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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410034	CLM	Bruce Morales	1938-04-18	UHC-48238-50	—	1436 Jefferson Ave Apt 28, San Diego, CA, 92167	0.66	Name re-cased Two-digit birth year Unit split from street Plan code upper-cased+1 more
CLM-402818	CLM	Beth Porter	1971-02-24	—	—	4206 Indian School Rd, Gilbert, AZ, 85274	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422893	CLM	Douglas S Matthews	1976-06-02	UHC-71180-40	3119133819	1722 Canyon Rd, Tampa, FL, 33601	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404240	CLM	Martha Romero	1971-12-09	—	4078120453	4012 Broadway, Sacramento, CA	0.66	Two-digit birth year Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-431341	CLM	Adam Schultz	1975-10-28	UHC-81014-14	—	442 Main St, Dallas, TX, 75225	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-403099	CLM	Samantha Jensen	1962-07-24	UHC-60388-12	—	8073 Central Ave, Fresno, CA, 93739	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-430909	CLM	Jose Pena	1972-04-18	UHC-68169-21	—	1513 Indian School Rd, Los Angeles, CA, 90056	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-418963	CLM	Yuki Boyd	1947-07-04	—	—	4553 Oak St, Eden Prairie, MN, 55367	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407579	CLM	Alice Murphy	1967-09-28	—	—	6768 Baseline Rd, Tampa, FL, 33640	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431904	CLM	Marilyn Bradley	1966-09-13	UHC-97072-12	—	901 Forest Ave, Seattle, WA, 98166	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431905	CLM	Marilyn Bradley	1966-09-13	UHC-97072-12	—	901 Forest Ave, Seattle, WA, 98166	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412001	CLM	Joshua Sanders	1952-06-07	UHC-21780-50	—	—	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-412482	CLM	Wayne Sanchez	1962-10-15	UHC-45559-54	—	8639 Cedar Ln, Las Vegas, NV, 89126	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420565	CLM	Frances Guerrero	1961-08-23	UHC-33432-90	—	3108 Pine Dr, San Diego, CA, 92123	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410327	CLM	Brian Robets	1986-09-26	—	—	750 Highland Ave, Tempe, AZ, 85297	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-422988	CLM	Arthur J Soto	1963-03-10	UHC-76728-29	5419202237	487 Maple Ave, Austin, TX, 78796	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431288	CLM	Nicholas B Perkins	1956-11-05	UHC-71520-80	—	1304 Meadow Ln, Plano, TX, 75099	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-413855	CLM	Cruz Sandra	1939-07-06	—	2958452158	649 Elm St, San Diego, CA, 92101	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-426076	CLM	Dorothy Peterson	1947-10-04	UHC-20813-41	7307123177	1631 Camelback Rd, Phoenix, AZ, 85062	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-416712	CLM	Elijah Torres	1968-03-21	UHC-90396-64	9883370211	6944 Spring St, Jacksonville, FL, 32290	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402155	CLM	Rachel C Espinoza	1955-09-10	—	—	4838 Hillcrest Rd, Los Angeles, CA, 90052	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-427339	CLM	Brian Adams	1954-04-02	UHC-63493-18	7857430725	4847 Ridge Rd, Minneapolis, MN, 55470	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427140	CLM	Julia Brown	1989-05-17	UHC-01468-21	9502303813	8084 Main St, Sacramento, CA, 95885	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
CLM-423480	CLM	Bradley R Castillo	1952-01-27	UHC-47513-77	—	8189 Bayshore Dr, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-430027	CLM	Carolyn P Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-424006	CLM	Jordan Stewart	1958-08-17	UHC-47141-73	4626014149	8097 Main St, Glendale, AZ, 85316	0.66	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed+1 more
CLM-418217	CLM	Jason Mrphy	1996-09-21	—	—	239 Church St, Nashville, TN, 37253	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-404295	CLM	Carlos Gray	1941-08-12	UHC-64484-73	7286315196	8227 Grand Ave, San Diego, CA, 92146	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409621	CLM	Joan Garrett	1950-03-20	UHC-30737-02	4369567098	9201 Cedar Ln, Austin, TX, 78750	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417056	CLM	Scott Edwards	1971-04-11	UHC-59117-62	—	7568 Valley View Dr, Gilbert, AZ, 85285	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-426349	CLM	Maria Jordan	1979-04-01	UHC-32080-45	—	7536 Central Ave, Atlanta, GA, 30385	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-408156	CLM	Amy Freeman	1944-10-01	UHC-93204-01	4677603920	2009 Elm St, Mesa, AZ, 85237	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400192	CLM	Albert Z Montgomery	1971-02-03	UHC-48037-67	—	7534 Cedar Ln, Glendale, AZ, 85384	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411495	CLM	Edwrd Ward	1939-08-01	—	—	4128 Washington St, Atlanta, GA, 30301	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422824	CLM	William Kelly	2007-10-22	UHC-90416-44	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-407924	CLM	Ann P Howell	1972-04-19	UHC-08372-88	8463517919	8998 Lake View Rd, San Antonio, TX, 78218	0.66	Two-digit birth year Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-432126	CLM	Raymond Richardson	1987-01-13	—	—	5745 Pine Dr, Gilbert, AZ, 85231	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430787	CLM	Brittany Henderson	1992-12-05	—	—	8332 Union St, Dallas, TX, 75214	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432612	CLM	Jacob Espinoaz	1943-03-01	—	2186631113	9827 Lake View Rd, San Diego, CA, 92130	0.66	Two-digit birth year Phone reformatted Gender normalised Plan code upper-cased+1 more
CLM-416031	CLM	Melissa Rodriguez	1943-03-11	—	—	2585 Ocean Ave, Charlotte, NC, 28287	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-404043	CLM	Rubert Wang	1951-08-03	UHC-24041-45	—	167 Harbor Blvd, Sacramento, CA, 95888	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-427361	CLM	Nathan Gilbert	2008-01-10	UHC-54667-70	—	9116 Sunset Blvd, Charlotte, NC, 28217	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418296	CLM	Nicole Kim	1945-01-20	—	2258863384	9473 Jefferson Ave # 832, Glendale, AZ, 85350	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-402342	CLM	Aisha Simmons	1944-04-21	UHC-46654-44	—	774 Lincoln Way, Phoenix, AZ, 85014	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-415405	CLM	Jean Young	1940-05-22	UHC-88826-06	3784374877	8587 Hillcrest Rd, Las Vegas, NV, 89110	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
CLM-427549	CLM	Dorothy George	1955-03-04	UHC-73922-65	—	2036 Camelback Rd, Denver, CO, 80219	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412979	CLM	Ruth Vazquez	2006-09-08	—	2439617794	3458 Oak St, San Antonio, TX, 78282	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
CLM-405337	CLM	Henry Mitchell	1992-03-03	UHC-74665-73	—	3105 Mountain View Dr, Columbus, OH, 43223	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427813	CLM	Sophia Ryan	1966-08-03	UHC-48990-31	—	8766 Spring St, Seattle, WA, 98177	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408535	CLM	Kathleen Matthews	1998-02-01	—	—	5746 Church St, Fresno, CA, 93731	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more

2,168 rows, page 23 of 44Previous Next