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-432448	CLM	Christina Cooper	1958-05-08	UHC-08660-19	7949304045	6821 Sage Ct, Miami, FL, 33179	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-422397	CLM	Betty Riley	2003-08-15	—	3167631673	9568 Grand Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403880	CLM	Julie Morgan	1969-02-27	UHC-84290-64	9759652999	7947 Sage Ct, Gilbert, AZ, 85290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416973	CLM	Jose Williamson	1947-04-24	—	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416972	CLM	Jose Williamson	1947-04-24	—	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400611	CLM	Samuel Hoffman	1995-05-28	UHC-48552-81	5705267242	8568 Elm St, Las Vegas, NV, 89159	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428994	CLM	Jack Pena	2004-03-20	—	6559910376	4207 Baseline Rd Apt 23, Phoenix, AZ, 85083	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-404406	CLM	Alice X Morris	1995-06-09	UHC-55977-01	6809602952	9349 Ocean Ave, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421879	CLM	Catherine Peterson	1954-08-10	UHC-33326-02	6258836765	4080 Canyon Rd, Phoenix, AZ, 85057	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424574	CLM	Gary Knight	1974-09-02	—	6469559795	2037 Camelback Rd, Sacramento, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425624	CLM	Mason McDonald	1974-03-23	—	8689519816	2651 Mountain View Dr, Glendale, AZ, 85336	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-430966	CLM	Diana Richards	1941-10-18	UHC-14537-49	4837953026	2214 Camelback Rd, Dallas, TX, 75231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422407	CLM	Jack Garza	1966-10-12	UHC-71666-67	5512424663	363 Bayshore Dr, Las Vegas, NV, 89178	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428197	CLM	Gary Jenkins	1988-12-04	UHC-39155-95	6827150949	9616 Desert Sky Blvd, Los Angeles, CA, 90006	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423314	CLM	Mark Elliott	1981-08-23	UHC-53509-99	2728556363	7325 Harbor Blvd, Minneapolis, MN, 55470	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427680	CLM	Frank Hansen	1998-04-09	UHC-07640-62	9218993113	1390 Mesa Dr, Los Angeles, CA, 90080	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406087	CLM	Brandon Hill	1984-07-26	UHC-22856-42	2154126435	9744 Maple Ave, Scottsdale, AZ, 85223	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430720	CLM	Maria West	1995-08-02	—	2923754112	7111 Forest Ave, Las Vegas, NV, 89125	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-409470	CLM	Emily Burns	1967-05-03	UHC-65846-64	2893396858	3055 Desert Sky Blvd, Charlotte, NC, 28265	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429393	CLM	Amber Bishop	—	UHC-03362-75	2052293003	5736 Sage Ct, Dallas, TX, 75236	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-403556	CLM	Marilyn G Hayes	1971-05-03	UHC-81234-76	7412004925	9800 Grand Ave Apt 30, Charlotte, NC, 28207	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413701	CLM	Vincent Ruiz	1975-11-21	—	2148579912	4505 Indian School Rd, Plano, TX, 75029	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-421928	CLM	Nancy Howard	1994-02-07	—	3806422553	1720 Willow Ct, Las Vegas, NV, 89112	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-402815	CLM	Victoria Weber	1939-05-02	—	9633693451	6370 Mountain View Dr, Mesa, AZ, 85271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404708	CLM	Yuki Espinoza	1950-06-16	UHC-32418-96	2243679502	387 Harbor Blvd, Charlotte, NC, 28206	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404246	CLM	Jon Sullivan	1975-02-24	—	8767559510	7173 Desert Sky Blvd, Denver, CO, 80247	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400748	CLM	Shirley Williamson	1962-04-25	UHC-89515-83	9466380048	4586 Church St, Tampa, FL, 33619	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-418011	CLM	Madison E Walsh	1939-05-02	UHC-80205-20	6828160052	7858 Desert Sky Blvd, Gilbert, AZ, 85218	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-414350	CLM	Wei Castillo	1960-11-18	—	9062439468	2397 Willow Ct, Eden Prairie, MN, 55392	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410287	CLM	Anddrea P Schmidt	2002-05-19	UHC-90377-48	4747923354	5670 Grand Ave, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401127	CLM	Jordan Welch	2001-11-13	UHC-43144-83	2712167241	2704 Maple Ave, Denver, CO	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415267	CLM	Albert Richards	1994-01-03	—	3465088391	3265 Church St, Chandler, AZ, 85246	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425802	CLM	Rob Guerrero	1947-06-24	UHC-60022-45	4619474350	8843 Ocean Ave, Seattle, WA, 98184	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421534	CLM	Kelly Griffin	1977-04-10	—	2832347520	172 Hillcrest Rd, Glendale, AZ, 85334	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421538	CLM	Charles Payne	1954-10-06	UHC-44575-47	2646873784	4594 Ocean Ave Apt 3, Atlanta, GA, 30368	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-424442	CLM	Lawrence Ortiz	1977-03-25	—	3708535280	3355 Highland Ave, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417394	CLM	Aaorn M Flores	—	UHC-86224-78	5563133262	6857 Valley View Dr, Glendale, AZ, 85365	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-419714	CLM	Sean Morgan	2005-10-24	UHC-75819-92	6436372880	2936 Canyon Rd, Las Vegas, NV, 89133	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-400261	CLM	Larry Wilson	1953-11-08	UHC-26116-50	7694205801	9437 Valley View Dr, Denver, CO, 80280	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405390	CLM	Timothy D Rice	1984-10-08	UHC-04382-44	3037588355	3691 Grand Ave, Eden Prairie, MN, 55384	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402982	CLM	Kevin Henderson	1962-05-24	—	5044439757	3850 Ocean Ave, Los Angeles, CA, 90057	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419959	CLM	Doris W Gilbert	1969-12-25	UHC-87880-23	7443170146	5809 Forest Ave, Columbus, OH, 43263	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412772	CLM	Henry U Alexander	1942-11-02	—	8962300334	6897 Indian School Rd, Gilbert, AZ, 85263	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416033	CLM	Marcus J Tukker	2000-11-21	—	6069159266	6343 Palm Dr, Austin, TX, 78799	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428479	CLM	Linda Boyd	1993-03-26	—	9213191642	3073 Highland Ave, Jacksonville, FL, 32282	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409109	CLM	Donald Wlaker	2002-06-26	UHC-23250-48	2969652931	6076 Palm Dr, Tempe, AZ	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-425158	CLM	Victoria Patel	1938-09-08	UHC-56400-53	2186374578	4249 Maple Ave, Orlando, FL, 32819	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406404	CLM	Marcus Munoz	1972-08-23	—	7308965219	1896 Baseline Rd, Orlando, FL, 32888	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405526	CLM	Danielle Walsh	1984-02-04	—	9459986966	9278 River Rd, Columbus, OH, 43250	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405012	CLM	Eugene Romero	1966-01-01	—	7629913511	4701 Oak St # 253, Jacksonville, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more

11,960 rows, page 40 of 240Previous Next