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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130606	ENR	Betty Gray	1982-10-01	UHC-11992-16	2689551181	1627 Mesa Dr, Miami, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122070	ENR	Anthony Jackson	1996-11-11	UHC-47435-53	7084971104	7175 Mesa Dr Apt 24, Dallas, TX, 75263	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-407206	CLM	Shirley Cruz	1978-01-23	UHC-86255-78	—	7175 Ridge Rd, Glendale, AZ, 85355	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411154	CLM	Joyce N Pierce	1945-02-01	UHC-17185-78	—	3413 Spring St, Scottsdale, AZ, 85262	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-122311	ENR	Jacob J Smith	—	UHC-64359-98	—	4760 Canyon Rd, Atlanta, GA, 30361	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-401714	CLM	Andrea Holes	1965-05-05	—	—	1113 River Rd, Atlanta, GA, 30336	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-423080	CLM	Scott Sanchez	2004-01-20	UHC-28082-14	8129340977	2598 Ocean Ave, Scottsdale, AZ, 85278	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132191	ENR	Juan Carter	1949-07-13	UHC-46842-58	5979309913	7349 Pine Dr, Charlotte, NC, 28229	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129801	ENR	Joe Z Obrien	1938-06-20	UHC-91026-53	2615953563	832 Oak St, Jacksonville, FL, 32288	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20690	PRV	Ann Alexander	—	—	—	8659 Ocean Ave, Columbus, OH, 43267	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-107649	ENR	Rachel G Long	1987-01-10	UHC-19067-72	3537224817	1076 River Rd Apt 12, Mesa, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400938	CLM	Kevin Payne	2008-05-06	UHC-21244-87	8747611782	288 Spring St, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117151	ENR	Patrick Perez	1975-05-24	UHC-74189-68	4875571896	6266 Cedar Ln, Gilbert, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425243	CLM	Ferguson Michelle	1945-01-23	UHC-84132-54	—	1578 Harbor Blvd, San Antonio, TX, 78270	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-132266	ENR	Marcus Q Brown	1977-03-14	UHC-58114-58	2534390855	3581 Bayshore Dr, Plano, TX, 75045	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-432620	CLM	Walter Rios	1956-10-13	UHC-18644-99	9203596047	3523 Broadway Apt 36, Chandler, AZ, 85261	0.50	Name re-cased Unit split from street City re-cased State name converted to code+3 more
CLM-406330	CLM	Victoria Mitchell	1952-10-11	UHC-81119-53	4719495879	5839 Desert Sky Blvd, Orlando, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136040	ENR	Barbara F Armstrong	—	UHC-32868-18	7755853934	4485 Canyon Rd, Dallas, TX, 75260	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-21166	PRV	Willie V Schmidt	1942-05-12	UHC-28576-15	2516074968	446 Maple Ave Apt 5, Houston, TX, 77030	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-414936	CLM	Tyler Gray	2005-10-24	—	—	3159 Harbor Blvd # 564, Glendale, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422589	CLM	EdwardJunk	1994-11-09	—	2384791538	1320 River Rd, Seattle, WA, 98154	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142895	ENR	Kenneth Y Black	1982-04-26	UHC-44296-79	—	4825 Valley View Dr, Orlando, FL, 32804	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106856	ENR	Ruht Gray	1970-01-21	UHC-61211-20	—	2395 Cedar Ln, Charlotte, NC, 28290	0.50	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+3 more
ENR-106869	ENR	Dorothy Moreno	1944-06-07	UHC-95806-45	8033658210	4861 Washington St, Gilbert, AZ, 85239	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-52087	TPA	Mei Jordaan	—	—	4192914781	8617 Desert Sky Blvd, Glendale, AZ, 85333	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-127509	ENR	Jacqueline L Campbell	1942-06-26	UHC-50807-87	3489375648	1998 Broadway # 806, Seattle, WA, 98119	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-24607	PRV	Sofia Carpenter	1954-12-27	UHC-23990-07	9727895012	204 Ocean Ave Apt 9, Dallas, TX, 75271	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-106271	ENR	Lucia Jenkins	1993-12-04	UHC-65576-36	6504685895	1182 Main St, Glendale, AZ, 85317	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124161	ENR	Doris I Chavez	1966-09-12	UHC-21944-44	6686305734	6224 Grand Ave, Phoenix, AZ, 85014	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402230	CLM	Daniel Obrien	1993-07-25	—	—	3776 Main St # 342, Denver, CO, 80242	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-126861	ENR	David B Rogers	1950-12-15	UHC-03997-69	6937497399	5317 Washington St Apt 22, Mesa, AZ, 85218	0.50	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-105258	ENR	Jack P Munoz	1991-10-14	UHC-15695-15	3212263400	6160 Forest Ave, Minneapolis, MN, 55496	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-136078	ENR	Kimberly Gordon	2006-12-28	UHC-89560-95	7845845260	88 Willow Ct Apt 12, Eden Prairie, MN, 55360	0.50	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-403334	CLM	Janice B Harper	1981-07-04	—	9302924478	9455 Canyon Rd, Gilbert, AZ, 85287	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22239	PRV	Isabella Mitchell	1982-12-01	UHC-75813-49	—	1147 Canyon Rd, Chandler, AZ, 85200	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-408911	CLM	Megan P Wheeler	1971-03-12	UHC-61260-06	8858709815	8380 Sunset Blvd Apt 40, Houston, TX, 77060	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119804	ENR	Ronald Evans	1987-01-25	UHC-63870-54	2197587715	8732 Meadow Ln, Gilbert, AZ, 85296	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-104020	ENR	Stephanie D Wells	1982-03-03	UHC-88362-40	9569168260	961 Pine Dr, Sacramento, CA, 95895	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-50171	TPA	Ralph Ellioott	1993-06-26	—	—	3733 Lake View Rd, Eden Prairie, MN, 55372	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122204	ENR	Michelle Chavez	1992-04-26	UHC-36979-40	7644180305	5832 Sunset Blvd, Scottsdale, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430802	CLM	Marilyn Castillo	1980-01-24	—	—	7402 Highland Ave Apt 29, Chandler, AZ	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402729	CLM	Ana I Coleman	1941-03-12	—	—	4247 Grand Ave, Los Angeles, CA, 90003	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-58181	TPA	Ashley Thompsson	1999-11-22	—	—	8765 Central Ave, Eden Prairie, MN, 55320	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-117404	ENR	Keren Morrison	2000-06-28	UHC-23765-47	4764116775	5196 Cedar Ln, Miami, FL, 33141	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-419288	CLM	Madison Knight	1984-02-05	UHC-85507-79	—	8677 Baseline Rd Apt 18, Atlanta, GA, 30319	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429692	CLM	Ashely O Ryan	1981-05-26	—	2359843599	5777 Grand Ave, Fresno, CA, 93780	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-412958	CLM	Dylan Ross	1942-02-11	—	—	8779 Forest Ave, Orlando, FL, 32869	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421448	CLM	Emma L Carroll	1984-04-25	UHC-47807-89	—	8499 Indian School Rd, Fresno, CA, 93735	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-417090	CLM	Wilson Maison	1993-07-06	UHC-64072-59	—	1284 Mesa Dr, Jacksonville, FL	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-112772	ENR	Ralph T Mitchell	1990-02-21	UHC-17638-14	6095253763	3670 Spring St, Minneapolis, MN, 55402	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more

39,996 rows, page 47 of 800Previous Next