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
CLM-426259	CLM	Russell C Mitchell	1999-04-06	UHC-20750-76	—	9101 Canyon Rd, Tampa, FL, 33687	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-115938	ENR	Angela Evans	1959-02-20	UHC-64475-63	5636951734	3391 Union St, Gilbert, AZ, 85232	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-122359	ENR	Douglas D Howell	1959-05-10	UHC-59326-05	7455862120	275 Apache Blvd, Minneapolis, MN, 55417	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-102715	ENR	Aaron Reyes	1978-03-17	UHC-11041-58	5257134253	8629 Indian School Rd, Denver, CO, 80225	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-113899	ENR	Tyler Russell	1958-12-09	UHC-38785-33	3676726496	596 Hillcrest Rd, Orlando, FL, 32866	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-105711	ENR	Mariana S Delgado	1989-10-06	UHC-41386-07	8826588091	516 Maple Ave, Orlando, FL, 32818	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-28153	PRV	Samuel Yang	1982-10-08	—	2968404254	9388 Oak St Apt 2, Los Angeles, CA, 90061	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
TPA-52826	TPA	Wei E Nelson	1998-12-11	—	—	139 Main St, Minneapolis, MN, 55488	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-129611	ENR	Victoria Holmes	1989-02-28	UHC-76431-91	9028042155	1423 Oak St, Plano, TX, 75004	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-113902	ENR	Amy Armstrong	1986-06-04	UHC-47924-78	5062396600	8116 Cedar Ln Apt 28, Atlanta, GA, 30391	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
CLM-419658	CLM	Kimberly Henderson	—	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.66	Date of birth unreadable Phone reformatted City re-cased State name converted to code+1 more
ENR-119242	ENR	Sharon Y Guzman	1994-07-20	UHC-16998-40	5626079599	2875 Harbor Blvd, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-119243	ENR	Sharon Y Guzman	1994-07-20	UHC-16998-40	5626079599	2875 Harbor Blvd, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417522	CLM	Jerry C Brown	1976-02-05	UHC-23768-79	—	2285 Church St, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-140367	ENR	Janice F West	1955-07-13	UHC-37336-21	5949153028	6528 Main St, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-124795	ENR	Christopher Fowler	1994-10-03	UHC-20366-54	5732639932	3235 Camelback Rd, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133433	ENR	Tyler L Meyer	1977-10-09	UHC-28108-92	8772961996	2624 Elm St, Jacksonville, FL, 32221	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
ENR-140497	ENR	Sandra X Jackson	1946-04-25	UHC-53077-56	4792888883	3183 Union St, Fresno, CA, 93728	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-428586	CLM	Arjun Gonzalez	1947-02-08	UHC-75702-24	—	3951 Park Pl, Atlanta, GA, 30369	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
ENR-127844	ENR	Joan U Gonzales	1986-10-28	UHC-02734-71	7023896270	4751 Cedar Ln, Dallas, TX, 75285	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-100867	ENR	Thomas A Arnold	2006-02-21	UHC-89089-69	2027408513	1279 Forest Ave, Miami, FL, 33181	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127526	ENR	Betty U Wood	1993-01-15	UHC-43146-32	8075932787	2494 Lincoln Way, Miami, FL, 33112	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-112737	ENR	Kayla W Gray	1963-10-09	UHC-69276-35	6977496815	9706 Lake View Rd, Scottsdale, AZ, 85214	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
PRV-20910	PRV	Christian Lawson	1975-02-12	—	—	3874 Jefferson Ave, Chandler, AZ, 85235	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-404583	CLM	Donna Austin	1975-05-22	—	—	6301 Valley View Dr, Tucson, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-106252	ENR	Jean Washington	2000-06-24	UHC-80583-61	4602147374	406 Pine Dr, Atlanta, GA, 30347	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-113475	ENR	Justin Riz	1975-08-01	UHC-71419-14	2052139431	4997 Lake View Rd, Tempe, AZ, 85219	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408020	CLM	Black Diana	1987-07-10	UHC-19098-18	—	1397 Ridge Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-420117	CLM	Jose Mejia	1978-12-13	UHC-36493-03	—	4197 Indian School Rd, Fresno, CA, 93711	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-108217	ENR	Karen L Santos	1946-04-28	UHC-76959-87	9692010395	890 River Rd, San Diego, CA, 92162	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-120836	ENR	Jeffrey Phillips	1973-01-18	UHC-32139-66	5126271688	8271 River Rd # 631, Charlotte, NC, 28211	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424292	CLM	Nicole L Hamiltton	1984-12-11	UHC-96718-86	5777997311	2794 Bayshore Dr, Nashville, TN, 37271	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-57234	TPA	Drew Cooper	1983-06-12	UHC-45257-67	8329935777	805 Desert Sky Blvd, Charlotte, NC, 28211	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-414305	CLM	Cheryl T Jacobs	1974-07-10	UHC-69318-52	8352538081	8057 Harbor Blvd, Minneapolis, MN, 55439	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123566	ENR	Alan P Hanson	1999-01-27	UHC-37725-42	4389967162	3378 Ridge Rd, Los Angeles, CA, 90009	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-103034	ENR	Gerald L Walsh	2000-04-07	UHC-17281-92	6514991143	8766 Forest Ave, Plano, TX, 75052	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419514	CLM	Camila X Jensen	1949-11-25	UHC-66295-51	7405475384	612 Central Ave, Fresno, CA, 93771	0.66	Middle initial moved out of first name Phone reformatted City re-cased Gender normalised+1 more
CLM-414727	CLM	Judy Castro	1984-02-12	UHC-14119-09	2538618240	8470 Church St Apt 13, Plano, TX, 75003	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
ENR-118536	ENR	Daniel J Larson	1969-07-04	UHC-92751-41	8193802676	5189 Jefferson Ave, Seattle, WA, 98194	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-432790	CLM	Nancy Miller	1953-09-11	UHC-43773-54	7795003781	3880 Desert Sky Blvd, Dallas, TX, 75272	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-412979	CLM	Ruth Vazquez	2006-09-08	—	2439617794	3458 Oak St, San Antonio, TX, 78282	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-100245	ENR	Cynthia Peterson	1984-03-27	UHC-59351-27	2918480003	5694 Central Ave, Nashville, TN, 37227	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-140105	ENR	Daniel Turner	1982-06-20	UHC-52643-65	4509372554	5490 Lake View Rd, Tucson, AZ, 85761	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-140104	ENR	Daniel Turner	1982-06-20	UHC-52643-65	4509372554	5490 Lake View Rd, Tucson, AZ, 85761	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-432207	CLM	Michelle Ramos	1976-07-08	UHC-95677-22	—	7537 Park Pl, Charlotte, NC, 28246	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-406317	CLM	Bobby Jimenez	1963-03-15	—	8914890504	8735 Ridge Rd, San Diego, CA, 92169	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-55970	TPA	Philip Lawson	2008-12-27	—	—	8364 Main St, Dallas, TX, 75217	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
TPA-57115	TPA	Andrew Dominguez	2008-06-06	—	—	2936 Broadway, Columbus, OH, 43250	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-430622	CLM	Frank D Miller	1965-03-06	UHC-04100-71	—	9039 Park Pl, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-421324	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	—	2613 Cedar Ln, Austin, TX	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more

17,850 rows, page 140 of 357Previous Next