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-418582	CLM	Willie Miller	1998-07-08	UHC-30726-46	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-407721	CLM	Jennifer V Martinez	1975-04-05	UHC-86220-05	8738251058	3815 Highland Ave, Nashville, TN, 37279	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401542	CLM	Santiiago Ford	1994-12-11	UHC-19531-20	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-409587	CLM	Santiago Cole	1978-07-01	UHC-58427-78	—	6345 Valley View Dr, Phoenix, AZ, 85045	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-400372	CLM	Bobby Gilbert	2001-02-27	UHC-67259-66	—	6310 Grand Ave, Dallas, TX, 75253	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427659	CLM	Mason Hamilton	1988-11-25	UHC-38301-28	8045434995	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407392	CLM	Ahmed R Castillo	1958-10-11	UHC-03288-31	—	8556 Hillcrest Rd, Las Vegas, NV, 89187	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-421313	CLM	Vincent Diaz	1958-10-01	UHC-09083-91	—	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-429172	CLM	Teresa O Sism	1970-02-08	UHC-19809-99	7496542572	9686 Indian School Rd, Los Angeles, CA, 90042	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-412939	CLM	Mariana Sullivan	2006-01-04	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426071	CLM	Markus Singh	1940-05-20	—	—	8266 Bayshore Dr, Tampa, FL, 33665	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407932	CLM	Ana Rogers	1973-11-20	UHC-91684-98	—	2242 Pine Dr, Mesa, AZ, 85231	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429628	CLM	Christopher Brown	1999-03-11	—	4246296015	9888 Lake View Rd, Los Angeles, CA, 90034	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-410487	CLM	Stephen Murphy	1991-02-22	UHC-28556-77	8864165206	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-432567	CLM	Brittany Jackson	1956-01-05	UHC-56213-21	2709600751	2035 Oak St, Mesa, AZ, 85281	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-413176	CLM	Kathleen Simpson	1999-07-27	—	4099492267	9520 Central Ave, Columbus, OH, 43244	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-412564	CLM	Ruth Perez	2001-12-01	UHC-61188-33	—	4458 Cedar Ln, San Antonio, TX, 78257	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-416202	CLM	Aaron I Willis	1992-01-26	UHC-69925-56	3095902243	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-401639	CLM	Charles Marquez	1991-05-09	—	5675652015	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-412876	CLM	Judy Ortega	1964-10-09	UHC-01762-01	9313430829	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406997	CLM	Carol Calrk	1989-01-03	—	8272257839	6078 Lincoln Way, Columbus, OH, 43226	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407001	CLM	Samantha J Romero	1995-12-10	—	4272438422	3469 Mountain View Dr, Scottsdale, AZ, 85292	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-405278	CLM	Sophia Roajs	1998-07-08	—	—	2983 Canyon Rd, Columbus, OH, 43274	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426443	CLM	Drois Rivera	1969-02-21	—	2635246876	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424111	CLM	Doris Y Thomas	1984-12-15	—	5944511673	1951 Union St, San Diego, CA, 92188	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-426940	CLM	Andrew M Ray	1959-12-12	UHC-74730-74	—	1611 Jefferson Ave, Tempe, AZ, 85278	0.92	Date of birth reformatted City re-cased State code upper-cased Placeholder values cleared
CLM-419086	CLM	Donna Chapman	1960-09-17	UHC-43561-01	3125981322	7580 Elm St, Columbus, OH, 43291	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422394	CLM	Joshua Payne	1938-09-03	UHC-40350-50	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416309	CLM	Thomas Ortega	1948-10-07	UHC-06216-66	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-428004	CLM	Evelyn Robinson	1941-09-14	UHC-32766-97	2334245704	8735 Market St, Dallas, TX, 75297	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-411089	CLM	Lori Hawkins	1990-02-28	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-411816	CLM	Jason W Robison	1978-02-06	UHC-21040-87	5295219982	3577 Lake View Rd, Atlanta, GA, 30390	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410902	CLM	Raymond H Duncan	1998-12-22	UHC-54666-50	2735417288	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-402332	CLM	Hannah U Brooks	1987-10-13	UHC-92871-62	—	—	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-404197	CLM	Camila M McDonald	1999-07-27	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430978	CLM	Stephanie Berry	1985-10-04	UHC-59549-90	3814564568	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-422186	CLM	Bruce Graham	1960-05-19	UHC-36934-07	6194401334	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417623	CLM	Austyn Matthews	1990-10-24	UHC-02623-23	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402014	CLM	Patricia Griffin	1992-06-03	UHC-17995-46	5095605330	5192 Park Pl, Atlanta, GA, 30325	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419317	CLM	Tyler Owens	1945-04-13	UHC-06404-73	—	2907 Bayshore Dr, Phoenix, AZ, 85009	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416271	CLM	Luis Gonzalez	1939-04-05	UHC-53033-91	9529602104	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-427308	CLM	Patricia Adams	1963-01-04	UHC-55595-27	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425970	CLM	Sophia G Walker	1996-05-18	UHC-84938-93	9819677772	2087 Highland Ave, Las Vegas, NV, 89140	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404281	CLM	Aisha Fowler	1945-04-20	—	—	1357 Cedar Ln, Nashville, TN, 37204	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417592	CLM	Dylan N Meyer	1984-05-05	—	9836406382	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425708	CLM	Natalie Oliver	1968-02-22	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421618	CLM	Andrea Grant	1989-02-09	UHC-84060-65	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431570	CLM	Juan C Obrien	2008-07-20	UHC-63527-62	—	1923 Elm St, Los Angeles, CA, 90045	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-409105	CLM	Janice Henry	1944-10-20	UHC-34207-15	9245473305	160 Camelback Rd, Jacksonville, FL, 32295	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-409106	CLM	Janice Henry	1944-10-20	UHC-34207-15	9245473305	160 Camelback Rd, Jacksonville, FL, 32295	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared

10,559 rows, page 176 of 212Previous Next