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

Enrollment, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100095	ENR	Eddie C Harrison	1952-02-27	UHC-39886-31	5915060791	2915 Market St, Charlotte, NC, 28225	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-139369	ENR	Noah E Salazar	2006-01-25	UHC-77146-22	5995719198	1356 Meadow Ln, Tempe, AZ, 85273	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-104079	ENR	Yuki Morrison	—	UHC-46933-33	5813799101	79 Cedar Ln, Tampa, FL, 33682	0.68	Date of birth unreadable ZIP+4 trimmed Email lower-cased Placeholder values cleared
ENR-130842	ENR	Luis Carr	1952-03-07	UHC-81091-67	3552595611	4164 Valley View Dr, Chandler, AZ	0.68	Phone reformatted State name converted to code ZIP missing Email lower-cased
ENR-103263	ENR	Isabella H Rice	1960-09-07	UHC-61073-78	7652548767	6681 Harbor Blvd, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-104249	ENR	David L Garza	1951-10-02	UHC-78742-45	6965452865	4385 Baseline Rd, Mesa, AZ, 85291	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-139030	ENR	Keith Espinoza	1963-02-24	UHC-27101-51	4139361853	6826 Hillcrest Rd, Minneapolis, MN, 55407	0.68	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed
ENR-111421	ENR	Ralph Simpson	1991-05-09	UHC-39335-60	4367288003	9534 Union St, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-121934	ENR	Stephanie L Arnold	1941-07-03	UHC-99944-03	—	7293 Desert Sky Blvd, Scottsdale, AZ, 85232	0.68	Phone missing area code Street suffix standardised Address re-cased Email lower-cased
ENR-133443	ENR	Henry Taylor	1960-05-01	UHC-70030-55	7599343436	6142 Ridge Rd # 691, Tempe, AZ	0.68	Phone reformatted Unit split from street ZIP missing Email lower-cased
ENR-123347	ENR	Victoria Sullivan	1962-10-11	UHC-47130-90	—	8680 Camelback Rd, Tempe, AZ, 85206	0.68	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-102383	ENR	Ryan Brooks	2008-12-27	UHC-16187-17	2978848618	3718 Main St, Fresno, CA, 93773	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-116684	ENR	Tyler Barnes	1943-05-11	UHC-01576-41	5726123637	7124 Market St # 841, Chandler, AZ, 85260	0.68	Phone reformatted SSN last four extracted Unit split from street Email lower-cased
ENR-111522	ENR	George Guerrero	1954-03-15	UHC-05538-48	2855619555	5087 Union St, Eden Prairie, MN, 55314	0.68	Two-digit birth year ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-104749	ENR	Santiago Ferguson	1959-12-01	UHC-37057-84	8105563227	6259 Pine Dr, Seattle, WA, 98197	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-104748	ENR	Santiago Ferguson	1959-12-01	UHC-37057-84	8105563227	6259 Pine Dr, Seattle, WA, 98197	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-122022	ENR	Priya Y Warren	1977-09-27	UHC-93448-74	6725404353	7780 Lincoln Way, Columbus, OH	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased
ENR-110864	ENR	Robert Q Lawrence	2008-02-10	UHC-31344-05	6654530727	1802 Central Ave, Eden Prairie, MN	0.68	Name split from “Last, First”ZIP missing Email lower-cased Whitespace trimmed
ENR-122837	ENR	Anna A Barnes	1986-08-23	UHC-89276-13	9457520541	6560 Lincoln Way, Fresno, CA, 93767	0.68	Name re-cased Two-digit birth year Email lower-cased Gender normalised
ENR-143092	ENR	Sarah Harvey	1994-03-07	UHC-63568-85	—	9589 Church St, Phoenix, AZ, 85073	0.68	Two-digit birth year State name converted to code Email lower-cased Whitespace trimmed
ENR-101650	ENR	Juan F Anderson	1957-10-08	UHC-85707-30	9518898379	4092 Camelback Rd, Nashville, TN, 37261	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-122891	ENR	Susan X Bishop	1972-05-10	UHC-19257-25	5435585995	2549 Jefferson Ave, Los Angeles, CA	0.68	Name split from “Last, First”ZIP missing Email lower-cased Whitespace trimmed
ENR-100639	ENR	Patrick V Nelson	1994-06-21	UHC-19242-69	5546715741	7564 Maple Ave # 448, Gilbert, AZ, 85291	0.68	Two-digit birth year Phone reformatted Unit split from street Email lower-cased
ENR-120460	ENR	Olivia Parker	1982-07-27	UHC-73080-77	6079777656	4826 Cedar Ln, Glendale, AZ, 85360	0.68	Name split from “Last, First”ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-106082	ENR	Sofia Perez	1997-12-13	UHC-69577-12	—	2911 Baseline Rd # 565, Dallas, TX, 75277	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
