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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402554	CLM	Harold Soto	1999-02-06	UHC-32025-84	6622833063	5478 Elm St, Miami, FL, 33123	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424309	CLM	Linda Moore	1983-05-10	UHC-97227-77	—	2502 Valley View Dr, Gilbert, AZ, 85233	0.48	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-426814	CLM	Keith Watson	1991-02-08	UHC-99757-95	—	907 Central Ave # 294, San Antonio, TX, 78265	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-410971	CLM	Sandra Peterson	1970-06-24	UHC-01975-42	6312063229	9822 Washington St, Los Angeles, CA, 90097	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-425809	CLM	Gary Kelly	1969-12-25	—	9005910574	9565 Valley View Dr, San Antonio, TX, 78237	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-410013	CLM	Teresa Santos	1959-12-22	UHC-28319-23	—	194 Oak St, Dallas, TX, 75256	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-429014	CLM	Charlotte Perry	1983-12-12	UHC-56932-15	—	6577 Spring St, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-422796	CLM	Shirley Hunter	1958-03-17	UHC-87251-20	8344662722	4214 Spring St, San Diego, CA, 92173	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-420562	CLM	Priya L Wagner	1987-09-09	—	4838925505	4010 Park Pl, Scottsdale, AZ, 85240	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430459	CLM	Ben Ferguson	1947-02-20	—	5282323565	6269 Willow Ct, Eden Prairie, MN, 55325	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414980	CLM	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-413939	CLM	Albert Marshall	1991-07-04	—	2196705939	8011 Maple Ave Apt 6, Plano, TX, 75058	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-413221	CLM	Janice Weber	1972-01-16	—	2904625917	4750 Grand Ave, Tucson, AZ, 85715	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412112	CLM	Benjamin Shaw	1992-05-24	UHC-42535-60	6359194924	4124 Bayshore Dr, San Antonio, TX, 78298	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428863	CLM	Arthur Johnson	1954-04-15	UHC-46807-70	8954334474	58 Spring St, Houston, TX, 77035	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-417875	CLM	Madison Stephens	1951-08-04	—	—	1893 Washington St, Chandler, AZ, 85243	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-406161	CLM	Noah Bryant	1967-08-07	—	3669318406	5278 Mountain View Dr # 784, Columbus, OH, 43256	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-412875	CLM	Donna F Le	1965-02-06	UHC-38557-93	3839133452	6110 Valley View Dr Apt 10, Chandler, AZ, 85262	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-422814	CLM	Natalie Ferguson	1942-05-16	UHC-75951-23	5516753146	8350 Hillcrest Rd, Tempe, AZ, 85206	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-404879	CLM	Gary P Burton	1988-01-22	UHC-41264-81	—	4869 Church St, Gilbert, AZ	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-408820	CLM	Zachary Hudson	1945-08-22	—	2367128579	4326 Palm Dr, Houston, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421517	CLM	Dylan Burns	1947-12-02	UHC-47416-37	7704238373	8794 Harbor Blvd, Nashville, TN, 37273	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415480	CLM	Catherine Lawrence	—	UHC-09218-86	3707043729	9836 Canyon Rd, Chandler, AZ, 85249	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-410638	CLM	Eugene Petrson	1942-11-20	UHC-76324-61	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428222	CLM	Kelly Jensen	1954-03-12	UHC-89135-52	—	3420 Baseline Rd, Nashville, TN, 37213	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-418823	CLM	Bruce Nichols	1996-11-06	—	—	7232 Forest Ave, Mesa, AZ, 85236	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-405435	CLM	Byan Stevens	1944-01-04	UHC-77346-26	2625639406	6962 Maple Ave, Phoenix, AZ, 85037	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-415695	CLM	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-430130	CLM	Amanda Grant	1985-09-24	—	5774067108	6065 Willow Ct, Jacksonville, FL, 32277	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-406376	CLM	Brian Patel	2004-10-26	UHC-04047-38	—	2330 Maple Ave Apt 21, Orlando, FL, 32876	0.48	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+4 more
CLM-402397	CLM	Hannah Ryan	1983-12-26	—	4523205161	406 Palm Dr, Mesa, AZ, 85212	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431939	CLM	Diego P Dominguez	1985-01-01	—	6667232138	3937 Lake View Rd, Austin, TX	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411367	CLM	Jonathan Wheeler	2007-10-20	—	—	8429 Hillcrest Rd # 900, Scottsdale, AZ, 85285	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-415339	CLM	Margaret N Foster	1970-07-13	—	9732494998	7591 Cedar Ln, Minneapolis, MN, 55418	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-406139	CLM	Jacob Kim	1988-11-28	—	—	3777 Cedar Ln, Los Angeles, CA, 90039	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-409716	CLM	Chheryl Grraham	1981-01-16	UHC-72022-38	9784971779	6905 Elm St Apt 25, Minneapolis, MN, 55411	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-401732	CLM	Priya M Bryant	1995-09-20	—	9698744362	2965 Lake View Rd, Chandler, AZ, 85288	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-411346	CLM	Will Dunn	1953-06-10	UHC-72312-69	7783642545	702 Palm Dr, Atlanta, GA, 30319	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407564	CLM	Melissa Valdez	1954-02-10	UHC-81960-04	—	962 Valley View Dr, Dallas, TX, 75228	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-430627	CLM	Edward A Hunt	1999-06-24	—	9463364219	2783 Bayshore Dr # 610, Atlanta, GA, 30385	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-414510	CLM	Samual Guerrero	2004-08-11	UHC-70261-24	3562221119	4432 Willow Ct, Plano, TX, 75040	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-418261	CLM	Jonahtan H Ferguson	1981-06-09	—	4302798328	4690 Forest Ave, Gilbert, AZ, 85276	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-429541	CLM	Omar O Boyd	1939-02-16	UHC-90001-13	6292445501	5368 Lake View Rd, Tempe, AZ, 85257	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-400489	CLM	Michael Bery	1992-08-04	UHC-59279-12	—	7385 Canyon Rd, Orlando, FL, 32858	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-409588	CLM	Donald Vaquez	1960-05-26	—	—	1869 Mesa Dr, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted City re-cased State name converted to code+4 more
CLM-412970	CLM	Stephanie Chavez	1946-04-09	UHC-88000-54	9625728887	5606 Cedar Ln, Fresno, CA, 93729	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426850	CLM	Kathryn Thompson	1988-02-25	UHC-66658-75	3849909239	9214 Forest Ave # 804, Minneapolis, MN, 55416	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-427134	CLM	Carolyn Sullivan	1992-02-06	UHC-26152-56	9034196631	695 Indian School Rd Apt 18, Tempe, AZ, 85280	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-421876	CLM	Maria H Simpson	2008-12-22	UHC-29411-66	—	2468 Union St, Houston, TX, 77056	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431403	CLM	Gary Matthews	1945-11-13	UHC-27209-51	6818665792	4842 Pine Dr, Charlotte, NC, 28266	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more

2,633 rows, page 7 of 53Previous Next