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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417643	CLM	Diana Bailey	1999-10-21	UHC-96404-93	—	7001 Central Ave, San Antonio, TX, 78246	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411261	CLM	Samuel T Reyes	1940-02-05	UHC-82409-02	—	445 Mesa Dr, Charlotte, NC, 28256	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-401327	CLM	Keith C Brooks	1986-03-26	UHC-63341-37	8735187339	5724 Pine Dr, Denver, CO, 80299	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-401328	CLM	Keith C Brooks	1986-03-26	UHC-63341-37	8735187339	5724 Pine Dr, Denver, CO, 80299	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-423965	CLM	Marilyn Perkins	1981-04-09	UHC-97616-01	7866757543	5018 Ridge Rd, Minneapolis, MN, 55446	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-407685	CLM	Virginia Bryant	1985-11-05	UHC-43467-44	4594609924	9360 Apache Blvd, Atlanta, GA, 30356	0.74	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-426266	CLM	Camila Green	1991-08-15	UHC-53157-96	6295649368	8860 Willow Ct, Phoenix, AZ, 85067	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411681	CLM	Terry Black	1992-02-25	UHC-24200-02	4795818032	7291 Ridge Rd, Scottsdale, AZ, 85208	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-430349	CLM	Omar F Hamilton	1962-12-08	UHC-03261-02	—	6535 Mountain View Dr, San Antonio, TX, 78212	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420611	CLM	Lori Montgomery	2005-10-14	UHC-72169-83	7265208866	2285 Baseline Rd, Dallas, TX, 75225	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-404603	CLM	Kathleen B Rogers	1951-05-14	UHC-53818-07	—	6344 Valley View Dr, Seattle, WA, 98145	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412030	CLM	Keith Z Lopez	1954-12-07	UHC-85819-38	4926077912	5191 Spring St, Fresno, CA, 93714	0.74	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-403209	CLM	Mei Nelzon	1967-01-20	UHC-07035-40	—	1030 Cedar Ln, Mesa, AZ, 85246	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-430471	CLM	Elijah N Jensen	1939-08-12	UHC-95595-94	8934204656	8686 Harbor Blvd, Houston, TX, 77009	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-425940	CLM	Grace Wong	1974-10-21	UHC-64071-61	8953580520	6636 Market St, Sacramento, CA, 95806	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426416	CLM	Arthr Holmes	1979-10-16	UHC-61995-62	4005834862	6471 Meadow Ln, Austin, TX, 78734	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-416637	CLM	Carls Ford	1973-06-22	UHC-51499-08	8544796446	3488 Palm Dr, Tucson, AZ, 85712	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-408623	CLM	Kyle Vega	1943-01-08	UHC-33957-43	—	7308 Harbor Blvd, Miami, FL, 33134	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411178	CLM	Victoria Padilla	1952-10-26	UHC-84331-08	5064162948	5959 Canyon Rd, Las Vegas, NV, 89122	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412359	CLM	Charles Soto	1980-10-08	UHC-26975-03	—	833 Jefferson Ave, Eden Prairie, MN, 55352	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402185	CLM	Maria Ryan	1938-07-25	UHC-27360-11	—	367 Baseline Rd, Nashville, TN, 37284	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407103	CLM	Mark Fisher	1991-05-05	UHC-49886-81	5787790779	585 Spring St, Chandler, AZ, 85258	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-416473	CLM	Ruth Mills	1958-02-08	UHC-76487-98	7223504715	6603 Elm St, Nashville, TN, 37205	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-415156	CLM	Jean Carpenter	1966-02-01	UHC-69541-09	7779916915	3025 Bayshore Dr, Tempe, AZ, 85287	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-404144	CLM	Kathleen K Carpenter	1965-06-13	UHC-24892-68	2586454641	—	0.74	Name re-cased Phone reformatted Member ID reformatted Gender normalised+3 more
CLM-413445	CLM	Emily Sandes	1943-06-20	UHC-15252-88	6952888530	1004 Central Ave, Glendale, AZ, 85313	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-405302	CLM	Roger V Jensen	1977-04-21	UHC-86142-77	9604369931	8290 Indian School Rd, Jacksonville, FL, 32293	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420223	CLM	Maria E Wells	1945-03-19	UHC-02332-78	—	7304 Mountain View Dr, Phoenix, AZ, 85099	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-413349	CLM	Frances Carpenter	1989-07-13	UHC-94353-46	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429788	CLM	Nanyc Q Marshall	1961-03-10	UHC-91729-28	2635545355	9776 Main St, Phoenix, AZ, 85073	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429895	CLM	Ralph T Fowler	1998-08-16	UHC-37591-35	2582588730	3163 Oak St, Miami, FL, 33166	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-430209	CLM	Alan Gilbert	1965-01-14	UHC-63930-87	—	7071 Union St, Columbus, OH, 43298	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411301	CLM	Donald Anderson	1955-04-02	UHC-91846-26	—	6274 Highland Ave, Phoenix, AZ, 85029	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422335	CLM	Lrry Marshall	1971-07-04	UHC-53367-57	—	1466 Grand Ave, Minneapolis, MN, 55410	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-416527	CLM	Chuck Griffin	1970-05-26	UHC-14601-23	6163210233	9665 Maple Ave, Mesa, AZ, 85251	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412541	CLM	Debra Powell	1945-02-07	UHC-90874-75	—	4358 Forest Ave, Tampa, FL, 33622	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-401297	CLM	Harold McCoy	1956-04-13	UHC-66918-98	9745926761	7067 Central Ave, Orlando, FL, 32827	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-419863	CLM	Samuel Marquez	1995-12-04	UHC-23159-56	2459718161	927 Church St, Phoenix, AZ, 85093	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-414879	CLM	Alvarado Jacqueline	1946-02-10	UHC-56970-49	—	9838 Lake View Rd, San Diego, CA, 92157	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412037	CLM	Julie J Wilson	1990-10-20	UHC-76381-41	—	6638 Park Pl, Tempe, AZ, 85247	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-413177	CLM	Judith Lucas	1968-03-18	UHC-90519-50	4814061967	3242 Maple Ave, Fresno, CA, 93791	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-406522	CLM	Alan Montgomery	1979-04-12	UHC-39258-97	7069753185	8755 Jefferson Ave, Columbus, OH, 43287	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-421526	CLM	Helen Reid	2005-11-28	UHC-88997-72	7597401091	463 Cedar Ln, Mesa, AZ, 85254	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422073	CLM	Sharon Vega	1970-01-16	UHC-51699-03	6665859164	6900 Baseline Rd, San Diego, CA, 92104	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407562	CLM	Melissa Valdez	1954-02-10	UHC-81960-04	6816351928	962 Valley View Dr, Dallas, TX, 75228	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425097	CLM	Valentina White	1946-10-18	UHC-42715-20	5989153520	5207 Jefferson Ave, Gilbert, AZ, 85222	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-418636	CLM	Ahmed Chen	1939-08-07	UHC-08584-98	—	3083 Church St, San Diego, CA, 92150	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402143	CLM	Kenneth Pierce	1955-08-04	UHC-21426-20	5406534124	5052 Mountain View Dr, Tempe, AZ, 85251	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407531	CLM	Roger White	1948-08-05	UHC-38078-45	—	1413 Meadow Ln, Miami, FL, 33135	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407530	CLM	Roger White	1948-08-05	UHC-38078-45	—	1413 Meadow Ln, Miami, FL, 33135	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

2,293 rows, page 18 of 46Previous Next