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

All sources, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131714	ENR	Shirley Fernandez	1976-10-21	UHC-32823-27	7552975952	3166 Desert Sky Blvd, Tucson, AZ, 85771	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-120147	ENR	Amanda Gomez	2008-04-23	UHC-45484-57	—	3531 Market St, Eden Prairie, MN, 55307	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402980	CLM	Wei M Grza	1952-02-20	UHC-23414-25	7353309946	5913 Meadow Ln, Houston, TX, 77035	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419923	CLM	Ruth Stone	1994-03-21	UHC-84684-47	7103409532	8778 Sunset Blvd Apt 28, Nashville, TN, 37266	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122991	ENR	Diana Morales	1957-12-27	UHC-23661-33	6607107124	7398 Washington St, Los Angeles, CA, 90084	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-129450	ENR	Rgoer P Guzman	1994-12-07	UHC-37088-65	9416283043	2192 Ridge Rd, Sacramento, CA, 95853	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55827	TPA	Lisa Mendez	1953-09-05	—	5005642611	9253 Jefferson Ave Apt 12, San Diego, CA, 92186	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-432301	CLM	John Gutierrez	1954-03-15	UHC-13252-62	—	470 Ridge Rd, Austin, TX, 78748	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-129150	ENR	Patrick Phillips	2007-04-08	UHC-92658-26	—	1604 Church St # 179, Chandler, AZ, 85262	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131862	ENR	Anna Morris	1960-03-24	UHC-60990-54	7842599576	3498 Willow Ct # 779, Columbus, OH, 43293	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-106266	ENR	Mateeo M Moreno	1978-11-16	UHC-39345-31	—	2119 Jefferson Ave # 617, Orlando, FL, 32884	0.64	Date of birth reformatted Unit split from street City re-cased State name converted to code+2 more
PRV-24456	PRV	Logan S Romero	1948-08-03	UHC-29691-98	2163386986	3367 Central Ave, Los Angeles, CA, 90020	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124114	ENR	Gloria F Bishop	1940-08-04	UHC-59408-54	5223822332	58 Mountain View Dr, San Antonio, TX, 78297	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-137773	ENR	Mari Harper	1995-05-08	UHC-72350-71	2496435498	7783 Spring St, Sacramento, CA, 95804	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413041	CLM	Jeremy Snyder	1988-04-05	—	4686701391	106 Washington St, Denver, CO, 80272	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-128539	ENR	Elijah Collins	1979-06-20	UHC-12190-69	2622537759	1597 Central Ave, Jacksonville, FL, 32297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125440	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125441	ENR	Marilyn J Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave Apt 15, Tampa, FL, 33631	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21037	PRV	Bradley L Burke	1938-12-02	—	7307930540	2646 Main St, Tucson, AZ, 85768	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
TPA-55421	TPA	Lawrence Watson	1995-10-04	—	—	9551 Camelback Rd # 710, Minneapolis, MN, 55483	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-418067	CLM	Douglas E Collins	1941-10-14	UHC-00437-78	—	446 Baseline Rd, Tempe, AZ, 85211	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141558	ENR	Maria Cruz	1975-05-06	UHC-53660-81	9605553923	629 Market St, San Diego, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56023	TPA	Jacqueline Wagner	1938-01-24	UHC-77881-56	—	4420 Sage Ct Apt 33, Miami, FL	0.64	Date of birth reformatted Unit split from street City re-cased State code upper-cased+2 more
ENR-124975	ENR	Lori Valdez	1977-02-20	UHC-27056-91	2942364855	5922 Palm Dr, San Diego, CA, 92115	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131279	ENR	Albert Garrett	1982-08-01	UHC-12932-13	9533020547	9517 Desert Sky Blvd, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415527	CLM	Mean A Rios	1976-08-25	UHC-68589-64	9348243802	3996 Sage Ct, Denver, CO	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
TPA-52959	TPA	Willie L Martin	1951-09-19	—	3329874066	8414 Willow Ct, Nashville, TN, 37262	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100845	ENR	Justin R Robertson	2005-01-13	UHC-36053-50	5574706801	1356 River Rd, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60359	TPA	Ann Lawrence	—	—	—	8405 Apache Blvd, Miami, FL, 33125	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-60248	TPA	Robert P Mooore	1975-11-08	—	2354729736	3363 Meadow Ln, Tucson, AZ, 85725	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-128144	ENR	Joshua Andrews	1993-02-11	UHC-24660-45	—	9516 Sunset Blvd, Minneapolis, MN, 55457	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410292	CLM	Kimberly Lopez	—	—	—	8071 Church St, Phoenix, AZ	0.64	Name re-cased Date of birth missing City re-cased ZIP missing+2 more
ENR-110036	ENR	Austin Z Stone	1957-12-23	UHC-48905-18	—	5773 Cedar Ln, Miami, FL, 33104	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-104923	ENR	Linda Luna	1956-06-23	UHC-58794-29	6947805839	5602 Baseline Rd, Denver, CO, 80214	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51131	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
TPA-51132	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
PRV-20204	PRV	Brandon Jackson	1938-03-22	—	—	9363 Bayshore Dr, Atlanta, GA, 30335	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-133762	ENR	Christine Wagner	1989-02-28	UHC-57021-61	7466806351	5020 Sunset Blvd, Plano, TX, 75048	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-404662	CLM	Sandra Lewis	1994-04-02	UHC-69787-06	9565329294	2873 Maple Ave, Jacksonville, FL, 32214	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26341	PRV	Roger J Patterson	1985-04-25	UHC-93623-42	5027358264	6366 Washington St # 330, Atlanta, GA, 30326	0.64	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-414131	CLM	Karen Welch	1955-01-05	UHC-51273-02	5568119896	5842 Washington St # 502, Plano, TX, 75096	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105806	ENR	Emma A Ramirez	2002-04-01	UHC-73494-10	6469786811	6283 Willow Ct # 499, Sacramento, CA, 95879	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58447	TPA	Roger Palmer	1996-09-07	—	—	8924 Sage Ct, Nashville, TN, 37251	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-118345	ENR	Mark E Garza	1946-07-07	UHC-27171-17	5268755930	7320 Washington St, Charlotte, NC, 28201	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136618	ENR	Brittany W Maldonado	1959-10-01	UHC-24872-38	6723079759	3496 Desert Sky Blvd, Gilbert, AZ, 85285	0.64	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Member ID reformatted+2 more
PRV-27216	PRV	Stephanie Harris	1943-12-15	UHC-40495-92	6903715635	3844 Spring St, Eden Prairie, MN, 55306	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-401576	CLM	Noah Le	1974-11-02	—	5145312747	2400 Meadow Ln, Dallas, TX, 75285	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123302	ENR	Patricia Cooper	1972-01-15	UHC-47120-09	4425050577	2892 Pine Dr, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405106	CLM	Mary A Miller	1961-10-25	UHC-64703-56	—	870 Market St, Orlando, FL, 32832	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-112053	ENR	Sean Z Sims	1966-10-05	UHC-28541-23	8875415263	5018 Elm St, Mesa, AZ, 85281	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

17,850 rows, page 116 of 357Previous Next