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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139886	ENR	Beverly U Vazquez	2008-07-09	UHC-36185-91	3547462014	815 Sage Ct, Mesa, AZ, 85283	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418465	CLM	Brittany Rios	1946-01-13	UHC-10619-92	2496124145	5474 Hillcrest Rd, Dallas, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418466	CLM	Brittany Rios	1946-01-13	UHC-10619-92	2496124145	5474 Hillcrest Rd, Dallas, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24779	PRV	Joshua Porter	1966-08-05	—	—	6813 Maple Ave, Scottsdale, AZ, 85226	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56814	TPA	Raymond Martinez	1964-07-23	UHC-76339-68	3256581547	5764 Desert Sky Blvd, Scottsdale, AZ, 85244	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141198	ENR	Bradley Dunn	1950-02-10	UHC-63013-82	4057801523	4893 Mountain View Dr, Minneapolis, MN, 55480	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138125	ENR	Lawrence Y Andrews	1972-09-22	UHC-44841-77	4253777826	5488 Spring St, Eden Prairie, MN, 55320	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-118439	ENR	Loggan I Robinson	1960-07-13	UHC-41049-44	9173299270	9414 Church St, Las Vegas, NV, 89118	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
ENR-117037	ENR	David Jones	1953-05-15	UHC-24557-62	5678440660	3492 Elm St # 220, Glendale, AZ, 85326	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-136678	ENR	Elijah Padilla	2006-09-07	UHC-90343-90	4285014942	5747 Willow Ct, Glendale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117137	ENR	Amy Bryant	1950-02-10	UHC-84464-07	4235164157	2882 Oak St, Fresno, CA, 93709	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138328	ENR	Saar K Williams	1973-12-22	UHC-98807-33	6887004716	5037 Washington St, Seattle, WA, 98101	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-121372	ENR	Andrew Y Dominguez	2008-06-06	UHC-74762-12	2778317507	2936 Broadway, Columbus, OH	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-429125	CLM	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA, 98172	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106420	ENR	Roger Gomez	1993-01-02	UHC-24168-21	4029881854	5333 Harbor Blvd, Los Angeles, CA	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-50295	TPA	Thomas Arnold	2006-02-21	—	2027408513	1279 Forest Ave # 301, Miami, FL, 33181	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-408983	CLM	Steve Carlson	1953-05-09	UHC-58376-55	—	655 Central Ave, Austin, TX, 78703	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-412557	CLM	Roy Sanders	1941-06-11	UHC-81923-33	5337453822	1470 Willow Ct, Orlando, FL, 32818	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-421019	CLM	Alice D Webb	1998-06-27	—	—	2190 Oak St, Charlotte, NC, 28256	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-101319	ENR	Justin U Weber	1948-06-28	UHC-21843-63	—	9726 Palm Dr, Miami, FL, 33131	0.60	Street suffix standardised Address re-cased City re-cased State code upper-cased+4 more
PRV-26170	PRV	Nick Alexander	1955-02-23	UHC-81486-07	5466950028	6174 Central Ave, San Diego, CA, 92154	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131121	ENR	Sam G Reid	1977-02-22	UHC-39955-17	6452977729	2709 Harbor Blvd, Orlando, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128785	ENR	Christine W Singh	1971-02-03	UHC-80809-93	2526413605	835 Main St, Tempe, AZ, 85255	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-141981	ENR	Brandon Cox	1969-02-23	UHC-48544-40	7149979450	9247 Mountain View Dr, Austin, TX, 78796	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417666	CLM	Frank James	1954-05-28	—	—	1373 Highland Ave, Miami, FL, 33150	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101823	ENR	Joe F Stone	1959-03-07	UHC-38116-29	7834344858	7450 Bayshore Dr, Austin, TX, 78720	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113466	ENR	Russell W Wong	1985-05-08	UHC-32502-69	7819103370	6766 Desert Sky Blvd Apt 4, Houston, TX, 77022	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-138475	ENR	Hiroshi Z Pierce	1953-06-21	UHC-28665-10	4506160415	8169 Canyon Rd Apt 21, San Diego, CA, 92188	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-129151	ENR	Marilyn T West	1980-07-28	UHC-27302-30	4703844596	4394 Apache Blvd Apt 38, Glendale, AZ, 85329	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-21463	PRV	Diana O Harrison	1966-08-06	—	4013185529	7744 Central Ave, Gilbert, AZ, 85264	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427717	CLM	Daviid D Griffin	1958-07-13	—	5072899222	9704 Forest Ave, Scottsdale, AZ, 85264	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111326	ENR	Joshua Gordon	1983-11-03	UHC-19807-30	5787622808	7170 Willow Ct, Sacramento, CA	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-28840	PRV	Chris Ortega	1970-12-12	UHC-45995-18	7923763304	3105 Oak St, Charlotte, NC, 28278	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125283	ENR	Melissa Shew	1946-10-22	UHC-60357-99	3534831194	4310 Valley View Dr # 392, Tampa, FL, 33684	0.60	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-126182	ENR	Mason B Stewart	1961-06-25	UHC-38574-16	3233545682	6930 Sunset Blvd, Sacramento, CA, 95875	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-422980	CLM	Anna Vega	1983-09-27	UHC-59908-76	5402561334	7331 Forest Ave, Nashville, TN, 37231	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-27044	PRV	Banks W Angela	1989-12-03	UHC-53594-04	7295688487	6844 Oak St, Fresno, CA, 93778	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402957	CLM	Gabriel McDonald	1947-11-21	UHC-21533-16	8713805476	8474 Desert Sky Blvd, Plano, TX, 75012	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-63955	TPA	Marilyn Dominnguez	1991-04-14	—	—	6157 Camelback Rd # 441, Fresno, CA, 93745	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-111988	ENR	Anthony G Fields	1966-06-08	UHC-92391-87	6026645562	7579 Central Ave, Austin, TX, 78712	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-142807	ENR	Jacob Espinoza	1943-03-01	UHC-09081-77	2186631113	9827 Lake View Rd Apt 40, San Diego, CA, 92130	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-132249	ENR	William W Rivera	1971-03-13	UHC-47674-88	5122810729	3566 Willow Ct, San Diego, CA, 92191	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29164	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ, 85781	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59304	TPA	Elijah Carlson	1990-07-25	—	—	7199 Broadway Apt 31, Miami, FL, 33181	0.60	Date of birth reformatted SSN last four extracted Unit split from street Address re-cased+4 more
CLM-419870	CLM	Sofia Kelley	1956-01-22	UHC-11034-93	4126428121	7324 Sage Ct, Tampa, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20908	PRV	Ann Taylor	1945-09-03	—	4299117742	7489 Valley View Dr, Scottsdale, AZ, 85213	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-430022	CLM	Mason Santiago	1989-12-06	UHC-44962-59	6545214348	3907 Sage Ct # 696, Denver, CO, 80231	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-23680	PRV	Jack Z Arnold	2007-11-16	—	7019661203	2516 Central Ave, Denver, CO, 80212	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-409892	CLM	Shirley Jimenez	2002-02-10	UHC-16328-46	4272179330	2890 Ocean Ave, Minneapolis, MN, 55473	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140464	ENR	Cynthia Z Sullivan	1999-07-27	UHC-08546-06	8348382068	4119 Cedar Ln # 893, Scottsdale, AZ, 85218	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more

17,850 rows, page 55 of 357Previous Next