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 “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-416437	CLM	Anna F Baker	1944-10-27	UHC-10154-58	7227887847	3705 Palm Dr, Chandler, AZ, 85289	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127848	ENR	Victoria Stewart	1980-01-04	UHC-07460-23	9043190599	860 Forest Ave, San Antonio, TX, 78296	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100717	ENR	Dorothy N Hill	1999-08-03	UHC-52013-53	2707688647	7095 Elm St, Orlando, FL, 32863	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103637	ENR	Jerry McDonald	1940-11-01	UHC-42185-25	3376984913	8173 Hillcrest Rd Apt 35, Atlanta, GA, 30351	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-103636	ENR	Jerry McDonald	1940-11-01	UHC-42185-25	3376984913	8173 Hillcrest Rd Apt 35, Atlanta, GA, 30351	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-119006	ENR	Justin Snyder	1941-02-25	UHC-15556-78	8637442511	6092 Ocean Ave, Scottsdale, AZ	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123665	ENR	Jennifer F West	1962-05-28	UHC-32000-97	—	9635 Camelback Rd, Austin, TX	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114070	ENR	Camila Knight	1975-02-01	UHC-56856-16	9185685593	531 Baseline Rd Apt 2, Charlotte, NC, 28297	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-136144	ENR	Isabella Z Reed	1987-08-24	UHC-76255-44	7686605539	8519 Main St, Gilbert, AZ, 85250	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-402696	CLM	Anthony Martin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-130856	ENR	Arthur Garrett	1991-02-17	UHC-98433-73	7604555393	4997 Camelback Rd, Miami, FL, 33122	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430512	CLM	Ruth Schutz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100409	ENR	Heather H Thomas	1998-02-05	UHC-74493-68	2372145528	7841 Church St # 744, Minneapolis, MN, 55431	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23631	PRV	Mateo Harrison	1950-12-08	—	7865650513	8418 Washington St, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20820	PRV	Noah Chapman	2002-04-15	UHC-65294-57	9799046434	397 Palm Dr, Phoenix, AZ, 85078	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56002	TPA	Jean Lucas	1978-04-09	—	5835111157	9228 Central Ave, Jacksonville, FL, 32284	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427586	CLM	Carl Gardner	2004-02-12	UHC-45737-62	6933180651	3562 Hillcrest Rd, Glendale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411515	CLM	Carl McCoy	2008-07-20	—	4023918125	9103 Palm Dr, Tampa, FL, 33697	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117986	ENR	Ann L Morgan	2001-12-12	UHC-18409-32	7677201619	6424 Cedar Ln, San Diego, CA, 92107	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-108984	ENR	Jess Chapman	2003-12-21	UHC-58883-44	4519364767	360 Desert Sky Blvd, Tampa, FL, 33619	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-20429	PRV	Carol P Powell	1948-10-05	—	9333934679	6617 Highland Ave, Tucson, AZ, 85764	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103683	ENR	Ronald Morales	1967-07-24	UHC-74352-88	3958378373	6914 Cedar Ln, Denver, CO, 80215	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58426	TPA	Danny Johnson	1941-03-27	—	2854810846	8387 Church St # 385, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+4 more
ENR-130871	ENR	Wayne Nelson	2003-08-18	UHC-16289-79	6403276604	4213 Spring St, Charlotte, NC, 28293	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400262	CLM	Ronald Estrada	1972-07-19	—	—	8013 Market St # 880, Mesa, AZ, 85296	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-120227	ENR	Alice Patterson	—	UHC-05568-65	3976284792	9575 Washington St, Chandler, AZ	0.48	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-414052	CLM	Isabella Z Watkins	1967-06-02	UHC-63631-99	—	1407 Ocean Ave # 261, Mesa, AZ, 85223	0.48	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+4 more
TPA-50179	TPA	Jeremy K Young	2002-05-20	—	—	6020 Jefferson Ave # 274, Columbus, OH, 43287	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-64411	TPA	Emily Stephens	1940-08-13	—	—	7973 Mesa Dr, Scottsdale, AZ, 85204	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56482	TPA	Sophia Perez	1948-12-19	—	4452787432	2043 Forest Ave # 457, Sacramento, CA	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21627	PRV	Kimberly Alexander	1955-06-01	—	6808536998	8543 Forest Ave, Chandler, AZ, 85243	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105303	ENR	Roger Watson	1948-04-27	UHC-88620-95	4367914775	6246 Forest Ave, Minneapolis, MN, 55429	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105302	ENR	Roger Watson	1948-04-27	UHC-88620-95	4367914775	6246 Forest Ave, Minneapolis, MN, 55429	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61018	TPA	Carol Meyer	1979-07-21	—	2429489581	3897 Camelback Rd Apt 35, Nashville, TN, 37265	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-102066	ENR	Ronald R Howard	2000-04-14	UHC-79531-36	2446930748	4968 Valley View Dr, Jacksonville, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25165	PRV	Maria Baker	1972-02-28	—	6509038382	5242 Hillcrest Rd, Nashville, TN, 37262	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-430059	CLM	Christine Phillips	1989-02-18	UHC-86842-73	—	3969 Hillcrest Rd # 129, Gilbert, AZ, 85291	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-115903	ENR	Ana W Andrews	1952-07-20	UHC-89158-54	—	2817 Apache Blvd, Denver, CO	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-102285	ENR	Anna K King	1941-01-11	UHC-76044-90	5507012262	251 Main St # 202, Eden Prairie, MN, 55323	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-132500	ENR	Zachary Gibson	2001-08-24	UHC-91881-98	4965029512	1442 Maple Ave, Austin, TX, 78796	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137595	ENR	Grace U Mendez	1962-06-05	UHC-83618-82	5597330883	4883 Apache Blvd Apt 18, Orlando, FL, 32821	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-125068	ENR	Heather V Berry	2004-06-17	UHC-78489-95	2218450099	4277 Spring St, San Antonio, TX, 78243	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-425633	CLM	Joyce Williams	1955-08-15	UHC-83998-13	4099440757	7046 Oak St Apt 36, Dallas, TX, 75243	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-137144	ENR	Denny O Dean	1974-02-06	UHC-07591-25	3653866925	863 Forest Ave, Gilbert, AZ, 85273	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-29104	PRV	Julia Chavvez	1958-02-19	UHC-90166-60	6835403604	6840 Willow Ct, Atlanta, GA, 30300	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120318	ENR	Logan Stewart	1974-03-04	UHC-35018-95	9838076756	7919 Mesa Dr # 262, Nashville, TN, 37266	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-114251	ENR	Frank Q Gomez	1940-12-15	UHC-57895-27	5378475354	2750 Mesa Dr, Austin, TX, 78787	0.48	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
PRV-25333	PRV	Luis Sandoval	1971-07-04	UHC-78529-45	6944229068	6877 Mountain View Dr, Jacksonville, FL, 32234	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122212	ENR	Douglas Q Tucker	1971-11-13	UHC-69945-91	—	7086 Cedar Ln, San Antonio, TX	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-21909	PRV	Luis Reed	1944-04-24	UHC-97310-50	2423077489	3980 Meadow Ln, Orlando, FL, 32821	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

32,400 rows, page 26 of 648Previous Next