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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58306	TPA	Bobby Berry	1941-04-01	UHC-07304-71	3845984149	6469 Valley View Dr, Glendale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60011	TPA	Alan Ward	1988-11-21	—	4465229310	7662 Mountain View Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-50532	TPA	Steven Lewis	1941-11-08	—	9614692590	5518 Harbor Blvd, Fresno, CA	0.62	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
TPA-52509	TPA	Olivia U Chavez	1973-01-15	—	—	5964 Meadow Ln, Atlanta, GA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61041	TPA	Patricia Martin	1947-04-24	—	—	1060 Desert Sky Blvd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64294	TPA	Alan Estrada	1981-01-01	—	—	7463 Canyon Rd, Dallas, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59176	TPA	Doris Bradley	1946-08-01	—	—	158 Cedar Ln, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52620	TPA	Gregory Webb	1977-01-26	—	—	462 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52428	TPA	Mariana Sanders	1991-09-09	—	8117223521	2727 Willow Ct, Tempe, AZ	0.62	Name re-cased Phone reformatted ZIP missing Email lower-cased+3 more
TPA-57740	TPA	Hannah V Bradley	1967-01-01	—	6474676152	7774 Oak St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62250	TPA	Daniel Thompson	1954-07-13	—	—	3387 Baseline Rd, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57544	TPA	Lroi Meyer	1993-05-01	—	—	8137 Highland Ave, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53199	TPA	Sctot Simmons	1976-01-09	—	8768932158	2254 Lake View Rd, Mesa, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59747	TPA	Michael Webb	1984-07-09	—	6366199993	5189 Camelback Rd, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54288	TPA	Raymond Payne	1967-06-01	—	3808478937	7626 Broadway, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-55562	TPA	Dorothy Lawson	1969-03-21	—	—	9381 Harbor Blvd, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52730	TPA	Randy McCoy	1974-02-12	—	2436270035	9102 Hillcrest Rd, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55899	TPA	Amber Alexander	1960-05-26	—	2306384043	8353 Oak St, Jacksonville, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59165	TPA	Sara Moore	1996-03-26	—	4967210963	7068 Market St, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59431	TPA	Ana Valdez	1946-07-18	—	4264673262	7974 Elm St, Columbus, OH	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51779	TPA	Beverly Fuller	1940-08-02	—	2606091194	1857 Willow Ct, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56651	TPA	Teresa Harrison	2007-01-27	—	9753049752	1781 Harbor Blvd, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57936	TPA	Jacqueline Sanders	1951-07-10	—	2998888429	737 Grand Ave, Glendale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62340	TPA	Jack J Taylor	1971-03-07	UHC-47608-49	5294633874	3243 Main St, Tampa, FL	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-59150	TPA	Gary Stewart	2004-07-21	UHC-03014-10	6919154393	4203 Apache Blvd, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52714	TPA	Judith Dunn	1969-02-18	—	4257198931	3345 Meadow Ln, Atlanta, GA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52715	TPA	Judith Dunn	1969-02-18	—	4257198931	3345 Meadow Ln, Atlanta, GA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52988	TPA	Jacob Kyng	1970-03-14	—	5236796588	7963 Lake View Rd, Tempe, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59749	TPA	Natalie Thomas	1946-03-08	—	—	9790 Hillcrest Rd, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54940	TPA	Kayla Wheeler	1950-02-20	—	9627033802	4541 Meadow Ln, Minneapolis, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57503	TPA	Valentina B Riley	1955-07-28	—	—	5027 Meadow Ln, Orlando, FL	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-55467	TPA	Joshua F Hunt	1975-11-16	—	—	866 Park Pl, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54274	TPA	Hiroshi Rice	1947-09-04	—	—	5783 Oak St, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57053	TPA	Mark Green	1988-03-05	—	—	464 Ocean Ave, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54289	TPA	Vicky P Mitchell	1982-05-08	—	4719235847	4460 Mountain View Dr, Nashville, TN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63807	TPA	Nicholas Walsh	1996-07-04	—	—	3420 Oak St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60434	TPA	Julia Park	1956-11-04	—	2374488144	3535 Pine Dr, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50946	TPA	Heather Valdez	1966-03-06	—	—	8589 Mountain View Dr, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61413	TPA	Donna Reed	1985-11-09	—	—	9147 Park Pl, Jacksonville, FL	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
TPA-52531	TPA	Brenda Alexander	2002-05-17	—	—	3685 Harbor Blvd, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53525	TPA	Samantha Nunez	1990-02-28	UHC-31120-14	5365474717	3542 Hillcrest Rd, Los Angeles, CA	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
TPA-62261	TPA	Mark Lopez	1954-09-19	—	—	810 Mesa Dr, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55349	TPA	Camila M Morgan	1992-07-21	—	—	2671 Lake View Rd, Orlando, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61473	TPA	Kevin Ortega	1950-11-09	—	—	7358 Oak St, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57176	TPA	David M Morgan	1943-05-15	UHC-46726-85	—	3531 Spring St, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50082	TPA	Albert Montgomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51200	TPA	Kahy Hill	1979-09-20	—	7516947971	983 Spring St, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54820	TPA	Carolyn K Chen	2006-09-02	—	2756819734	2822 Sunset Blvd, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58545	TPA	Kevin Nichols	1968-11-21	UHC-94153-38	—	4859 Union St, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53547	TPA	Samuel Wheeler	1960-09-23	—	—	9508 Ridge Rd, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

1,012 rows, page 10 of 21Previous Next