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

Enrollment, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110212	ENR	Steven N Jones	1987-01-21	UHC-14206-13	2745150052	8824 Main St, Tempe, AZ, 85261	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-107729	ENR	John P Herrera	1968-03-13	UHC-51994-47	7694802111	5996 Oak St, Plano, TX, 75086	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138074	ENR	Vincent T Bell	1972-06-09	UHC-71011-63	6668369927	4948 Ocean Ave, Mesa, AZ, 85288	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-118779	ENR	Megan Watson	1975-04-10	UHC-62910-31	9274237287	257 Pine Dr, Miami, FL, 33164	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108985	ENR	Aaron Smith	1947-09-28	UHC-12751-91	—	6483 Washington St, Gilbert, AZ, 85253	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131881	ENR	Joyce Sandoval	1952-02-20	UHC-20229-57	2376170832	8989 Spring St, Chandler, AZ	0.54	Name split from “Last, First”State name converted to code ZIP missing Email lower-cased+1 more
ENR-135963	ENR	Henry V Obrien	1954-02-08	UHC-71537-80	2409165120	1614 Camelback Rd, Atlanta, GA	0.54	Name re-cased State name converted to code ZIP missing Gender normalised+1 more
ENR-119868	ENR	Joseph Vasquez	2003-04-28	UHC-79306-78	—	7705 Willow Ct Apt 7, Miami, FL, 33171	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+1 more
ENR-104333	ENR	Teresa Hayes	1962-10-05	UHC-81477-97	2623678546	2774 Pine Dr, Gilbert, AZ	0.54	Phone reformatted State name converted to code ZIP missing Gender normalised+1 more
ENR-135840	ENR	Karen T Lopez	—	UHC-99332-07	6888045170	4053 Grand Ave, Orlando, FL, 32850	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104441	ENR	Kevin J Cunningham	2002-07-11	UHC-11004-76	8328555721	7149 Park Pl, Los Angeles, CA, 90083	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129050	ENR	Camila Jenkins	1941-05-25	UHC-40064-21	7182886714	7015 Palm Dr, Los Angeles, CA, 90021	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138366	ENR	Brian Medina	1968-10-16	UHC-58175-21	2634280153	2973 Highland Ave, Miami, FL, 33178	0.54	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-135543	ENR	Kyle Taylor	1943-03-04	UHC-59965-33	—	8402 Grand Ave, Eden Prairie, MN, 55389	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112686	ENR	Jon Ortiz	1970-05-23	UHC-59920-83	—	4816 Park Pl, Minneapolis, MN, 55470	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128334	ENR	Victoria Q Barnes	2003-11-26	UHC-54618-10	3019801147	1900 Ocean Ave, Charlotte, NC, 28251	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100152	ENR	Mariana A Turnr	1997-07-23	UHC-20164-12	3437119710	9224 Sage Ct, Nashville, TN, 37264	0.54	Phone reformatted SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
ENR-140789	ENR	Peter H Banks	1991-12-21	UHC-77412-58	—	7123 Ridge Rd # 814, Orlando, FL, 32892	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-124632	ENR	Sean Dean	2007-04-28	UHC-44580-15	—	592 Bayshore Dr Apt 1, Houston, TX, 77079	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+1 more
ENR-101256	ENR	Cristian B Knight	—	UHC-56122-73	—	5667 Broadway, San Antonio, TX	0.54	Date of birth missing City re-cased State name converted to code ZIP missing+1 more
ENR-101208	ENR	Joe H Romero	1978-01-13	UHC-67411-72	—	6458 Highland Ave, Jacksonville, FL, 32274	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128714	ENR	Terry Hawkins	1953-07-21	UHC-65368-09	9885114192	9206 Spring St Apt 28, San Antonio, TX, 78277	0.54	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-106326	ENR	Ann T Blel	1956-02-23	UHC-51687-65	—	712 Indian School Rd, Mesa, AZ, 85258	0.54	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-100838	ENR	Harold McDonald	2006-09-18	UHC-00925-10	8165295093	1397 Bayshore Dr, Orlando, FL, 32832	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-130089	ENR	Mark A Garrett	1994-11-07	UHC-56857-90	—	9121 Jefferson Ave, Houston, TX, 77095	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+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
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
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
ENR-117660	ENR	Doorthy O Myers	1983-07-22	UHC-06278-26	2969997738	8147 Harbor Blvd, Houston, TX, 77041	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117661	ENR	Doorthy O Myers	1983-07-22	UHC-06278-26	2969997738	8147 Harbor Blvd, Houston, TX, 77041	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136008	ENR	Kevin X Cunningham	1985-04-13	UHC-16391-20	9357176249	7364 Highland Ave, Fresno, CA, 93768	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-132228	ENR	Valentina Kennedy	1943-08-06	UHC-03137-73	3525145253	5500 Ocean Ave, Glendale, AZ, 85369	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-107857	ENR	Arjun H Lucas	1945-10-23	UHC-89462-94	7826465826	8270 Market St, Fresno, CA, 93720	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104282	ENR	Daniel Santiago	1998-07-24	UHC-56034-99	6857013054	5968 Park Pl, Phoenix, AZ, 85028	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112892	ENR	Joseph Hernandez	1973-03-03	UHC-40659-34	—	4451 Canyon Rd, San Diego, CA, 92169	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112891	ENR	Joseph Hernandez	1973-03-03	UHC-40659-34	—	4451 Canyon Rd, San Diego, CA, 92169	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128284	ENR	Jerry F Chen	1976-06-01	UHC-02228-38	—	5860 Forest Ave, Denver, CO, 80225	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+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
ENR-108329	ENR	Virginia G Carter	—	UHC-07463-33	8418984941	9246 Lake View Rd, Minneapolis, MN, 55485	0.54	Date of birth unreadable Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-124012	ENR	Mariana V Fowler	1986-11-05	UHC-92162-53	3238211928	6958 Mountain View Dr, Scottsdale, AZ, 85292	0.54	Name re-cased Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-106236	ENR	Jack Robertzon	1995-07-17	—	6525259235	5819 Park Pl, Orlando, FL, 32865	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-119972	ENR	Frances Lawsno	1962-03-15	UHC-98896-11	3119975246	2728 Camelback Rd, Mesa, AZ, 85236	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129764	ENR	Arnold Gerald	1960-12-28	UHC-27129-15	5026210058	2439 Oak St, Minneapolis, MN, 55447	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113688	ENR	Barbara H Peters	1945-08-28	UHC-20482-39	—	5311 Union St, Fresno, CA, 93769	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104057	ENR	Hannah M Aguilar	1973-09-23	UHC-74882-41	7637976794	5872 Harbor Blvd, Minneapolis, MN, 55402	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-118468	ENR	Carol I Gardner	—	UHC-82456-87	5089013089	2681 Washington St, Tampa, FL, 33667	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142465	ENR	Amy M Powell	1969-10-25	UHC-60786-06	7775388336	4435 Apache Blvd, Houston, TX, 77020	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-119487	ENR	Isabella Burton	1980-11-25	UHC-09055-50	7938588103	3009 Apache Blvd, Tempe, AZ, 85238	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more

4,296 rows, page 32 of 86Previous Next