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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22700	PRV	Janice Mendoza	1998-10-04	—	4709141900	8684 Main St Apt 23, Scottsdale, AZ, 85226	0.20	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
PRV-20228	PRV	Anna S Fisher	—	—	9384466330	6576 Camelback Rd, Los Angeles, CA	0.22	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
PRV-20487	PRV	Arjun Brown	1998-12-18	UHC-10496-36	5637054767	1914 Union St # 667, Plano, TX, 75036	0.22	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-23295	PRV	Linda R Rose	1990-06-15	UHC-92399-93	5769917260	9242 Mesa Dr # 670, Eden Prairie, MN, 55314	0.28	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+8 more
PRV-26478	PRV	Wheeler Thomas	1951-03-02	—	6272382541	5073 Market St # 626, Chandler, AZ, 85280	0.30	Name re-cased Two-digit birth year Phone reformatted Unit split from street+7 more
PRV-20330	PRV	Jesse F Hunt	2006-12-05	—	9695293747	2087 Camelback Rd # 802, Tampa, FL, 33636	0.32	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
PRV-29078	PRV	Nancy C Contreras	2005-09-10	UHC-96093-36	3607879742	7476 Cedar Ln, San Antonio, TX	0.32	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-27835	PRV	Isabella Lopez	1942-02-10	—	6059015188	2688 Maple Ave, Nashville, TN, 37280	0.32	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
PRV-26200	PRV	Amber B Fields	1977-01-14	UHC-04870-75	7876613893	2847 Palm Dr Apt 40, San Antonio, TX, 78277	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-23306	PRV	Margaret Cruz	2000-01-09	UHC-61807-71	7919638151	9104 Jefferson Ave # 302, Glendale, AZ, 85353	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-22562	PRV	Ana Ray	2008-03-10	—	7314391317	467 Harbor Blvd Apt 39, Atlanta, GA	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-26412	PRV	Alan G Bradley	1971-09-10	UHC-99205-78	—	5458 Oak St, Tampa, FL, 33633	0.34	Name re-cased Two-digit birth year Member ID reformatted SSN last four extracted+5 more
PRV-27130	PRV	Jason Chavez	1954-06-07	—	6389763999	825 Forest Ave # 317, Tampa, FL	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
PRV-25959	PRV	Bryan King	1960-11-11	UHC-04101-99	4526498600	3073 Canyon Rd, Fresno, CA	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
PRV-22052	PRV	Emily Cooper	1987-04-08	—	2086620488	246 Mountain View Dr, Los Angeles, CA, 90087	0.34	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-23007	PRV	Jeremy Cook	1948-08-19	UHC-20902-98	5055715690	9672 Baseline Rd, Gilbert, AZ	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-29064	PRV	Benjamin I Jones	—	UHC-75457-98	7936477754	5630 Baseline Rd, Plano, TX, 75019	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
PRV-27979	PRV	Elizabeth Z Stephens	1940-06-08	—	8467206570	9528 Meadow Ln, Austin, TX	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-27943	PRV	Isabella Singh	1949-11-14	UHC-14951-40	—	8764 Baseline Rd # 853, Columbus, OH	0.34	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
PRV-20864	PRV	Juan S Silva	1974-10-08	—	6512826389	5111 Mountain View Dr # 820, Las Vegas, NV, 89175	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
PRV-23965	PRV	Joshua M Yang	2005-08-04	UHC-41387-41	5506881599	463 Palm Dr # 848, Plano, TX, 75040	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-25773	PRV	Joose L Schultz	1998-12-25	UHC-22544-02	—	6038 Oak St, Orlando, FL, 32885	0.34	Name re-cased Street suffix standardised Address re-cased City re-cased+5 more
PRV-29432	PRV	Stephen D Bowman	—	—	6836009142	4750 Indian School Rd # 414, Jacksonville, FL, 32248	0.34	Name re-cased Date of birth missing Phone reformatted Unit split from street+5 more
PRV-28823	PRV	Zachary Harvey	1982-02-22	—	9485635188	9098 Oak St Apt 16, Dallas, TX, 75260	0.34	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
PRV-23357	PRV	Adam P Alvarado	1941-02-23	UHC-25176-33	—	1044 Main St, Los Angeles, CA	0.34	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+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-25630	PRV	Priya Moreno	1991-08-06	UHC-96157-92	5498854889	8560 Palm Dr # 490, Charlotte, NC, 28296	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-26226	PRV	Carolyn X Day	1973-03-06	UHC-57139-59	—	3750 River Rd Apt 20, Seattle, WA, 98170	0.36	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+4 more
PRV-23236	PRV	Dorothy T Richardson	—	UHC-54546-12	—	1505 Camelback Rd, Seattle, WA, 98192	0.36	Name re-cased Date of birth unreadable Phone missing area code 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-24118	PRV	Dennis Contreras	—	—	—	1344 Mountain View Dr, Orlando, FL, 32830	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
PRV-23147	PRV	Dennis Watkins	—	UHC-79949-24	6856394199	7949 Jefferson Ave, San Diego, CA, 92197	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-23856	PRV	Wayne T Pierce	2007-03-17	UHC-88124-91	2775076446	8049 Highland Ave, Dallas, TX	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-20823	PRV	Bradley Hayes	1943-07-10	—	—	8430 Forest Ave, Las Vegas, NV	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-23102	PRV	Hannah Rivera	1967-09-15	UHC-32282-46	3284146923	3233 Central Ave, Atlanta, GA	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25883	PRV	Adam T Dixon	1974-07-03	UHC-43173-48	3246179309	1990 Mesa Dr, Tempe, AZ, 85257	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-20809	PRV	Pamela Fields	1988-04-12	—	—	9331 Spring St, Charlotte, NC	0.36	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29593	PRV	Eugene V Daniels	1994-02-05	—	—	9891 Oak St, Mesa, AZ, 85232	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-21317	PRV	Amber Mejia	1953-02-17	UHC-13136-66	—	5149 Mesa Dr Apt 11, Gilbert, AZ	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25923	PRV	Bryna F Jenkins	1960-03-11	—	—	9780 Union St, Nashville, TN, 37242	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-22293	PRV	Luis Carlson	—	UHC-63765-77	—	8906 Meadow Ln, Tempe, AZ	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-20182	PRV	Kenneth Dunn	1950-03-15	UHC-30577-22	—	345 Harbor Blvd, Atlanta, GA, 30390	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-24130	PRV	Beth R Howard	2001-12-10	—	—	6188 Church St, San Antonio, TX, 78214	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-28696	PRV	Henry King	1989-12-02	—	—	3949 Central Ave Apt 11, Las Vegas, NV	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
PRV-26115	PRV	Donna Burns	1948-08-23	UHC-39950-67	3666538883	4001 Meadow Ln, Scottsdale, AZ, 85223	0.42	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+7 more
PRV-21056	PRV	Michelle Hamilton	1990-01-02	—	4618363358	7834 Grand Ave, Austin, TX, 78772	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
PRV-28193	PRV	Jeffrey Nelson	1962-10-20	UHC-95285-40	3324379864	1426 Camelback Rd, Sacramento, CA, 95828	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-21506	PRV	Willie Lucas	—	UHC-42851-65	4033989050	3884 Palm Dr, Jacksonville, FL, 32294	0.44	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+6 more
PRV-24037	PRV	Mason Rios	1950-09-14	UHC-34110-11	2208220528	8770 Washington St Apt 16, Glendale, AZ, 85340	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-23659	PRV	Brenda Henry	2004-01-05	—	6998126106	2034 Cedar Ln Apt 18, Chandler, AZ	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more

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