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-424682	CLM	William Rivera	1971-03-13	UHC-47674-88	—	3566 Willow Ct, San Diego, CA	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-403811	CLM	Willie Lawrence	1981-01-26	—	—	2641 Forest Ave, Gilbert, AZ, 85290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402557	CLM	Isabella Cox	1988-06-13	UHC-02263-65	—	2062 Lake View Rd Apt 21, Fresno, CA, 93798	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-416142	CLM	Karen X Cook	1983-02-04	—	6046958693	7461 Mountain View Dr, Fresno, CA, 93757	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425723	CLM	Kathryn Jordan	1963-06-15	UHC-11277-48	8313452280	5080 Sunset Blvd, Charlotte, NC, 28215	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409523	CLM	Harold Burns	1998-04-20	UHC-89167-11	—	6484 Central Ave # 508, Denver, CO, 80297	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-414896	CLM	Yuki Rusesll	1992-02-03	—	—	365 Lincoln Way, Los Angeles, CA, 90004	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422312	CLM	Hiroshi Morgan	1994-04-16	UHC-20795-47	—	1282 Sunset Blvd, Atlanta, GA, 30361	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426295	CLM	Arthur Cooper	1999-02-02	UHC-27455-41	9697536460	2750 Ridge Rd, Fresno, CA, 93711	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406878	CLM	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd # 879, Chandler, AZ, 85258	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405654	CLM	Nicole Hall	1980-02-28	UHC-51352-25	7413068541	7074 Desert Sky Blvd, Seattle, WA, 98120	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411790	CLM	Sam V Romerro	1976-08-07	UHC-70881-28	—	909 Lincoln Way # 740, Minneapolis, MN, 55447	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-420144	CLM	Christian Medina	1940-01-01	UHC-21221-45	9044598003	3666 Park Pl, Eden Prairie, MN, 55347	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411095	CLM	Brittany Stephens	1945-01-14	UHC-39290-82	9795777865	3384 Oak St, Columbus, OH, 43201	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414725	CLM	Benjamin Hansen	1939-12-09	UHC-98600-37	4323077747	723 Lincoln Way, Scottsdale, AZ, 85276	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428107	CLM	Bruce Harvey	2004-03-21	UHC-68683-37	—	9486 Indian School Rd, Orlando, FL, 32876	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-430271	CLM	Aarn Murphy	1990-05-14	UHC-37198-49	8926196294	8259 Pine Dr, Phoenix, AZ, 85042	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416514	CLM	Eugene Crawford	1979-05-03	UHC-32157-94	—	7165 Park Pl, Jacksonville, FL, 32279	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-408584	CLM	Mei N Hicks	1988-06-05	—	2482948291	8342 Lake View Rd, Chandler, AZ, 85284	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408786	CLM	Jean Burton	2005-12-17	UHC-63224-77	9776738027	8348 Bayshore Dr, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-430232	CLM	Carol N Olzon	1943-01-24	—	4044328857	541 Willow Ct Apt 38, Charlotte, NC, 28213	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410189	CLM	Gloria M Fisher	1976-08-13	UHC-34739-06	3936137808	3183 Mesa Dr, Tampa, FL, 33644	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409459	CLM	Justin Shaw	1985-07-27	UHC-22694-54	—	861 Ridge Rd, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422827	CLM	Sharon T Garza	1952-02-28	UHC-52770-07	—	6046 Oak St # 437, Miami, FL, 33134	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-404071	CLM	Ryan Jimenez	1955-06-10	—	2765095753	2708 Forest Ave, Denver, CO, 80294	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422399	CLM	Abigail Sanders	1975-03-11	UHC-08668-77	—	9314 Baseline Rd # 669, Tucson, AZ, 85746	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410617	CLM	Ronald Sanders	1978-08-24	—	4994778591	7520 Church St, Minneapolis, MN, 55414	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407317	CLM	Elizabeth Smith	—	UHC-74794-15	3299203468	6705 Sunset Blvd, Plano, TX, 75086	0.62	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+3 more
CLM-432076	CLM	Emily Z Shaw	1992-02-13	UHC-67683-28	—	1137 Washington St # 546, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-404730	CLM	Luis Jimenez	1980-12-13	UHC-81143-69	—	4600 Forest Ave, Tampa, FL, 33661	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403581	CLM	Frank Thompson	1992-04-06	—	4469309182	7457 Spring St Apt 10, Tucson, AZ, 85710	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406197	CLM	Ann Gonzalez	1965-09-11	UHC-64011-63	4417577701	2303 Pine Dr, Nashville, TN, 37213	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419874	CLM	Jessica Reid	1980-05-01	—	—	5218 Washington St, Seattle, WA, 98167	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417125	CLM	Jordan J Carr	1977-09-07	—	—	4252 Park Pl, Jacksonville, FL, 32201	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-420618	CLM	Nathan Tran	2003-06-21	—	8003341053	4071 River Rd, Los Angeles, CA, 90061	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-423003	CLM	Robert Maldonado	1994-03-20	UHC-70978-88	—	8660 Valley View Dr, Orlando, FL, 32850	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409407	CLM	Mason Munoz	2007-02-11	—	3112621875	2110 Apache Blvd, Charlotte, NC, 28277	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432720	CLM	Marcus Carter	1973-12-02	UHC-88098-45	2922719033	2539 Desert Sky Blvd, Columbus, OH, 43272	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418201	CLM	Deborah W Estrada	1991-03-10	—	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408557	CLM	Jerry Lawosn	1992-06-03	—	5596205988	6696 Spring St, Los Angeles, CA, 90010	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420710	CLM	Kathleen Castillo	1998-11-21	—	—	3704 Sage Ct, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430974	CLM	Diane Olson	1981-07-11	—	—	4637 Lake View Rd # 174, Jacksonville, FL, 32257	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-401028	CLM	Sara X Ortega	1976-02-06	UHC-81674-85	—	5180 Church St, Fresno, CA, 93729	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410051	CLM	Ahmed Simmons	2003-11-04	UHC-02922-05	9834899570	4902 Main St, Dallas, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428465	CLM	Lisa Yang	1972-07-13	UHC-51154-51	—	5461 Valley View Dr, Seattle, WA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408624	CLM	Diego Campbell	1975-01-09	—	6608087742	7400 Main St, Fresno, CA, 93796	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416213	CLM	Timothy Fereman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA, 98103	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425653	CLM	Frank Anderson	1985-02-13	—	2455658832	9725 Desert Sky Blvd, Tempe, AZ, 85250	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431247	CLM	Gregory Dean	1986-04-16	—	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403528	CLM	Maria Chavez	1966-05-25	—	3435827211	9462 Mountain View Dr, Atlanta, GA, 30318	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

10,559 rows, page 26 of 212Previous Next