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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424643	CLM	Vincent Sullivan	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave, San Antonio, TX, 78246	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423995	CLM	Karn Harrison	1987-01-26	—	8458765434	718 Canyon Rd, Jacksonville, FL, 32207	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405503	CLM	Tony Mason	1959-08-27	UHC-71486-08	5229854900	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-424917	CLM	Jack Padilla	1944-09-12	—	3314481495	2861 Mountain View Dr, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426799	CLM	Scott Le	1960-06-05	—	7588631704	586 Canyon Rd # 235, Gilbert, AZ, 85216	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-411243	CLM	Henry Rodriguez	1959-05-24	UHC-67679-87	6267414210	8981 Bayshore Dr, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-422799	CLM	Terry Duncan	—	UHC-48122-41	4503059619	3045 Highland Ave, Plano, TX, 75088	0.64	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+2 more
CLM-414125	CLM	Matthew Sullivan	1959-03-27	UHC-21478-31	5767014173	1146 Indian School Rd, Glendale, AZ, 85315	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-405247	CLM	Kaith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405246	CLM	Kaith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403308	CLM	Hannah Mendoza	1995-08-01	—	2909254756	7245 Baseline Rd # 382, Chandler, AZ, 85224	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418868	CLM	Barbara Castillo	1940-11-11	UHC-29086-90	7644619224	2447 Mesa Dr, Columbus, OH, 43292	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415840	CLM	Judy Franklin	1940-09-15	UHC-60428-87	4824037730	7597 Sage Ct # 191, Atlanta, GA, 30322	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427053	CLM	Bryaan Castro	1947-12-01	—	6855991484	3934 Central Ave, Dallas, TX, 75200	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420825	CLM	George Foster	1972-01-04	UHC-93150-43	6028437312	1130 Mesa Dr, Orlando, FL, 32826	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428333	CLM	Danielle C Grant	1943-09-06	—	7436538896	9196 Harbor Blvd, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424626	CLM	Diana Martinez	1964-05-19	UHC-43768-55	6254853713	8091 Highland Ave, Houston, TX	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408420	CLM	Zachary Weber	1945-01-21	UHC-61312-95	4636411510	1671 Elm St, Miami, FL, 33142	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426985	CLM	Christine Hunter	—	UHC-88464-16	4334537850	7386 Forest Ave, Jacksonville, FL, 32228	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429758	CLM	Betty Henderson	—	—	7637816917	5407 Willow Ct, Fresno, CA, 93724	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412593	CLM	Jordan Weeler	1976-05-20	—	3746747342	7792 Sage Ct, Dallas, TX, 75247	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430344	CLM	Margaret Fowler	1959-12-03	UHC-04517-23	5435551132	3661 Main St, Austin, TX, 78721	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411536	CLM	Kenneth Santos	1944-04-09	UHC-35521-44	5226564984	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-419486	CLM	Raymond Sullivan	1989-08-22	—	4874231313	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-432339	CLM	Christian Moreno	1939-05-17	—	4474812422	9892 Lake View Rd, Scottsdale, AZ, 85213	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-424981	CLM	Olivia King	1954-02-21	UHC-33741-51	4013725209	6000 Cedar Ln, Scottsdale, AZ, 85281	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422227	CLM	Patrick Ortega	2001-07-02	UHC-45462-68	8212622405	348 Cedar Ln, Atlanta, GA, 30305	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404325	CLM	Brenda Kelley	1939-09-06	UHC-29633-02	2376015830	1801 Park Pl, Dallas, TX, 75207	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415064	CLM	Jackson I Marilyn	1975-03-27	—	5614313140	5334 Hillcrest Rd, Nashville, TN, 37237	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418789	CLM	Bryan Morris	1944-12-09	—	3758720481	2367 Jefferson Ave, Tucson, AZ	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-410391	CLM	Steven Parker	1949-06-25	UHC-34642-01	9399111135	7981 Spring St, Phoenix, AZ, 85070	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418781	CLM	Doris Powell	1996-12-12	UHC-43897-58	3435112823	2154 Main St, Sacramento, CA, 95825	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426691	CLM	Christian I Patel	1995-02-19	UHC-73526-77	2496531835	1065 Maple Ave, Atlanta, GA, 30358	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420328	CLM	Kyle Smith	1984-10-21	—	6009582377	2161 Jefferson Ave, Orlando, FL, 32827	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423492	CLM	Gabriel Bell	1976-12-08	—	4772846941	7713 Market St, Tampa, FL, 33634	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425138	CLM	Logan Davis	1975-12-05	UHC-19058-33	9412123448	2947 Palm Dr, Tampa, FL, 33616	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425261	CLM	Amy Fisher	1975-05-19	UHC-32895-69	2398252548	653 Washington St, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403829	CLM	Marquez Mason	1998-12-04	UHC-73096-61	6466029964	3220 Maple Ave, Sacramento, CA, 95843	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423081	CLM	Kenneth Nguyen	1989-12-14	—	8144767892	—	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-431336	CLM	Brian Z Fox	1969-01-20	—	3014308839	4879 Spring St, Glendale, AZ, 85378	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
CLM-420455	CLM	Janet Morales	1992-01-17	—	2562524520	1780 Spring St, Chandler, AZ, 85240	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417693	CLM	Joan X Kelley	1998-02-01	UHC-58059-63	3764787600	8796 Sage Ct, Minneapolis, MN, 55459	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428918	CLM	Donald O Cooper	1989-03-11	—	5756987106	4619 Central Ave, Los Angeles, CA, 90000	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408198	CLM	Kathleen Wagner	1990-12-17	UHC-97845-16	7716306860	9711 Spring St Apt 18, Tampa, FL, 33653	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427204	CLM	William M Hansen	1974-02-21	UHC-24086-77	6437986171	201 River Rd, Jacksonville, FL, 32247	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400708	CLM	Karen T Rojas	1996-05-21	UHC-95344-65	9038384737	6039 Sage Ct, Miami, FL, 33184	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413848	CLM	Evelyn A Coleman	1996-03-11	—	6764871565	—	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-417282	CLM	Mateo I James	2008-01-13	UHC-62158-56	6355004806	4536 Canyon Rd, Orlando, FL, 32863	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423696	CLM	Ronald West	2007-07-24	UHC-21226-69	3499013255	1699 Union St, Minneapolis, MN, 55467	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420914	CLM	Richard Franklin	1939-01-20	UHC-17661-38	2167050954	1935 Grand Ave, San Diego, CA, 92116	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

11,960 rows, page 50 of 240Previous Next