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-425051	CLM	Charles N Ortiz	1938-04-02	—	9519246952	6243 Hillcrest Rd, Glendale, AZ, 85395	0.20	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Phone reformatted+6 more
CLM-428349	CLM	Frances Berry	1968-02-08	—	2047033326	384 Highland Ave # 681, Minneapolis, MN, 55406	0.20	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+6 more
CLM-407362	CLM	Gary Sims	1950-04-10	—	8036631340	7461 Maple Ave Apt 5, Tampa, FL, 33676	0.20	Name re-cased Phone reformatted SSN last four extracted Unit split from street+6 more
CLM-426274	CLM	Stephen Morrison	—	UHC-09325-93	6654978473	141 Indian School Rd, Las Vegas, NV	0.20	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
CLM-403990	CLM	Andrea Alvarado	2001-04-04	UHC-47319-34	8396574728	5259 Pine Dr, Mesa, AZ	0.20	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-400390	CLM	Abiagil Olson	—	UHC-39205-83	8578754323	2663 Forest Ave Apt 37, Jacksonville, FL, 32270	0.20	Name re-cased Date of birth missing Phone reformatted Unit split from street+6 more
CLM-411453	CLM	Ethan Vasquez	1973-06-11	—	3345595001	9113 Washington St # 595, Las Vegas, NV, 89122	0.22	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-403902	CLM	Susan Y Ray	1945-09-20	UHC-29128-75	7508211015	3121 Meadow Ln, Mesa, AZ, 85205	0.22	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-405849	CLM	Willie Y Coleman	—	UHC-87140-40	3299363193	1964 Lake View Rd, Scottsdale, AZ, 85261	0.22	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-419620	CLM	Debra Ray	1970-06-16	UHC-95973-52	7129549165	9349 Meadow Ln # 709, San Diego, CA, 92106	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-405946	CLM	Harold Carr	—	UHC-73917-09	2926201081	7475 Pine Dr, Denver, CO, 80247	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-425440	CLM	Donald Y Lane	1974-01-25	—	9223675811	4221 Cedar Ln # 242, Denver, CO, 80291	0.22	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-404976	CLM	Jack Marshall	—	UHC-15423-91	4302696871	4285 Main St, Mesa, AZ	0.22	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-405762	CLM	Peter Mendoza	—	UHC-10519-63	7336488244	4978 Valley View Dr Apt 11, Austin, TX, 78766	0.22	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
CLM-408078	CLM	Melissa Gardner	—	UHC-81275-40	6383769295	778 Apache Blvd Apt 17, Austin, TX	0.24	Date of birth missing Phone reformatted SSN last four extracted Unit split from street+4 more
CLM-403089	CLM	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-411356	CLM	Mary Fields	1941-09-09	UHC-14826-97	8967475152	6672 Elm St Apt 1, Denver, CO, 80238	0.26	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422449	CLM	Jerry Morrison	2001-04-26	UHC-26911-50	5767986753	4585 Ridge Rd, Sacramento, CA	0.30	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
CLM-408727	CLM	Sean Watson	1977-07-12	UHC-13516-97	7157317625	2932 Mesa Dr, Orlando, FL, 32846	0.30	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+7 more
CLM-413538	CLM	Walter Howard	1989-11-06	UHC-62014-90	4646130211	9868 Cedar Ln Apt 6, Dallas, TX, 75216	0.30	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
CLM-416822	CLM	Nancy Hnsen	1975-08-24	—	5874052485	8671 Harbor Blvd # 965, Charlotte, NC, 28282	0.30	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
CLM-426649	CLM	Fatima James	1959-08-22	UHC-15235-61	8116194760	751 Ridge Rd # 666, Atlanta, GA	0.32	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-430410	CLM	Betty Berry	1990-10-16	UHC-56376-68	4073115295	9242 Desert Sky Blvd Apt 9, Scottsdale, AZ, 85296	0.32	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
CLM-401736	CLM	John Gardner	1994-01-21	—	4755491673	249 Mesa Dr # 559, Houston, TX, 77028	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-428831	CLM	Nicholas King	1992-05-02	UHC-48082-65	2465985861	2780 Oak St, San Antonio, TX, 78231	0.32	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+6 more
