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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409784	CLM	Grace Ray	1945-11-08	UHC-29887-60	—	3885 Market St, Nashville, TN, 37295	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-427271	CLM	Kyle Myers	1982-01-21	—	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-422283	CLM	Dick Harrison	1948-10-24	UHC-89264-05	—	4760 Ridge Rd, Mesa, AZ, 85276	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413287	CLM	Tucker Tyler	1994-03-25	—	—	6236 Mesa Dr, Scottsdale, AZ, 85276	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-427716	CLM	David Griffin	1958-07-13	UHC-59486-30	—	9704 Forest Ave, Scottsdale, AZ, 85264	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-405658	CLM	Kathryn Powell	2005-11-05	—	—	5946 Desert Sky Blvd, Seattle, WA, 98138	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-402713	CLM	Kayla Gardner	1963-11-25	—	9552960036	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-413019	CLM	Juuan G Guerrero	1963-05-04	—	—	7648 Broadway, Atlanta, GA, 30300	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-400704	CLM	Mateo Duncan	1972-01-23	UHC-05875-18	—	709 Central Ave, Chandler, AZ, 85283	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-426425	CLM	Amanda Weber	1939-09-08	—	9142764637	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-411640	CLM	Anna Dominguez	1988-01-08	—	—	1499 Indian School Rd, Seattle, WA, 98150	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431838	CLM	Carlos O Payne	1954-12-22	UHC-37293-70	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-407794	CLM	Gloria R Guerrero	1981-09-15	UHC-00519-84	—	8067 Apache Blvd, Tucson, AZ, 85791	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-402137	CLM	Justin Carr	1939-05-17	UHC-98318-07	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400190	CLM	Jean A Torres	1997-05-05	—	8117865780	2059 Camelback Rd, Houston, TX, 77025	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-409655	CLM	Dilan Berry	1983-09-18	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413965	CLM	David Nguyen	1945-01-25	UHC-96172-78	—	7133 Camelback Rd, Austin, TX, 78740	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409501	CLM	Tim Santos	1980-07-26	—	—	5827 Camelback Rd, Seattle, WA	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-406173	CLM	Jean Kellly	2007-01-26	UHC-07294-32	—	1655 Cedar Ln, Chandler, AZ, 85271	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409434	CLM	Ahmed T Le	2003-06-10	UHC-34122-14	2529296783	1420 Washington St, Las Vegas, NV, 89125	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-403327	CLM	Jean Kelly	2003-11-20	UHC-50100-19	5893437985	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-420949	CLM	Henry Fernandez	1963-09-11	UHC-34820-26	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401027	CLM	Maria Long	1927-11-04	—	9763378811	5897 Central Ave, Glendale, AZ, 85322	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-409364	CLM	Heather P Vargas	2004-10-14	UHC-46929-91	—	4373 Main St, Atlanta, GA, 30336	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-411428	CLM	Tyler Rojas	1966-04-24	—	—	2978 Baseline Rd, Mesa, AZ, 85277	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-413672	CLM	Lucas L Jean	1978-04-09	UHC-57504-10	—	—	0.80	Middle initial moved out of first name Name re-cased Date of birth reformatted Placeholder values cleared
CLM-409195	CLM	Sandra B Gibson	1955-12-24	UHC-13846-52	8628386025	8415 Union St, San Antonio, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
CLM-410289	CLM	Aisha Butler	1971-04-13	—	—	181 Maple Ave # 771, Denver, CO, 80237	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-431202	CLM	Bradley L Jones	1962-03-17	—	—	6499 Bayshore Dr, Houston, TX, 77064	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426553	CLM	Mason X Palmer	2005-01-19	UHC-10433-05	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-413805	CLM	Henry Johnson	1982-05-24	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423564	CLM	Albert Q Lynch	1960-04-25	UHC-64593-13	—	1108 Maple Ave, Seattle, WA, 98143	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411295	CLM	Maria Y Singh	1987-02-18	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-430703	CLM	Angela Nelson	1947-08-01	UHC-42015-33	—	2170 Apache Blvd, Gilbert, AZ, 85235	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-401827	CLM	Bryan Alexander	1944-10-21	UHC-50665-19	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-426926	CLM	Christina Washington	1966-11-22	UHC-41326-42	8389215536	317 Broadway, Seattle, WA, 98187	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426805	CLM	Jess Williamson	1963-09-19	UHC-41493-30	—	832 Canyon Rd, Jacksonville, FL, 32255	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418707	CLM	Michelle J Carpenter	2004-12-26	UHC-19794-40	4466247822	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-425146	CLM	Carlos Jordan	2006-09-02	UHC-81783-75	—	86 Oak St, Sacramento, CA, 95886	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-420823	CLM	Lugan I Ruiz	2006-12-13	—	4733805948	7672 Main St, Eden Prairie, MN, 55339	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-423945	CLM	Sandra Reed	1985-04-05	—	—	4807 Central Ave, Columbus, OH, 43264	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423514	CLM	Sandra Mills	2002-09-21	UHC-92279-87	—	43 Church St, Chandler, AZ, 85291	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415535	CLM	Kathryn Dunn	2003-01-17	—	7589325966	6922 Park Pl, Denver, CO, 80261	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-403857	CLM	Mei Rogers	1954-02-16	—	—	4173 Pine Dr, San Antonio, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-419280	CLM	Austin R Cunningham	2005-12-11	—	6392836784	4366 Forest Ave, Phoenix, AZ, 85002	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-407210	CLM	Chris Webb	1988-01-17	UHC-62698-47	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426409	CLM	Willie Murray	2008-06-04	UHC-45481-58	—	5493 Sage Ct, San Antonio, TX, 78287	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415029	CLM	Lori Camppbell	1985-03-01	—	—	3207 Valley View Dr, Orlando, FL, 32890	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416515	CLM	Steven Jordan	1952-07-11	—	—	1330 Bayshore Dr, Miami, FL, 33177	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416365	CLM	Rth Gray	1977-05-21	—	—	1523 River Rd, Denver, CO, 80212	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

10,559 rows, page 140 of 212Previous Next