ENR-140663	ENR	Kayla Talor	—	UHC-97205-63	4676405791	4019 Grand Ave, Los Angeles, CA, 90098	0.68	Name split from “Last, First”Date of birth unreadable Email lower-cased Whitespace trimmed
ENR-103724	ENR	Karen U Bishop	1983-05-01	UHC-48988-95	8607064390	5869 Mountain View Dr, Atlanta, GA, 30303	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased
ENR-114363	ENR	Thomas L Ramirez	1992-12-20	UHC-60213-84	7026555725	103 Union St, Miami, FL	0.68	Two-digit birth year City re-cased ZIP missing Email lower-cased
ENR-142855	ENR	Chris Porter	1972-09-25	UHC-72802-32	3832486538	3330 Washington St, Tempe, AZ, 85222	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased
ENR-102397	ENR	Aisha Roberts	1993-03-26	UHC-49074-14	8376539889	8352 Main St, Miami, FL, 33121	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased
ENR-133385	ENR	Eric I Warren	1998-06-01	UHC-46478-91	2809585707	9407 Cedar Ln, Tampa, FL, 33631	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-133613	ENR	Rebecca Foster	1989-11-23	UHC-93811-43	4458915584	5863 Mountain View Dr, Mesa, AZ, 85236	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-118726	ENR	Mariana Marquez	1987-06-25	UHC-24318-21	—	42 Oak St, Chandler, AZ, 85238	0.68	Phone missing area code Street suffix standardised Address re-cased Email lower-cased
ENR-119731	ENR	Megan Banks	1963-10-03	UHC-43841-45	3542753484	7623 Ocean Ave, Dallas, TX, 75286	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased
ENR-131555	ENR	Stephens Dylan	1984-07-11	UHC-50693-09	6137339350	453 Cedar Ln, Las Vegas, NV, 89132	0.68	Date of birth reformatted State name converted to code Email lower-cased Gender normalised
ENR-120622	ENR	Charles I Fowler	—	UHC-45989-53	9655437918	3451 Mountain View Dr, Mesa, AZ, 85269	0.68	Date of birth missing Phone reformatted Email lower-cased Gender normalised
ENR-128837	ENR	Noah Park	1979-10-18	UHC-63320-76	3307778973	9779 Harbor Blvd, Tucson, AZ	0.68	ZIP missing Email lower-cased Gender normalised Whitespace trimmed
ENR-121931	ENR	Luis Delgado	1999-05-08	UHC-75227-62	5032223372	6453 Grand Ave, Las Vegas, NV, 89193	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-137795	ENR	Gary Lucas	2001-08-26	UHC-30606-63	9455022500	5293 Canyon Rd, Dallas, TX	0.70	Two-digit birth year ZIP missing Email lower-cased
ENR-100562	ENR	Stephen M Vasquez	1957-08-23	UHC-70906-85	6998107538	7979 Canyon Rd, Houston, TX, 77029	0.70	Middle initial moved out of first name Email lower-cased Gender normalised
ENR-115731	ENR	Julie W Howard	1981-12-13	UHC-57228-80	—	7117 Lake View Rd Apt 35, Tempe, AZ, 85231	0.70	Phone missing area code Unit split from street Email lower-cased
ENR-125432	ENR	Marcus Boyd	1980-03-05	UHC-45116-04	8852331451	8120 Central Ave, Las Vegas, NV, 89144	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105515	ENR	Janet B Ross	2007-08-11	UHC-36044-21	5112243354	4119 Bayshore Dr, Charlotte, NC, 28251	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-114954	ENR	Nicole Flores	1981-05-22	UHC-34130-05	8072491193	6769 Washington St, Los Angeles, CA	0.70	ZIP missing Email lower-cased Gender normalised
ENR-130739	ENR	Tyler G Harvey	1949-01-21	UHC-03044-42	2412824433	4173 Elm St, Tampa, FL, 33635	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-120183	ENR	Jackie Harvey	1973-05-08	UHC-19463-16	—	8113 Washington St, Plano, TX, 75002	0.70	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-109575	ENR	Amanda Ferguson	1956-01-16	UHC-22672-58	4634743993	1781 Mesa Dr, Fresno, CA, 93765	0.70	SSN last four extracted Email lower-cased Gender normalised
ENR-118544	ENR	Maria N Little	1995-08-17	UHC-65630-58	7919203011	8543 Ridge Rd, Charlotte, NC, 28284	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-130603	ENR	Michelle Cook	1991-03-23	UHC-71012-93	—	7428 Church St, Mesa, AZ	0.70	SSN last four extracted ZIP missing Email lower-cased
ENR-125541	ENR	Zachary I Thompson	1994-01-28	UHC-57296-58	9576567938	8390 Forest Ave, Seattle, WA, 98195	0.70	State name converted to code Email lower-cased Gender normalised

8,934 rows, page 77 of 179Previous Next