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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413564	CLM	Sophia V Roberts	1977-02-18	—	6162537893	—	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
CLM-421648	CLM	Aaron Johnston	1990-12-22	—	8618678536	721 Canyon Rd, Scottsdale, AZ, 85207	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-402905	CLM	Anderson Jnaice	1981-10-10	UHC-06664-40	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-425893	CLM	Maria Freeman	2004-03-22	—	9403892019	8019 Harbor Blvd Apt 13, Tampa, FL, 33686	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-426762	CLM	Brian Stone	1973-10-20	UHC-93876-66	—	1030 Highland Ave, San Diego, CA	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
CLM-424618	CLM	Logan Sandoval	1986-12-12	UHC-05320-44	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-428483	CLM	Keith Graham	1954-04-20	UHC-75505-45	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-400740	CLM	Juan Vega	1967-02-28	UHC-78778-54	—	5043 Park Pl Apt 21, Gilbert, AZ, 85223	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-421035	CLM	Lori Ruiz	2004-02-12	UHC-96459-94	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-418247	CLM	Juan S Estrada	1965-08-13	—	—	—	0.70	Name split from “Last, First”Middle initial moved out of first name Placeholder values cleared
CLM-412177	CLM	Albert J Smith	1976-12-05	UHC-58594-50	—	2107 Harbor Blvd, Mesa, AZ, 85213	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
CLM-419939	CLM	Mateo Diaz	1952-06-25	UHC-92907-25	—	2968 Apache Blvd, Houston, TX	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
CLM-412702	CLM	Abby U Alexander	1940-03-04	—	—	6190 Indian School Rd, Atlanta, GA, 30392	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
CLM-425485	CLM	Priya Smith	1955-02-13	UHC-16634-84	—	743 Ridge Rd, Tucson, AZ, 85746	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-422175	CLM	Vincent Holmes	1942-09-03	UHC-45761-46	—	2193 Maple Ave, Seattle, WA, 98170	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-431280	CLM	Hannah Ramos	1952-09-18	—	—	8140 Broadway, Tempe, AZ, 85258	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-421857	CLM	Kayla Bennett	1940-09-15	UHC-47842-61	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-415810	CLM	Steven Boyd	1944-08-08	—	9865662211	3000 Mesa Dr, San Diego, CA, 92100	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-418714	CLM	Austin S Smmith	2007-09-13	UHC-95971-84	—	8639 Lincoln Way, Jacksonville, FL, 32272	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-400474	CLM	Jonh Q Contreras	1974-04-23	—	—	5777 Bayshore Dr, Denver, CO, 80279	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-403952	CLM	Bobby Cooper	1998-12-01	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-409702	CLM	Shirley P Aguilar	2000-10-16	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-411750	CLM	Jessica Jones	1976-11-17	—	—	371 Meadow Ln, Glendale, AZ, 85346	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-421521	CLM	Maria Garcia	1981-09-10	UHC-26872-43	—	3787 Mountain View Dr, Houston, TX, 77048	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
CLM-416849	CLM	Debra Elliott	—	UHC-39687-17	—	2215 Valley View Dr, Orlando, FL, 32858	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
CLM-400989	CLM	Amber Greene	1942-05-19	UHC-79174-43	—	7738 Market St, Denver, CO	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
CLM-412122	CLM	Shirley Gibson	—	UHC-25275-60	—	—	0.70	Name split from “Last, First”Date of birth missing Placeholder values cleared
CLM-431652	CLM	Valentina Simmons	1940-12-10	UHC-46999-92	—	5097 Desert Sky Blvd, Tucson, AZ, 85750	0.70	Name split from “Last, First”Phone missing area code Whitespace trimmed
CLM-432469	CLM	Aaron D Salazar	1990-08-04	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-425744	CLM	Martha Willis	1998-08-07	—	5066852309	6574 Main St, Plano, TX, 75020	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-411657	CLM	Pamela Jones	1949-04-26	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-400078	CLM	Nancy Vega	1974-03-24	UHC-26451-41	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-428797	CLM	Russell Weaver	1962-04-14	UHC-60979-31	8425905281	3160 Pine Dr # 798, Phoenix, AZ, 85016	0.70	Name split from “Last, First”Phone reformatted Unit split from street
CLM-431954	CLM	Maria Davis	1980-04-07	UHC-91962-84	—	7357 Apache Blvd, Mesa, AZ, 85275	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-408837	CLM	Lawrence Gutierrez	1943-12-13	UHC-49649-11	—	3482 Jefferson Ave, Columbus, OH	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
CLM-407623	CLM	William O McDonald	1987-08-17	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-407622	CLM	William O McDonald	1987-08-17	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-401558	CLM	Roger R George	—	UHC-68033-85	—	6203 Maple Ave, Minneapolis, MN, 55427	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
CLM-415257	CLM	Janet Y Reynolds	1948-12-05	—	—	2594 Cedar Ln # 778, Nashville, TN, 37225	0.70	Name split from “Last, First”Date of birth reformatted Unit split from street
CLM-407610	CLM	Christina Perez	1944-11-01	UHC-42737-44	9453053626	—	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
CLM-401939	CLM	Emma Munoz	1994-09-16	UHC-82412-81	—	2062 Jefferson Ave, Dallas, TX, 75213	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
CLM-410186	CLM	Ronald Cox	1980-08-09	UHC-19931-06	—	6564 Camelback Rd, Charlotte, NC, 28270	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-429431	CLM	Dorothy Collins	2002-11-16	UHC-40897-12	7483866583	7220 Forest Ave, Mesa, AZ	0.70	Name split from “Last, First”City re-cased ZIP missing
CLM-417909	CLM	Bradley Herrera	2006-02-10	UHC-52427-22	—	3645 Mountain View Dr, Scottsdale, AZ	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
CLM-416859	CLM	Amber Jackson	1940-04-15	UHC-61032-14	—	5632 Pine Dr, Columbus, OH, 43216	0.70	Name split from “Last, First”Date of birth reformatted SSN last four extracted
CLM-432328	CLM	Bobby Walsh	1990-07-09	UHC-84978-59	—	5742 Oak St Apt 33, Las Vegas, NV, 89158	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-410121	CLM	Dyaln Oliver	1958-01-17	—	—	53 Central Ave, Scottsdale, AZ, 85280	0.70	Name split from “Last, First”SSN last four extracted Placeholder values cleared
CLM-410158	CLM	Deborah D Evans	1948-06-12	UHC-93956-02	—	7216 Harbor Blvd, Gilbert, AZ, 85270	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
CLM-411648	CLM	Nicholas Ryan	2006-10-26	UHC-54730-66	9654173413	565 Sunset Blvd, Phoenix, AZ, 85030	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
CLM-427257	CLM	Mateo Armstrong	1989-08-23	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared

3,226 rows, page 45 of 65Previous Next