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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420662	CLM	Robert Marshall	1969-02-23	UHC-66795-74	—	3119 Elm St, Eden Prairie, MN, 55300	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-404175	CLM	Willie Price	1946-06-09	—	—	6628 Desert Sky Blvd, Las Vegas, NV, 89106	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423220	CLM	Rachel Coleman	1971-12-27	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-429977	CLM	Jacob Jordan	1958-09-08	—	—	5985 Lake View Rd, Miami, FL, 33131	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403037	CLM	Melissa I Clark	1945-03-23	UHC-19695-06	7094037970	5126 Harbor Blvd, Gilbert, AZ, 85281	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412532	CLM	Karen Wagner	1995-02-07	—	5572330096	3199 Market St, Nashville, TN, 37213	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425521	CLM	Bryan Lawrence	1938-04-12	UHC-36133-31	8783933657	6144 Apache Blvd, Atlanta, GA, 30365	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-427640	CLM	Shirley Simpson	1987-07-05	—	—	873 Willow Ct, Eden Prairie, MN, 55395	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421294	CLM	Peter Romero	1972-03-01	UHC-20964-03	3486362898	6002 Elm St, Charlotte, NC, 28242	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427631	CLM	Jose Carr	1967-06-15	—	6936511154	3553 Mesa Dr, Minneapolis, MN, 55486	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-407845	CLM	Jose Perry	1967-07-03	UHC-29861-70	9156935561	7548 Mountain View Dr, Fresno, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-413404	CLM	Lori Singh	1973-06-04	UHC-68004-93	—	2288 Canyon Rd, Denver, CO, 80250	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410627	CLM	Cynthia Ryan	1948-04-19	—	8147336786	1187 Broadway, San Antonio, TX, 78200	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-408999	CLM	Michael Carter	1956-09-01	UHC-48727-60	7542750098	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400550	CLM	Amy Wong	1972-07-16	—	8684464207	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-416485	CLM	Martha C Black	1995-03-02	—	—	2104 Lake View Rd # 376, Mesa, AZ, 85247	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-415557	CLM	Roy Cole	1939-01-05	—	4494561521	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-400633	CLM	Sarah D Howell	1966-05-27	UHC-08662-71	—	320 Main St, Austin, TX, 78751	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411290	CLM	Megan Brown	1999-05-07	UHC-23638-95	7673777536	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-410461	CLM	Zachary Green	1978-02-02	UHC-03711-37	—	2091 Willow Ct, San Diego, CA, 92134	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409100	CLM	Luis Greene	2000-06-15	UHC-14290-02	—	9182 Sage Ct, San Antonio, TX, 78251	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-426827	CLM	Joe Harvey	1970-03-07	—	—	7400 Spring St, Orlando, FL, 32890	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413301	CLM	Teresa Ford	2007-08-17	UHC-20506-45	8533456001	9494 Market St, Gilbert, AZ, 85259	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430476	CLM	Vincent Delgado	1960-02-12	UHC-58815-25	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-419549	CLM	Bryan Walker	1962-11-10	UHC-62381-32	8027789037	385 Oak St, Miami, FL, 33144	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404424	CLM	Lori I White	1992-07-07	—	4158799681	2314 Park Pl, Gilbert, AZ, 85203	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-421013	CLM	Joan Maldonado	1990-12-10	UHC-93987-64	—	1564 Ridge Rd, Tampa, FL, 33607	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425047	CLM	Mark Johnson	1989-09-14	UHC-68075-73	8887023078	3957 Willow Ct, Scottsdale, AZ, 85265	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406393	CLM	Margaret Marshall	1960-09-25	UHC-55401-63	7563809209	420 Forest Ave # 776, Minneapolis, MN, 55420	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-420799	CLM	Carlos Maldonado	1990-01-17	—	5779465880	4567 Cedar Ln, Mesa, AZ, 85218	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-418119	CLM	Aisha Padilla	1998-08-02	UHC-58531-38	—	6016 Canyon Rd, Glendale, AZ, 85305	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432420	CLM	Barbara Nichols	1953-03-05	UHC-25443-03	9077300078	8658 Mountain View Dr, Miami, FL, 33174	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401694	CLM	Victoria Phillips	1938-03-11	—	5098536150	4375 Sunset Blvd, Miami, FL, 33102	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426551	CLM	Mason Palmer	2005-01-19	UHC-10433-05	—	334 Lincoln Way, Atlanta, GA, 30351	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416532	CLM	Frances Black	1973-01-08	UHC-69988-34	7653643713	8621 Camelback Rd, Plano, TX, 75028	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418178	CLM	Austin Ross	1995-01-02	UHC-53685-87	6033974657	2101 Valley View Dr, Tampa, FL, 33607	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-422547	CLM	Pamela O Tran	1947-06-05	—	7449348201	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-425544	CLM	Steve G Spencer	1948-07-11	UHC-81845-88	—	605 Sunset Blvd, San Antonio, TX, 78274	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410841	CLM	Amy Martin	1950-07-24	UHC-11699-14	—	5564 Apache Blvd, Mesa, AZ, 85212	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423161	CLM	Brittany Tucker	1999-05-07	UHC-67588-05	7143458723	6765 Central Ave, Los Angeles, CA, 90078	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-423162	CLM	Brittany Tucker	1999-05-07	UHC-67588-05	7143458723	6765 Central Ave, Los Angeles, CA, 90078	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-412260	CLM	Jsoeph B Singh	1961-03-14	—	7285645672	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400819	CLM	Danielle Soto	1989-11-01	UHC-26317-10	—	8873 Sunset Blvd, Austin, TX, 78719	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405026	CLM	Christine X Kelly	1951-10-08	—	4626658256	1310 Main St, Atlanta, GA, 30386	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432753	CLM	Marcus Fernandez	1997-10-04	UHC-69524-07	4979829474	1095 Hillcrest Rd, Tempe, AZ, 85298	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414598	CLM	Luis Jenkins	1958-10-19	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-403751	CLM	Henry Little	1944-12-26	UHC-93359-73	2435746946	266 Camelback Rd, Atlanta, GA, 30361	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-415410	CLM	Harold Vasquez	2002-04-18	UHC-05206-24	—	4231 Lake View Rd, Mesa, AZ, 85252	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422572	CLM	Carl Burns	1967-04-08	UHC-58968-04	5543241443	8720 Highland Ave, Glendale, AZ, 85393	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405237	CLM	Robert Ross	1997-08-18	UHC-39201-16	3817295403	6404 Central Ave, Gilbert, AZ, 85224	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

10,559 rows, page 105 of 212Previous Next