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
CLM-425234	CLM	David Nguyen	1992-12-28	—	—	7691 Washington St # 884, Jacksonville, FL, 32288	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111977	ENR	Kenneth X Carroll	—	UHC-91935-85	2776674397	5265 Maple Ave, Dallas, TX, 75298	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-100068	ENR	Hamilton Wayne	1947-06-25	UHC-36182-02	6065891337	4635 Forest Ave, Tucson, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62754	TPA	Stephen Schmidt	1939-11-16	—	—	8679 Grand Ave # 319, Tampa, FL, 33668	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
CLM-408850	CLM	Marriana Mason	1965-12-17	UHC-25369-28	—	7478 Mountain View Dr, Jacksonville, FL, 32270	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
CLM-406588	CLM	Tyler Young	1981-07-21	UHC-00161-11	—	7471 Ocean Ave, Tampa, FL, 33657	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-424593	CLM	Paul D Estrada	—	UHC-63153-81	9586879366	5930 Ridge Rd, Seattle, WA	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+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
CLM-414370	CLM	Diane Weaver	1964-05-12	UHC-06730-84	—	2791 Maple Ave Apt 21, Atlanta, GA, 30319	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133438	ENR	Evelyn Nelson	—	UHC-74997-91	—	9742 Park Pl, Tempe, AZ, 85242	0.54	Date of birth missing SSN last four extracted City re-cased ZIP+4 trimmed+1 more
CLM-407065	CLM	Brenda Wells	1997-08-04	—	—	3625 Willow Ct # 221, Scottsdale, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+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
CLM-407191	CLM	Kevin Peters	—	—	—	2466 Broadway, Columbus, OH, 43297	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
PRV-27962	PRV	Margaret Foster	—	UHC-01099-35	—	9550 Highland Ave, Phoenix, AZ	0.54	Date of birth missing State name converted to code ZIP missing Whitespace 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
CLM-413524	CLM	Joan Jimenze	1986-03-18	UHC-70453-27	—	6493 Washington St, Minneapolis, MN, 55415	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-423835	CLM	Alan Schmidt	1992-10-27	—	—	5248 Canyon Rd, Minneapolis, MN, 55441	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409696	CLM	Carlos Chavez	1943-08-28	—	2506868834	2256 Sunset Blvd, Orlando, FL, 32851	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 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
CLM-414720	CLM	Liz S Gutierrez	—	UHC-77937-50	—	7839 Willow Ct, San Antonio, TX, 78214	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425961	CLM	Martha Ellis	1988-04-26	UHC-36344-06	—	6810 Grand Ave, Denver, CO	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
PRV-21754	PRV	Helen Oliver	1953-06-11	UHC-09294-96	—	—	0.54	Name split from “Last, First”Phone missing area code Member ID reformatted Gender normalised+1 more
TPA-52029	TPA	Alexander Allen	1972-06-07	—	—	6316 Spring St, Tucson, AZ, 85713	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-427894	CLM	Aaron Knight	1983-07-13	—	—	8293 Spring St, Nashville, TN, 37219	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57846	TPA	Wei Shaw	1947-06-24	—	—	5446 Market St, Plano, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+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
TPA-63824	TPA	Brittany Jenkins	1948-10-02	—	8455739459	4783 Ocean Ave, Charlotte, NC, 28273	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-133088	ENR	Diego O Anderson	1988-08-17	UHC-62497-77	8296617056	4945 Canyon Rd Apt 30, Houston, TX, 77012	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-112415	ENR	Ahmed T Le	2003-06-10	UHC-34122-14	—	1420 Washington St, Las Vegas, NV, 89125	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-53533	TPA	Joe Coleman	1952-07-16	—	2136132067	5241 Cedar Ln, Mesa, AZ	0.54	Two-digit birth year Phone reformatted State name converted to code ZIP missing+1 more
TPA-59596	TPA	Katherine Wilson	1991-03-22	—	—	9140 Union St, Nashville, TN, 37272	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429562	CLM	Stephanie Yang	2002-09-03	—	—	6020 Ocean Ave, Charlotte, NC, 28250	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-51804	TPA	Chritsina Austin	1968-05-12	—	—	1879 Forest Ave Apt 39, Orlando, FL, 32880	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
CLM-414692	CLM	Danielle Frranklin	1970-02-18	UHC-03800-71	—	7777 Market St, Jacksonville, FL, 32225	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-414693	CLM	Danielle Frranklin	1970-02-18	UHC-03800-71	—	7777 Market St, Jacksonville, FL, 32225	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-419989	CLM	Julia Mason	1972-01-02	—	—	2791 Elm St, Plano, TX, 75038	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-115418	ENR	Zachary Henry	—	UHC-50301-63	5606421092	4745 Palm Dr, Glendale, AZ, 85331	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
PRV-28938	PRV	Linda Thomas	2008-07-21	—	—	1820 Valley View Dr, Mesa, AZ, 85215	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-117859	ENR	Pauul A Bradley	2005-01-19	UHC-81814-37	8253165394	3539 Ocean Ave # 665, San Antonio, TX	0.54	SSN last four extracted Unit split from street City re-cased ZIP missing+1 more
CLM-431392	CLM	Jerry Roberts	2005-11-21	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
PRV-25134	PRV	Andy Johnson	1988-02-15	—	—	845 Pine Dr, Plano, TX, 75013	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-403240	CLM	Kayla Ferguson	2005-06-19	UHC-37431-51	6534957506	3533 Grand Ave, Las Vegas, NV, 89118	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-61706	TPA	Thomas Sims	1971-03-19	—	—	4750 Grand Ave Apt 26, Orlando, FL, 32898	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126632	ENR	Martha Y Nichols	1989-04-27	UHC-63051-72	—	1787 Jefferson Ave, Mesa, AZ, 85240	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-429753	CLM	Joseph Brooks	1949-02-20	UHC-78973-47	—	4944 Lake View Rd, Tampa, FL, 33658	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-403602	CLM	Mary Edwards	1949-09-06	—	—	7363 Forest Ave, Miami, FL	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
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
CLM-415330	CLM	Bruce Bryant	2000-04-09	UHC-31867-72	—	9841 Meadow Ln, Chandler, AZ, 85236	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more

71,257 rows, page 139 of 1,426Previous Next