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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24185	PRV	Douglas Mendez	1959-08-10	UHC-84771-78	3438859555	630 Apache Blvd, Plano, TX, 75015	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25170	PRV	Joseph Welch	1999-12-19	—	4597137279	4470 Apache Blvd Apt 25, San Antonio, TX, 78275	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-27458	PRV	Jennifer Payne	1968-12-18	—	9375377924	8320 Willow Ct, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25845	PRV	Richard E Lwason	1976-05-25	UHC-60156-03	3754435819	9040 Ridge Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23198	PRV	Burke Omar	1949-02-03	UHC-25889-13	4674217776	6704 Washington St, Glendale, AZ, 85336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23197	PRV	Burke Omar	1949-02-03	UHC-25889-13	4674217776	6704 Washington St, Glendale, AZ, 85336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22092	PRV	Stephen Parker	1996-08-10	UHC-23565-74	—	272 Church St, Tucson, AZ, 85744	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24871	PRV	Logan Kelly	1978-06-24	—	8965104633	6858 Central Ave, Nashville, TN, 37221	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20334	PRV	Kenneth N Parker	2001-02-16	UHC-71358-38	—	6628 Baseline Rd, Charlotte, NC, 28215	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-24961	PRV	Juan Richards	1968-07-12	—	2722861777	5895 Church St, Glendale, AZ, 85384	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29233	PRV	Wayne Rios	1985-10-01	—	5787018798	4228 Market St, San Antonio, TX, 78253	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29163	PRV	Jacob C Guerrero	1973-09-21	—	8169622844	2682 Sunset Blvd, Columbus, OH, 43283	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22336	PRV	Tlyer Long	1981-04-15	—	4175177821	277 Jefferson Ave, Dallas, TX, 75286	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22123	PRV	David H Weaver	1967-12-12	UHC-28824-31	5152145224	6824 Elm St Apt 32, Orlando, FL, 32867	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20185	PRV	Nicholas Lawson	1958-01-19	UHC-16478-62	5518029643	1395 Hillcrest Rd # 258, Atlanta, GA, 30321	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23719	PRV	Marcus Burke	2008-04-17	UHC-79080-92	8573819812	4628 River Rd, San Antonio, TX, 78278	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22093	PRV	Samantha Freeman	1977-05-08	UHC-78622-78	7555115205	1512 Camelback Rd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26066	PRV	Jerry X Martin	1939-03-08	—	—	8116 Ridge Rd, Nashville, TN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26727	PRV	Larry Watson	1945-10-10	UHC-02736-74	8574941531	6529 Baseline Rd Apt 18, Orlando, FL, 32815	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21769	PRV	Kathleen Daneils	1939-03-11	UHC-48830-22	7426086699	5667 Lake View Rd, Mesa, AZ, 85201	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22019	PRV	Cynthia Flores	1953-03-20	—	2857015766	7392 Pine Dr, Minneapolis, MN, 55481	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24528	PRV	Sofia Y Wilson	2004-06-18	UHC-06608-41	5902998121	3482 River Rd, San Diego, CA, 92138	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-26450	PRV	Catherine Ford	1977-12-27	—	9728980314	1919 Harbor Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27269	PRV	Diane Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ, 85222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21377	PRV	Peter Clark	1947-06-08	UHC-99363-17	6056117774	275 Cedar Ln # 442, Denver, CO, 80294	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27228	PRV	Carlos Hoffman	1963-08-01	—	—	559 Mesa Dr Apt 27, Austin, TX, 78768	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-26306	PRV	Paul Harris	1943-10-08	UHC-51958-95	—	881 Forest Ave, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20787	PRV	Jeff Rice	1986-06-14	UHC-50934-22	2398195243	788 Washington St, Mesa, AZ, 85261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24368	PRV	Mason Lcas	1969-06-01	UHC-82569-27	4385568143	2967 Mesa Dr, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27313	PRV	Philip Lawson	1987-09-26	—	9528017086	5269 Hillcrest Rd, Plano, TX, 75056	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21938	PRV	Sophia Carroll	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28905	PRV	Diane Castillo	1968-06-08	UHC-29993-99	4447381256	8444 Camelback Rd, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25771	PRV	Brenda Lewis	1977-10-20	UHC-78243-99	9142238628	4565 Church St, Las Vegas, NV, 89169	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21476	PRV	William Dominguez	1971-05-26	UHC-78896-13	4583567555	7833 Baseline Rd, Columbus, OH, 43213	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21390	PRV	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-26602	PRV	Jeffrey Yang	1953-08-11	—	6374470197	3040 Cedar Ln, Seattle, WA, 98108	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29295	PRV	Denise Walker	1960-07-11	—	3915528076	4844 Palm Dr # 237, Nashville, TN, 37274	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22879	PRV	Linda Lawrence	1940-05-16	—	8735890123	9391 Indian School Rd, Scottsdale, AZ, 85237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28399	PRV	David P Price	1938-01-09	—	6524434175	7458 Bayshore Dr, Columbus, OH, 43245	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21261	PRV	Alice Moris	1995-06-09	UHC-55977-01	6809602952	9349 Ocean Ave, Chandler, AZ, 85264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21347	PRV	Mason Bowman	1979-01-19	—	4143894502	1815 Sunset Blvd, Atlanta, GA, 30348	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26634	PRV	Donna Miller	1941-04-07	—	2442213102	4906 Canyon Rd, Jacksonville, FL, 32202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22230	PRV	Samantha Greene	1976-09-02	UHC-56755-08	2279261166	1516 Highland Ave, San Diego, CA, 92151	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29267	PRV	Lawrence McDonald	1941-07-03	UHC-88707-71	—	970 Main St, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-29268	PRV	Lawrence McDonald	1941-07-03	UHC-88707-71	—	970 Main St, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-28603	PRV	Donald Banks	1971-06-13	—	4742355070	5222 Camelback Rd, Austin, TX, 78730	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25493	PRV	Wayne Bishop	1999-10-26	UHC-11867-64	7338562727	8020 Spring St, Scottsdale, AZ, 85252	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25635	PRV	Joe Sullivan	1976-08-10	UHC-21823-12	5595949883	6632 Baseline Rd, Miami, FL, 33142	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-23622	PRV	Carlos Guerrero	1960-03-11	—	6975859369	53 Grand Ave, Gilbert, AZ, 85241	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

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