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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23908	PRV	Alice Black	1995-09-01	—	4887427255	8121 Ocean Ave, Los Angeles, CA, 90040	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22217	PRV	Lawrence Maldonado	1994-07-20	—	8132980919	7498 Main St, Glendale, AZ	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22071	PRV	Joshua Munoz	1994-01-20	—	2214594792	4852 Washington St, Dallas, TX	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23980	PRV	Adam Snyder	1964-09-27	UHC-25891-48	5934629771	9660 Market St Apt 28, Denver, CO	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25581	PRV	Sophia Evans	1974-12-27	—	8026281086	9437 Sunset Blvd, Chandler, AZ, 85230	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25503	PRV	Roy Q Simpson	1956-07-16	UHC-12089-16	9677755119	9767 Harbor Blvd, Gilbert, AZ	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27984	PRV	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24012	PRV	Theresa A Cook	1987-01-13	—	4992485697	8803 Mountain View Dr # 687, Denver, CO, 80297	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27803	PRV	Cynthia D Carlson	1997-07-15	—	3745851258	4545 Park Pl, Chandler, AZ, 85297	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-26444	PRV	Larson Joan	1949-09-16	—	—	2943 Pine Dr, Tempe, AZ	0.40	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+2 more
PRV-24345	PRV	Cynthia Jensen	1959-05-28	UHC-82520-15	—	454 Apache Blvd Apt 36, Columbus, OH, 43277	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
PRV-27011	PRV	Michael Matthews	1998-09-14	—	3932932161	9134 Grand Ave, Glendale, AZ, 85374	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-27749	PRV	Aaron Davis	—	UHC-45592-84	7727838164	1381 Highland Ave, San Antonio, TX	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-25064	PRV	Kelly Torres	1948-09-25	—	4958807345	4174 Ocean Ave, Eden Prairie, MN, 55304	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21865	PRV	Jessica Larson	1995-02-09	—	5963489032	3604 Maple Ave # 500, Las Vegas, NV	0.42	Name split from “Last, First”Unit split from street State name converted to code ZIP missing+1 more
PRV-20936	PRV	Gary Palmer	1948-08-24	—	7318882464	4655 Meadow Ln, Los Angeles, CA, 90091	0.46	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-27366	PRV	Sara Kelley	1984-12-26	UHC-19411-97	2666651923	1137 Meadow Ln, Glendale, AZ, 85353	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-21934	PRV	Christina Fox	1991-04-09	UHC-46991-39	5979043437	873 Spring St # 537, Tempe, AZ, 85245	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-26597	PRV	Marshall Larry	1971-07-04	—	5284209087	1466 Grand Ave Apt 21, Minneapolis, MN, 55410	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-21723	PRV	Victoria K Webb	1951-07-08	UHC-59648-01	5186870944	1681 Desert Sky Blvd, Miami, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24200	PRV	Jennifer Vazquez	1946-07-25	—	7714455658	1445 Market St, Los Angeles, CA, 90048	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25460	PRV	Camila B Sanders	2003-07-23	UHC-24398-42	3077990541	7123 Cedar Ln, Tampa, FL, 33648	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20348	PRV	Sophia Munoz	1977-05-22	UHC-32629-21	8549995737	6455 Ridge Rd, Scottsdale, AZ, 85256	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26722	PRV	Terry A Turner	1971-11-01	—	2737798336	1573 Park Pl Apt 38, Eden Prairie, MN, 55331	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23907	PRV	Andrew Bell	1964-08-20	UHC-15391-25	2772428230	5494 Union St, San Antonio, TX, 78287	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-20694	PRV	Hioshi Lawrence	2005-09-10	—	9075599530	8338 Cedar Ln # 163, Tucson, AZ, 85797	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20452	PRV	Amanda Barnes	1968-07-20	UHC-91250-79	2445523968	1270 Bayshore Dr, Denver, CO, 80210	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20746	PRV	Diana Bennett	1964-09-14	UHC-02217-16	6489880225	7866 Sunset Blvd, Minneapolis, MN, 55487	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25707	PRV	Gloria Q Ross	1983-08-24	UHC-95778-74	4184247281	4616 Forest Ave, Minneapolis, MN, 55498	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24867	PRV	Kimberly Ramirez	1961-09-17	UHC-25631-35	9424437075	8356 Park Pl, Dallas, TX, 75263	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28457	PRV	Michael T Contreras	1974-09-07	UHC-41501-29	4229208685	5364 Pine Dr, Houston, TX, 77058	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20566	PRV	Katherine Montgomery	1996-08-07	UHC-26954-37	9325545090	6855 Sunset Blvd, Tempe, AZ	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27056	PRV	Lisa Wnog	1966-09-13	UHC-10089-20	5915578825	6788 Oak St, Tucson, AZ, 85722	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20802	PRV	Alan Brown	2004-01-08	UHC-69982-03	—	740 Central Ave Apt 13, Phoenix, AZ, 85077	0.48	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-25996	PRV	Melissa I Gibson	1965-07-09	—	2982110885	9252 Mesa Dr, Mesa, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24892	PRV	Alan Scott	1949-04-18	—	6664792125	7774 Forest Ave, Chandler, AZ, 85282	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21875	PRV	Tyler Dean	2004-08-17	—	5668712479	4144 Canyon Rd, Seattle, WA, 98177	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-25801	PRV	Rachel O Wagner	1967-02-28	UHC-69511-69	6884301702	3551 Palm Dr, Columbus, OH, 43210	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28614	PRV	Sandra T Howell	1940-08-19	—	5708035365	1797 Meadow Ln, Mesa, AZ, 85266	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-23044	PRV	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St, Nashville, TN, 37244	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-27712	PRV	Carl Sims	1953-05-05	—	—	2766 Desert Sky Blvd, Plano, TX, 75078	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22249	PRV	Beverly Phillips	1945-08-19	UHC-74481-70	8465817626	996 River Rd, Nashville, TN, 37214	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23318	PRV	Rebecca Garza	—	UHC-40205-49	5495561390	5199 Union St, Plano, TX, 75044	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-23801	PRV	Marilyn Aguilar	1989-02-22	—	4464578877	4665 Baseline Rd, Chandler, AZ, 85235	0.48	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+4 more
PRV-27288	PRV	Martha Hart	1992-08-09	UHC-75199-01	6112168218	8285 Oak St, Orlando, FL, 32874	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25657	PRV	Kelly Gonzales	1965-12-21	—	8705262186	4772 Forest Ave, Plano, TX, 75014	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27076	PRV	Karen N Harrison	1987-01-26	—	8458765434	718 Canyon Rd, Jacksonville, FL, 32207	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-27123	PRV	Omar Morgan	1977-12-03	UHC-44342-53	5577667877	9037 River Rd, Sacramento, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25574	PRV	Gary K Burns	1967-01-03	—	9867391788	3058 Church St, Mesa, AZ, 85212	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+4 more
PRV-20347	PRV	Mark Fox	1974-07-18	UHC-99909-59	2946619352	2492 Ridge Rd, Minneapolis, MN, 55422	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more

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