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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105517	ENR	Jonatan F Wells	1997-04-19	UHC-50263-53	6818072026	9341 Church St, Seattle, WA, 98160	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430686	CLM	Sharon V Bell	2006-07-20	UHC-77136-29	—	6511 Sage Ct, Houston, TX	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
PRV-24069	PRV	Theresa Kelly	1950-01-02	UHC-26103-49	6876560179	1014 Hillcrest Rd, San Diego, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-102180	ENR	Donald G Ross	1997-12-09	UHC-84152-83	—	223 Indian School Rd, Charlotte, NC, 28201	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-134762	ENR	Nathan S Kennedy	1971-07-24	UHC-94717-31	9524210645	1676 Spring St, Mesa, AZ, 85244	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-141175	ENR	Elizabeth D Matthews	1994-08-26	UHC-83163-59	6257599798	8220 Bayshore Dr, Orlando, FL, 32855	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126444	ENR	Donna Z Mitchell	1966-06-07	UHC-43058-43	2985896706	723 Camelback Rd, Chandler, AZ	0.50	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139273	ENR	Lawrence D Rojas	1948-07-10	UHC-94431-48	4986509324	856 Church St, Orlando, FL, 32849	0.50	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130226	ENR	Mychelle Gordon	1948-04-16	UHC-80137-39	—	470 Valley View Dr, Houston, TX, 77049	0.50	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-114254	ENR	Amy Soto	1985-05-18	UHC-23381-51	8316648487	4411 Sunset Blvd, Minneapolis, MN, 55473	0.50	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-124105	ENR	Camila R Mendoza	1965-10-05	UHC-35550-94	8897657384	7918 Oak St, Seattle, WA, 98146	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103585	ENR	Angela O Li	1983-11-13	UHC-73845-11	8304998351	210 Cedar Ln Apt 9, Denver, CO, 80294	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-59905	TPA	Pamela Tran	—	UHC-02051-22	—	4889 Spring St, Sacramento, CA	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402625	CLM	Melissa Welch	1986-07-15	UHC-74121-25	—	3450 Maple Ave, Las Vegas, NV, 89157	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-136539	ENR	Lgan Q Tran	1997-05-11	UHC-26362-90	7296500155	4762 Canyon Rd, Plano, TX, 75057	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128247	ENR	Doris Guzman	1956-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.50	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128246	ENR	Doris Guzman	1956-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.50	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140600	ENR	Dyylan R Stephens	1982-08-03	UHC-29218-23	3878070018	8540 Meadow Ln, Plano, TX	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125827	ENR	Saron Ford	1965-12-07	UHC-29790-88	3493993797	845 Indian School Rd, Charlotte, NC, 28217	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412718	CLM	Janice K Patel	1993-06-11	UHC-60883-65	5658649043	2290 Central Ave, Phoenix, AZ	0.50	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-117136	ENR	Hannah B Simmons	—	UHC-61478-12	5957911275	2317 Church St, Fresno, CA, 93778	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+3 more
CLM-408945	CLM	Pat Lawis	1979-06-05	UHC-15634-12	6184234663	4359 Forest Ave, Nashville, TN, 37277	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138145	ENR	Kenneth E Woods	1963-12-26	UHC-80979-49	—	6704 Sage Ct, Seattle, WA, 98171	0.50	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-113320	ENR	Sara F Padilla	1982-02-02	UHC-35197-28	5183584426	3359 Church St # 715, Tempe, AZ, 85240	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-115962	ENR	Daniel Y James	1948-12-17	UHC-82075-24	8939983562	6549 Spring St Apt 29, Gilbert, AZ, 85279	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-131805	ENR	Jack K Mendez	1985-06-04	UHC-80621-12	4685754652	9614 Highland Ave, Jacksonville, FL, 32275	0.50	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
PRV-29430	PRV	John Luna	1982-01-25	UHC-17026-93	5198173775	2837 Jefferson Ave, Mesa, AZ, 85294	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-135193	ENR	Ana T Carroll	—	UHC-84457-19	6575624763	9223 Ridge Rd # 982, San Diego, CA	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+3 more
PRV-21550	PRV	Sara Ray	1970-06-23	UHC-20937-43	5504800879	2228 Jefferson Ave, Las Vegas, NV, 89120	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110138	ENR	Ann G Murray	1986-04-18	UHC-04228-65	2434482550	847 Maple Ave, Sacramento, CA, 95852	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-408796	CLM	Denise Parker	1947-11-17	UHC-17727-44	—	1449 Central Ave, Tempe, AZ	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-107378	ENR	Abby Arnold	1980-05-19	UHC-79863-61	2613335475	4960 Jefferson Ave Apt 9, Gilbert, AZ, 85232	0.50	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+3 more
ENR-109883	ENR	Maria F Cooper	1963-02-22	UHC-53767-89	—	7528 Desert Sky Blvd Apt 35, Miami, FL	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142321	ENR	Eric Castro	1948-07-16	UHC-70681-72	—	575 Apache Blvd, Austin, TX	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-132015	ENR	Fatima Y Stephens	1995-07-04	UHC-06221-64	2644475759	1103 Main St, Sacramento, CA, 95862	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-134391	ENR	Mark Z Vazquez	1992-11-10	UHC-54827-07	5148555400	2171 Hillcrest Rd # 959, Minneapolis, MN, 55476	0.50	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
PRV-25049	PRV	Juan McCoy	1958-08-17	UHC-62486-62	—	8094 Market St, Chandler, AZ, 85237	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-403433	CLM	Anthony Salazar	—	UHC-22769-73	—	3940 Hillcrest Rd, Plano, TX	0.50	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422743	CLM	Willie Delgado	1965-09-16	UHC-47830-16	—	2592 Sunset Blvd, Charlotte, NC, 28257	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-113774	ENR	Janice J Russell	1954-07-22	UHC-82902-77	3635133487	4026 Camelback Rd, San Antonio, TX, 78245	0.50	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428462	CLM	Betty Weber	1956-07-23	UHC-81512-01	5507961997	9852 Spring St Apt 40, Miami, FL, 33118	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-103251	ENR	CJunk	1977-12-02	UHC-33344-70	2208398187	6511 Harbor Blvd, Tampa, FL, 33608	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126484	ENR	Anna P Watkins	1983-08-25	UHC-81236-85	—	5278 Sunset Blvd, Seattle, WA, 98129	0.50	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-105632	ENR	Helen McCoy	1999-07-23	UHC-48762-31	3759522691	858 Market St, Tampa, FL	0.50	Phone reformatted Member ID reformatted SSN last four extracted State name converted to code+3 more
CLM-429116	CLM	Brian Dixon	—	UHC-02163-23	—	8209 Maple Ave, Gilbert, AZ	0.50	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
TPA-57320	TPA	Douglas Jones	1993-04-21	UHC-06739-80	7159927250	533 Willow Ct Apt 13, Chandler, AZ, 85230	0.50	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-134817	ENR	Douglas O Harris	1965-08-21	UHC-03403-79	—	4687 Main St, Nashville, TN, 37255	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
TPA-64015	TPA	William Rodriguez	1993-05-23	UHC-66982-37	—	2554 Market St, Columbus, OH, 43296	0.50	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-126242	ENR	Wayne Davis	1956-05-25	UHC-67278-96	—	4681 Oak St, Eden Prairie, MN, 55309	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-27502	PRV	Willie Suullivan	2005-02-28	UHC-03086-90	4336975706	6475 Elm St, Tampa, FL, 33636	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more

7,723 rows, page 15 of 155Previous Next