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-57627	TPA	Scott Gonzales	1994-01-25	—	4427706629	7746 Pine Dr, Tampa, FL, 33642	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-54587	TPA	Sandra Powell	1958-01-16	—	—	2109 Central Ave, Eden Prairie, MN, 55339	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-57836	TPA	Gerald T Sandoval	—	UHC-41043-56	—	1877 Mesa Dr, Mesa, AZ, 85212	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-62801	TPA	Kevin Willis	1978-08-28	—	—	8245 Valley View Dr, San Diego, CA, 92101	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55426	TPA	Gabriel Romero	1952-06-22	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-61170	TPA	Roy Spencer	1981-07-16	—	—	7299 Main St, Fresno, CA, 93758	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-59706	TPA	Jeffrey Dominguez	1962-05-18	—	—	6186 Baseline Rd, Sacramento, CA, 95851	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50749	TPA	Andrea Holmes	1965-05-05	—	—	1113 River Rd, Atlanta, GA, 30336	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56304	TPA	Jeremy Ortega	2002-08-07	—	—	4675 Indian School Rd, Charlotte, NC, 28278	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52704	TPA	Catherine E Taylor	1965-12-12	—	8284089875	7245 Hillcrest Rd, Chandler, AZ, 85253	0.80	Gender normalised Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-62712	TPA	George C Hicks	1998-07-23	—	—	2519 Forest Ave, Sacramento, CA, 95868	0.80	State code upper-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-50339	TPA	Margaret Pena	1985-10-06	—	9358328314	978 Market St, Eden Prairie, MN, 55319	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55303	TPA	Kenneth Harrison	1961-04-04	—	—	1680 Lake View Rd, Las Vegas, NV, 89177	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53910	TPA	Paul Warren	1988-02-11	—	6558986393	4438 Willow Ct, Los Angeles, CA, 90034	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
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-52082	TPA	Lucia Jenkins	1993-12-04	—	—	1182 Main St, Glendale, AZ, 85317	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55235	TPA	Ahmed Hicks	1956-08-28	—	—	8970 Union St, Jacksonville, FL, 32282	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
TPA-60279	TPA	Jonathan Burke	1994-02-09	—	—	2114 Spring St, Dallas, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-56186	TPA	Karen Lucas	1976-10-28	—	8169194594	7119 Palm Dr # 319, Dallas, TX, 75261	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-53057	TPA	Nicholas Bradlley	1954-07-23	—	—	9694 Broadway, Las Vegas, NV, 89112	0.80	Name split from “Last, First”Date of birth reformatted Address re-cased Placeholder values cleared
TPA-52222	TPA	Patricia Grant	1962-11-13	—	—	2725 Hillcrest Rd, Mesa, AZ, 85264	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52613	TPA	Jack Harris	1949-11-01	—	—	3975 Cedar Ln, Plano, TX, 75093	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54409	TPA	Steven Nelson	1964-01-11	UHC-42830-85	—	960 Apache Blvd, Chandler, AZ, 85211	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58521	TPA	Sara Gibson	1955-12-02	—	9592943473	7592 Indian School Rd, Dallas, TX, 75282	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55091	TPA	Elizabeth Crawford	2002-07-18	—	6113531127	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50970	TPA	Bruce Fisher	1991-10-14	—	—	1939 Pine Dr, Charlotte, NC, 28268	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56360	TPA	George Torres	1964-05-20	—	9294162649	4804 Market St, Mesa, AZ, 85267	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-62784	TPA	Andrea Griffin	1985-06-07	—	9826562855	5822 Bayshore Dr, Charlotte, NC, 28203	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64367	TPA	Madison Ramos	2002-07-03	—	—	5080 Bayshore Dr, Las Vegas, NV	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-59581	TPA	Hiroshi Flores	1966-10-20	—	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-59457	TPA	Megan Beerry	1943-10-26	—	—	6422 Highland Ave, Sacramento, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-64071	TPA	Beverly Singh	1958-07-28	UHC-78091-79	—	8154 Sunset Blvd, Seattle, WA, 98132	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61104	TPA	Coleman Steven	1943-09-27	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51844	TPA	Priya Rodriguez	1950-11-12	—	6889821901	3100 Apache Blvd, Seattle, WA, 98174	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63225	TPA	Ashley Parker	1968-02-15	UHC-65675-26	6409045682	277 Park Pl, Tempe, AZ, 85275	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62855	TPA	Cynthia Ramirez	—	—	—	—	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-62571	TPA	Michael Holmes	1999-05-15	—	4726286045	6651 Broadway # 297, Dallas, TX, 75263	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-62924	TPA	Hiroshi Holmes	1973-11-23	—	—	1266 Lincoln Way, Phoenix, AZ, 85051	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59238	TPA	Tyler Reed	1950-11-15	—	—	7735 Meadow Ln, Eden Prairie, MN, 55380	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
TPA-62037	TPA	Stephen Carter	1945-09-16	—	4782268064	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57188	TPA	Grace Soto	1948-12-28	—	—	3732 Highland Ave, Scottsdale, AZ, 85206	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54591	TPA	Mariana E Herrera	1979-09-25	—	3016989214	4823 Mountain View Dr, Sacramento, CA, 95863	0.80	Phone reformatted Street suffix standardised Address re-cased 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-60223	TPA	Mark Howell	2000-10-15	—	—	8095 Bayshore Dr, San Diego, CA, 92135	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-50191	TPA	Cheryl R Fernandez	1964-05-13	—	—	5415 Lake View Rd, San Diego, CA, 92152	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55640	TPA	Yuki Scott	1981-05-13	—	7598603511	8031 Lake View Rd, Scottsdale, AZ, 85212	0.80	Phone reformatted City re-cased Gender normalised 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-60263	TPA	Harold Ramirez	1943-04-28	—	7223160778	6606 Forest Ave, Charlotte, NC, 28260	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56104	TPA	Teresa Castro	1974-07-06	—	—	324 Ridge Rd, Tampa, FL, 33656	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52911	TPA	Jimmy A Butler	1955-08-09	—	2764282583	4933 Valley View Dr, Tempe, AZ, 85204	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

14,135 rows, page 187 of 283Previous Next