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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415346	CLM	Margaret Obrien	—	—	—	4073 Market St, Atlanta, GA, 30311	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-413882	CLM	Nicholas Dixon	1947-06-27	UHC-09024-50	—	8495 Canyon Rd, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421490	CLM	Eugene Diaz	2001-07-02	UHC-33392-38	—	6968 Main St, Atlanta, GA, 30367	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-416851	CLM	James White	—	—	8569966147	2410 Canyon Rd, Chandler, AZ, 85224	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-402651	CLM	Carl Rivera	1970-04-01	—	2407486163	2998 Canyon Rd, Charlotte, NC, 28212	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418474	CLM	Jacqueline Mason	1993-07-08	UHC-70522-46	—	5140 Cedar Ln, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425031	CLM	Obrien E Wayne	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr Apt 37, Denver, CO, 80293	0.64	Name split from “Last, First”Name re-cased Date of birth reformatted Unit split from street+2 more
CLM-432000	CLM	Ralph Mejia	1955-01-02	UHC-24782-47	3845363782	9551 Willow Ct, Dallas, TX, 75228	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403706	CLM	Andrea W Riley	1963-04-24	UHC-09555-54	—	5837 Willow Ct, Los Angeles, CA, 90042	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429059	CLM	Arjun Hudson	1999-04-14	—	—	4237 Sunset Blvd Apt 20, Gilbert, AZ	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-409585	CLM	Keith Schultz	1939-09-09	UHC-01231-40	5294372974	9249 Sage Ct, Denver, CO, 80219	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428971	CLM	Cynthia Weber	1989-03-13	UHC-51670-82	—	4461 Pine Dr Apt 35, Tampa, FL, 33645	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-427685	CLM	Jesse Peterson	1963-11-24	—	—	3424 Maple Ave, Los Angeles, CA, 90098	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-411255	CLM	Gabriel Gray	2001-08-25	UHC-14318-72	3388153032	8384 Lincoln Way, Gilbert, AZ, 85257	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431432	CLM	Billy G Romero	—	UHC-55739-85	—	4647 Sunset Blvd, Gilbert, AZ, 85247	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-426421	CLM	Mark Holmes	1985-06-05	UHC-10666-98	6576990025	9633 River Rd, Houston, TX, 77089	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405873	CLM	Nancy Stephens	—	UHC-48987-01	6659931265	5003 Pine Dr, San Diego, CA, 92149	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
CLM-415070	CLM	Karne Roberts	1944-08-03	UHC-49232-31	—	3071 Cedar Ln Apt 3, San Diego, CA, 92160	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422083	CLM	Debbie Estrada	1999-08-03	UHC-32114-78	—	7018 Market St, Denver, CO	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412360	CLM	Janice Hanson	1966-12-14	—	—	5303 Willow Ct Apt 9, Tempe, AZ, 85271	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431357	CLM	Judith G Schultz	1988-05-25	—	—	3026 Ocean Ave, Seattle, WA, 98177	0.64	Middle initial moved out of first name Name re-cased City re-cased State name converted to code+2 more
CLM-407147	CLM	Kathleen Obrien	1953-02-15	UHC-76854-65	—	6948 Pine Dr, Columbus, OH, 43294	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430896	CLM	Valentina Reid	1965-04-06	—	—	4462 Lake View Rd, Phoenix, AZ, 85029	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-415498	CLM	Maria Vazquez	1954-10-10	UHC-60301-52	—	891 Canyon Rd, Los Angeles, CA, 90042	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424311	CLM	Nathan Payne	1974-09-14	UHC-93464-65	4099956549	8774 Canyon Rd, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418956	CLM	Vincent Le	1947-02-13	—	9202898359	1141 Ocean Ave, Tempe, AZ, 85219	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404638	CLM	Alan Branes	1945-08-27	UHC-40814-16	—	9322 Indian School Rd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425881	CLM	Bobby Nichols	1989-09-18	UHC-85627-10	—	4382 Sunset Blvd, Miami, FL, 33164	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413931	CLM	Nathan Y Ryan	1996-09-17	UHC-40820-53	—	8757 Desert Sky Blvd, Denver, CO, 80273	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431776	CLM	Megan Moore	2002-11-06	—	—	640 Maple Ave, Seattle, WA, 98130	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422249	CLM	Gabriel Bradley	1946-03-05	UHC-00034-62	—	1795 Church St, Fresno, CA, 93742	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412035	CLM	Yuki Hunter	1998-10-08	UHC-43336-98	—	730 Forest Ave, Fresno, CA, 93780	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416327	CLM	Theresa Herrera	1945-04-08	UHC-63529-87	—	4862 Indian School Rd, Tempe, AZ, 85243	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417439	CLM	Samuel Rodriguez	1957-12-02	UHC-96426-29	3802015276	9608 Meadow Ln, Plano, TX, 75018	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-402768	CLM	Gloria Perez	—	—	6766305258	8074 Pine Dr, Tampa, FL	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
CLM-407108	CLM	Omar Oliver	2008-10-01	UHC-32622-59	8862881687	7149 Market St, San Diego, CA, 92147	0.64	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-421116	CLM	Jessica Schmidt	1999-11-07	UHC-33321-26	—	1851 River Rd, Houston, TX, 77083	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425517	CLM	Grace Garza	1949-03-05	—	—	63 Elm St, Scottsdale, AZ, 85201	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-400404	CLM	Josh Willis	1945-04-07	UHC-25334-79	—	6663 Oak St, Sacramento, CA, 95835	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405332	CLM	Justin L Arnold	1971-07-23	UHC-06114-95	—	4094 Market St, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418680	CLM	Jfef Mooe	1985-05-28	UHC-66663-74	—	7212 Oak St, Miami, FL, 33171	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419247	CLM	Sophia C Bell	1946-11-12	—	—	381 Jefferson Ave, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418243	CLM	Brenda Lung	1958-12-20	UHC-69208-88	7212471223	4604 Washington St Apt 14, Gilbert, AZ, 85287	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414096	CLM	Debra Elliott	1959-08-05	UHC-29655-41	—	5362 Park Pl, Nashville, TN, 37210	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402995	CLM	Natalie Banks	1985-05-18	UHC-06375-15	4805542343	4380 Pine Dr, Austin, TX, 78789	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407314	CLM	Dorothy Medina	1967-10-19	UHC-55197-73	9407334986	1837 Pine Dr, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405080	CLM	Nathan Jacobs	—	UHC-34860-04	—	2410 River Rd, Mesa, AZ, 85227	0.64	Name re-cased Date of birth unreadable Member ID reformatted State name converted to code+2 more
CLM-418721	CLM	Rlaph Bell	1976-11-03	UHC-11833-22	—	8457 Apache Blvd, Tempe, AZ, 85201	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409986	CLM	Nicole Hayes	1939-04-16	—	7178720107	695 Apache Blvd, Plano, TX, 75090	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-419585	CLM	Paul Montgmery	1971-08-23	UHC-33633-18	9275616628	9334 Oak St, Phoenix, AZ, 85024	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 60 of 263Previous Next