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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422018	CLM	Gerald Banks	1965-08-10	UHC-01357-83	7794184203	4255 Canyon Rd, Los Angeles, CA, 90034	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-422017	CLM	Gerald Banks	1965-08-10	UHC-01357-83	7794184203	4255 Canyon Rd, Los Angeles, CA, 90034	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-422536	CLM	Mateo T Gomez	1973-10-02	UHC-94373-83	—	607 Grand Ave, Las Vegas, NV, 89143	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-430461	CLM	Steve Sims	1961-07-13	UHC-38525-74	—	757 Spring St, Columbus, OH, 43239	0.92	Name re-cased Member ID reformatted City re-cased Email lower-cased
CLM-430460	CLM	Steve Sims	1961-07-13	UHC-38525-74	—	757 Spring St, Columbus, OH, 43239	0.92	Name re-cased Member ID reformatted City re-cased Email lower-cased
CLM-406677	CLM	William Vasquez	1939-01-24	UHC-36379-12	4555269205	3942 Union St, Minneapolis, MN, 55411	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-407240	CLM	Grace Patterson	1983-05-26	—	4177646397	3189 Maple Ave, Austin, TX, 78706	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-415933	CLM	Diaz Frances	1971-11-09	UHC-59919-29	3814633888	673 Mountain View Dr, Columbus, OH, 43217	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-425502	CLM	Russell Hudson	1962-10-13	UHC-66326-40	—	8985 Hillcrest Rd, Columbus, OH, 43252	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-417553	CLM	Donald Boyd	1961-01-07	UHC-68572-74	—	2738 Broadway, Chandler, AZ, 85286	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-431196	CLM	Scott Stone	1986-06-26	UHC-07176-62	3568083476	5704 Forest Ave, Tempe, AZ, 85214	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-407394	CLM	Madson Morneo	1969-01-04	—	5789631746	4876 Broadway, Las Vegas, NV, 89140	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-431344	CLM	Dorothy Sandvoal	1994-05-25	UHC-73203-21	—	1738 Mountain View Dr, Seattle, WA, 98108	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-423512	CLM	Vinkent Perry	1968-01-10	UHC-67325-82	—	7903 Ocean Ave, Mesa, AZ, 85217	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-411604	CLM	Noah Burtno	1952-04-05	—	—	7202 Apache Blvd, San Diego, CA, 92129	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-424985	CLM	Grace Lane	1966-07-05	—	4458626076	7022 Lincoln Way, Dallas, TX, 75290	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-404165	CLM	Larry Franklin	1973-09-04	UHC-64798-78	4168405275	9897 Sunset Blvd, Houston, TX, 77017	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-424389	CLM	Sofia K Montogmery	1943-11-05	—	3275451987	9440 Canyon Rd, Glendale, AZ, 85329	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
CLM-422525	CLM	Jack Lynch	2002-02-23	—	5496253261	9804 Indian School Rd, Tucson, AZ, 85740	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-420090	CLM	David Pteerson	1982-03-16	UHC-64170-21	3687919880	6452 Highland Ave, Eden Prairie, MN, 55363	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-410153	CLM	Ann Lawson	1968-10-16	UHC-56133-10	5737014616	9722 Camelback Rd, Charlotte, NC, 28260	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-428048	CLM	Jacqueline Young	1998-06-17	UHC-15249-84	6488046528	3079 Oak St, Fresno, CA, 93739	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-405679	CLM	Cheryl Lane	1976-02-23	—	6882841909	4254 Lake View Rd, Miami, FL, 33185	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-411412	CLM	Scott Elliott	1983-11-11	UHC-82085-28	5012428848	5169 Broadway, Austin, TX, 78704	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-400821	CLM	Albert G Hanson	1940-03-10	—	4907524135	7146 Central Ave, Seattle, WA, 98191	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-409306	CLM	Lori V Ellis	2005-08-15	UHC-21885-66	8887633981	5821 Union St, Orlando, FL, 32879	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-408087	CLM	Pamela Phillips	1971-11-10	UHC-63688-70	—	8055 Hillcrest Rd, Gilbert, AZ, 85294	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-407051	CLM	John Palmer	1947-08-26	UHC-65440-68	6617058209	9519 Oak St, Nashville, TN, 37229	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-408891	CLM	Kathryn Bailey	1952-03-04	UHC-55375-25	3886620737	4062 Baseline Rd, Tampa, FL, 33627	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-421921	CLM	Theresa Henry	1991-12-11	UHC-34912-88	—	8184 Meadow Ln, San Diego, CA, 92175	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-430952	CLM	Raymond L Robinson	1994-09-08	UHC-23437-72	—	8665 Bayshore Dr, Denver, CO, 80298	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
CLM-423528	CLM	Nancy I Lewis	1956-10-02	UHC-13787-52	5679324851	4736 Highland Ave, Tempe, AZ, 85228	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-416627	CLM	Christopher Bryant	1963-03-15	UHC-54205-35	2643400301	5048 Indian School Rd, Las Vegas, NV, 89188	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-431796	CLM	Catheriine Carroll	1972-09-27	UHC-22691-20	4293087050	1286 Broadway, Chandler, AZ, 85236	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-415991	CLM	Austin Stevens	1959-06-14	UHC-43550-76	—	2950 Spring St, Mesa, AZ, 85268	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-423462	CLM	Ashley M Henry	1965-12-15	—	—	8367 Church St, Atlanta, GA, 30347	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-416925	CLM	Lucia Webb	2006-07-08	UHC-93124-77	3492096884	8138 Highland Ave, Nashville, TN, 37286	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-419793	CLM	Larry C McCoy	2005-05-04	UHC-27497-72	—	9155 Indian School Rd, Miami, FL, 33149	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-416448	CLM	Timothy Q Bradley	1995-04-24	UHC-04907-10	—	6465 Palm Dr, Tampa, FL, 33672	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-411073	CLM	Elizabeth S Tucker	1981-04-25	UHC-35219-28	6576795291	9246 Main St, Miami, FL, 33164	0.92	Phone reformatted City re-cased State code upper-cased Email lower-cased
CLM-417103	CLM	Jacqueline Wezt	2001-11-06	UHC-85592-57	—	6379 Cedar Ln, Orlando, FL, 32838	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-421437	CLM	Carol Mason	1947-06-16	—	4158604155	1548 Grand Ave, Los Angeles, CA, 90097	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-409162	CLM	Nicolle Carter	1978-02-06	UHC-16666-12	2922199419	5698 Grand Ave, Houston, TX, 77048	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-419369	CLM	Sean T Nunez	1947-12-19	UHC-56320-70	3279117591	5677 Grand Ave, Miami, FL, 33128	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-413580	CLM	Doris Daniels	1973-07-21	UHC-54276-38	—	2694 Ocean Ave, Fresno, CA, 93714	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-408772	CLM	Joyce Gibson	1999-11-15	UHC-76784-79	—	7972 Valley View Dr, Houston, TX, 77035	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-420209	CLM	Ben Boyd	1939-02-06	—	—	8631 Sage Ct, Jacksonville, FL, 32269	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-417010	CLM	Nncy I Reyes	1945-02-19	UHC-21676-71	8314517703	7629 Camelback Rd, Denver, CO, 80231	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-421431	CLM	Lucia Vazquez	1970-06-11	UHC-17147-62	—	4165 Meadow Ln, Fresno, CA, 93711	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-432828	CLM	Zachary Mendez	2002-01-26	UHC-28618-02	—	8894 Lake View Rd, Atlanta, GA, 30373	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared

5,235 rows, page 95 of 105Previous Next