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+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63937	TPA	Patricia Parker	1956-07-15	—	—	2919 Lake View Rd, Tucson, AZ, 85743	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-55109	TPA	Santiago Miller	1951-02-23	UHC-98037-76	—	963 Mountain View Dr, Sacramento, CA, 95893	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
TPA-58529	TPA	Billy Hayes	1996-02-14	—	—	2016 Forest Ave, Houston, TX, 77031	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-60543	TPA	Tyler Edwards	1988-03-04	—	—	8005 Church St, Los Angeles, CA, 90056	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-55538	TPA	Charles Patel	1997-03-15	—	—	8381 Hillcrest Rd, Tempe, AZ, 85219	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-53384	TPA	Emma Sims	1963-11-28	—	—	7059 Sage Ct, Gilbert, AZ, 85222	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-53553	TPA	Christopher Henderson	1952-06-11	—	—	1971 Meadow Ln, Los Angeles, CA, 90052	0.80	Name re-cased ZIP+4 trimmed Email lower-cased Placeholder values cleared
TPA-52951	TPA	Wayne Elliott	1944-06-02	—	4916634304	2609 Central Ave, Tucson, AZ, 85726	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-62707	TPA	Bobby Ward	1955-10-01	—	—	5410 Ocean Ave, Nashville, TN, 37255	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-64170	TPA	Brenda Black	1961-12-20	—	9799341476	5314 Church St, Tempe, AZ, 85266	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-52645	TPA	Zachary Harris	1972-03-02	—	—	6872 Sage Ct, Miami, FL, 33103	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-62813	TPA	Albert Wallace	1972-07-12	UHC-61755-91	—	553 Park Pl, Chandler, AZ, 85209	0.82	Name re-cased Date of birth reformatted ZIP+4 trimmed
TPA-57352	TPA	Camila Romero	1941-04-20	—	—	6264 Forest Ave, Tampa, FL, 33674	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-55841	TPA	Jonathan Wang	1939-08-09	—	—	4103 Mountain View Dr, Orlando, FL, 32857	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-63602	TPA	Douglas Sanders	1958-07-23	—	4699400251	7638 Bayshore Dr, Atlanta, GA, 30371	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-60567	TPA	Deborah Ball	1939-04-25	—	7785080638	8886 Spring St, Austin, TX, 78735	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-58078	TPA	Sean Stephens	1979-08-26	—	—	9699 Indian School Rd, Mesa, AZ, 85258	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-59075	TPA	Anna Santos	1975-12-04	UHC-15152-91	—	6959 Desert Sky Blvd, Gilbert, AZ, 85234	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
TPA-52502	TPA	Grace A Kennedy	1952-02-07	—	—	3820 Indian School Rd, Fresno, CA, 93754	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-56140	TPA	Patel Austin	1972-10-22	—	—	1655 Baseline Rd, Atlanta, GA, 30387	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-56982	TPA	Nicholas Grant	1998-11-06	UHC-26220-94	—	7769 Lake View Rd, Fresno, CA, 93715	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-60141	TPA	Kenneth Nguyeen	1990-12-14	—	—	8140 Palm Dr, Las Vegas, NV, 89149	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-56781	TPA	Mark Hunter	1941-09-01	—	—	1443 Elm St, San Diego, CA, 92170	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-61448	TPA	Ashley Castro	1970-04-21	—	8466303477	1834 Jefferson Ave, Austin, TX, 78730	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-57848	TPA	Roger Nelson	1989-06-14	UHC-31937-38	—	1103 Desert Sky Blvd, Tucson, AZ, 85733	0.82	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
TPA-55959	TPA	Ann G Simpson	1984-06-28	—	—	9591 Camelback Rd, Atlanta, GA, 30397	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-56430	TPA	Patrick D Wiilliamson	1971-11-13	—	—	105 Highland Ave, Miami, FL, 33162	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-54805	TPA	Charlotte Lee	1938-01-07	—	—	1687 Maple Ave, Columbus, OH, 43216	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-54248	TPA	Ann Jecobs	1982-08-04	—	—	5062 Lake View Rd, Fresno, CA, 93738	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-50901	TPA	Ray Scott	1988-07-05	—	2233122221	7866 Lincoln Way, Denver, CO, 80228	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-54534	TPA	Alice Marshall	1988-11-22	UHC-34390-28	6698641806	5036 Bayshore Dr, Plano, TX, 75009	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
TPA-58251	TPA	Christian James	1977-10-08	UHC-82723-91	—	9378 Oak St, Tempe, AZ, 85242	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-52754	TPA	Alexis L Rodriguez	1965-01-09	—	—	8359 Camelback Rd, Seattle, WA, 98199	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-62035	TPA	Alexander W King	1974-02-01	—	—	2968 Main St, Phoenix, AZ, 85071	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-59175	TPA	Diana Burns	2006-11-17	UHC-40188-10	9317421158	2843 Jefferson Ave, Miami, FL, 33120	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-61802	TPA	Jremy Yang	1957-01-06	—	—	7540 Valley View Dr, Phoenix, AZ, 85049	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-51962	TPA	Walter Coleman	1958-02-24	—	—	4297 Canyon Rd, Houston, TX, 77060	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-54669	TPA	Eugene Peterson	1942-11-20	—	—	2480 Ocean Ave, Minneapolis, MN, 55489	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-64013	TPA	Carolyn Spencer	1938-09-09	—	—	9870 Oak St, Atlanta, GA, 30334	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52355	TPA	Sean Collins	1995-06-27	UHC-91688-56	—	3968 Elm St, Chandler, AZ, 85206	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-58277	TPA	Dylan Graham	1991-04-20	—	6332116626	5316 Harbor Blvd, Chandler, AZ, 85237	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-53822	TPA	Billy Parker	1973-06-07	—	—	1222 Baseline Rd, Chandler, AZ, 85280	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-58796	TPA	Ralph Jacobs	1982-04-19	—	—	3178 Lincoln Way, Jacksonville, FL, 32271	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-54692	TPA	Anna Oliver	1950-05-12	—	—	4879 Main St, Los Angeles, CA, 90038	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-63513	TPA	Susan Larson	1966-04-24	—	—	8213 Indian School Rd, Orlando, FL, 32859	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-61636	TPA	Joyce Perez	1977-06-24	UHC-21788-68	5748435293	9017 Washington St, Dallas, TX, 75245	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-56280	TPA	Henry Wells	1994-05-08	—	—	7167 Highland Ave, Scottsdale, AZ, 85216	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-54154	TPA	Roy Crawford	1991-07-27	UHC-84794-41	—	6673 Oak St, Seattle, WA, 98175	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-54155	TPA	Roy Crawford	1991-07-27	UHC-84794-41	—	6673 Oak St, Seattle, WA, 98175	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-63200	TPA	Randy I Matthews	1981-08-02	UHC-28402-87	—	6547 Willow Ct, Eden Prairie, MN, 55319	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

1,145 rows, page 22 of 23Previous Next