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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402077	CLM	Benjamin W Mitchell	1976-12-10	UHC-40333-59	—	7287 Desert Sky Blvd Apt 25, San Diego, CA, 92144	0.78	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-405893	CLM	Marcus Lawson	1986-09-06	UHC-23031-42	—	1599 Meadow Ln Apt 10, Orlando, FL, 32899	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-405214	CLM	Barbara Howard	2002-07-14	UHC-62387-23	2102620539	6324 Mountain View Dr Apt 6, Jacksonville, FL, 32235	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-424675	CLM	Patricia Gibson	1979-12-07	UHC-40185-58	4874149509	7601 Hillcrest Rd Apt 37, Atlanta, GA, 30327	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-415528	CLM	Amy Y Wright	1956-06-01	—	—	295 Meadow Ln # 518, Tucson, AZ, 85737	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-427787	CLM	Jennifer T Padilla	1943-06-20	UHC-90521-32	—	8407 Highland Ave Apt 26, Gilbert, AZ, 85213	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
CLM-420804	CLM	Elizabeth Bishop	1956-12-27	UHC-78286-67	9679944942	5904 Harbor Blvd Apt 12, Plano, TX, 75067	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
CLM-405826	CLM	Rachel Long	1978-01-10	UHC-19067-72	—	1076 River Rd Apt 3, Mesa, AZ, 85298	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-420764	CLM	Joyce Carter	2006-11-01	UHC-28186-60	—	8256 Broadway # 309, Houston, TX, 77067	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421731	CLM	Carlos Obrien	1994-07-22	—	—	5567 Sunset Blvd # 262, Seattle, WA, 98198	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429164	CLM	Nathan Peters	1984-03-14	—	4543880965	7611 Spring St # 288, Gilbert, AZ, 85263	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-424573	CLM	Gary Knight	1974-09-02	UHC-98151-65	—	2037 Camelback Rd # 832, Sacramento, CA, 95891	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-404641	CLM	Debra H Marquez	1996-03-18	—	—	6543 Lincoln Way Apt 16, Mesa, AZ, 85274	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-406351	CLM	Angela Lawson	1966-08-21	—	3325285419	1035 Bayshore Dr # 957, Dallas, TX, 75283	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-423316	CLM	Willie Hill	1954-02-17	—	4047319190	6950 Camelback Rd Apt 20, Gilbert, AZ, 85250	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-403107	CLM	Ethan O Stevens	1961-05-25	UHC-83036-06	—	7486 River Rd # 171, Dallas, TX, 75285	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-426192	CLM	Karen Myers	1996-06-23	UHC-60681-55	9159541863	2203 Washington St # 840, San Antonio, TX, 78274	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
CLM-430860	CLM	Benjamin K Vasquez	2006-04-10	UHC-82637-55	3042095884	5631 Mountain View Dr Apt 34, Orlando, FL, 32879	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-403360	CLM	Asshley Montgomery	1991-10-01	UHC-58020-30	2592246684	1873 Highland Ave Apt 8, Nashville, TN, 37266	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
CLM-405174	CLM	Denise Morgan	1995-12-27	UHC-49964-55	—	5211 Harbor Blvd Apt 4, Houston, TX, 77085	0.80	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed
CLM-407580	CLM	Alice Murphy	1967-09-28	UHC-19582-46	3518854451	6768 Baseline Rd Apt 13, Tampa, FL, 33640	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421620	CLM	Terresa O Chavez	1955-12-19	—	8972857938	8567 Church St Apt 40, Houston, TX, 77019	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-423460	CLM	Kevin Franklin	1917-02-24	—	3168431466	4629 Willow Ct # 606, Nashville, TN, 37284	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-424833	CLM	Joe Weaver	1989-10-27	—	—	7990 Jefferson Ave # 528, San Antonio, TX, 78245	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429838	CLM	Rachel Taylor	2001-03-12	—	4766929842	5103 Indian School Rd # 560, Atlanta, GA, 30347	