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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102338	ENR	Justin M Gibson	—	UHC-22092-50	4167372768	2598 Central Ave, Phoenix, AZ, 85025	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407213	CLM	Kimberly Munoz	2007-12-22	—	—	5212 Spring St, Jacksonville, FL, 32237	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415181	CLM	Bradley Oliver	—	UHC-67161-27	—	5188 Union St, Tampa, FL, 33656	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-107771	ENR	Aleaxnder Reed	1960-08-02	UHC-32257-08	4352731328	7671 Church St, Austin, TX	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120169	ENR	Brenda Harris	1982-06-13	UHC-10906-79	8525305311	7288 Elm St Apt 21, Plano, TX, 75033	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103248	ENR	Jason Harvey	1967-02-16	UHC-58543-46	2644061393	7451 Desert Sky Blvd, Tampa, FL	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-117392	ENR	Kimberly Lawson	1977-01-25	UHC-30977-89	9074303047	4007 River Rd, Denver, CO, 80298	0.54	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+1 more
TPA-54471	TPA	Danielle Bell	1959-12-08	—	—	7586 Spring St, Orlando, FL, 32807	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-108880	ENR	Doris Y Cooper	1969-06-21	UHC-46929-19	3228304402	4151 Valley View Dr Apt 28, Glendale, AZ, 85374	0.54	Phone reformatted Unit split from street State name converted to code Gender normalised+1 more
CLM-431048	CLM	Robert Flores	1950-01-28	UHC-72032-58	—	796 Mesa Dr, Glendale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-52511	TPA	Eugene Contreras	1987-08-05	UHC-38123-34	—	2194 Valley View Dr, Gilbert, AZ, 85222	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50598	TPA	Andrea McDonald	1960-02-20	—	—	8541 Camelback Rd, Tempe, AZ, 85238	0.54	Two-digit birth year State name converted to code Email lower-cased Gender normalised+1 more
ENR-104960	ENR	Maria Wood	1941-12-26	UHC-46790-74	3389972545	8674 Hillcrest Rd, Los Angeles, CA, 90007	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-422655	CLM	Olivia McCoy	1969-04-26	UHC-44552-76	—	7460 Highland Ave, Minneapolis, MN, 55445	0.54	Name split from “Last, First”Two-digit birth year State code upper-cased Gender normalised+1 more
ENR-138509	ENR	Cheryl S Sanchez	2004-10-26	UHC-38922-46	3358407861	126 Willow Ct, Miami, FL, 33131	0.54	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-136826	ENR	Kimberly Z Moreno	1979-07-04	UHC-01332-33	8314438021	4360 Baseline Rd, Miami, FL, 33154	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407838	CLM	Rebecca Duncan	1976-10-21	UHC-15711-81	—	2569 Broadway, Denver, CO, 80259	0.54	Name split from “Last, First”SSN last four extracted Gender normalised Whitespace trimmed+1 more
TPA-64449	TPA	Jesse Hunter	1943-06-08	—	—	1690 Willow Ct, Phoenix, AZ, 85035	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-120944	ENR	Paul L Henry	1950-12-23	UHC-44952-30	7779024897	6812 Elm St, Austin, TX, 78756	0.54	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-134289	ENR	Anthony S Hernandez	1959-08-28	UHC-52509-78	—	8419 Lincoln Way, Dallas, TX, 75289	0.54	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+1 more
CLM-413936	CLM	Sharon Scott	1977-06-19	—	—	463 Pine Dr, San Diego, CA, 92102	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-432141	CLM	Katherine Harrison	1970-04-13	—	—	2321 Apache Blvd, Nashville, TN, 37212	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-419936	CLM	Doris Q Jordan	1991-06-26	UHC-58784-91	6248597258	7210 Canyon Rd, Charlotte, NC, 28275	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-54713	TPA	Anna Scott	1966-07-27	UHC-14025-28	—	2964 Central Ave, Columbus, OH, 43293	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20681	PRV	Johnston Lawrence	1952-10-18	—	5238041388	5968 Park