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-61966	TPA	Joshua Herrera	1954-10-01	—	7236077992	8343 Washington St, Columbus, OH, 43249	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53060	TPA	Austin Flores	1945-03-14	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56228	TPA	Jonathan Peterson	1939-09-22	—	—	3469 Spring St, Plano, TX, 75019	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57904	TPA	Amanda Fisher	1970-08-21	—	—	5090 Willow Ct, Phoenix, AZ, 85007	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62405	TPA	Kayla Jensen	1992-05-06	—	—	3522 Park Pl, Phoenix, AZ, 85045	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60703	TPA	Deborah E Vargas	1944-06-26	—	—	4953 Apache Blvd, Minneapolis, MN, 55473	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-58075	TPA	Brandon Jenkins	1992-09-25	—	—	617 Indian School Rd, Tucson, AZ, 85753	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60168	TPA	Douglas Wallace	2001-08-24	—	—	6536 Lake View Rd, Glendale, AZ, 85379	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54266	TPA	Gabriel Chen	1997-06-05	UHC-42326-53	—	3512 Washington St, Fresno, CA, 93736	0.80	Two-digit birth year Member ID reformatted City re-cased Placeholder values cleared
TPA-52304	TPA	Randy Nichols	2004-09-25	—	—	3698 Forest Ave, Scottsdale, AZ, 85243	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-52925	TPA	Cynthia Owens	1961-04-27	—	—	9409 Main St, Phoenix, AZ, 85051	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57087	TPA	Tommy Harvey	1977-10-25	—	—	6330 Cedar Ln, Plano, TX, 75096	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51939	TPA	Russell Davis	1962-06-08	—	—	1029 Spring St, Columbus, OH, 43202	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63644	TPA	Nicholas Morales	1978-01-24	—	—	7526 Broadway, Fresno, CA, 93710	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-58468	TPA	Nathan Harrison	1967-09-23	—	5368123885	452 Highland Ave, Chandler, AZ, 85231	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-57119	TPA	Glooria Harper	1943-06-01	UHC-02195-39	3983749184	5253 River Rd, Plano, TX, 75089	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55973	TPA	Steve Hansen	1985-08-18	—	5194457155	3118 Sunset Blvd, Nashville, TN, 37256	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-57909	TPA	Sarah Wilson	1976-07-19	UHC-82292-39	—	5348 Park Pl, Mesa, AZ, 85292	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57910	TPA	Sarah Wilson	1976-07-19	UHC-82292-39	—	5348 Park Pl, Mesa, AZ, 85292	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64157	TPA	Emily Shaw	1992-02-13	—	—	1137 Washington St, Gilbert, AZ, 85258	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61817	TPA	Bradley Bishop	2002-09-22	UHC-02311-67	—	3761 Oak St, Chandler, AZ, 85221	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56978	TPA	Olivia D Hunter	1948-05-23	—	2374301747	785 Cedar Ln, Seattle, WA, 98166	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58509	TPA	Camila Peterson	1947-10-05	—	—	8381 River Rd, Phoenix, AZ, 85030	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54359	TPA	Henry Espinoza	1959-07-26	UHC-08632-94	—	1745 Church St, Austin, TX, 78795	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56285	TPA	Gabriel Q Shaw	1941-11-06	—	—	3336 Willow Ct, Nashville, TN, 37210	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-54586	TPA	Elizabeth X Black	1964-02-19	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-63770	TPA	Tim Bishop	1978-10-26	—	7625034555	2293 Washington St, Jacksonville, FL, 32252	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52824	TPA	Philip Bradley	1945-06-28	—	—	2457 Hillcrest Rd, Minneapolis, MN, 55448	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-52071	TPA	Anna I Mason	1972-01-02	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50685	TPA	Johnny Santiago	2005-10-04	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52491	TPA	Ray Patel	1947-12-18	—	—	5334 Meadow Ln, Denver, CO, 80292	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59084	TPA	Juan Hunter	2000-02-24	—	—	7276 Lake View Rd, Mesa, AZ, 85266	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58234	TPA	Elizabeth Hansun	1981-10-23	—	—	1726 Elm St, San Antonio, TX, 78247	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-52819	TPA	Melissa Carroll	1977-10-15	—	—	8073 Sunset Blvd, Sacramento, CA, 95805	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53235	TPA	Robert Patel	1998-01-08	—	—	7450 Lake View Rd, Seattle, WA, 98146	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58794	TPA	Arjun Jones	1979-06-19	—	—	5653 Spring St, Mesa, AZ, 85223	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51028	TPA	Margaret D Franklin	1941-10-02	—	—	4443 Central Ave, Gilbert, AZ, 85274	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
TPA-51360	TPA	Diego Daniels	1953-10-13	—	—	3198 Highland Ave, Eden Prairie, MN, 55357	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62795	TPA	Lori Miller	1942-02-11	—	—	138 Harbor Blvd, Nashville, TN, 37242	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
TPA-63115	TPA	Christine Snyder	1993-04-25	—	—	5818 River Rd, Gilbert, AZ, 85299	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53549	TPA	Aisha Myers	1995-02-19	—	4434212130	5623 Sage Ct, Fresno, CA, 93744	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
TPA-50013	TPA	Sara Contreras	1973-04-10	—	—	4401 River Rd, Seattle, WA, 98159	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56226	TPA	Walter Hunt	1952-06-14	—	9716995800	1006 Sage Ct, Phoenix, AZ, 85052	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54039	TPA	Madison Graham	1967-03-23	—	—	4121 Jefferson Ave, Atlanta, GA, 30325	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59195	TPA	Samantha Ward	1988-04-23	—	—	2150 Church St, Gilbert, AZ, 85211	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52169	TPA	Kimberly Wilis	1954-04-24	—	—	5805 Park Pl, San Diego, CA, 92106	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54520	TPA	Evelyn McDonald	1960-11-01	UHC-62319-26	—	1973 Sage Ct, Chandler, AZ, 85242	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56688	TPA	Kyle Harrison	1967-05-15	—	—	2106 Mountain View Dr, Gilbert, AZ, 85217	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53077	TPA	Jkae Kim	1958-07-15	—	—	8072 Elm St, Jacksonville, FL, 32291	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58975	TPA	Christian Cruz	1992-06-03	—	3976202117	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared

14,135 rows, page 163 of 283Previous Next