyce K Snyder	1961-01-07	UHC-38342-05	6782539977	7991 Meadow Ln, Glendale, AZ, 85350	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20135	PRV	Paul L Gutierrez	1939-11-28	UHC-28321-70	6632701366	167 Main St, Plano, TX, 75032	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23310	PRV	Jerry L Riley	1941-10-02	—	9317839840	4607 Pine Dr, Charlotte, NC, 28214	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
PRV-24652	PRV	Vincent R Barnes	1999-01-17	UHC-01375-61	8164990462	863 Meadow Ln, Plano, TX, 75067	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more

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