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
CLM-400137	CLM	Doris Mendoza	1986-11-26	UHC-29920-87	—	5813 Willow Ct, Charlotte, NC	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-102116	ENR	Dieggo Mills	1994-04-21	UHC-86437-50	—	2089 Camelback Rd, Scottsdale, AZ, 85241	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417310	CLM	Linda Gray	1944-09-06	UHC-13908-56	—	8805 Ridge Rd, Houston, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-102639	ENR	Betty West	1983-05-28	UHC-82275-78	6432609690	3801 Lake View Rd, Denver, CO	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-53260	TPA	Gloria Fowler	1964-09-07	—	6558588140	6908 Sage Ct, Tucson, AZ, 85753	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140794	ENR	CarolynJunk	1988-02-20	UHC-74905-30	4269796635	2326 Palm Dr, Eden Prairie, MN, 55345	0.64	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
ENR-136918	ENR	Jeffrey O Simpson	1943-04-16	UHC-82165-72	6005883898	4147 Indian School Rd Apt 36, Miami, FL, 33101	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-401624	CLM	Lori Carlson	1945-09-28	UHC-83409-06	—	2001 Elm St, Scottsdale, AZ, 85270	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111704	ENR	Ashley R Tucker	1971-10-22	UHC-02406-38	7717957678	3190 Sunset Blvd, Chandler, AZ, 85295	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121309	ENR	Lucia Ortiz	1995-10-09	UHC-96991-92	7549886991	1590 Lake View Rd, San Diego, CA, 92160	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101064	ENR	Grace D Rodriguez	1994-03-14	UHC-74123-45	7595967642	4481 Sage Ct Apt 10, San Antonio, TX, 78217	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411370	CLM	Diana Grant	1941-09-26	UHC-53597-96	5215756151	9206 Apache Blvd, Glendale, AZ, 85350	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-133872	ENR	Adam Wilson	1938-07-21	UHC-40383-09	—	6489 Mountain View Dr, Tempe, AZ, 85266	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-136793	ENR	Joyce M Ramirez	1983-06-25	UHC-92711-12	8258373093	5983 Park Pl, Orlando, FL, 32899	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-405348	CLM	Bryan Stevens	1967-08-25	UHC-54937-27	—	745 Mountain View Dr, Jacksonville, FL, 32265	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-51325	TPA	Richard Andrews	1990-08-18	—	—	5035 Pine Dr, Glendale, AZ, 85337	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59867	TPA	Danielle Lawrence	1983-10-12	—	7698663216	9652 Mesa Dr, Houston, TX, 77069	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-423056	CLM	Ben Barnes	1943-11-28	—	—	8722 Ridge Rd, Sacramento, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117925	ENR	Kelly Carr	1990-09-04	UHC-56857-38	9442370868	5074 Central Ave # 115, Los Angeles, CA, 90022	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
CLM-429877	CLM	Luis Stevens	2002-07-18	—	3082697885	7599 Grand Ave, Sacramento, CA, 95850	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432737	CLM	Ana Y Gutierrez	1971-09-20	UHC-10479-88	3429411580	384 Forest Ave, Austin, TX, 78734	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133217	ENR	Nathan Daniels	1989-12-19	UHC-66938-10	5436652455	7743 Spring St, Glendale, AZ, 85345	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-142106	ENR	Terry Q Duncan	1972-11-17	UHC-55410-43	8857135600	8349 Sunset Blvd, Fresno, CA, 93726	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123864	ENR	Alan Dean	1992-09-12	UHC-33697-11	2444852040	5224 Camelback Rd, Fresno, CA, 93707	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-119536	ENR	Peter T Gilbert	1961-12-23	UHC-05029-61	3182530104	4458 Canyon Rd, Tucson, AZ, 85775	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-404396	CLM	Ryan Rojas	1967-03-17	UHC-73873-93	9157674523	3825 Apache Blvd, San Diego, CA, 92125	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410399	CLM	Ana K Robinson	1955-02-02	UHC-45904-17	—	3989 Indian School Rd, San Diego, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-426840	CLM	Gary Hlmes	1991-05-26	UHC-63810-47	—	8860 Lincoln Way, Orlando, FL, 32833	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
ENR-107466	ENR	Grace Kennedy	1952-02-07	UHC-94262-16	—	3820 Indian School Rd, Fresno, CA, 93754	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-104056	ENR	Dean V Andea	1940-08-19	UHC-86587-78	8759958211	8518 Spring St, Sacramento, CA, 95863	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430318	CLM	Ethan Peters	1971-06-14	UHC-28291-35	—	4909 Meadow Ln, Seattle, WA, 98152	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-101964	ENR	Amanda Lee	1944-07-18	UHC-59152-39	9527612362	114 Mesa Dr, Atlanta, GA, 30338	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142589	ENR	Michael X Ramirez	2007-02-19	UHC-59993-39	—	7881 Maple Ave, Dallas, TX, 75205	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118106	ENR	Dennis F Spencer	1993-03-21	UHC-64143-17	2505984817	230 Sunset Blvd, Austin, TX, 78739	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131163	ENR	Raymond L Ortiz	1938-06-26	UHC-59161-48	5678146304	1947 Forest Ave, Plano, TX, 75025	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131157	ENR	Melissa R Bell	1990-04-22	UHC-40093-42	9128823441	2114 Park Pl, Minneapolis, MN, 55436	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123496	ENR	Bryan Sandoval	1971-04-14	UHC-04047-70	3945181348	1005 Bayshore Dr, Seattle, WA, 98195	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430430	CLM	Ana Garcia	1951-12-14	UHC-82557-56	—	4292 Mesa Dr, Plano, TX, 75008	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-62728	TPA	Dylan Lynch	1999-03-16	—	—	5219 Baseline Rd, Orlando, FL, 32866	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63201	TPA	Elijah Weaver	1999-02-26	—	—	8717 Main St, Atlanta, GA, 30388	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-127839	ENR	Luis O Young	1947-11-15	UHC-96425-54	9133048270	5246 Camelback Rd, Las Vegas, NV	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
TPA-54467	TPA	Gloria Fisher	1976-08-13	—	3936137808	3183 Mesa Dr, Tampa, FL, 33644	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100696	ENR	Jacob G Gomez	1951-07-05	UHC-46357-44	—	3679 Union St, Sacramento, CA, 95811	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21577	PRV	John Snyder	—	UHC-19895-89	—	1460 Church St, San Diego, CA, 92181	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-428111	CLM	Zachary Scott	1995-07-02	—	—	2531 Canyon Rd, Nashville, TN, 37281	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-110243	ENR	Zachary B Aguilar	1944-03-27	UHC-52452-64	3964151017	6999 Palm Dr, Jacksonville, FL, 32209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-120924	ENR	Judith L Sllivan	2008-10-22	UHC-27263-13	3807746607	3145 Willow Ct, Tampa, FL, 33674	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417447	CLM	Kathhleen Morgan	1994-04-23	—	—	5250 Spring St, Fresno, CA, 93754	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113328	ENR	Jose Watkins	1970-10-12	UHC-15032-29	4167743291	4524 Apache Blvd, Glendale, AZ, 85369	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134083	ENR	Catherine U Gonzales	1969-11-19	UHC-29794-31	6567852950	2473 Central Ave # 552, Fresno, CA, 93701	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

17,850 rows, page 112 of 357Previous Next