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
CLM-400417	CLM	Stephen Vasquez	1957-08-23	—	6998107538	7979 Canyon Rd, Houston, TX, 77029	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60128	TPA	Joseph Young	1950-05-13	—	—	8157 Highland Ave, Scottsdale, AZ, 85245	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-415756	CLM	Nicole Daniels	2002-09-27	UHC-34186-32	—	6952 Central Ave, Tampa, FL, 33627	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-419587	CLM	Karen R Stewart	2001-02-02	UHC-89576-14	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-101937	ENR	Marcus Watson	2008-09-25	UHC-17206-25	3429557132	1769 Ridge Rd, Tempe, AZ, 85246	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
CLM-421668	CLM	Danielle G Nichols	1940-03-06	UHC-84780-74	5603924832	4735 Harbor Blvd, Austin, TX, 78770	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-101786	ENR	Gloria Bowman	1938-09-24	UHC-19730-06	2446769447	4761 Elm St, Miami, FL, 33184	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
CLM-420547	CLM	Bruce J Wright	1963-11-10	UHC-57010-36	3139077538	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-419534	CLM	Terry Y Banks	1974-12-03	UHC-30407-95	—	1760 Highland Ave, Orlando, FL, 32830	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-422669	CLM	Noah Sanchez	1989-10-24	UHC-62379-68	—	8247 Ridge Rd, Los Angeles, CA, 90056	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-419240	CLM	Danielle Brooks	—	UHC-25272-64	5736317541	533 Maple Ave, Scottsdale, AZ, 85253	0.68	Name re-cased Date of birth unreadable Phone reformatted Gender normalised
ENR-141259	ENR	Frances R Bowman	1966-06-16	UHC-68468-73	—	3921 Camelback Rd, Orlando, FL, 32873	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-426460	CLM	Cynthia D Cralson	1997-07-15	—	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-117862	ENR	Justin H Franklin	1985-09-14	UHC-39521-81	8747210120	1730 Sage Ct, Atlanta, GA	0.68	Name re-cased Date of birth reformatted ZIP missing Gender normalised
PRV-24565	PRV	Tyler Luna	1977-07-09	—	8569158143	1937 Meadow Ln, Atlanta, GA, 30361	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-60946	TPA	Joe Weaver	1989-10-27	—	—	7990 Jefferson Ave, San Antonio, TX, 78245	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-131161	ENR	Sofia O Duncan	1972-09-05	UHC-85476-16	6702973583	4043 Spring St, Denver, CO, 80280	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
CLM-402523	CLM	Dannis Lopez	1962-10-07	UHC-83888-95	—	2194 Church St, Seattle, WA, 98106	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-115560	ENR	Frances Ford	1945-03-03	UHC-10680-74	6125114279	9796 Market St, Las Vegas, NV, 89161	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-138802	ENR	Jacob Peters	1997-09-09	UHC-44382-28	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
CLM-424456	CLM	Maason Kelley	1980-09-23	UHC-70526-07	—	176 Lake View Rd, Charlotte, NC, 28224	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-28623	PRV	Branndon Davis	1984-01-06	UHC-42245-62	—	1491 Jefferson Ave, Glendale, AZ, 85371	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-129105	ENR	Luis V Freeman	1999-10-21	UHC-92466-19	—	7776 Indian School Rd, Chandler, AZ	0.68	ZIP missing Email lower-cased Gender normalised Placeholder values cleared
TPA-54128	TPA	Adam Evans	1989-10-10	—	8297865093	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20145	PRV	Lawrence Sanchez	—	UHC-61874-07	2237078293	6912 Baseline Rd, Tucson, AZ, 85716	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
ENR-132007	ENR	Bradley Martinez	1965-03-12	UHC-69554-89	—	1459 Broadway, Sacramento, CA, 95889	0.68	Phone missing area code Address re-cased Email lower-cased Gender normalised
TPA-59895	TPA	Margaret Griffin	1947-10-20	—	2079049279	3342 River Rd, San Diego, CA, 92158	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-412923	CLM	Timothy Rice	1947-03-03	UHC-83864-45	—	4346 River Rd, Plano, TX, 75095	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-113397	ENR	William H Robinson	1980-09-06	UHC-37175-59	2212040597	1200 Valley View Dr, Nashville, TN, 37228	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-429263	CLM	Nicholas Carr	1989-07-01	UHC-93074-69	—	9452 Indian School Rd, Tucson, AZ, 85742	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-135499	ENR	Santiago Garcia	1962-01-10	UHC-07974-07	—	203 Park Pl, Nashville, TN	0.68	State code upper-cased ZIP missing Gender normalised Whitespace trimmed
ENR-107591	ENR	Carl C Silva	1973-05-06	UHC-81611-01	—	7969 Lincoln Way, Denver, CO, 80293	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
CLM-421104	CLM	Laura White	1957-09-20	UHC-39998-25	—	693 Lincoln Way, Houston, TX, 77007	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-101076	ENR	Brandon W Russell	1944-07-24	UHC-21934-36	8886806197	7081 Main St, Jacksonville, FL, 32262	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-107895	ENR	Greg H Garcia	1972-09-10	UHC-50973-02	5898231014	6288 Meadow Ln, Eden Prairie, MN, 55372	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-116849	ENR	Priya Marquez	1979-07-08	UHC-15525-70	4506653889	5769 Church St, Scottsdale, AZ, 85250	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
CLM-422328	CLM	Mei Garcia	1988-12-13	—	—	1271 Lake View Rd, Phoenix, AZ, 85024	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-103483	ENR	Janet G Alvarado	1977-01-01	UHC-58974-74	4749805830	4558 Cedar Ln, Nashville, TN, 37284	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-413351	CLM	Logan Gibson	1999-08-16	UHC-61944-97	—	1387 Lake View Rd, Miami, FL, 33127	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-431985	CLM	Matthew Greene	1950-01-01	UHC-91766-10	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20981	PRV	William Cruz	1964-02-18	—	8504105099	8853 Baseline Rd Apt 15, Chandler, AZ, 85209	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-129434	ENR	Scott W Thomas	1979-06-10	UHC-23637-74	7138305068	3750 Bayshore Dr, Chandler, AZ, 85239	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
TPA-51106	TPA	Albert Myers	1959-03-01	—	—	2650 Mountain View Dr, Denver, CO, 80224	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-113567	ENR	Brittany Simpson	1992-05-18	UHC-61931-71	6359934670	3674 Church St, Las Vegas, NV, 89106	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
TPA-60005	TPA	PJunk	1994-02-05	—	—	9247 Highland Ave, Columbus, OH, 43298	0.68	Gender normalised Whitespace trimmed Placeholder values cleared No usable name (quarantined)
ENR-132711	ENR	Vincent Evans	1983-04-07	UHC-89082-94	7048783966	7835 Church St, Eden Prairie, MN, 55357	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
CLM-409467	CLM	Sara E Boyd	1944-07-08	UHC-17819-97	—	6365 Sage Ct # 465, Scottsdale, AZ, 85281	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
TPA-54478	TPA	Zachary K Long	1957-09-19	—	—	8115 Spring St, Tempe, AZ, 85267	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-119831	ENR	Martha Rogers	1942-10-09	UHC-97687-25	7048212313	7733 Jefferson Ave, San Antonio, TX	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-136100	ENR	Stephanie S Perez	1965-08-25	UHC-82601-85	4752201274	3980 Market St, Plano, TX, 75005	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised

16,828 rows, page 229 of 337Previous Next