CLM-419847	CLM	Amy Gonzales	1969-01-15	—	4382593046	7108 Willow Ct, San Antonio, TX, 78236	0.32	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
CLM-402942	CLM	Ralph Little	1971-04-28	—	3704230420	8807 Jefferson Ave, Plano, TX	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-402364	CLM	Peter L Vazquez	2002-04-11	—	8228597955	8624 Cedar Ln # 159, Tempe, AZ, 85219	0.32	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
CLM-423401	CLM	Carolyn Martin	1986-03-17	UHC-41069-52	4282790462	5919 Church St Apt 11, Plano, TX, 75008	0.32	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
CLM-414218	CLM	Andrew Hickks	1956-02-16	—	9615690860	7761 Apache Blvd # 603, Phoenix, AZ, 85077	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-405092	CLM	Jonathan P Bell	1988-02-22	UHC-75396-89	6559020671	4740 Forest Ave, Sacramento, CA, 95896	0.32	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Phone reformatted+6 more
CLM-404261	CLM	Bevverly Cruz	1984-09-25	UHC-18244-83	5244338683	6302 Harbor Blvd # 691, Seattle, WA, 98189	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-414589	CLM	Laryr Franklin	—	UHC-07734-45	8945055515	8091 Sunset Blvd Apt 17, Atlanta, GA, 30311	0.32	Name re-cased Date of birth missing Phone reformatted Unit split from street+6 more
CLM-420757	CLM	Kenneth Dunan	1946-12-23	—	6668426931	6472 Indian School Rd # 106, Orlando, FL	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-400338	CLM	Ralph Little	1941-02-04	—	8487806162	3843 Elm St # 201, Tucson, AZ, 85760	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
CLM-400233	CLM	Austtin Stone	1949-11-17	UHC-55219-48	4625530574	4169 Jefferson Ave # 603, Chandler, AZ, 85252	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-430427	CLM	—Junk	1968-03-23	—	8895793837	5967 Willow Ct, Eden Prairie, MN, 55329	0.34	Phone reformatted Street suffix standardised Address re-cased City re-cased+5 more
CLM-414853	CLM	Peter Gilbert	1961-12-23	—	3182530104	4458 Canyon Rd, Tucson, AZ	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-403740	CLM	Gerald Cunningham	1983-06-15	—	5392154718	7237 Camelback Rd Apt 4, Nashville, TN, 37295	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-416065	CLM	Ralph Myers	1966-04-05	—	4093983582	3366 Hillcrest Rd Apt 38, Glendale, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-403639	CLM	Dorothy Gonzalez	—	UHC-11908-79	7114479686	2871 Elm St, Tempe, AZ, 85251	0.34	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-427890	CLM	Emily Palmer	1961-07-18	—	4499492838	7132 Forest Ave Apt 21, Nashville, TN, 37224	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-423140	CLM	Virginia C Boyd	2006-01-27	—	2878654580	7938 Harbor Blvd, San Antonio, TX, 78239	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-422779	CLM	Dylan Luna	1956-01-18	UHC-88278-15	5305540651	9845 Camelback Rd Apt 21, Plano, TX, 75073	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-407867	CLM	Angela Park	2004-01-02	UHC-74100-67	4277292616	2773 River Rd, Columbus, OH	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-427935	CLM	Amber Guerrero	1956-05-07	—	7755403052	5676 Jefferson Ave, Phoenix, AZ, 85053	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-413846	CLM	Mei Lee	1978-11-25	—	7928350936	4010 Central Ave, Denver, CO, 80274	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-413343	CLM	Joe R Rose	2000-03-27	UHC-80700-65	2139538087	3430 Hillcrest Rd Apt 29, Los Angeles, CA, 90087	0.34	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+5 more
CLM-414723	CLM	Luis Cruz	1954-04-05	UHC-82624-56	6664583930	1564 Grand Ave # 838, Nashville, TN, 37283	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-417949	CLM	Judy Hart	2006-05-28	UHC-11656-07	8769378652	2376 Meadow Ln, Scottsdale, AZ, 85263	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more

11,960 rows, page 1 of 240Previous Next