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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-402027	CLM	Denise Johnston	2008-03-09	UHC-49425-51	—	6538 Palm Dr, Gilbert, AZ, 85210	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-414191	CLM	Amber Ross	1973-10-05	—	4216368675	9468 Pine Dr, Las Vegas, NV, 89178	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-402037	CLM	Thomas Chavez	1959-01-21	UHC-08205-93	6396910334	6626 Market St # 710, Miami, FL, 33199	0.62	Name re-cased Date of birth reformatted Unit split from street 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-414282	CLM	Rebecca Carpenter	1995-11-21	UHC-36683-87	—	5423 Camelback Rd, Tampa, FL, 33655	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-428996	CLM	Justin Rice	1948-06-02	UHC-64295-91	—	2262 Union St, Jacksonville, FL, 32254	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-414044	CLM	Stephen L Lawson	1974-09-03	UHC-40167-97	8942114802	5405 Valley View Dr # 813, Denver, CO, 80244	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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-430132	CLM	Zachary W Harvey	1982-02-22	UHC-43673-22	—	7636 Canyon Rd Apt 15, Miami, FL, 33176	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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-400431	CLM	Carroll Bradley	2004-12-02	—	—	1790 Highland Ave, Columbus, OH, 43233	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422848	CLM	Ana Gilert	1979-03-17	UHC-96425-46	—	3101 Ridge Rd, Houston, TX, 77068	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422847	CLM	Ana Gilert	1979-03-17	UHC-96425-46	—	3101 Ridge Rd, Houston, TX, 77068	0.62	Name re-cased Member ID reformatted Street suffix standardised Address 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-405245	CLM	Keith Hernandez	1998-11-21	UHC-09533-29	—	1394 Apache Blvd, Scottsdale, AZ, 85239	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+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-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-402097	CLM	Brittany R Taylor	1982-05-25	UHC-75127-09	—	6710 Valley View Dr, Mesa, AZ, 85299	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412531	CLM	Karen E Wagner	1995-02-07	—	—	3199 Market St, Nashville, TN, 37213	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-431418	CLM	Joan Elliott	1983-05-03	—	—	8888 Central Ave Apt 27, Miami, FL, 33158	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-431419	CLM	Joan Elliott	1983-05-03	—	—	8888 Central Ave Apt 27, Miami, FL, 33158	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-401705	CLM	Sean Nunez	1997-10-03	UHC-98948-59	—	4431 Forest Ave # 376, Fresno, CA, 93704	0.62	Name re-cased Date of birth reformatted Unit split from street 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-432532	CLM	Donald Wallace	1966-05-22	UHC-15888-67	—	3382 Main St, Austin, TX, 78763	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-402436	CLM	Denise Perkins	1971-11-25	UHC-55403-36	—	5125 Oak St, Glendale, AZ, 85309	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412622	CLM	Vincent George	1996-04-01	UHC-05005-65	—	1886 Market St, Miami, FL, 33147	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400738	CLM	Shirley Bell	1971-11-04	—	7685891733	8891 Washington St, Houston, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-416198	CLM	Justin Jenkins	1957-12-15	UHC-35967-43	—	9632 Palm Dr, Scottsdale, AZ, 85250	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425894	CLM	Samantha Murphy	1977-09-03	—	—	2756 Hillcrest Rd, Las Vegas, NV, 89195	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-427170	CLM	Bryan Black	1940-01-26	—	—	985 Apache Blvd, Minneapolis, MN, 55412	0.62	Name split from “Last, First”Date of birth 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-404174	CLM	Steevn Little	1956-12-22	UHC-14266-65	—	5404 Market St, Houston, TX, 77069	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-406096	CLM	Alan Tran	1970-06-06	UHC-55420-11	—	7475 Valley View Dr Apt 21, Nashville, TN, 37292	0.62	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403016	CLM	Nancy Vazquez	1967-08-27	UHC-61543-39	—	1015 Meadow Ln, Seattle, WA, 98115	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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

30,862 rows, page 87 of 618Previous Next