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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400690	CLM	Charlotte E Bryant	1993-09-22	UHC-51096-97	8588200512	4266 Union St # 802, Denver, CO, 80230	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-124313	ENR	Mari O Harper	1941-06-14	UHC-43044-73	8067183814	48 Grand Ave Apt 12, Seattle, WA, 98157	0.62	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-430111	CLM	Frank Yang	1954-06-13	—	6147452696	4140 Jefferson Ave # 261, Nashville, TN, 37272	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-22414	PRV	Camla Sandoval	1983-09-18	UHC-60824-59	4592179167	5221 Broadway # 109, Seattle, WA, 98142	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-429774	CLM	Kathryn I Wallace	1991-04-10	—	—	8278 Canyon Rd Apt 19, Jacksonville, FL, 32271	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119623	ENR	Andrea Pena	2004-03-16	UHC-32027-99	6053167891	8868 Central Ave Apt 24, Chandler, AZ, 85261	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-403748	CLM	Henry F Little	1944-12-26	—	—	266 Camelback Rd Apt 29, Atlanta, GA, 30361	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-120190	ENR	Steven K Welch	1999-11-20	UHC-45711-80	7763764590	259 Broadway Apt 25, Los Angeles, CA, 90000	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-422961	CLM	Julye Dixon	1947-05-03	UHC-54209-32	8718050839	8661 Bayshore Dr Apt 27, Gilbert, AZ, 85249	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127022	ENR	Carolyn Z Porter	1995-04-15	UHC-44477-87	3123662346	5268 Church St # 501, Seattle, WA, 98188	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102253	ENR	Jessica Alvvarado	2004-08-02	UHC-94379-13	—	3981 Oak St Apt 11, Fresno, CA, 93727	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-408857	CLM	Angela R Guzman	1958-01-27	—	—	1129 Main St # 599, Gilbert, AZ, 85225	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-412467	CLM	Alexis Watkins	1946-10-08	—	6234631535	3596 Elm St Apt 29, Orlando, FL, 32861	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-29539	PRV	Saen Peters	2001-10-05	—	3404158757	4637 Sage Ct Apt 5, Houston, TX, 77053	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-29538	PRV	Saen Peters	2001-10-05	—	3404158757	4637 Sage Ct Apt 5, Houston, TX, 77053	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-129768	ENR	Megan B West	1982-11-03	UHC-48579-46	7294529653	1875 Main St # 628, Eden Prairie, MN, 55368	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103823	ENR	Ethan Burns	1966-08-07	UHC-71431-29	9453195114	186 Ocean Ave # 583, Austin, TX, 78709	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413001	CLM	Jean Graham	1961-08-15	UHC-91965-70	—	1653 Ridge Rd Apt 1, Tampa, FL, 33658	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-137751	ENR	Anna Bowman	2007-03-24	UHC-89187-82	5295762468	3232 Spring St Apt 23, Orlando, FL, 32810	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-431827	CLM	Jordan Vasquez	1957-10-19	UHC-99564-15	—	6169 Elm St # 887, Chandler, AZ, 85224	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-133527	ENR	Denise Boyd	1965-06-22	UHC-82486-15	3556837644	2451 Canyon Rd # 578, San Diego, CA, 92159	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140345	ENR	Amanda Guerrero	2007-07-09	UHC-02982-66	4982625552	3110 Jefferson Ave # 184, Denver, CO, 80208	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-131251	ENR	Frances L Day	1987-05-23	UHC-68525-02	5056444164	1944 Park Pl Apt 12, Atlanta, GA, 30300	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
PRV-28080	PRV	Isabella Reed	1987-08-24	UHC-76255-44	7686605539	8519 Main St # 811, Gilbert, AZ, 85250	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-404226	CLM	Marcus Little	2001-03-28	—	—	9687 Ridge Rd # 951, Gilbert, AZ, 85266	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-60648	TPA	Teresa Murphy	1967-10-09	—	—	4268 Broadway Apt 19, Mesa, AZ, 85269	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
CLM-424036	CLM	Jerry Martin	1994-11-16	UHC-95865-44	—	9420 Baseline Rd Apt 19, Houston, TX, 77025	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405741	CLM	Bobby Mason	2003-05-20	—	7065716092	2306 Mesa Dr # 785, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-21975	PRV	Barbara U Warren	1979-06-15	—	4519681684	9804 Ocean Ave # 139, Austin, TX, 78763	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24497	PRV	Judy Ortega	1997-11-23	—	2342283457	2089 Camelback Rd # 529, San Diego, CA, 92136	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26778	PRV	Santiago Rojas	1994-12-27	UHC-47732-45	3847333885	3935 Canyon Rd Apt 31, Gilbert, AZ, 85264	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404513	CLM	Bryan Freeman	1951-11-21	—	7866862770	7670 Valley View Dr Apt 6, Plano, TX, 75079	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106390	ENR	Yuki Nguyen	1955-01-22	UHC-27496-70	8686306366	7942 Maple Ave Apt 23, Austin, TX, 78721	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
TPA-54254	TPA	Christian Morales	1962-03-03	—	—	2651 Palm Dr Apt 3, Miami, FL, 33117	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-118789	ENR	Kevin K Robertson	1939-09-25	UHC-47428-12	4887224349	3764 Sage Ct # 205, Eden Prairie, MN, 55337	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-432122	CLM	Christopher Hawkins	1939-10-19	—	2455172144	3342 Harbor Blvd Apt 35, Sacramento, CA, 95876	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25562	PRV	Randy Fisher	1984-01-26	—	8405547906	772 Harbor Blvd # 834, Atlanta, GA, 30393	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115964	ENR	Donald V Griffin	1953-10-07	UHC-86624-42	6425235502	2979 Maple Ave Apt 1, Dallas, TX, 75258	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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
ENR-129280	ENR	Wayne Y Brooks	—	UHC-70246-85	7966339248	582 Main St # 797, Fresno, CA, 93723	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
TPA-55590	TPA	Samuel Kelly	1979-03-20	—	—	9308 Washington St # 455, Chandler, AZ, 85245	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-417954	CLM	Roger F Arnold	2005-06-25	UHC-95539-20	2925753939	2065 Lake View Rd # 259, Denver, CO	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-128936	ENR	Diane H Fuller	1973-04-10	UHC-88946-77	4438535915	6380 Bayshore Dr # 180, Gilbert, AZ, 85252	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29344	PRV	Michael Garrett	2003-11-10	UHC-15377-59	4196827958	63 Harbor Blvd Apt 8, Scottsdale, AZ, 85285	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105796	ENR	Elijaah O Salazar	1942-03-08	UHC-92421-36	8086946471	9700 Main St # 185, Las Vegas, NV, 89148	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-64124	TPA	Randy Parker	1952-10-17	UHC-86823-72	3703645919	5505 Grand Ave Apt 2, Houston, TX, 77013	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22260	PRV	Tyler Ellis	1964-06-11	—	8316687261	9799 Maple Ave # 918, Las Vegas, NV, 89140	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108617	ENR	Lucia Vargas	1964-12-27	UHC-14079-98	9077270186	3420 Broadway Apt 9, Jacksonville, FL, 32252	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-62641	TPA	Donald Gomez	1938-04-07	—	—	6300 Ocean Ave Apt 18, Plano, TX, 75011	0.62	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-25205	PRV	Andrew Lawson	1940-01-10	—	3407428230	8968 Willow Ct # 183, Orlando, FL, 32895	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more

6,994 rows, page 65 of 140Previous Next