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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63133	TPA	Timothy Simmons	—	—	—	4725 Ocean Ave # 843, Orlando, FL, 32872	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419188	CLM	Zachary Payne	1948-03-24	UHC-70686-74	—	4827 Baseline Rd, Eden Prairie, MN, 55398	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407888	CLM	Rebecca F Hughes	1982-04-18	UHC-55608-51	—	6044 Palm Dr, San Diego, CA, 92170	0.54	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-54529	TPA	Elizabeth Morrison	1967-12-24	—	—	7434 Sunset Blvd, Fresno, CA, 93723	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-118983	ENR	Diego F Ramos	2004-01-13	UHC-29121-61	—	4134 Maple Ave, Sacramento, CA, 95801	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-22275	PRV	Valentina Price	2004-04-24	—	—	9812 Meadow Ln # 599, Phoenix, AZ, 85032	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
CLM-427312	CLM	Douglas Edwards	1996-09-28	UHC-70622-63	—	1861 Bayshore Dr, Sacramento, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-423185	CLM	Stephen Henry	—	—	—	5848 Forest Ave, Plano, TX, 75003	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53387	TPA	Natalie N Wagner	1965-07-26	—	7903788518	9743 Sunset Blvd, Orlando, FL, 32818	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
CLM-420071	CLM	Christine I Olson	1984-12-03	UHC-78090-69	—	7619 Pine Dr, Fresno, CA, 93738	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63581	TPA	Jesse Bryant	1948-07-25	—	—	9551 Sunset Blvd, Los Angeles, CA, 90089	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-119500	ENR	Austin Wood	—	UHC-01868-34	—	5714 Cedar Ln, Atlanta, GA, 30356	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-113835	ENR	Sofia P Welch	2005-09-24	UHC-60104-27	—	9888 Main St, Eden Prairie, MN, 55330	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24569	PRV	Jacob Greene	—	UHC-35926-22	3149657945	9893 Meadow Ln # 312, Jacksonville, FL, 32211	0.54	Date of birth unreadable Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-141252	ENR	Lucia E Foster	1941-02-06	UHC-10708-39	—	9138 Lincoln Way, Las Vegas, NV	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-419920	CLM	Douglas E Wang	1938-02-04	—	—	566 Pine Dr, San Diego, CA, 92145	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-21995	PRV	Alex Hunt	2003-02-22	—	—	2344 Church St Apt 9, Miami, FL, 33166	0.54	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-408650	CLM	Jerry I Price	1995-10-18	—	—	7498 Forest Ave Apt 3, San Antonio, TX, 78292	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53326	TPA	Joe Turner	1997-09-21	—	—	3679 Lincoln Way, Denver, CO	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-111682	ENR	Melissa W Willis	2001-11-16	UHC-20645-30	—	2108 Sage Ct, Atlanta, GA	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
TPA-51202	TPA	Luis W Wallace	—	—	—	6713 Main St, Columbus, OH, 43232	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412253	CLM	Jordan Wheeler	1954-09-25	UHC-10993-15	—	9746 Mesa Dr, Mesa, AZ, 85258	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-112718	ENR	Joshua B Hoffman	—	UHC-75819-13	—	4968 Indian School Rd, Austin, TX, 78725	0.54	Name re-cased Date of birth missing Phone missing area code Gender normalised+1 more
PRV-21882	PRV	—Junk	1945-05-06	UHC-12903-25	8283946181	8733 Park Pl, Los Angeles, CA	0.54	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared+1 more
CLM-429854	CLM	Amanda Phillips	1950-10-15	—	2229000513	3745 Canyon Rd # 260, Mesa, AZ, 85202	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52918	TPA	Bill Howard	—	—	—	9694 Bayshore Dr, Nashville, TN	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63443	TPA	Brittany Ferguson	1944-05-18	UHC-92938-61	—	6556 Ocean Ave # 772, San Diego, CA, 92127	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141571	ENR	Sophia Jacobs	1941-04-15	UHC-74205-24	—	8862 Bayshore Dr Apt 26, Mesa, AZ, 85209	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-406827	CLM	Samuel Murphy	1938-03-23	UHC-88511-69	6496299727	5850 Main St, San Diego, CA, 92114	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-406566	CLM	Anthony Rios	1984-09-02	UHC-38512-88	—	5354 Camelback Rd # 268, Gilbert, AZ, 85246	0.54	Unit split from street State code upper-cased ZIP+4 trimmed Gender normalised+1 more
TPA-55082	TPA	Katherine Bowman	—	—	—	4963 Central Ave, Mesa, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107588	ENR	Kelly Wong	2007-06-01	UHC-18814-73	5664562492	7943 Pine Dr, Dallas, TX	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-53733	TPA	Stephen Patel	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53732	TPA	Stephen Patel	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-431582	CLM	Aaron Morris	1945-05-07	—	—	6297 Lake View Rd # 445, Scottsdale, AZ, 85276	0.54	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
CLM-411238	CLM	Joyce Q Spencer	1948-01-17	UHC-22576-11	—	5505 Baseline Rd, Orlando, FL, 32889	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-62899	TPA	Virginia Ramos	1989-04-27	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-421240	CLM	Anthony Collins	1995-05-10	UHC-10472-57	—	6148 Washington St, Houston, TX, 77071	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
ENR-128222	ENR	Julie M Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.54	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted State name converted to code+1 more
TPA-54368	TPA	Nicole Hayes	1939-04-16	UHC-32516-68	—	695 Apache Blvd Apt 28, Plano, TX, 75090	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124938	ENR	Noah Ford	1992-05-17	UHC-06491-63	—	1617 Market St, Chandler, AZ	0.54	Name split from “Last, First”Phone missing area code ZIP missing Whitespace trimmed+1 more
CLM-430254	CLM	Shirley Brooks	1980-12-17	UHC-51174-59	—	9743 Sage Ct, San Diego, CA, 92119	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-424414	CLM	Isabella Adams	1984-04-08	UHC-34881-59	—	5521 Church St, Jacksonville, FL, 32276	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425122	CLM	Samantha Lawrence	1940-04-12	UHC-39266-73	—	7120 Washington St, Tucson, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-408076	CLM	Thomas Espinoza	—	UHC-83698-81	—	—	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
TPA-52662	TPA	Brian Perkins	1971-11-22	UHC-98944-17	—	2848 Sage Ct, Seattle, WA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-405352	CLM	Santiago Gardner	1988-07-05	—	—	628 Oak St, San Antonio, TX	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-428446	CLM	Michael K Holmes	1999-05-15	—	—	6651 Broadway, Dallas, TX, 75263	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-53891	TPA	Fatima Vargas	2006-12-02	UHC-86574-22	—	4236 Sage Ct Apt 28, Tampa, FL	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-138197	ENR	Diane Diaz	—	—	—	3673 Ocean Ave, Atlanta, GA, 30336	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more

71,257 rows, page 143 of 1,426Previous Next