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-60794	TPA	Abigail Luna	1940-11-08	UHC-74464-69	—	4651 Hillcrest Rd, Jacksonville, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53438	TPA	Sofia Bishop	2008-10-21	—	9628563788	7068 Mountain View Dr, Plano, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53140	TPA	Christina Garza	1981-02-15	—	2033280584	305 Church St, Tampa, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52489	TPA	Stephen Chavez	1993-06-01	—	—	3236 Jefferson Ave, San Antonio, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-59280	TPA	Scott Hansen	1943-04-11	—	3289783314	212 Meadow Ln, Minneapolis, MN	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
TPA-55731	TPA	Judy I Stevens	1962-08-11	—	—	3652 Palm Dr, Los Angeles, CA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53855	TPA	Bryan S Smith	2003-10-02	—	—	8664 Ridge Rd, Nashville, TN	0.80	ZIP missing Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-61338	TPA	Alexander Mason	1941-06-17	—	8495998562	1686 Oak St, Mesa, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63100	TPA	Eugene Mason	1940-07-01	—	—	7057 Market St, Los Angeles, CA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52567	TPA	Emily Bredley	2005-11-03	—	—	1546 Bayshore Dr, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52989	TPA	Jacob King	1970-03-14	—	—	7963 Lake View Rd, Tempe, AZ	0.80	Name re-cased ZIP missing Email lower-cased Placeholder values cleared
TPA-62258	TPA	Robert J Bryant	1972-12-14	—	—	7085 Maple Ave, Orlando, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-55755	TPA	Cynthia Mejia	1957-06-17	—	—	8021 Spring St, Austin, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54061	TPA	Sophia Morris	2002-02-22	—	7744568719	1447 Broadway, Jacksonville, FL	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
TPA-63595	TPA	Sarah Simpson	1949-03-19	—	—	7775 Valley View Dr, Austin, TX	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
TPA-63303	TPA	Justin Warren	2007-01-18	—	3529052564	9861 Harbor Blvd, Atlanta, GA	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
TPA-58793	TPA	Kathryn Harvey	1939-06-06	—	—	5744 River Rd, Dallas, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-54121	TPA	Abby Peterson	1999-01-23	UHC-63835-69	3913021561	2967 Highland Ave, Miami, FL	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-64211	TPA	Joe Herrera	1993-11-14	UHC-92339-35	—	9242 Willow Ct, Fresno, CA	0.80	Date of birth reformatted State code upper-cased ZIP missing Placeholder values cleared
TPA-53148	TPA	Ana Price	1949-12-07	—	—	605 Broadway, Jacksonville, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52136	TPA	Zachary Simpson	1941-12-20	—	2206057706	7880 Ocean Ave, Denver, CO	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50452	TPA	Diana Stevens	1981-11-16	—	—	7736 Valley View Dr, Nashville, TN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-60279	TPA	Jonathan Burke	1994-02-09	—	—	2114 Spring St, Dallas, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-64367	TPA	Madison Ramos	2002-07-03	—	—	5080 Bayshore Dr, Las Vegas, NV	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-59457	TPA	Megan Beerry	1943-10-26	—	—	6422 Highland Ave, Sacramento, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54158	TPA	Brandon Jacobs	1962-07-15	—	7329392553	6182 Lincoln Way, Houston, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-56872	TPA	Samantha Coleman	1974-01-06	—	8233136294	8594 Pine Dr, Dallas, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52851	TPA	Ralph Schultz	1980-08-17	—	—	6360 Ridge Rd, Minneapolis, MN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-57088	TPA	Arjun Torres	1986-04-21	—	7978268816	4920 Cedar Ln, Orlando, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62895	TPA	Pamela N Sullivan	1944-05-24	—	—	6071 Harbor Blvd, Jacksonville, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51958	TPA	Mason Dunan	1984-04-28	—	—	3258 Hillcrest Rd, Gilbert, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63804	TPA	Martha Rice	1956-08-23	—	—	6052 Desert Sky Blvd, Tampa, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63805	TPA	Martha Rice	1956-08-23	—	—	6052 Desert Sky Blvd, Tampa, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52003	TPA	Jessica Kim	1992-02-14	—	—	4433 Camelback Rd, Sacramento, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-52830	TPA	Brian Flores	2001-06-10	—	—	438 Baseline Rd, Tucson, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62783	TPA	Willie Bryant	1993-06-21	—	—	4783 Central Ave, San Diego, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50731	TPA	Abby Coleman	1951-01-12	—	6177974325	6206 Ridge Rd, Denver, CO	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
TPA-58608	TPA	Jack Vazquez	2006-09-18	—	7237437229	7549 Broadway, San Antonio, TX	0.82	Phone reformatted ZIP missing Whitespace trimmed
TPA-62979	TPA	Ana Vargas	1979-02-26	—	—	6532 Harbor Blvd, Austin, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-53175	TPA	Frank Snchez	1941-11-17	UHC-19954-35	—	2748 Sage Ct, Seattle, WA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53176	TPA	Frank Snchez	1941-11-17	UHC-19954-35	—	2748 Sage Ct, Seattle, WA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50032	TPA	Mei Arnold	1977-07-03	—	—	4985 Church St, Miami, FL	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-56100	TPA	Omar Mason	1987-04-02	—	5855453290	8246 Union St, Minneapolis, MN	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-59923	TPA	Carlos Perez	1980-01-24	—	—	8065 Washington St, Chandler, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-63122	TPA	Robert Brooks	1999-02-24	—	—	5314 Palm Dr, Fresno, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-57458	TPA	Camila Daniels	1945-06-13	—	5426017294	2438 Sage Ct, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-55491	TPA	Larry Johnson	1959-06-10	UHC-47867-04	—	440 Desert Sky Blvd, Charlotte, NC	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52418	TPA	Grace Ramos	1989-10-27	—	—	8508 Maple Ave, Minneapolis, MN	0.82	State code upper-cased ZIP missing Placeholder values cleared
TPA-51632	TPA	Justin Hansen	1988-07-23	—	—	7600 Cedar Ln, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63231	TPA	David Rogers	1959-11-20	—	—	9118 Mountain View Dr, Orlando, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared

1,012 rows, page 19 of 21Previous Next