Pl, Chandler, AZ, 85223	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-23297	PRV	Jacob X Rios	2008-04-24	UHC-73234-71	3502545508	3158 Canyon Rd, Orlando, FL, 32863	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402496	CLM	Evelyn Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA, 95826	0.54	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-115640	ENR	Jesse H Martin	1958-10-04	UHC-46287-43	3535740530	2119 Pine Dr, Las Vegas, NV, 89193	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136696	ENR	Caroln QJunk	1976-01-16	UHC-52262-44	5437405957	2854 River Rd, Dallas, TX, 75235	0.54	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111244	ENR	Susan Z Sims	1958-07-18	UHC-18790-43	6922762134	2297 Elm St, Austin, TX, 78742	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-137147	ENR	Doris Brooks	1945-09-21	UHC-60379-29	7549480379	7254 Spring St, Dallas, TX, 75263	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50644	TPA	Robert Alexander	1959-03-08	—	—	814 Camelback Rd, Orlando, FL, 32866	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-50645	TPA	Robert Alexander	1959-03-08	—	—	814 Camelback Rd, Orlando, FL, 32866	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-142723	ENR	Ruth Jordan	2005-02-16	UHC-16459-44	—	6914 Sage Ct Apt 30, Sacramento, CA, 95894	0.54	Name re-cased Two-digit birth year Unit split from street Gender normalised+1 more
PRV-22893	PRV	Evelyn Gardner	1981-08-14	UHC-86706-87	7355625257	7508 Highland Ave, Los Angeles, CA, 90020	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
CLM-403095	CLM	Ann Adams	1964-03-09	UHC-49487-89	—	4774 Broadway, Scottsdale, AZ, 85244	0.54	Name split from “Last, First”Member ID reformatted Address re-cased ZIP+4 trimmed+1 more
ENR-106838	ENR	Dorothy A Gray	1945-08-20	UHC-28039-87	7976634776	9607 Meadow Ln, Las Vegas, NV	0.54	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432615	CLM	Dorothy Fernandez	1958-06-18	UHC-11988-64	—	4640 Pine Dr, San Diego, CA, 92181	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-430897	CLM	Martha Tran	1979-12-14	UHC-27532-54	—	9876 Broadway, Seattle, WA, 98147	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-404097	CLM	Alex Berry	1967-05-21	—	—	806 Apache Blvd, Los Angeles, CA, 90048	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-56733	TPA	Raymond Hansen	1966-09-17	—	—	4381 Palm Dr, San Diego, CA	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-420608	CLM	Elizabeth Kennedy	1946-03-05	UHC-31956-48	—	2428 Valley View Dr, Jacksonville, FL, 32287	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116937	ENR	Benjamin Burns	1986-12-06	UHC-58662-42	5754980461	7578 Harbor Blvd, Phoenix, AZ, 85070	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133501	ENR	Charles Z Morales	1996-07-06	UHC-79311-87	—	1061 Mesa Dr, Charlotte, NC, 28244	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129819	ENR	Ana Park	1994-01-06	UHC-18093-43	5572907074	6822 Highland Ave, Scottsdale, AZ, 85231	0.54	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-411964	CLM	Frances Porter	1962-08-20	UHC-44995-70	—	9881 Lincoln Way, Las Vegas, NV	0.54	Date of birth reformatted State name converted to code ZIP missing Gender normalised+1 more
TPA-56044	TPA	Aizha Bradley	1973-12-24	—	—	6799 Spring St, Fresno, CA, 93750	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59688	TPA	Alexander Turner	1965-08-27	—	—	429 Pine Dr # 222, Sacramento, CA, 95897	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112332	ENR	Alexis Z Armstrong	1959-01-26	UHC-76727-59	—	8444 Ridge Rd # 344, Fresno, CA, 93723	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27645	PRV	Bryan Lee	1953-03-06	UHC-60783-66	9773112122	2721 Indian School Rd, Scottsdale, AZ, 85285	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more

16,828 rows, page 100 of 337Previous Next