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-430714	CLM	Julie George	1961-08-14	UHC-62078-43	—	5628 Mountain View Dr Apt 37, Seattle, WA, 98119	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-405842	CLM	Frances Moore	2006-04-19	UHC-19353-75	—	5127 Baseline Rd # 877, Sacramento, CA, 95828	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-417921	CLM	Danielle Marinez	1968-05-07	UHC-20534-65	9492044825	2953 Valley View Dr # 525, Plano, TX, 75095	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-431030	CLM	Edward Coleman	1938-04-08	—	2126694821	8603 Bayshore Dr Apt 14, Houston, TX, 77084	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
CLM-411846	CLM	Bevery O Sanchez	1952-02-05	UHC-57625-59	—	8609 Forest Ave # 357, Chandler, AZ, 85295	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-411573	CLM	Julie Chen	1981-10-26	UHC-35660-93	—	6058 Church St # 796, Dallas, TX, 75259	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-420765	CLM	Joyce Carter	2006-11-01	—	—	8256 Broadway # 994, Houston, TX, 77067	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421725	CLM	Megan Morrison	1976-06-17	UHC-18860-99	—	3223 Meadow Ln # 974, Austin, TX, 78721	0.80	Name re-cased Member ID reformatted Unit split from street Placeholder values cleared
CLM-412938	CLM	Emma Dunn	1942-06-10	—	—	9660 Meadow Ln Apt 33, San Diego, CA, 92122	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-404786	CLM	Thomas D Matthews	1986-10-08	UHC-26458-46	—	5233 Camelback Rd Apt 24, Nashville, TN, 37299	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-405350	CLM	Ana Bailey	1989-07-21	—	—	3822 Lincoln Way Apt 9, Houston, TX, 77093	0.80	Date of birth reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-408728	CLM	Adam Phillips	1973-03-19	UHC-49202-93	—	7457 Sunset Blvd Apt 39, Glendale, AZ, 85329	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-428267	CLM	Carol Q Stephens	2001-03-25	—	—	959 Market St Apt 28, San Diego, CA, 92158	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-426623	CLM	Anthony Hunnt	1939-05-02	—	9134485813	7124 Mountain View Dr # 957, Fresno, CA, 93795	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-401801	CLM	Kayla Lee	1993-05-21	—	—	5402 Lincoln Way Apt 3, Charlotte, NC, 28242	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-431749	CLM	Maria Tran	1982-06-18	—	6316433919	5726 Park Pl # 299, Phoenix, AZ, 85061	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-407684	CLM	Mark Robertson	1956-05-14	—	—	3376 Indian School Rd # 922, Phoenix, AZ, 85053	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421171	CLM	Gabriel Castro	1994-09-24	UHC-37400-91	—	6936 Spring St # 738, Atlanta, GA, 30322	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-405120	CLM	Brenda Elliott	1951-12-23	UHC-91777-26	—	8417 Central Ave # 967, Sacramento, CA, 95835	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-417395	CLM	Camila Dixon	1963-06-04	UHC-89921-33	6434881332	5403 Mesa Dr # 413, Houston, TX, 77093	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-425799	CLM	Jordan Williamson	2007-06-02	UHC-39394-42	5307968577	8677 Union St Apt 28, Eden Prairie, MN, 55320	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-403963	CLM	Michael F Reynolds	1966-01-18	UHC-84802-78	—	9598 Mesa Dr Apt 31, Plano, TX, 75013	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-403510	CLM	Danielle Bradley	1946-04-12	—	—	3413 Broadway # 991, Tampa, FL, 33627	0.80	Date of birth reformatted Unit split from street Address re-cased Placeholder values cleared
CLM-414878	CLM	Carolyn Spencer	2001-05-09	UHC-57300-93	3325892619	7047 Mesa Dr # 572, Tucson, AZ, 85732	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-417948	CLM	Judy B Hart	2006-05-28	—	8769378652	2376 Meadow Ln Apt 7, Scottsdale, AZ, 85263	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared

2,038 rows, page 37 of 41Previous Next