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 “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
TPA-54838	TPA	Barbara Espinoza	2001-10-25	—	—	4396 Valley View Dr, Tempe, AZ, 85224	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54868	TPA	Aisha G Barnes	1986-05-05	—	2082916232	6083 Main St # 373, San Diego, CA, 92163	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-57443	TPA	Richard Grant	1946-12-07	UHC-86197-76	—	7735 Market St # 999, Houston, TX, 77089	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56385	TPA	Kathryn Chavez	1983-04-09	—	4915681277	8913 Jefferson Ave # 789, Minneapolis, MN, 55454	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-60912	TPA	Joseph Olson	1951-01-23	UHC-17116-81	4554462453	8346 Desert Sky Blvd, San Diego, CA, 92115	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-56646	TPA	Daniel Jacckson	1951-11-21	—	8817343579	9136 Baseline Rd, Denver, CO, 80242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63299	TPA	Jennifer George	1999-11-04	—	—	2137 Sage Ct, Seattle, WA, 98192	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50676	TPA	Samuel Z Mejia	2003-07-13	—	—	8131 Broadway, Tucson, AZ, 85768	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
TPA-62257	TPA	Robert Bryant	1972-12-14	—	9584237385	7085 Maple Ave, Orlando, FL, 32863	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-54152	TPA	Nicole Hayes	1981-12-01	—	—	8810 Cedar Ln, Columbus, OH, 43209	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54882	TPA	Austin Park	1987-07-24	—	—	8843 Forest Ave, Seattle, WA, 98131	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52216	TPA	Mark Palmer	—	—	5308339497	1818 Main St Apt 10, Jacksonville, FL, 32208	0.62	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
TPA-53066	TPA	Amanda Simmons	1964-04-10	—	—	9164 Camelback Rd, Mesa, AZ, 85207	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56649	TPA	Stephanie Morgan	1958-01-03	UHC-25527-15	7282108827	338 Valley View Dr, Tempe, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59678	TPA	Ryan Edwards	2000-05-08	—	—	638 Church St # 701, Gilbert, AZ, 85260	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-61702	TPA	Teresa Elliott	1939-11-27	—	—	621 Grand Ave, Gilbert, AZ, 85259	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address 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-55849	TPA	Brian Ford	1998-09-28	—	—	3178 Harbor Blvd, Houston, TX, 77071	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-58474	TPA	Cheryl Woods	1970-12-19	—	—	6217 Lake View Rd, Minneapolis, MN, 55448	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
TPA-54680	TPA	Carolyn King	1957-07-13	—	8936265186	2064 Park Pl, San Antonio, TX, 78271	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52639	TPA	Cheryl Fields	2002-02-09	—	—	1426 Washington St, Nashville, TN, 37287	0.62	Date of birth reformatted Phone missing area code 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-53168	TPA	Kyle E Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct, Chandler, AZ, 85219	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63142	TPA	Betty Burke	1966-02-08	—	3842806656	4250 Mountain View Dr, Phoenix, AZ, 85086	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52570	TPA	Lori Lee	—	—	9559123383	3574 Mountain View Dr, Phoenix, AZ, 85034	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60320	TPA	Justin Shaw	1942-04-02	—	8966040696	5769 Oak St, Las Vegas, NV, 89112	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63416	TPA	Bobby Jones	1990-10-25	—	—	8156 Lake View Rd, Austin, TX, 78778	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
TPA-63066	TPA	Olivia Gutierrez	1971-06-02	—	—	2108 Ocean Ave, Denver, CO, 80237	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-56895	TPA	Maria Perry	1998-12-23	UHC-43223-30	—	8434 Union St, San Diego, CA, 92151	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-61244	TPA	Kelly A Stephens	1994-10-12	—	7027217283	5799 Main St, Fresno, CA, 93733	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54880	TPA	Cynthia Chapman	1998-12-22	UHC-71505-92	7433927767	5035 Camelback Rd, Glendale, AZ, 85341	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58327	TPA	Fatima Meyer	1962-11-01	—	—	8894 Main St, Tempe, AZ, 85297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56095	TPA	Justin P Montgomery	1981-06-01	—	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54708	TPA	Henry Mejia	1952-07-19	—	7222379746	2554 Union St, Jacksonville, FL, 32237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54246	TPA	Zachary Hill	1958-01-15	—	2539570730	7404 Market St, Sacramento, CA, 95805	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55508	TPA	Emily U Ford	1944-05-25	—	7799506879	8358 Valley View Dr, Mesa, AZ, 85204	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55668	TPA	Kimberly Mitkhell	1945-05-18	—	5469420396	3292 Indian School Rd, Minneapolis, MN, 55412	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50792	TPA	Janet Johnson	1980-02-22	—	6088504484	4171 Lincoln Way, Los Angeles, CA, 90036	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52556	TPA	Aisha Griffin	2005-09-04	—	3667842451	5361 Elm St, Chandler, AZ, 85229	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60119	TPA	Christine N Graham	1955-05-24	—	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56593	TPA	Eugene Wallace	1942-06-16	—	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-50796	TPA	Virginia Vazquez	1995-03-27	—	4975459151	1472 Willow Ct # 869, Eden Prairie, MN, 55386	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-54272	TPA	Matthew Jones	2002-04-11	—	—	9898 Valley View Dr, Los Angeles, CA, 90044	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-62737	TPA	Henry Q Harrison	1986-07-18	UHC-33101-68	3518485280	7019 Washington St, Chandler, AZ, 85234	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53831	TPA	Bryan Wheeler	2000-01-22	UHC-07444-96	7307510835	9384 Mountain View Dr, Nashville, TN, 37209	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-63125	TPA	Denny Burton	—	UHC-59639-21	8615993246	9222 Maple Ave, Denver, CO, 80209	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55024	TPA	David Vega	2004-10-25	—	7742122321	8748 Grand Ave, Minneapolis, MN, 55459	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53332	TPA	Willie Robinson	1992-04-01	—	5023689952	3045 Lake View Rd, Seattle, WA, 98185	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51604	TPA	Christina Burke	1976-06-13	—	4377423752	5791 Cedar Ln, Glendale, AZ, 85314	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

14,135 rows, page 45 of 283Previous Next