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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407863	CLM	Peter Mills	2005-05-05	UHC-45739-09	2317071599	351 Central Ave, Sacramento, CA, 95881	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403312	CLM	Justin I Palmer	1950-09-24	UHC-44225-20	—	7502 Pine Dr, Phoenix, AZ, 85043	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411564	CLM	Thomas Dean	1982-06-08	UHC-65674-50	9642354029	8694 Ocean Ave, Miami, FL, 33163	0.76	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+2 more
CLM-411310	CLM	Sophia Perkins	1993-03-16	UHC-83559-61	4344304324	8994 Harbor Blvd, Las Vegas, NV, 89156	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423305	CLM	Richard Boyd	1960-01-03	UHC-17428-14	2893718455	3990 Oak St, Tucson, AZ, 85789	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432487	CLM	Wallsh Steven	1954-03-24	UHC-25671-25	3194541281	5645 Meadow Ln, San Antonio, TX, 78209	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-425684	CLM	Scott B Moreno	1943-03-17	—	9416264149	2645 Park Pl, Sacramento, CA, 95841	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400599	CLM	Kayla I McDonald	2002-09-02	—	—	256 Jefferson Ave, Las Vegas, NV, 89134	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430274	CLM	Sofia McCoy	1945-07-01	—	—	2722 Willow Ct, Scottsdale, AZ, 85289	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430567	CLM	Diane L Fisher	1984-02-16	—	2767398459	4157 Church St, Columbus, OH, 43285	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-430568	CLM	Diane L Fisher	1984-02-16	—	2767398459	4157 Church St, Columbus, OH, 43285	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-430639	CLM	Beverly Davis	1975-07-12	—	—	3508 Grand Ave, Dallas, TX, 75295	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409197	CLM	Jeffrey Fernandez	1988-07-18	UHC-18727-96	8349720797	5524 Willow Ct, Jacksonville, FL, 32230	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409851	CLM	Denise Stephens	1995-08-16	—	9146849485	2140 Baseline Rd, Tucson, AZ, 85752	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415630	CLM	Susan Padilla	1952-06-25	UHC-75504-64	4042161177	7190 Sunset Blvd, Glendale, AZ, 85397	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411957	CLM	Henry Alvarez	1956-09-16	UHC-27814-80	9042388403	2832 Meadow Ln, Tampa, FL, 33643	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401548	CLM	Nicole Maldonado	1960-07-08	UHC-16949-67	—	88 Meadow Ln, Tucson, AZ, 85788	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410946	CLM	Beth Epinoza	1945-07-01	UHC-70832-05	8217601825	3005 Desert Sky Blvd, Glendale, AZ, 85373	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400857	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-400856	CLM	Victoria Z Hunt	1978-03-28	UHC-04238-66	9147117852	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-427435	CLM	Joan G Carroll	1970-09-19	UHC-43377-63	5684337114	6474 Indian School Rd, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-408831	CLM	Gregory Parker	1961-05-05	UHC-82884-11	—	2142 Mountain View Dr, Glendale, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-414755	CLM	Sandra S Simmons	1967-02-27	—	5082291918	469 Elm St, Seattle, WA, 98181	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411312	CLM	Judy Rivera	1960-05-09	—	8376418707	6789 Main St, Charlotte, NC, 28209	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428954	CLM	Susan T Richardson	1946-05-15	UHC-99604-61	—	1926 Pine Dr, Tampa, FL, 33604	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417980	CLM	Scott Scott	1943-01-14	—	3095821368	3841 Central Ave, Phoenix, AZ, 85040	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414099	CLM	Chris Evans	1960-05-09	UHC-90954-06	—	6340 Cedar Ln, San Diego, CA, 92107	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403372	CLM	Brandon Burke	1978-12-18	UHC-96135-51	2189824790	7916 Meadow Ln, Gilbert, AZ, 85271	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419485	CLM	Gerald Guerrero	1960-07-06	—	8975114249	9677 Sunset Blvd, Las Vegas, NV, 89135	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414303	CLM	Kathleen Knight	1981-08-22	—	—	3149 Park Pl, Dallas, TX, 75204	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418481	CLM	Shirley V Thompson	1953-08-09	UHC-90994-28	—	9564 Washington St, Columbus, OH, 43265	0.76	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-432623	CLM	Elizabeth Santos	1954-09-06	UHC-22491-86	—	596 Elm St, Scottsdale, AZ, 85222	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423618	CLM	Harvey Austin	1988-02-02	UHC-73934-26	6203014517	8260 Main St, Denver, CO, 80245	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432157	CLM	Michael Weber	1950-12-27	—	—	2445 Baseline Rd, Tucson, AZ, 85705	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-424243	CLM	Lawrence Z Richards	1941-01-24	UHC-83053-66	8354589328	6650 Main St, Glendale, AZ, 85314	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-406368	CLM	Carls Austin	1990-08-02	—	7497621933	7112 Mesa Dr, Phoenix, AZ, 85026	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406375	CLM	Arjun Contreras	1953-10-11	—	4613548235	7886 Willow Ct, Fresno, CA, 93758	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-404723	CLM	Arthru Howell	1970-08-15	—	—	5457 Meadow Ln, Los Angeles, CA, 90003	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-419561	CLM	Wayne Harper	1964-10-28	UHC-30787-33	—	3822 Church St, Tampa, FL, 33679	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426674	CLM	Carlos Stewart	1988-03-11	—	—	1899 Desert Sky Blvd Apt 17, San Antonio, TX, 78247	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
CLM-418363	CLM	Lawrence George	1996-12-12	UHC-17614-13	5134305184	6604 Indian School Rd, Fresno, CA, 93721	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426787	CLM	Lsia G Evans	1981-09-07	UHC-89181-42	5939544189	214 Elm St, Denver, CO, 80286	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428165	CLM	Dylan U Kig	1938-09-20	—	4276498907	2534 Market St, Columbus, OH, 43275	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411905	CLM	Jean Parker	1969-10-17	UHC-94740-71	7234586722	1308 Church St, Mesa, AZ, 85274	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411960	CLM	Pamela Ortega	1956-08-27	—	—	871 Baseline Rd, Seattle, WA, 98157	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401202	CLM	Maria Simpson	1939-09-04	—	4315755528	9735 Canyon Rd, Charlotte, NC, 28269	0.76	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
CLM-416755	CLM	Mark Y Sandoval	2006-03-22	UHC-24042-47	9629371862	6181 Mountain View Dr, Houston, TX, 77048	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406385	CLM	Ralph Gutierrez	1950-11-24	UHC-07884-13	3114397602	1974 Meadow Ln, Las Vegas, NV, 89113	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414174	CLM	Henry Foster	1990-02-24	—	2919267600	4824 Mountain View Dr, Dallas, TX, 75285	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422585	CLM	Heather Brown	1970-10-02	UHC-40975-16	—	2111 Baseline Rd, Minneapolis, MN, 55466	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more

18,771 rows, page 164 of 376Previous Next