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-408367	CLM	Aisha Austin	—	—	—	871 Mesa Dr, San Diego, CA, 92192	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-420627	CLM	Aisha P Nichols	1996-07-14	—	3228354209	9422 Baseline Rd, Orlando, FL	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-413858	CLM	Justin Montgomery	1981-06-01	—	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
CLM-431381	CLM	Carolyn Payne	1978-06-09	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417209	CLM	Maria Ryan	1965-03-01	UHC-53814-07	—	8437 Lake View Rd, Atlanta, GA, 30370	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-418659	CLM	Sam Grhaam	1999-05-06	UHC-97254-51	—	2511 Valley View Dr, Phoenix, AZ, 85045	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-430721	CLM	Debra C Ray	1971-07-20	UHC-70265-45	—	7367 Church St, Nashville, TN, 37224	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-424852	CLM	Theresa A Padilla	1944-10-27	UHC-76628-92	—	5793 Hillcrest Rd, Columbus, OH, 43210	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-419232	CLM	Christina Morgan	2007-03-17	UHC-99715-06	—	5927 Cedar Ln, Phoenix, AZ, 85021	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-419233	CLM	Christina Morgan	2007-03-17	UHC-99715-06	—	5927 Cedar Ln, Phoenix, AZ, 85021	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-410366	CLM	Edward Peterson	1969-01-12	—	9752701716	4454 Harbor Blvd, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401685	CLM	Bryan Walsh	1980-07-19	UHC-16393-73	—	5966 Central Ave, Phoenix, AZ, 85035	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426338	CLM	Roy Campbell	1964-04-11	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416330	CLM	Arthur Wagner	1954-06-18	—	—	6277 Spring St, Tempe, AZ, 85224	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425013	CLM	Brandon Clark	1990-07-05	UHC-04040-15	—	2821 Apache Blvd, Plano, TX, 75002	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427893	CLM	Yuki Stephens	1941-11-27	UHC-35271-91	—	1860 Cedar Ln, Gilbert, AZ, 85237	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401174	CLM	Carl Cole	1943-08-19	UHC-70721-52	—	2452 Oak St, Columbus, OH, 43216	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416098	CLM	Jeremy Z Aguilar	1979-11-21	—	9342961966	7625 Palm Dr, Jacksonville, FL	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-417433	CLM	Vitoria Hamilton	1974-09-06	—	—	1611 Spring St, Las Vegas, NV, 89162	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-404964	CLM	Debra W Moore	1957-05-26	UHC-81059-05	—	3078 Jefferson Ave, Plano, TX, 75046	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-407032	CLM	Joyce Y Santos	1955-10-19	—	8255946871	6973 Mesa Dr, Denver, CO, 80237	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-430355	CLM	Emiy A Howard	1966-06-04	UHC-32460-21	—	—	0.80	Name re-cased Phone missing area code Member ID reformatted Placeholder values cleared
CLM-407974	CLM	Danielle Reynolds	—	UHC-46263-10	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-411846	CLM	Bevery O Sanchez	1952-02-05	UHC-57625-59	—	8609 Forest Ave # 357, Chandler, AZ, 85295	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-402380	CLM	Alan Garza	1955-01-28	UHC-67562-83	4739159766	8771 Canyon Rd, Phoenix, AZ, 85074	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-409170	CLM	Sophia Patterson	1968-12-23	—	2327194960	6635 Church St, Jacksonville, FL, 32284	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-422700	CLM	Priya J Price	1991-09-09	UHC-86266-54	—	7229 Harbor Blvd, Dallas, TX, 75289	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-422995	CLM	Patricia Marshall	1981-06-08	UHC-92316-19	6124428236	7133 Cedar Ln, Houston, TX, 77072	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-408741	CLM	Alice Tran	2006-04-18	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402165	CLM	Bobby Howell	1958-12-16	UHC-79796-62	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-420765	CLM	Joyce Carter	2006-11-01	—	—	8256 Broadway # 994, Houston, TX, 77067	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421725	CLM	Megan Morrison	1976-06-17	UHC-18860-99	—	3223 Meadow Ln # 974, Austin, TX, 78721	0.80	Name re-cased Member ID reformatted Unit split from street Placeholder values cleared
CLM-403296	CLM	Billy Robinson	1984-10-12	—	—	8106 Main St, Tucson, AZ, 85787	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-413206	CLM	Daneille Peterson	1989-06-24	—	4604764356	5530 Harbor Blvd, San Antonio, TX, 78236	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-404579	CLM	Amber White	1962-10-21	—	8209117647	2131 Sunset Blvd, Miami, FL, 33105	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-412938	CLM	Emma Dunn	1942-06-10	—	—	9660 Meadow Ln Apt 33, San Diego, CA, 92122	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-429068	CLM	Anna K Olson	1972-07-28	UHC-31941-66	7792145912	2706 Lincoln Way, Denver, CO, 80220	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410863	CLM	Susan Turner	1978-10-05	UHC-41608-99	2694856509	8534 Main St, Scottsdale, AZ, 85209	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-404786	CLM	Thomas D Matthews	1986-10-08	UHC-26458-46	—	5233 Camelback Rd Apt 24, Nashville, TN, 37299	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-428550	CLM	Shirley J Ortega	1987-10-14	UHC-70852-06	8597371183	1843 Ocean Ave, Los Angeles, CA, 90091	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-429174	CLM	Kayla X Harrison	1980-10-19	—	—	3922 Desert Sky Blvd, Los Angeles, CA, 90073	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-408903	CLM	Marcus Snyder	1958-10-04	—	—	7609 Central Ave, Tampa, FL, 33672	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-403319	CLM	Donald W Cole	1957-02-18	UHC-55288-55	—	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-419179	CLM	Gerald Bnks	1998-10-17	—	—	1424 Desert Sky Blvd, Mesa, AZ, 85258	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401791	CLM	Walter Harris	1955-10-03	—	4837588665	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-411358	CLM	Rebecca J Armstrong	1938-03-22	UHC-19886-09	3043019958	5018 River Rd, Jacksonville, FL, 32262	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-418135	CLM	Teresa R Parker	1970-03-07	UHC-27839-97	—	4695 Ocean Ave, Gilbert, AZ, 85235	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
CLM-403078	CLM	Roy Howell	—	UHC-50013-23	—	8604 Lake View Rd, San Diego, CA, 92194	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-432564	CLM	Charlotte Lynch	1978-11-05	—	—	9516 Cedar Ln, Las Vegas, NV, 89120	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-424619	CLM	Theresa Wagner	1949-12-07	UHC-14843-25	—	3153 Lake View Rd, Tucson, AZ, 85785	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed

13,120 rows, page 159 of 263Previous Next