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

All sources, flag “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118578	ENR	Henry Foster	1990-02-24	UHC-02130-07	2919267600	4824 Mountain View Dr, Dallas, TX, 75285	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-406642	CLM	Roger Patel	1944-11-04	UHC-80721-12	6635326181	1629 Union St, Las Vegas, NV, 89176	0.80	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed
ENR-118155	ENR	Alice Carroll	1947-04-18	UHC-97860-81	6959343562	8746 Lake View Rd, San Antonio, TX, 78238	0.80	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased
ENR-108938	ENR	Elizabeth R Fowler	1983-08-12	UHC-18239-50	2159457070	2647 Maple Ave, Phoenix, AZ, 85041	0.80	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased
CLM-412431	CLM	Willie F Hansen	1941-12-16	—	3386239076	4689 Park Pl, Glendale, AZ	0.80	Date of birth reformatted ZIP missing Plan code upper-cased Placeholder values cleared
ENR-123500	ENR	Gloria Y Dean	1970-08-16	UHC-28610-05	6426518782	7126 Meadow Ln, Miami, FL, 33137	0.80	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed
ENR-131535	ENR	Wei B Stevens	1957-09-24	UHC-61657-92	2593872084	526 Sage Ct, Austin, TX, 78788	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased
CLM-407787	CLM	Sctt L Cooper	2008-02-08	—	6823677988	—	0.80	Phone reformatted SSN last four extracted Plan code upper-cased Placeholder values cleared
TPA-54809	TPA	Gerald Robertson	1950-10-09	—	7873326872	—	0.80	Gender normalised Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-57004	TPA	Alexander Johnston	2006-02-24	—	—	—	0.80	Name split from “Last, First”Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-123198	ENR	Theresa Mejia	1950-03-10	UHC-12335-75	5379148304	929 Highland Ave, Seattle, WA, 98177	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed
ENR-128604	ENR	Baker Donna	1981-11-27	UHC-71754-27	2168308166	3129 Jefferson Ave, Mesa, AZ, 85219	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-121853	ENR	Margaret S Cole	1973-09-02	UHC-65282-20	4333174026	2038 Hillcrest Rd, Sacramento, CA, 95851	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-109742	ENR	Kenneth Chavez	1988-06-19	UHC-30601-68	2329062057	8598 Elm St, Houston, TX, 77079	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-123949	ENR	Steven Taylor	2003-03-25	UHC-20151-78	8447533790	9165 Palm Dr Apt 29, Gilbert, AZ, 85258	0.80	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased
ENR-112760	ENR	Gary Stewart	1979-12-12	UHC-82371-38	3799574039	2034 Valley View Dr, Tempe, AZ, 85273	0.80	Name re-cased ZIP+4 trimmed Plan code upper-cased Whitespace trimmed
CLM-403545	CLM	Sharon Welch	1939-01-15	UHC-81282-68	—	6900 Broadway, Austin, TX, 78791	0.80	Address re-cased Gender normalised Plan code upper-cased Placeholder values cleared
TPA-50031	TPA	George Ellis	1977-04-27	UHC-39266-32	—	8317 Elm St, Miami, FL, 33181	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
ENR-141447	ENR	Lawrence J Davis	1987-06-12	UHC-14304-43	5052901117	9021 Highland Ave, Plano, TX, 75027	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Plan code upper-cased
ENR-121758	ENR	Nathan Z Gonzalez	1979-02-06	—	4147942031	4917 Market St, Fresno, CA, 93700	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased
CLM-403216	CLM	Priya V West	2006-07-03	UHC-15513-78	—	7070 Oak St, Charlotte, NC	0.80	City re-cased ZIP missing Plan code upper-cased Placeholder values cleared
TPA-59301	TPA	Joseph Bradley	1997-05-12	—	—	—	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-125994	ENR	Steven Weaver	1963-06-02	UHC-01879-06	6462546354	4330 Harbor Blvd, Houston, TX, 77080	0.80	Name re-cased ZIP+4 trimmed Plan code upper-cased Placeholder values cleared
TPA-52704	TPA	Catherine E Taylor	1965-12-12	—	8284089875	7245 Hillcrest Rd, Chandler, AZ, 85253	0.80	Gender normalised Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-132493	ENR	Gabriel Stone	1960-03-14	UHC-12458-57	6076589790	8339 Washington St, San Antonio, TX, 78232	0.80	Name re-cased Phone reformatted State name converted to code Plan code upper-cased
