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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420599	CLM	Hannah Howell	1959-10-04	UHC-24927-91	5639442709	8324 Valley View Dr, Nashville, TN, 37213	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-429406	CLM	Edward Edwards	1964-11-24	UHC-79908-24	7477997808	1315 Apache Blvd, Charlotte, NC, 28241	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-404133	CLM	Amnda Morrison	2003-01-12	UHC-73807-14	2494692364	6629 Indian School Rd, Tampa, FL, 33645	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-410232	CLM	James I McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA, 93715	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-420094	CLM	Janet Harris	1998-10-06	UHC-03351-82	4446186400	1529 Highland Ave, Tempe, AZ, 85248	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417397	CLM	Jeffrey Richards	1973-01-13	UHC-76290-57	4323574624	1712 Indian School Rd, Mesa, AZ, 85267	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409807	CLM	Priya Roberts	1949-04-22	—	5755388631	7499 Market St, Las Vegas, NV, 89101	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-415955	CLM	Arthur Kim	1948-09-28	UHC-87437-06	3386293683	677 Valley View Dr, Jacksonville, FL, 32268	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414033	CLM	James Yang	1959-04-07	—	3185619946	1173 Canyon Rd, Scottsdale, AZ, 85243	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405612	CLM	Mariana Lane	1972-09-10	—	4512799408	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409014	CLM	Bradley Bell	1989-10-15	—	6273622857	8241 Meadow Ln, Jacksonville, FL, 32268	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-419084	CLM	Scott Tran	1976-08-06	UHC-47745-73	8696995329	1201 Palm Dr, Houston, TX, 77031	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-401439	CLM	Bruce Chavez	1940-08-25	UHC-59211-88	4823286893	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401276	CLM	Albert P Clark	1977-05-15	UHC-36686-91	8862532948	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420602	CLM	Nicholas Clark	1963-11-09	UHC-59054-98	5335782541	7847 Highland Ave, San Diego, CA, 92198	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-431347	CLM	Tyler M Ortiz	1975-09-09	—	4674587223	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401117	CLM	Jennifer Jordan	1962-08-13	—	6782407291	9005 Oak St, Gilbert, AZ, 85274	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415154	CLM	Kenneth Reyes	1956-06-07	UHC-43176-47	6318610641	4850 Sunset Blvd, San Diego, CA, 92110	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-428507	CLM	Paul Ross	1983-09-13	UHC-15295-38	9544437643	3208 Lincoln Way, Plano, TX, 75029	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400827	CLM	Stephen West	1956-10-13	UHC-82322-65	9634492533	4569 Highland Ave, Dallas, TX, 75243	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-421129	CLM	Richard Lawrence	1950-10-16	UHC-94560-14	6272118276	6026 Church St, Gilbert, AZ, 85225	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-405977	CLM	Ahmed Gibson	2001-11-13	UHC-08757-66	3242184962	1726 Valley View Dr, San Antonio, TX, 78217	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-413405	CLM	Lori Singh	1973-06-04	—	5726897822	2288 Canyon Rd, Denver, CO, 80250	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-413322	CLM	Nancy Santiago	1974-03-03	—	7647189716	3929 Camelback Rd, Eden Prairie, MN, 55346	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-410464	CLM	Luis F Smith	1940-11-24	UHC-09878-93	6982923154	4992 Park Pl, Los Angeles, CA, 90054	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-430618	CLM	Petter Burton	1996-12-18	—	7825019637	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415117	CLM	Rebecca T Chavez	1973-10-17	UHC-20228-30	8185646492	1883 Main St, Plano, TX, 75084	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401716	CLM	Denise Mendoza	1989-02-12	UHC-54373-74	2277668269	5546 Sunset Blvd, Houston, TX, 77094	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-407767	CLM	James Wong	1993-06-23	UHC-53109-44	9773019909	1693 Sunset Blvd, Gilbert, AZ, 85223	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400707	CLM	Kyle Nelson	1949-09-04	UHC-49038-08	2295679104	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430988	CLM	Adam Sandoval	1953-10-27	—	6173363432	1308 Pine Dr, San Diego, CA, 92195	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-432115	CLM	Andrea Gray	1975-11-10	UHC-38378-27	2313446925	1001 Broadway, Gilbert, AZ, 85266	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405230	CLM	Catherine Kelly	1960-03-04	UHC-17734-12	8416322999	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416239	CLM	Jeremy Roberts	1957-11-11	—	4709170656	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-419960	CLM	Bryan Jenkins	1960-03-11	UHC-86921-29	4164526987	9780 Union St, Nashville, TN, 37242	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-427897	CLM	William Patterson	1953-03-02	UHC-87036-79	6245199885	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-408509	CLM	Joan Hanson	1970-10-28	UHC-65084-63	3413620546	6881 Grand Ave, Orlando, FL, 32801	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-419230	CLM	Shirley Harris	1985-11-26	UHC-59657-64	2507911758	2404 Maple Ave, San Diego, CA, 92185	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-411197	CLM	Roy Olson	1956-12-13	UHC-80127-17	2272189033	1270 Sunset Blvd, Sacramento, CA, 95897	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400660	CLM	Ashley U Brown	1940-06-24	—	6696799132	1274 Ridge Rd, Nashville, TN, 37257	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413610	CLM	Gloria Burke	1981-11-07	UHC-56404-96	3933439367	8287 Valley View Dr, Tucson, AZ, 85728	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406310	CLM	Charles X Knight	1990-09-25	UHC-80231-78	6042698139	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-418454	CLM	Jordan Hill	1979-05-24	—	2466149749	9487 Church St, Tampa, FL, 33695	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-402202	CLM	Charles Wong	1963-02-01	UHC-46103-78	5454684159	2646 Broadway, Miami, FL, 33116	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-413572	CLM	Jonathan Freeman	1950-11-23	UHC-97811-68	5582189906	230 Sage Ct, Miami, FL, 33196	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-404073	CLM	Sandra Fuller	1983-09-17	UHC-21692-45	7915483407	2866 Bayshore Dr, Los Angeles, CA, 90064	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-417142	CLM	Santiago Edwards	2005-04-18	UHC-35700-34	6012477087	2556 Oak St, Sacramento, CA, 95847	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-400757	CLM	Jennifer Hernandez	1947-08-10	—	5569393965	6284 Indian School Rd, Chandler, AZ, 85214	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431435	CLM	Susan Welch	1983-01-10	—	9638151044	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422106	CLM	Stephen Freeman	1982-03-03	UHC-40789-90	9834652120	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more

11,960 rows, page 183 of 240Previous Next