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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416576	CLM	Omar Castro	1938-12-18	UHC-52606-73	—	6204 Forest Ave, Gilbert, AZ, 85286	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412067	CLM	Rth Dunn	2002-12-22	—	2749477649	1310 Apache Blvd, Tampa, FL, 33623	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406718	CLM	Katherine Contreras	2008-08-11	UHC-56653-97	4277970103	5484 Mountain View Dr, San Diego, CA, 92100	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409636	CLM	Debra W Campbell	1941-04-21	UHC-20616-86	2323883425	2817 Ridge Rd, Las Vegas, NV, 89175	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409637	CLM	Debra W Campbell	1941-04-21	UHC-20616-86	2323883425	2817 Ridge Rd, Las Vegas, NV, 89175	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406063	CLM	Sara Burton	1938-03-28	UHC-95297-67	—	2589 Canyon Rd, Atlanta, GA, 30328	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406062	CLM	Sara Burton	1938-03-28	UHC-95297-67	—	2589 Canyon Rd, Atlanta, GA, 30328	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410494	CLM	Kathleen Berry	1952-08-18	UHC-82564-45	2624806532	5038 River Rd, Phoenix, AZ, 85046	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-411419	CLM	Carol Ellis	1954-09-16	UHC-90522-90	—	3810 Mountain View Dr, Dallas, TX, 75240	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400077	CLM	Helen Reed	1981-06-15	—	3117283708	3587 Desert Sky Blvd, Mesa, AZ, 85273	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-424463	CLM	Ana P Burns	2008-04-14	UHC-01372-41	9044077794	5119 Willow Ct, Dallas, TX, 75272	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-406132	CLM	Kyle Ward	1996-05-14	—	—	131 Canyon Rd, Columbus, OH, 43227	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404684	CLM	Meissa Sims	1938-07-23	UHC-12676-11	4869135113	7919 Apache Blvd, Fresno, CA, 93712	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401392	CLM	Thomas L Hanson	1961-12-03	UHC-43892-40	—	226 Elm St, Dallas, TX, 75212	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425296	CLM	Ralph Green	1994-02-21	UHC-95379-38	—	831 Ridge Rd, Mesa, AZ, 85260	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405353	CLM	Santiago A Gardner	1988-07-05	UHC-96725-82	6222516731	628 Oak St, San Antonio, TX, 78217	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411674	CLM	Guzman Grace	1982-12-19	—	7566431855	3690 Central Ave, San Diego, CA, 92192	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422405	CLM	Mei I Nunez	1994-04-25	—	2102499405	1620 Jefferson Ave, Glendale, AZ, 85321	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407000	CLM	Megan P Williams	1939-04-10	—	—	8738 Washington St, Phoenix, AZ, 85049	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420091	CLM	David Peterson	1982-03-16	UHC-64170-21	3687919880	6452 Highland Ave, Eden Prairie, MN, 55363	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-424625	CLM	Diana Mertinez	1964-05-19	—	6254853713	8091 Highland Ave, Houston, TX, 77018	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408413	CLM	Anthony Turner	1979-02-18	UHC-98830-46	—	7536 Ocean Ave, Houston, TX, 77098	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-423508	CLM	Taylor Tyler	1957-10-27	UHC-30471-03	—	4037 Indian School Rd, Las Vegas, NV, 89163	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424346	CLM	Camila Harvey	1982-04-12	UHC-55326-27	9896133611	1247 Mesa Dr, Eden Prairie, MN, 55399	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415714	CLM	Lori Ruiz	1964-07-08	UHC-65278-08	—	8718 Maple Ave, Las Vegas, NV, 89114	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-414545	CLM	Joe Vargas	1938-09-05	UHC-54724-10	6732096347	1455 Willow Ct, Minneapolis, MN, 55426	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405107	CLM	Mary Miller	1961-10-25	—	4732937664	870 Market St, Orlando, FL, 32832	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403064	CLM	Juan Washington	1959-11-14	UHC-91717-92	3765476480	2948 Highland Ave, Chandler, AZ, 85282	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-420651	CLM	Christopher Russell	1958-05-19	—	—	1159 Willow Ct, Houston, TX, 77005	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431135	CLM	Ahmed Castro	1947-09-25	—	—	7417 Park Pl, Tucson, AZ, 85763	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424928	CLM	Diane George	1953-11-21	—	—	900 River Rd, Scottsdale, AZ, 85239	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421064	CLM	Sara Powell	2005-02-03	UHC-53835-44	—	4148 Ocean Ave, Houston, TX, 77044	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-416723	CLM	Joyce N Cole	1985-05-25	UHC-80112-12	—	2045 Oak St, Fresno, CA, 93728	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418598	CLM	Henyr Daniels	1945-03-11	—	5764216657	2317 Church St, Los Angeles, CA, 90076	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428277	CLM	Beverly Ross	1960-07-26	UHC-10564-44	3396899358	8373 Hillcrest Rd, Eden Prairie, MN, 55370	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432458	CLM	Katherine Ross	1957-08-01	UHC-97525-84	4594426849	942 Spring St, Mesa, AZ, 85244	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422855	CLM	Timothy Butler	2006-02-24	—	3862237626	4267 Church St, Seattle, WA, 98157	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403393	CLM	Henry Hunter	1944-09-06	—	—	8415 Canyon Rd, Tampa, FL, 33682	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429426	CLM	Gregory Roberts	1939-06-13	—	8754575584	2851 Meadow Ln, Jacksonville, FL, 32289	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403673	CLM	Carl C Hill	1994-10-06	—	7799725256	2200 Bayshore Dr, Phoenix, AZ, 85010	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425497	CLM	Stephen Cox	1959-07-01	UHC-59464-99	—	2758 Mountain View Dr, Gilbert, AZ, 85227	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405736	CLM	Chris Austin	1944-12-09	UHC-46437-23	—	8029 Highland Ave, Austin, TX, 78715	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413263	CLM	Sandra George	1951-06-04	—	9056462311	4220 Willow Ct, Sacramento, CA, 95828	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410532	CLM	Frank Stephens	1983-04-08	UHC-78691-82	—	8890 Lincoln Way, Chandler, AZ, 85223	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407044	CLM	Wayne Herrera	2001-11-26	UHC-59812-10	—	2047 Central Ave, Gilbert, AZ, 85232	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417698	CLM	Pamela Lawson	1959-12-18	—	9375730894	8428 River Rd, Houston, TX, 77057	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408387	CLM	Sara Greene	1987-04-04	UHC-84724-26	2129192051	3971 Lincoln Way, Minneapolis, MN, 55405	0.76	Date of birth reformatted Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-405670	CLM	Diego E Johnston	1956-02-16	—	5688303800	4385 Highland Ave, Sacramento, CA, 95852	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416852	CLM	John Contreras	1945-12-13	UHC-24452-67	4568026616	3814 Union St, Tucson, AZ, 85718	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415637	CLM	Dylan Hudson	2005-07-01	—	4528069089	3085 Camelback Rd, Fresno, CA, 93777	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

5,235 rows, page 58 of 105Previous Next