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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57115	TPA	Andrew Dominguez	2008-06-06	—	—	2936 Broadway, Columbus, OH, 43250	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-55237	TPA	Mariana Park	2000-05-15	—	3823530792	491 Sage Ct, Dallas, TX, 75221	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-55226	TPA	Christina Caarroll	1990-07-10	—	—	4892 Indian School Rd, Scottsdale, AZ, 85284	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-63111	TPA	Christine Moore	—	—	—	8018 Maple Ave, Scottsdale, AZ, 85267	0.66	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+1 more
TPA-60562	TPA	Margaret Roberts	1939-12-16	—	—	5221 Cedar Ln, Houston, TX, 77017	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
TPA-61183	TPA	Ana Fernandez	1968-02-05	—	—	5819 Hillcrest Rd, Fresno, CA, 93789	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-61666	TPA	Rachel Kennedy	1975-07-09	—	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-56970	TPA	Virginia M Mejia	1986-09-13	—	—	6665 Lake View Rd, Austin, TX, 78706	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-50460	TPA	Justin Weber	1948-06-28	—	—	9726 Palm Dr, Miami, FL, 33131	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-60344	TPA	Adam Morgan	1970-12-26	—	—	7848 Bayshore Dr, Chandler, AZ, 85268	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
TPA-61087	TPA	Christopher Payne	1996-03-28	—	—	5133 Canyon Rd, Houston, TX	0.66	Name re-cased City re-cased State name converted to code ZIP missing+1 more
TPA-63917	TPA	Lauren Ryan	1942-09-26	—	3286179340	514 Lake View Rd, Glendale, AZ, 85314	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-56543	TPA	Debbie Gonzalez	1945-11-14	—	—	3485 Desert Sky Blvd Apt 21, Seattle, WA, 98153	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
TPA-61824	TPA	Pamela Shaw	1999-12-17	—	2495146270	6583 Indian School Rd, Tampa, FL, 33690	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-55541	TPA	Emily Black	1949-02-19	—	—	8359 Desert Sky Blvd, Jacksonville, FL, 32287	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-51914	TPA	Gregory Nichols	1965-12-14	—	7366872442	6469 Central Ave, Minneapolis, MN, 55464	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-53610	TPA	Isabella Fernandez	—	—	—	4521 Jefferson Ave, Orlando, FL, 32843	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
TPA-63041	TPA	Patricia Wilson	1962-09-25	—	—	7558 Mesa Dr, Columbus, OH, 43220	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-55553	TPA	Mark Cllark	1939-01-17	—	3398161429	5557 Meadow Ln, Sacramento, CA, 95837	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-60821	TPA	Clark Elijah	1945-08-06	—	—	1361 Desert Sky Blvd, Eden Prairie, MN, 55362	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-51441	TPA	Teresa Tran	1997-11-01	—	—	9048 Grand Ave, Charlotte, NC, 28221	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-55320	TPA	Julia Wells	1952-11-04	—	—	1572 Jefferson Ave, Scottsdale, AZ, 85210	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-50678	TPA	Jordan Rice	2007-11-12	—	—	6869 Ridge Rd, Miami, FL, 33112	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-60079	TPA	Isabella Freeman	1965-09-13	UHC-53754-47	—	2072 Market St, Los Angeles, CA, 90059	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-50881	TPA	Jeffrey King	1951-04-08	—	2994665423	8238 Camelback Rd, Los Angeles, CA, 90090	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-58413	TPA	Sharon M Ortega	1972-05-08	—	—	9011 Willow Ct, Atlanta, GA, 30306	0.66	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-51758	TPA	Nicole D Harris	1955-08-04	—	—	3260 Cedar Ln, Fresno, CA	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
TPA-63884	TPA	Denise Pena	2001-09-06	UHC-12515-52	—	5007 Pine Dr, Miami, FL, 33107	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-62866	TPA	James G Herrera	2005-03-03	—	—	4491 Church St, Denver, CO, 80228	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
TPA-61075	TPA	Marcus Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL, 33162	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-53220	TPA	Jordan Harris	1951-12-25	—	—	1233 Forest Ave, Las Vegas, NV, 89120	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-57129	TPA	Nicholas Alexander	1989-04-25	—	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-53492	TPA	Bryan Ryan	1983-06-11	—	—	1607 Desert Sky Blvd, Sacramento, CA, 95858	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
TPA-56082	TPA	Carlos Fields	2005-11-05	—	—	9541 Ridge Rd, Jacksonville, FL, 32278	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-59442	TPA	Jun Kelly	1946-10-24	—	—	2386 Central Ave Apt 34, Phoenix, AZ, 85057	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
TPA-54798	TPA	Wilile V Dunn	1968-09-07	—	—	7513 Jefferson Ave, Minneapolis, MN, 55476	0.66	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed+1 more
TPA-64260	TPA	Jerry Weber	2007-02-02	—	—	1357 Union St, Eden Prairie, MN	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
TPA-56611	TPA	Denise Wells	1998-09-06	—	—	8604 Lincoln Way Apt 27, Columbus, OH	0.66	Name re-cased Unit split from street City re-cased ZIP missing+1 more
TPA-55003	TPA	Shirley Harrison	—	—	—	1543 Sunset Blvd, Fresno, CA, 93743	0.66	Name re-cased Date of birth missing City re-cased State name converted to code+1 more
TPA-53974	TPA	Gloria UJunk	1978-12-18	—	—	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.66	Middle initial moved out of first name Name re-cased City re-cased Placeholder values cleared+1 more
TPA-51859	TPA	Nick Fuller	1983-02-08	UHC-17681-49	—	4462 Sage Ct, Las Vegas, NV, 89144	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
TPA-56627	TPA	Amanda Carter	2008-02-14	—	—	4036 Valley View Dr, Chandler, AZ, 85274	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-63290	TPA	Alexis Weber	1980-03-26	—	—	5247 Market St, Columbus, OH, 43208	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-57677	TPA	Elijah Burke	1994-03-26	UHC-30110-62	—	6133 Washington St, Gilbert, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-61044	TPA	Kyle Miller	—	—	—	436 Union St, Minneapolis, MN, 55458	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
TPA-57205	TPA	Noah Woods	1999-05-23	—	—	6006 Maple Ave, San Antonio, TX	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-51473	TPA	Emily Stone	1960-03-28	—	—	2674 Baseline Rd, Los Angeles, CA, 90076	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-55582	TPA	Maria T Schmidt	2002-05-17	—	—	4327 River Rd, Los Angeles, CA, 90070	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-64033	TPA	Tyler D Garza	1981-11-03	UHC-04182-51	6153694746	2887 Maple Ave, Gilbert, AZ, 85268	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-53718	TPA	Yuki M Allen	2003-05-22	—	—	8029 Grand Ave, Sacramento, CA, 95803	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more

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