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-55219	TPA	Hiroshi Hughes	—	—	—	9836 Desert Sky Blvd, Atlanta, GA, 30362	0.82	Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-64375	TPA	Chris Sims	1992-06-03	UHC-77833-63	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-62954	TPA	Arthur DJunk	1975-09-02	—	—	7230 Harbor Blvd, Nashville, TN, 37202	0.82	City re-cased Placeholder values cleared No usable name (quarantined)
TPA-50017	TPA	Logan M Hamilton	1967-05-17	—	8845228072	8066 Canyon Rd, Sacramento, CA, 95809	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-54620	TPA	Janet Wood	1942-01-24	—	—	230 Ocean Ave, Phoenix, AZ, 85070	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-58401	TPA	Grace Matthews	2006-11-13	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-59500	TPA	Paul Jrdan	1958-10-24	—	—	3424 Apache Blvd Apt 26, Los Angeles, CA, 90020	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-53394	TPA	Steven Park	1941-01-23	—	—	8298 Main St, Sacramento, CA, 95845	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-61733	TPA	Judith Grant	1968-06-16	—	—	7974 Ridge Rd Apt 21, Sacramento, CA, 95824	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-59782	TPA	William Moore	1990-04-22	—	2807718650	2025 Bayshore Dr # 961, Austin, TX, 78727	0.82	Phone reformatted Unit split from street Placeholder values cleared
TPA-56744	TPA	Sfoia Y Wilson	2004-06-18	—	—	3482 River Rd, San Diego, CA, 92138	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-64219	TPA	McCoy Carl	1966-04-05	UHC-91013-94	—	6685 Sunset Blvd, Austin, TX, 78784	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-50684	TPA	Omar Obrien	1973-11-08	—	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-64286	TPA	Brandon Martin	2003-01-17	—	—	2141 Willow Ct, Eden Prairie, MN, 55362	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-59875	TPA	Paul Vazquez	1995-01-08	—	—	4886 Lake View Rd, Plano, TX, 75085	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-52815	TPA	Alexis Welch	1950-05-21	—	8957778417	2207 Meadow Ln, Fresno, CA, 93725	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-54968	TPA	Maria Mejia	1992-10-18	—	—	6944 Park Pl, Chandler, AZ, 85213	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61302	TPA	Schultz Bryan	—	—	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
TPA-60059	TPA	John Scott	1971-12-24	—	9572632320	8198 Pine Dr, Plano, TX, 75046	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59563	TPA	Charlotte Hayes	1991-01-15	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50820	TPA	Ruth Larson	1977-09-13	—	—	2578 Willow Ct, Tampa, FL, 33684	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-53481	TPA	Joseph Gardner	2002-05-07	—	—	520 Ocean Ave, San Diego, CA, 92120	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-56073	TPA	Pamla Tucker	1974-08-08	—	—	7360 Jefferson Ave, Atlanta, GA, 30385	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61468	TPA	Brandon U Hart	1982-04-10	—	—	2303 Indian School Rd, Columbus, OH, 43218	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57202	TPA	Rebecca Armstrong	1941-01-17	—	—	4269 Jefferson Ave, San Diego, CA, 92152	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-59196	TPA	Denise J Lucas	1997-06-10	—	—	1042 Sunset Blvd, Tampa, FL, 33607	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64467	TPA	Janet Ryan	1975-11-19	—	—	1232 Desert Sky Blvd, San Antonio, TX, 78221	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-51570	TPA	Edward N Porter	1999-07-28	—	—	226 Broadway, Houston, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-59461	TPA	Alice D Silva	1958-02-20	UHC-48217-20	—	3033 Valley View Dr, Tampa, FL, 33625	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51573	TPA	Jacqueline Fowler	1991-02-11	—	—	9633 Central Ave, Los Angeles, CA, 90086	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-58717	TPA	Catherine Dais	1961-02-12	—	—	6282 Ridge Rd, Miami, FL, 33147	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-53358	TPA	Edward Rojas	2001-02-15	—	—	1525 Apache Blvd, Chandler, AZ, 85235	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-53059	TPA	Ralph I Howell	1978-12-28	—	—	6338 Mountain View Dr, Los Angeles, CA, 90030	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-57358	TPA	Rilay Donna	1995-08-28	—	—	4358 Forest Ave, Tucson, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-61466	TPA	Donald S Peters	1960-07-18	UHC-55654-50	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58774	TPA	Jacob Brooks	—	—	—	—	0.82	Date of birth unreadable Email lower-cased Placeholder values cleared
TPA-59466	TPA	Danielle H Weaver	1975-04-25	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-52299	TPA	Keith Harnandez	1998-11-21	UHC-09533-29	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-53604	TPA	Janet Aguilar	2006-05-27	UHC-14912-04	6043631534	8479 Lincoln Way, Chandler, AZ, 85261	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
TPA-59149	TPA	Gary M Stewart	2004-07-21	—	—	4203 Apache Blvd Apt 18, Plano, TX, 75076	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-57925	TPA	Drew L Simmons	1996-11-15	—	—	1958 Valley View Dr, Denver, CO, 80241	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51538	TPA	Megan Davis	1994-06-27	—	—	5918 Union St, Nashville, TN, 37208	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52168	TPA	Gloria Rojsa	1972-06-07	—	—	9153 Ocean Ave, Seattle, WA, 98132	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61021	TPA	Asha Medina	1999-02-06	—	—	7802 Ocean Ave # 473, San Antonio, TX, 78270	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-52321	TPA	Kathryn Garkia	1978-03-16	UHC-36279-13	—	6454 Indian School Rd, Columbus, OH	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-53675	TPA	Joe Robnson	1941-10-27	—	2634106889	5475 Lake View Rd, Jacksonville, FL, 32290	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-58130	TPA	Maria Castillo	1955-10-06	—	—	3511 Ocean Ave, Seattle, WA, 98161	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58214	TPA	Henry Daniels	1945-03-11	—	—	2317 Church St, Los Angeles, CA, 90076	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-52746	TPA	—Junk	1953-11-17	—	—	—	0.82	Email lower-cased Placeholder values cleared No usable name (quarantined)
TPA-55499	TPA	Kimberly Santiago	1984-11-27	UHC-16774-11	7462057795	3655 Mountain View Dr, Denver, CO, 80211	0.82	State name converted to code Whitespace trimmed Placeholder values cleared

14,135 rows, page 210 of 283Previous Next