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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26236	PRV	Carolyn Walker	1997-04-28	—	6283121431	911 Mountain View Dr, Minneapolis, MN, 55471	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-417637	CLM	Anthony Elliott	1957-04-07	UHC-53370-86	—	9767 Willow Ct, Glendale, AZ, 85381	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-429627	CLM	Ruth H Carpenter	1944-07-27	—	9015545220	7473 Meadow Ln, Dallas, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103829	ENR	Jacqueline Sanders	1964-11-23	UHC-67570-52	6232414781	6642 Ridge Rd, Gilbert, AZ, 85267	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140828	ENR	Christopher I Henderson	1979-03-26	UHC-31623-41	4103437224	983 Grand Ave, Atlanta, GA, 30375	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53155	TPA	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53154	TPA	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct, Chandler, AZ	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428279	CLM	Emily Montgomery	2004-03-03	UHC-51886-82	9779553021	233 Oak St, Denver, CO, 80292	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-101723	ENR	Catherine X Ellis	1939-12-19	UHC-05992-19	7513768712	3991 Park Pl, Chandler, AZ, 85202	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139276	ENR	Danielle Austin	1971-08-11	UHC-75102-81	3442004802	8500 Canyon Rd, Minneapolis, MN, 55406	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114109	ENR	Jacqueline Rice	1965-03-03	UHC-18053-04	3648347640	8134 Lake View Rd, Atlanta, GA, 30349	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20296	PRV	Peter U Carter	1999-02-24	UHC-21483-29	5982547530	8215 Market St, Fresno, CA, 93755	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119492	ENR	Amber Gutierrez	2002-09-05	UHC-40564-33	9679222206	7696 River Rd, Tucson, AZ, 85766	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20004	PRV	James K Hunter	1960-03-14	UHC-68519-05	9746357738	6535 Bayshore Dr, Orlando, FL	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132162	ENR	Roger O Sanchez	1966-03-16	UHC-37942-63	5426546812	7701 Lake View Rd # 645, Columbus, OH, 43295	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-432529	CLM	Robert N Lewis	1938-06-12	UHC-97618-20	—	1524 Oak St, Sacramento, CA, 95858	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20717	PRV	Christian Gomez	1984-11-27	—	4393874184	7865 Bayshore Dr, Austin, TX, 78733	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402452	CLM	Sandra Smith	1967-08-12	UHC-43199-80	8493845123	2812 Maple Ave, Denver, CO, 80280	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117032	ENR	Luis S Howard	1987-09-10	UHC-63334-20	5407541885	744 Harbor Blvd, Las Vegas, NV, 89139	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20786	PRV	Lucia Gonzales	1955-04-17	UHC-58807-87	3995271271	2783 Sage Ct, San Antonio, TX, 78241	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-407529	CLM	Roger Q White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-400716	CLM	Lori Meyer	1959-11-17	UHC-13791-29	3623758366	9738 Canyon Rd, Charlotte, NC	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20049	PRV	Janet Reynolds	2006-01-25	—	4838155220	2291 Central Ave, Dallas, TX, 75275	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111380	ENR	Catherine H Morgan	2006-04-10	UHC-30159-88	5718480669	6975 Hillcrest Rd Apt 36, Tempe, AZ, 85237	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-102349	ENR	Debra V White	1951-01-13	UHC-67594-75	—	7964 Valley View Dr, Minneapolis, MN, 55491	0.60	Name re-cased City re-cased State code upper-cased ZIP+4 trimmed+4 more
CLM-413559	CLM	Bryan Jimenez	1961-03-08	UHC-52341-82	9374503850	1671 Bayshore Dr, Phoenix, AZ, 85054	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-413465	CLM	Isabella Nelson	1992-04-21	—	5203335188	2964 Grand Ave # 765, Austin, TX, 78797	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142571	ENR	Ronald H Harrison	1984-04-25	UHC-20068-10	—	8832 Mountain View Dr, San Diego, CA, 92193	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417773	CLM	Kathleen Gardner	1997-09-05	—	4307957627	3869 Jefferson Ave, Chandler, AZ, 85227	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424667	CLM	Alice Mejia	1942-06-13	UHC-60560-81	2824471224	649 Apache Blvd, Denver, CO, 80254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415024	CLM	Janice Hererra	1986-09-18	UHC-91917-46	3393602176	2585 Grand Ave, Austin, TX, 78760	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-29098	PRV	Ahmed O Coleman	1975-03-03	—	5126065971	4581 Forest Ave, Columbus, OH, 43255	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124651	ENR	Dennis B Mitchell	1993-04-03	UHC-59416-92	6122587459	9110 Mountain View Dr, Austin, TX, 78738	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20412	PRV	Chris P Espinoza	1994-09-18	UHC-74983-53	8208831326	5093 Lake View Rd, Eden Prairie, MN, 55378	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429432	CLM	Mason Taylor	2001-07-19	—	2767408425	1473 Bayshore Dr, Phoenix, AZ, 85093	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421319	CLM	Michelle Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St, Miami, FL, 33116	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-421320	CLM	Michelle Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St, Miami, FL, 33116	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-118694	ENR	Lori I Austyn	2003-07-23	UHC-45897-76	6905672213	3574 Cedar Ln, Fresno, CA, 93760	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426129	CLM	James Ortiz	1940-06-28	—	5575874242	7211 Desert Sky Blvd, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28131	PRV	Melissa Simmons	1993-10-05	UHC-31521-24	3114715238	3474 Sage Ct # 627, Atlanta, GA, 30381	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-431498	CLM	Dylan Carlson	1946-10-01	UHC-36771-69	9885922765	1363 Baseline Rd, Atlanta, GA, 30378	0.60	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
CLM-412369	CLM	Sharon Thomas	1942-09-22	UHC-96128-13	8766802037	3073 Lincoln Way, San Antonio, TX, 78243	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28059	PRV	Ruth L Flores	1999-02-18	—	4807777238	7256 Valley View Dr, Gilbert, AZ, 85292	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133291	ENR	Raymond Grant	1957-06-21	UHC-33272-26	5254095899	9859 Elm St, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-27766	PRV	Carl Q Porter	1982-09-09	—	9712830586	7075 Willow Ct, Miami, FL, 33172	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25797	PRV	Sarah S Hawkins	1991-12-19	—	8364227329	4993 Ocean Ave, Charlotte, NC, 28234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106607	ENR	Charlotte Payne	1943-09-07	UHC-66273-80	3037776461	5422 Oak St, Las Vegas, NV, 89121	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27878	PRV	Virginia Green	1963-10-26	—	2292047499	8700 Sunset Blvd, San Diego, CA, 92126	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23457	PRV	Jesse S Kim	1974-05-20	UHC-24310-96	4098056816	2579 Harbor Blvd, Denver, CO, 80213	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113207	ENR	Mateo P McCoy	1989-09-18	UHC-20963-71	8246598642	514 Spring St, Scottsdale, AZ, 85279	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more

71,257 rows, page 170 of 1,426Previous Next