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-404868	CLM	Jesse Berry	1963-05-21	UHC-34766-81	7964200802	823 Harbor Blvd, Eden Prairie, MN, 55337	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413627	CLM	Tyler Medina	1990-10-01	—	2347890945	3212 Grand Ave, Mesa, AZ, 85282	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412239	CLM	Julie I Lewis	1963-03-22	—	—	7632 Church St, Seattle, WA, 98167	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-421964	CLM	Philip P Nunez	1946-04-18	UHC-24443-17	9748198631	2567 Main St, Tampa, FL, 33618	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422307	CLM	Noah Woods	1969-10-02	UHC-66705-23	—	3225 Church St, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-411693	CLM	Santiago X Thompson	1966-09-08	UHC-18101-93	—	3178 Canyon Rd, Eden Prairie, MN, 55339	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402867	CLM	Ann J Alexander	1950-08-21	—	5913132629	5026 Harbor Blvd, Chandler, AZ, 85211	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415011	CLM	Walter Soto	1956-03-07	UHC-24718-51	9048148344	2060 Elm St, Phoenix, AZ, 85058	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413514	CLM	Brian Meyrs	1996-02-11	—	2775774358	9050 Mesa Dr, Tempe, AZ, 85221	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403338	CLM	Elizabeth Robinson	1970-03-06	—	5446835038	1232 Pine Dr, Sacramento, CA, 95871	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401759	CLM	Katherine Russell	1954-11-01	—	—	2576 Hillcrest Rd, Houston, TX, 77017	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404086	CLM	Jonathan Reed	1952-09-24	UHC-35512-91	9467384338	6034 Jefferson Ave, Tucson, AZ, 85714	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411561	CLM	Hannah Andrews	1987-09-21	—	—	9390 Palm Dr, Sacramento, CA, 95887	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421793	CLM	Isabella P Santos	1985-12-02	UHC-21801-43	8149226535	7088 Market St, Tempe, AZ, 85211	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420612	CLM	Mary Chapman	2005-11-23	UHC-61852-53	2854630759	1445 Forest Ave, Denver, CO, 80298	0.76	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-401012	CLM	Henry Gray	1950-12-21	UHC-82608-67	—	119 Park Pl, Gilbert, AZ, 85282	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421279	CLM	Susan X Hill	1945-07-03	UHC-93575-40	—	6608 Harbor Blvd, San Diego, CA, 92195	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429315	CLM	Emma Mreno	1950-10-08	UHC-47721-25	2142628613	2082 Jefferson Ave, Denver, CO, 80227	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404033	CLM	Kyle Simpson	2007-04-15	—	7722251125	621 Palm Dr, Plano, TX, 75092	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-414377	CLM	Luis O Gonzales	1982-04-25	—	—	3613 Palm Dr, Eden Prairie, MN, 55376	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-406975	CLM	Danielle Knight	1957-08-19	UHC-50456-28	8993695753	2153 Camelback Rd, Dallas, TX, 75228	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412635	CLM	Mateo Estraada	1981-01-25	UHC-56622-34	9019565774	3838 Mountain View Dr, Glendale, AZ, 85344	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406947	CLM	Vincent Torres	1943-05-28	UHC-83147-93	—	867 Spring St, Minneapolis, MN, 55437	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405771	CLM	Keelly Wong	2007-06-01	UHC-18814-73	—	7943 Pine Dr, Dallas, TX, 75262	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424336	CLM	Jacqueline Gomez	1938-04-04	UHC-28088-09	2424514603	3491 Sage Ct, Austin, TX, 78758	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412735	CLM	Jeffrey Carlson	1998-09-21	UHC-10902-45	—	6708 Market St, Fresno, CA, 93724	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425623	CLM	Edward Alvarado	1960-06-18	UHC-97144-40	7812128820	6451 Sage Ct, San Antonio, TX, 78244	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413180	CLM	Roger Gibzon	1942-12-06	—	5246605111	2278 Canyon Rd, San Diego, CA, 92154	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420770	CLM	Jonathan Marquuez	1953-08-07	UHC-57626-40	—	9006 Willow Ct, Phoenix, AZ, 85048	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429682	CLM	Don Carr	2006-07-24	UHC-61234-06	9764869671	3247 Valley View Dr, Atlanta, GA, 30313	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426680	CLM	Judith Larson	1952-10-27	UHC-46251-99	—	6318 Sunset Blvd, Columbus, OH, 43237	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418681	CLM	Kayla D Hudson	1960-02-21	UHC-58397-65	4915516717	3581 Ocean Ave, Sacramento, CA, 95864	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-415805	CLM	Mary Q Miller	1975-10-10	UHC-94480-70	6649080750	3851 Cedar Ln, Houston, TX, 77027	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-409846	CLM	Amy Kennedy	1947-06-19	UHC-82897-98	6655382478	2061 Canyon Rd, Atlanta, GA, 30382	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410497	CLM	Alexiis Hunter	1944-06-08	UHC-40933-61	—	8843 Jefferson Ave, Seattle, WA, 98169	0.76	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-414016	CLM	Frances King	1988-05-04	UHC-31602-81	5065820088	6888 Forest Ave, Tempe, AZ, 85254	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413341	CLM	Samantha Fowler	1956-09-06	—	—	2054 Valley View Dr, San Diego, CA, 92167	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409768	CLM	Elijah Clark	2002-10-25	—	—	7887 Market St, Gilbert, AZ, 85208	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401803	CLM	Kayla Lee	1993-05-21	—	5685815351	5402 Lincoln Way, Charlotte, NC, 28242	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421818	CLM	Larry C Morales	1941-06-09	—	—	3047 Main St, Nashville, TN, 37222	0.76	Name re-cased Date of birth reformatted Phone missing area code Plan code upper-cased+2 more
CLM-406724	CLM	Kenneth R Hunter	1970-02-17	—	—	7067 Indian School Rd, Fresno, CA, 93789	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428223	CLM	Kelly Jensen	1954-03-12	UHC-89135-52	8447793181	3420 Baseline Rd, Nashville, TN, 37213	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400781	CLM	Fatima Cook	1975-03-18	UHC-70675-02	7284883863	3264 Lake View Rd, Sacramento, CA, 95812	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400446	CLM	Harold Sullivan	1988-06-21	UHC-57858-73	—	7597 Pine Dr, San Antonio, TX, 78205	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424088	CLM	Tyler Silva	1993-01-21	—	2304632573	3953 Maple Ave, Denver, CO, 80234	0.76	City re-cased State code upper-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-426556	CLM	Janet Chapman	1957-05-01	UHC-92930-87	9107402785	41 Apache Blvd, Miami, FL, 33138	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413145	CLM	Michael Chapman	1960-09-01	UHC-78960-31	—	3528 Bayshore Dr, Tampa, FL, 33698	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-422441	CLM	Emma Silva	1977-06-11	UHC-22819-36	—	6272 Church St, Plano, TX, 75038	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422440	CLM	Emma Silva	1977-06-11	UHC-22819-36	—	6272 Church St, Plano, TX, 75038	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427468	CLM	Priya Bowman	1985-06-27	UHC-20261-11	—	8188 Willow Ct, Nashville, TN, 37260	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

18,771 rows, page 170 of 376Previous Next