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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-426804	CLM	Hannah Chavez	1968-07-28	—	—	2210 Park Pl, Glendale, AZ, 85314	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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-423925	CLM	Marcus Fuller	1967-12-11	—	—	9406 Indian School Rd, Scottsdale, AZ, 85291	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-402042	CLM	Joyce Fernandez	1987-07-11	UHC-59485-50	3118307909	5478 Ocean Ave, Plano, TX, 75018	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-409075	CLM	Grace Alexander	1967-07-01	UHC-60724-18	—	9454 Desert Sky Blvd, Columbus, OH, 43279	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-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-429171	CLM	Teersa Sims	1970-02-08	UHC-19809-99	7496542572	9686 Indian School Rd, Los Angeles, CA, 90042	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-423203	CLM	Sam Adams	1960-07-20	UHC-62298-66	—	2770 Canyon Rd, Columbus, OH, 43226	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-424802	CLM	Isabella Collins	1984-04-07	—	—	8033 Lincoln Way, San Antonio, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404231	CLM	Ruth McDonald	1968-03-04	—	—	9368 Market St, Sacramento, CA, 95876	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420105	CLM	Ashley Park	1984-03-25	UHC-77999-99	—	5422 Meadow Ln, Miami, FL, 33129	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429748	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	—	7766 Ridge Rd, San Antonio, TX, 78231	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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-428305	CLM	Jerry I Perkins	1988-01-07	—	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428306	CLM	Jerry I Perkins	1988-01-07	—	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411943	CLM	Cynthia P Elliott	1961-02-13	—	—	8657 Mountain View Dr, San Diego, CA, 92172	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-406725	CLM	Carl A Clark	1977-10-08	UHC-03377-54	2355177070	6214 Bayshore Dr, Los Angeles, CA, 90007	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-418189	CLM	Margaret Bishop	1958-08-09	UHC-17308-48	8076132892	153 Main St, Mesa, AZ, 85235	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-408259	CLM	Hicks Pamela	1951-06-04	UHC-52905-09	5164572256	5492 Highland Ave, Seattle, WA, 98198	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406000	CLM	Wayne Santos	1967-08-04	UHC-74830-37	6799132206	9077 Lake View Rd, Nashville, TN, 37234	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+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-412644	CLM	Brandon Castro	2002-10-08	UHC-61691-89	—	7839 Pine Dr, Jacksonville, FL, 32285	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404819	CLM	Karen H Li	1986-05-02	—	9566347382	2551 Jefferson Ave, Jacksonville, FL, 32257	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425310	CLM	Arthur Carter	1953-09-20	—	—	7582 Washington St, Chandler, AZ, 85272	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422990	CLM	Joe Kennedy	1960-08-10	—	—	9326 Spring St, Denver, CO, 80262	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+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-418438	CLM	Wayne Z Mills	1997-11-07	UHC-99004-23	9037062779	5085 Lincoln Way, Charlotte, NC, 28222	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-400931	CLM	Carolyn Lewis	1996-08-27	UHC-83255-14	—	5024 Spring St, Charlotte, NC, 28254	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+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-425266	CLM	Alan X Wheeler	1941-03-09	—	2066442524	2513 Bayshore Dr Apt 1, Las Vegas, NV, 89167	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426205	CLM	Sanchez Matthew	1973-07-15	UHC-08593-53	6234514211	5256 Palm Dr, Scottsdale, AZ, 85242	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425036	CLM	Brittany Alvarado	1991-09-17	—	5975826766	7794 Baseline Rd, Phoenix, AZ, 85044	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415706	CLM	Amy Bell	—	—	—	588 Church St, Plano, TX, 75054	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-406061	CLM	Sara Burton	1938-03-28	UHC-95297-67	5299768788	2589 Canyon Rd Apt 22, Atlanta, GA, 30328	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more

16,411 rows, page 124 of 329Previous Next