ENR-128723	ENR	Burke M Kevin	1985-11-22	UHC-04792-21	9623280522	5265 Main St, Eden Prairie, MN, 55387	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
ENR-127309	ENR	Kelly M Gordon	1960-06-28	UHC-12821-62	6136441940	2520 Indian School Rd, San Antonio, TX, 78264	0.80	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-143066	ENR	Patricia J Yang	1991-10-21	UHC-62514-96	9267806728	3279 Cedar Ln, Tucson, AZ, 85792	0.80	State code upper-cased Gender normalised Plan code upper-cased Whitespace trimmed
ENR-117797	ENR	Alexis Larson	1979-11-17	UHC-76318-95	7545813289	8456 Union St, Miami, FL, 33123	0.80	Phone reformatted Member ID reformatted Gender normalised Plan code upper-cased
ENR-138002	ENR	Judy Bryant	1997-07-04	UHC-19209-50	3929975513	3537 Lincoln Way, Seattle, WA, 98117	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-118344	ENR	Camila Burton	2003-01-14	UHC-40210-78	3334075142	6355 Mesa Dr, Seattle, WA, 98185	0.80	Name split from “Last, First”City re-cased Email lower-cased Plan code upper-cased
ENR-102748	ENR	Jack Arnold	1950-10-23	UHC-31146-13	2934952283	6818 Spring St, Columbus, OH, 43276	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
ENR-109530	ENR	Joyce T Boyd	1994-05-19	UHC-67546-96	9002944102	7204 Ocean Ave, Chandler, AZ, 85254	0.80	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased
CLM-417311	CLM	Dot U Diaz	1979-02-20	UHC-81135-23	—	—	0.80	Name re-cased Two-digit birth year Plan code upper-cased Placeholder values cleared
ENR-113095	ENR	Arjun James	1983-11-06	UHC-46049-75	7398992941	9490 Lake View Rd # 624, Tempe, AZ, 85270	0.80	Phone reformatted Unit split from street Plan code upper-cased Placeholder values cleared
TPA-61026	TPA	Joseph Y Reid	1953-04-24	—	—	7309 Washington St, Dallas, TX, 75269	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-424367	CLM	Billy Burns	1994-09-28	UHC-06095-01	—	1909 River Rd, Columbus, OH, 43251	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
TPA-57362	TPA	Thomas Black	1962-10-13	—	—	9730 Oak St, Glendale, AZ, 85321	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
TPA-53023	TPA	Brandon Coleman	1945-02-20	—	—	3945 Lake View Rd, Mesa, AZ, 85261	0.80	Gender normalised Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-108382	ENR	Sarah Flores	1990-11-24	UHC-21130-56	4568005123	6483 Lincoln Way, Los Angeles, CA, 90058	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased
ENR-139470	ENR	Albert A Howell	1957-06-27	UHC-25153-40	6186460371	1373 Mountain View Dr, Miami, FL, 33198	0.80	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed
CLM-400163	CLM	Cynthia L Peterson	1984-03-27	UHC-59351-27	2918480003	5694 Central Ave, Nashville, TN, 37227	0.80	State name converted to code Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-429862	CLM	Sara Murphy	1953-07-01	—	—	8753 Palm Dr, Plano, TX, 75082	0.80	Date of birth reformatted ZIP+4 trimmed Plan code upper-cased Placeholder values cleared
ENR-107208	ENR	Nathan Obrien	1939-09-27	UHC-35857-33	9205194785	9887 Apache Blvd, Tempe, AZ, 85200	0.80	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased
ENR-109914	ENR	Betty Patterson	1947-08-06	UHC-47348-32	—	7607 Palm Dr, Atlanta, GA, 30372	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
ENR-134871	ENR	Roger Z Gardner	2006-09-08	UHC-32127-88	5328751699	—	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-137974	ENR	Russell Lee	1969-11-26	UHC-11734-93	6108866920	244 Mesa Dr, Glendale, AZ, 85350	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-106739	ENR	Richard Silva	2000-07-04	UHC-08142-79	—	1302 Meadow Ln Apt 32, San Diego, CA, 92143	0.80	Member ID reformatted Unit split from street Plan code upper-cased Placeholder values cleared
ENR-115622	ENR	Christina D Carroll	1990-07-10	UHC-18251-33	7576411917	1480 Main St Apt 4, Eden Prairie, MN, 55331	0.80	Name re-cased Phone reformatted Unit split from street Plan code upper-cased
CLM-427085	CLM	Kimberly Hernandez	1945-12-13	UHC-62431-46	—	4884 Pine Dr, Phoenix, AZ, 85023	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared

3,278 rows, page 51 of 66Previous Next