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-50027	TPA	Patricia Anderson	1974-04-15	—	—	1229 Desert Sky Blvd, Charlotte, NC, 28235	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60460	TPA	Sandra Vasquez	1938-09-12	—	—	5203 Church St, Dallas, TX, 75283	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55194	TPA	Mary Guerrero	1980-09-18	—	—	6697 Valley View Dr, Tucson, AZ, 85789	0.80	Street suffix standardised Address re-cased 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-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-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-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-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-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-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-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-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-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-56987	TPA	Arthur Kim	1948-09-28	—	—	1383 Maple Ave, Phoenix, AZ, 85095	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50090	TPA	Isabella Fernandez	1959-07-24	—	—	9875 Forest Ave, Eden Prairie, MN, 55304	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53998	TPA	Gerald Walker	1988-02-15	UHC-73481-57	—	4371 Apache Blvd, Glendale, AZ, 85322	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63554	TPA	Olivia Myers	2008-06-12	—	—	369 Apache Blvd, Los Angeles, CA, 90023	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-63132	TPA	Marcus Luna	1955-03-12	—	2348831994	5242 Lake View Rd, Tampa, FL, 33623	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62104	TPA	Randy Lawrence	1968-05-03	—	9124050085	4645 Washington St, Seattle, WA, 98153	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58980	TPA	Camila L Miller	1956-04-10	—	—	9117 Willow Ct, Tucson, AZ, 85727	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62561	TPA	Ashley Hill	1960-06-11	—	—	3073 Jefferson Ave, Phoenix, AZ, 85000	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57085	TPA	Kimberly Powell	1978-12-05	—	—	2043 Spring St, Gilbert, AZ, 85205	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60512	TPA	Sean Garrett	1941-08-10	—	7509554676	3081 Indian School Rd, Tampa, FL, 33662	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59249	TPA	Santtiago Patterson	1978-05-19	—	—	6551 Mesa Dr, Charlotte, NC, 28248	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51976	TPA	Sofia Lynch	1995-01-03	—	—	2142 Meadow Ln, Dallas, TX, 75270	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51975	TPA	Sofia Lynch	1995-01-03	—	—	2142 Meadow Ln, Dallas, TX, 75270	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52001	TPA	Judith Carroll	1939-03-06	—	—	9103 Church St, Phoenix, AZ, 85075	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54479	TPA	Olivia Sanders	1948-04-06	—	—	9646 Church St, Tampa, FL, 33604	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61001	TPA	Christopher Gray	2000-08-20	—	—	6500 Elm St, Minneapolis, MN, 55411	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared

7,767 rows, page 135 of 156Previous Next