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-405716	CLM	Frances Davsi	2002-03-11	UHC-96294-82	—	6445 Washington St, San Antonio, TX, 78236	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432357	CLM	Jose Banks	1997-11-05	UHC-92182-66	—	5571 Main St, Dallas, TX, 75275	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427524	CLM	Judy Price	1995-04-04	—	7165402635	3123 Palm Dr, Las Vegas, NV, 89147	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413352	CLM	Sarah M Kennedy	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421804	CLM	Natalie Mason	1992-08-24	UHC-07376-13	—	3166 Market St, Las Vegas, NV, 89179	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+3 more
CLM-423932	CLM	Sara I Wallace	1992-04-20	UHC-78913-28	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-414782	CLM	Abigail Schultz	2005-12-14	UHC-61086-64	—	2337 River Rd Apt 27, Chandler, AZ, 85232	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421838	CLM	Zachary Robertson	1963-06-17	—	3365881947	9048 Jefferson Ave, Tucson, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-419124	CLM	Ray Soto	1970-08-18	—	—	9722 Spring St Apt 12, Tucson, AZ	0.50	Unit split from street Street suffix standardised Address re-cased ZIP missing+3 more
CLM-427556	CLM	Kimberly Wuod	1985-10-03	UHC-47559-10	—	6099 Cedar Ln, Tucson, AZ, 85708	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-413867	CLM	—Junk	1986-06-11	UHC-27818-16	9188099494	9669 Mountain View Dr, Scottsdale, AZ	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-419010	CLM	Jack Mills	1971-05-18	UHC-22367-74	—	9097 Pine Dr, Dallas, TX, 75276	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-422554	CLM	Frances Long	1959-08-23	—	—	3267 Park Pl, Tucson, AZ, 85763	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-400164	CLM	Charlotte Wheeler	—	UHC-02876-57	—	8961 Park Pl, Sacramento, CA, 95844	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-420741	CLM	Carl Banks	1980-11-20	UHC-01367-28	—	6504 Mountain View Dr, Minneapolis, MN, 55467	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419611	CLM	Logan Miller	1959-06-03	UHC-02605-09	—	4889 River Rd, Miami, FL, 33161	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-422418	CLM	Christian Little	1980-06-27	UHC-28282-07	—	5811 Church St, Orlando, FL	0.50	Street suffix standardised Address re-cased ZIP missing Email lower-cased+3 more
CLM-406319	CLM	Alexis Wheeler	1957-05-26	UHC-74384-58	3639724297	6355 Highland Ave, Orlando, FL, 32890	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408370	CLM	Mason Maldonado	—	UHC-54625-23	—	1570 Union St, Tampa, FL, 33604	0.50	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+3 more
CLM-402221	CLM	Kim Crawford	1995-10-25	—	—	3927 Ocean Ave Apt 12, Dallas, TX, 75218	0.50	Name re-cased Two-digit birth year Unit split from street City re-cased+3 more
CLM-428303	CLM	Brittany Moore	1952-10-22	—	6772650694	2008 Park Pl Apt 6, Atlanta, GA, 30323	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424201	CLM	Jake Wood	1989-04-24	UHC-23540-39	—	1377 Willow Ct, Scottsdale, AZ, 85204	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-402053	CLM	Nancy Munoz	1947-05-03	—	9489508657	3307 Elm St, Plano, TX, 75094	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401836	CLM	Cynthia Ray	2001-07-12	—	—	846 Highland Ave, San Diego, CA, 92134	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-418556	CLM	Doris McCoy	1962-10-10	UHC-01922-82	3153249759	6408 Union St, Las Vegas, NV, 89146	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431123	CLM	Jacob Allen	1999-06-02	—	6772157641	6532 Ridge Rd, Tampa, FL, 33626	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430941	CLM	Michelle Bowman	1971-10-24	UHC-64949-34	—	7317 Oak St, Tampa, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-414695	CLM	John Sims	1979-06-09	UHC-98485-42	9872394608	7970 Main St, San Diego, CA, 92138	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403918	CLM	Wayne Marshall	—	UHC-10389-42	3399188121	6503 Highland Ave, Los Angeles, CA, 90022	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-407692	CLM	Arthur Espinoza	2003-07-16	—	4533570846	9292 Indian School Rd # 446, Tampa, FL, 33690	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-401992	CLM	Elizabeth Hamilton	1950-12-01	UHC-48977-86	7854742364	4500 Maple Ave, Seattle, WA, 98196	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411061	CLM	Priya P Rivera	1991-01-18	UHC-73259-41	6316768422	7262 Ocean Ave, Orlando, FL, 32880	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-410145	CLM	Thereza M Diaz	1940-08-20	UHC-13273-59	—	1367 Highland Ave # 759, Nashville, TN, 37215	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408630	CLM	Theresa Munoz	1941-06-25	UHC-11208-80	—	5154 Harbor Blvd, Tampa, FL, 33671	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-423064	CLM	Hannah R Santos	1999-07-04	UHC-76256-41	6293963219	6379 Camelback Rd, Eden Prairie, MN, 55382	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429822	CLM	Ethan Munoz	1976-07-13	UHC-06062-99	—	866 Harbor Blvd Apt 28, Tucson, AZ, 85743	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-409540	CLM	Mari Park	1979-04-01	UHC-74024-31	—	1510 Grand Ave, Phoenix, AZ, 85034	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430464	CLM	Emily T Gonzalez	1986-09-26	UHC-10003-89	6078871437	4296 Willow Ct, San Antonio, TX, 78260	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403719	CLM	Jessica Rios	1949-07-04	UHC-96873-05	—	552 Spring St, Charlotte, NC, 28238	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403720	CLM	Jessica Rios	1949-07-04	UHC-96873-05	—	552 Spring St, Charlotte, NC, 28238	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422581	CLM	Helen Sanders	1964-07-24	—	5823422381	5250 Oak St, San Antonio, TX, 78293	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427528	CLM	Aisha Martin	1972-02-24	UHC-24039-32	8456994850	449 Indian School Rd, Fresno, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410655	CLM	Terry Brooks	1939-10-25	UHC-76049-74	6786257456	6223 Cedar Ln # 372, Gilbert, AZ, 85290	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-431101	CLM	Kimbrly Baker	1956-01-26	—	—	8898 Lake View Rd, San Diego, CA, 92119	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-403858	CLM	Mei Rogers	1954-02-16	UHC-86487-52	5149794371	4173 Pine Dr, San Antonio, TX, 78273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415095	CLM	Nathan Burton	1997-10-09	UHC-04380-99	9856764577	3629 Union St # 220, Atlanta, GA, 30308	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421966	CLM	Jeffrey Harrison	—	—	—	6635 Canyon Rd, Las Vegas, NV, 89189	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-408445	CLM	Bobby Jacobs	1942-09-25	UHC-37001-98	2949438631	1545 Jefferson Ave # 934, San Antonio, TX, 78285	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417970	CLM	Frances Y Hanson	—	UHC-45521-79	—	6548 Willow Ct, Phoenix, AZ, 85041	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-415572	CLM	Dennis Dominguez	1966-12-28	UHC-79255-89	—	7029 Union St, San Diego, CA, 92171	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more

18,771 rows, page 18 of 376Previous Next