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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56162	TPA	Amber Miller	1953-10-09	—	—	5844 Baseline Rd, Columbus, OH, 43292	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54169	TPA	Donald Vazquez	1960-05-26	—	3556126829	1869 Mesa Dr, Scottsdale, AZ, 85210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62833	TPA	Sharon Stone	1949-09-05	—	7198655984	8449 River Rd, Orlando, FL, 32843	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52848	TPA	Ethan Wilson	1974-12-05	—	—	7519 Lake View Rd, Phoenix, AZ, 85083	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59246	TPA	Judith Foster	1961-06-06	UHC-14918-29	9803983758	8367 Sage Ct, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57611	TPA	Sophia Larson	—	—	—	6801 Washington St, Tempe, AZ, 85263	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-55879	TPA	Scott Rose	1985-06-01	—	—	954 Canyon Rd Apt 12, San Diego, CA, 92102	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54068	TPA	Sophia O Cunningham	1973-05-01	—	9494144183	3898 Sunset Blvd, Seattle, WA, 98150	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-61876	TPA	Philip Johnston	1966-07-26	—	—	9556 River Rd, Tucson, AZ, 85789	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-52445	TPA	Maria Nguyen	2003-04-02	—	—	4081 Willow Ct, Phoenix, AZ, 85030	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52952	TPA	Emma Snyder	1987-01-06	UHC-72226-83	—	9645 Washington St, Chandler, AZ, 85242	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60307	TPA	Aaron Dominguez	1997-03-20	—	6032881044	3166 Baseline Rd, Las Vegas, NV, 89147	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-59153	TPA	Julia McDonald	1990-11-24	—	—	7526 Hillcrest Rd, Plano, TX, 75052	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55794	TPA	Kathlleen Simpson	1999-07-27	—	4099492267	9520 Central Ave, Columbus, OH, 43244	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57478	TPA	Albert Nelson	1942-10-10	—	5446530671	4813 Central Ave, Las Vegas, NV, 89140	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-56799	TPA	—Junk	1944-12-04	—	—	2619 Central Ave, San Diego, CA, 92110	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-64348	TPA	Joe Martin	2008-02-18	—	—	9024 Bayshore Dr, Minneapolis, MN, 55483	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60229	TPA	Michelle Medez	1967-12-20	—	6002380164	1553 Hillcrest Rd # 913, Sacramento, CA, 95820	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58789	TPA	Wayne Davis	1956-05-25	—	2448415214	4681 Oak St, Eden Prairie, MN, 55309	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61279	TPA	Angela Vargas	—	—	—	1565 Ridge Rd, Seattle, WA, 98121	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-53698	TPA	Jacqueline Adams	1996-06-09	—	—	5404 Spring St, Houston, TX, 77067	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54377	TPA	Cynthia OJunk	1978-03-06	—	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59230	TPA	Peter Fowler	1990-09-28	—	—	1031 Central Ave, Mesa, AZ, 85243	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57030	TPA	Nancy Freeman	2005-06-03	—	8176647855	3985 Washington St, Fresno, CA, 93786	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62210	TPA	Justin Barnes	1967-11-25	—	7253477336	7470 Valley View Dr, Seattle, WA, 98115	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50270	TPA	Abigail Hayes	2004-06-12	—	8296646716	4247 Hillcrest Rd, Austin, TX, 78792	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63169	TPA	Mark Parker	1995-01-16	—	—	5873 Mountain View Dr, Atlanta, GA, 30396	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55356	TPA	Sharon J Duncan	1994-04-22	—	8586755796	1226 Mountain View Dr, Gilbert, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59053	TPA	Sandra Bell	1952-11-28	—	2329043078	3064 Oak St, Miami, FL, 33185	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-63869	TPA	Jerry Roberts	2005-11-21	—	5198862869	8059 Valley View Dr, Scottsdale, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56064	TPA	Alexander V Williamson	—	—	7166095209	5393 Ridge Rd, Las Vegas, NV, 89146	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-61254	TPA	Roger Hawkins	1973-01-24	—	—	1000 Baseline Rd, Las Vegas, NV, 89173	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53747	TPA	Susan Sims	1958-07-18	—	—	2297 Elm St, Austin, TX, 78742	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-55317	TPA	Elizabeth Munoz	1946-03-11	UHC-50406-95	—	4796 Spring St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56876	TPA	Helen Vega	1965-02-17	UHC-30224-19	7636033215	6800 Ocean Ave, Gilbert, AZ, 85257	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58941	TPA	Mason Foster	1975-03-14	UHC-91690-75	—	3701 Harbor Blvd, Nashville, TN, 37229	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-60376	TPA	Harold Franklin	1980-02-23	—	8705539675	8586 Sage Ct # 900, Scottsdale, AZ, 85291	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53625	TPA	Rachel Bowman	1962-03-21	—	—	6730 Sunset Blvd, Jacksonville, FL, 32292	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59940	TPA	Sarah McDonald	1956-05-05	UHC-91367-28	7045518382	6759 River Rd, Miami, FL, 33162	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51031	TPA	James Chen	1961-02-13	—	—	2201 River Rd, Tucson, AZ, 85704	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56048	TPA	Maria Mills	2002-02-20	—	9558996113	4692 Park Pl, Columbus, OH, 43211	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50908	TPA	Danielle U Porter	1946-08-16	UHC-05123-51	6659659857	4668 Apache Blvd, Las Vegas, NV, 89173	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50241	TPA	Matt Lawson	1995-05-15	—	—	4892 Pine Dr, Mesa, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-63792	TPA	Russell Williamson	1990-12-09	UHC-62850-78	4565571369	8828 Ocean Ave, Eden Prairie, MN, 55385	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55434	TPA	Elizabeth Hernandez	1945-01-01	—	3304932376	4988 Baseline Rd, Tucson, AZ, 85757	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60994	TPA	Omar Ros	1953-05-22	—	—	8413 Canyon Rd, Columbus, OH, 43215	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54802	TPA	Angela Vargas	1955-09-02	—	7776972854	3465 Forest Ave Apt 13, Scottsdale, AZ, 85266	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60738	TPA	Jordan D Cooper	1948-02-07	—	—	1981 Mountain View Dr, Columbus, OH, 43235	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60611	TPA	Wei Austin	1994-08-27	—	6158603465	1250 River Rd, Orlando, FL, 32814	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54635	TPA	Madison Wheeler	2008-01-14	—	—	4424 Forest Ave, Columbus, OH, 43276	0.64	Phone missing area code Street suffix standardised Address re-cased Plan code upper-cased+2 more

7,767 rows, page 48 of 156Previous Next