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

Third-party administrator, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61081	TPA	Bruce Wong	1945-02-10	—	—	5043 Apache Blvd, San Diego, CA, 92128	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53069	TPA	Donna Padilla	1951-10-28	—	7322627317	6322 Bayshore Dr, Sacramento, CA, 95875	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54841	TPA	Robert Stevens	1948-10-10	—	—	6132 Maple Ave, Columbus, OH	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-59081	TPA	Karen Y Perez	1955-07-03	—	—	2263 Palm Dr, Nashville, TN, 37250	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56729	TPA	Albert Gray	1946-07-15	—	—	3904 Valley View Dr, Dallas, TX, 75273	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62918	TPA	Ken McDonald	2002-12-23	—	—	1501 River Rd, Tampa, FL, 33610	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53241	TPA	Lucia Payne	1989-01-05	—	—	2663 Broadway, Plano, TX, 75075	0.78	Date of birth reformatted Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-57300	TPA	Logan Bailey	2001-10-07	—	2186812804	4259 Indian School Rd, Minneapolis, MN, 55413	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-57519	TPA	Lawrence Greene	1988-01-10	—	2909195527	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-51032	TPA	Bobby Park	1979-02-20	—	—	3122 Park Pl, Nashville, TN, 37230	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59364	TPA	Jacqueline Berry	1949-03-17	—	4818094928	1043 Ocean Ave, Jacksonville, FL, 32201	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-53686	TPA	Ahmed H Wagner	1981-01-01	—	3142204944	212 Bayshore Dr # 636, Seattle, WA, 98121	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-54083	TPA	Robert B Edwards	2004-07-11	—	—	3734 Desert Sky Blvd, Austin, TX, 78732	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51750	TPA	Diego Washington	1945-11-12	—	—	7030 Willow Ct, San Diego, CA, 92111	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52732	TPA	Beverly Freeman	1963-07-23	—	—	8881 Mountain View Dr, Tucson, AZ, 85774	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-51312	TPA	Lwarence Lawson	1947-11-27	—	5579213346	3465 Park Pl, Phoenix, AZ, 85011	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52963	TPA	Gloria Nichols	1998-05-17	UHC-58730-81	4856129268	328 Willow Ct, Dallas, TX, 75202	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-57601	TPA	Willie C Elliott	1943-01-20	—	—	9782 Ridge Rd, Tempe, AZ, 85289	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57136	TPA	Chrristian Moreno	1942-07-05	UHC-86524-23	5028061704	5524 Highland Ave, Phoenix, AZ, 85089	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50022	TPA	Andrea Murphy	1945-01-09	—	—	3741 Spring St, Atlanta, GA, 30350	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59745	TPA	Alexander Wells	1997-01-06	—	—	5592 Broadway Apt 40, Los Angeles, CA, 90067	0.78	Date of birth reformatted Unit split from street City re-cased Email lower-cased+1 more
TPA-62252	TPA	Adam Webb	1998-12-15	—	—	8448 Meadow Ln, Seattle, WA, 98191	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62772	TPA	Janice Rose	1962-07-21	—	—	4623 Highland Ave, Chandler, AZ, 85234	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62049	TPA	Christine Wright	1944-09-24	—	—	5725 Ocean Ave, Orlando, FL, 32857	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-57072	TPA	Charles Marshall	1967-01-01	—	—	8778 Valley View Dr, San Antonio, TX, 78208	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63942	TPA	Peggy Ortiz	1991-11-07	—	—	3380 Mesa Dr, Houston, TX, 77053	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58006	TPA	Emma G Cook	1960-02-23	—	—	2069 Willow Ct, Houston, TX, 77096	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50439	TPA	Justin Ortiz	1956-12-05	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-56588	TPA	Amanda Parker	1947-02-27	—	—	2487 Apache Blvd, Denver, CO, 80204	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61029	TPA	Mark Weber	2004-03-02	—	—	7694 Central Ave, Scottsdale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-60981	TPA	Debra R Knight	1992-04-27	—	—	4546 Church St, Tampa, FL, 33644	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57526	TPA	Christina K Fox	1971-08-23	—	8207544180	8318 Central Ave Apt 3, Dallas, TX, 75209	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-64472	TPA	William Jordan	1957-04-02	—	—	8101 Oak St, Houston, TX, 77065	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64021	TPA	Kyle Oliver	1974-12-19	—	—	16 Mesa Dr, Minneapolis, MN, 55428	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61673	TPA	Kevin Rios	1985-03-20	—	2482016127	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-59445	TPA	Noah Torres	1979-09-16	—	—	2460 Grand Ave, Eden Prairie, MN, 55325	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53084	TPA	Janet McDonald	1982-06-05	—	3975337165	5152 Sunset Blvd, Tempe, AZ, 85297	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59268	TPA	Rebecca Carlson	1983-06-12	UHC-32126-56	—	3457 Bayshore Dr, Chandler, AZ, 85242	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-62706	TPA	Sharon Luna	1957-12-02	—	—	9300 Maple Ave, Las Vegas, NV, 89138	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53399	TPA	Emma Walsh	2000-09-24	—	—	1229 Park Pl, Glendale, AZ, 85379	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-55291	TPA	Lisa O Walker	1960-01-24	—	4962548510	3284 Mesa Dr, Atlanta, GA, 30361	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61488	TPA	Lucia Alvarado	2005-01-16	—	—	1364 Palm Dr, Jacksonville, FL, 32284	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55204	TPA	Tyler Ward	1972-08-16	—	—	421 Church St, Miami, FL, 33153	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50385	TPA	Crl Obrien	1976-10-12	—	—	—	0.78	Name split from “Last, First”Name re-cased Date of birth reformatted Whitespace trimmed+1 more
TPA-57249	TPA	Billy Jackson	1951-06-13	—	8286326178	9686 Hillcrest Rd, Jacksonville, FL, 32258	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
TPA-50259	TPA	Donald Morris	1942-04-15	—	—	8022 Elm St, San Antonio, TX, 78268	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63036	TPA	Carol Turner	1988-06-04	—	8674376699	834 Highland Ave, Eden Prairie, MN, 55325	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58729	TPA	Justin Y Elliott	2007-08-16	—	—	797 Mountain View Dr, Phoenix, AZ, 85043	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59272	TPA	Elizabeth M Dean	1989-06-12	—	6935047284	4310 Church St, Austin, TX, 78747	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52227	TPA	Nathan Jacobs	1946-07-04	—	—	3405 Pine Dr, Seattle, WA, 98114	0.78	Name split from “Last, First”Date of birth reformatted State code upper-cased Whitespace trimmed+1 more

4,728 rows, page 58 of 95Previous Next