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-420436	CLM	Brenda Adams	1953-06-22	—	5278476230	9136 Desert Sky Blvd, Orlando, FL, 32846	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-429861	CLM	Sara Murphy	1953-07-01	UHC-72812-48	5945430014	8753 Palm Dr, Plano, TX, 75082	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-431391	CLM	Wayne Howard	1957-01-13	UHC-15907-37	2012318041	3649 Ridge Rd, Fresno, CA, 93718	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415515	CLM	Keyth Walker	1996-06-22	—	4463337236	8898 Apache Blvd, Dallas, TX, 75278	0.76	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
CLM-426122	CLM	Rebecca Dunn	1945-09-20	UHC-28867-84	9863831536	3054 Harbor Blvd # 205, Sacramento, CA, 95884	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-418388	CLM	Mary Fuller	1963-10-05	UHC-43878-46	7386799935	6246 Church St, Sacramento, CA, 95834	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408691	CLM	Jacob Y Alvarez	1972-05-12	UHC-93064-17	2189303366	6151 Union St Apt 21, Atlanta, GA, 30358	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-410147	CLM	Evelyn F Campbell	1999-05-21	—	3747667952	8276 Spring St, Orlando, FL, 32860	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400787	CLM	Alice Knight	1958-06-21	UHC-58125-21	4708262531	—	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+2 more
CLM-405954	CLM	Eugene Carlson	1993-08-18	UHC-73643-65	4763169237	7646 Ridge Rd, Phoenix, AZ, 85051	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405597	CLM	Roger Dominguez	1946-05-18	UHC-51931-65	4357984198	668 Forest Ave, Las Vegas, NV, 89193	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431229	CLM	Jeremy S Garrett	1946-10-22	UHC-79001-22	6188790007	1633 Indian School Rd, Gilbert, AZ, 85240	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430930	CLM	Jason Meyer	2002-12-20	UHC-71924-51	3083924589	412 Canyon Rd, Los Angeles, CA, 90053	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410899	CLM	Amanda Ortiz	2003-09-19	UHC-69544-44	—	7344 Baseline Rd, Seattle, WA, 98125	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419063	CLM	Wayne Lopez	1988-09-08	—	4846326261	1771 Canyon Rd, Jacksonville, FL, 32218	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426018	CLM	Albert Larson	1939-03-03	—	—	197 Park Pl, Glendale, AZ, 85399	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414687	CLM	Evelyn Burns	1919-10-17	UHC-64453-70	7284719453	4461 Spring St, Tampa, FL, 33671	0.76	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+2 more
CLM-427178	CLM	Steven D Vargas	2003-11-24	—	—	1102 Bayshore Dr, Minneapolis, MN, 55428	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413773	CLM	Karen Nunez	2004-03-23	UHC-63596-67	6835685275	7675 Oak St, Nashville, TN, 37242	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403434	CLM	Anthony N Salazar	2004-01-25	UHC-22769-73	—	3940 Hillcrest Rd, Plano, TX, 75007	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-431506	CLM	Edward Ryan	1992-04-10	UHC-83967-47	7876292718	5825 Bayshore Dr, Jacksonville, FL, 32253	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413616	CLM	Henry Castillo	2006-10-04	UHC-37470-27	4092756281	1105 Valley View Dr, San Diego, CA, 92134	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-422878	CLM	Gabriel Price	1959-11-11	UHC-79021-88	7559818132	9889 Washington St, Minneapolis, MN, 55445	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403638	CLM	Nicole Wood	2002-05-07	—	5276237566	3460 Sage Ct, San Antonio, TX, 78286	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403286	CLM	Dunna Ray	1983-03-12	UHC-80670-11	6565855854	888 Highland Ave, Atlanta, GA, 30317	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420156	CLM	Theresa Tucker	1972-03-03	—	8127805521	6849 Grand Ave, Glendale, AZ, 85397	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414529	CLM	Bryan Anderson	1956-03-03	—	2096502196	2161 Meadow Ln, Orlando, FL, 32842	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403102	CLM	Brandon Wagner	1960-12-16	UHC-41934-48	2828577953	1788 Highland Ave, Charlotte, NC, 28202	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416682	CLM	Kayla S Muray	1988-09-07	—	9564426103	6435 Palm Dr, Mesa, AZ, 85295	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-428811	CLM	Dylan Lynch	1999-03-16	—	8609209818	5219 Baseline Rd, Orlando, FL, 32866	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417631	CLM	Walter Gray	1982-03-01	—	8963925398	4202 Camelback Rd, Atlanta, GA, 30336	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414717	CLM	Brandon Fernandez	1986-09-06	—	7099875160	4574 Canyon Rd, Seattle, WA	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-413811	CLM	Ryan Johnson	1997-09-28	UHC-89836-17	—	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.76	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-415548	CLM	Emma Perkins	1946-06-15	UHC-34856-35	—	683 Union St, Austin, TX, 78728	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more
CLM-432330	CLM	Rachhel Matthews	1985-04-21	UHC-14779-96	7363774936	8619 Lincoln Way, Los Angeles, CA, 90084	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429979	CLM	David Rogers	1959-11-20	UHC-96860-46	6533380593	9118 Mountain View Dr, Orlando, FL, 32811	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413494	CLM	Richard A Greene	1997-02-19	UHC-86270-14	5553089583	1273 Spring St, Miami, FL, 33191	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400477	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413323	CLM	Eugene Webb	1998-04-24	—	3103051170	6304 Grand Ave, Tampa, FL, 33686	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-411155	CLM	Joyce Pierce	1945-02-01	UHC-17185-78	—	3413 Spring St, Scottsdale, AZ, 85262	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-412743	CLM	Jose P Bryant	1974-02-01	UHC-24385-05	5919765784	7395 Harbor Blvd, San Antonio, TX, 78238	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430853	CLM	Arthur Reid	1952-06-05	—	4499742444	4854 Church St, Miami, FL, 33163	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416945	CLM	Ralph Q Montgomery	1992-12-15	UHC-35654-55	—	4474 Sage Ct, Mesa, AZ, 85254	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-409280	CLM	Gloria Dominguez	1951-06-11	—	3779975546	426 Willow Ct, Glendale, AZ, 85320	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429397	CLM	Allice Lynch	1989-07-03	UHC-35217-75	8942512439	6986 Baseline Rd, Mesa, AZ, 85276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402263	CLM	Sofia F Day	1938-07-28	UHC-43857-58	4638595313	2714 Ocean Ave, Chandler, AZ, 85245	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419244	CLM	Roger Burton	1957-03-22	UHC-99566-78	7014428169	9068 Hillcrest Rd, Scottsdale, AZ, 85243	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-417245	CLM	Alexaner Cruz	1939-10-24	UHC-37791-88	6322530751	3701 Sage Ct, Plano, TX, 75050	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423338	CLM	Camila Foster	1956-01-09	UHC-60110-40	2246822080	6637 Forest Ave, Columbus, OH, 43267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417626	CLM	Omar Sandoval	1988-10-09	UHC-06877-43	9317437233	6551 Grand Ave, San Antonio, TX, 78223	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 151 of 376Previous Next