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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414397	CLM	Satiago Miller	1969-04-28	—	3279644892	3679 Meadow Ln, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53525	TPA	Samantha Nunez	1990-02-28	UHC-31120-14	5365474717	3542 Hillcrest Rd, Los Angeles, CA	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
ENR-121654	ENR	Sean O Luna	1981-03-13	UHC-69476-74	4424844759	8073 Ocean Ave, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109445	ENR	Bruce Wagner	1982-02-16	UHC-90026-30	4659720442	7740 Palm Dr, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-62261	TPA	Mark Lopez	1954-09-19	—	—	810 Mesa Dr, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55349	TPA	Camila M Morgan	1992-07-21	—	—	2671 Lake View Rd, Orlando, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402862	CLM	Jason White	1971-04-05	—	—	4266 Forest Ave, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-29286	PRV	Rebecca Espinoza	1954-12-27	—	9055432749	8352 Main St, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120152	ENR	Kathryn Contreras	1953-04-19	UHC-21639-91	—	9436 Bayshore Dr, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-104692	ENR	Robert F Jordan	1974-09-10	UHC-77954-08	7876066095	6722 Meadow Ln, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61473	TPA	Kevin Ortega	1950-11-09	—	—	7358 Oak St, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413781	CLM	Logan Wang	2001-03-04	UHC-72381-10	5619720419	9242 Park Pl, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105412	ENR	Dylan Webb	1993-04-28	UHC-32490-35	6387672848	2218 Harbor Blvd, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124829	ENR	Luis F Knight	1994-04-22	UHC-02229-10	5532669759	4894 Bayshore Dr, Dallas, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-134038	ENR	Larry V Dean	—	UHC-17540-16	5278877114	2474 Grand Ave, Chandler, AZ	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-104286	ENR	Dylan Q Stone	1961-03-05	UHC-00232-43	4332721170	1977 Market St, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109500	ENR	Fatima I Cole	1964-02-28	UHC-62814-17	4195577052	4624 Harbor Blvd, Minneapolis, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127488	ENR	Terry T Spencer	1998-12-13	UHC-19567-35	3258432884	642 Union St, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-430449	CLM	Lucia Hicks	1969-08-25	UHC-33115-56	—	9284 Bayshore Dr, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140314	ENR	Rachel Wagner	1981-04-09	UHC-43793-67	—	8428 Indian School Rd, Austin, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101292	ENR	Gloria Moore	1955-06-15	UHC-53067-61	6825662001	3587 Spring St, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413508	CLM	Joyce Z Hanson	1949-10-10	—	7099852727	7845 Jefferson Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-139965	ENR	Gerald Anderson	1999-08-03	UHC-60914-75	—	6481 Lake View Rd, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414653	CLM	Watkins Jacob	1948-01-23	UHC-84596-80	9825231742	1221 Church St, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114722	ENR	Christina B Daniels	1977-01-11	UHC-02242-53	7742388213	5640 Valley View Dr, San Diego, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-106778	ENR	Dylan B Nunez	1999-04-17	UHC-40902-19	8162583903	9491 Apache Blvd, Columbus, OH	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411435	CLM	Andrew Edwards	1957-06-19	UHC-43496-82	4692488295	6231 Bayshore Dr, Glendale, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-411434	CLM	Andrew Edwards	1957-06-19	UHC-43496-82	4692488295	6231 Bayshore Dr, Glendale, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-24438	PRV	Rlph Oliver	1995-03-26	UHC-98397-43	9882029621	1949 Spring St, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126124	ENR	Roger R Schhultz	1973-09-07	UHC-53999-69	7687567715	2168 Valley View Dr, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28421	PRV	Aisha M Cox	1948-11-27	—	7857593363	3223 Harbor Blvd, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413528	CLM	Valentina Q Baker	1998-03-24	—	—	1465 Apache Blvd, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-106322	ENR	Billy C Gibosn	2008-04-13	UHC-06894-24	5717274213	3004 Sunset Blvd, Tucson, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22868	PRV	Amy Kennedy	1947-06-19	—	6655382478	2061 Canyon Rd, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411439	CLM	Brenda Tran	1994-10-17	—	3952791709	9506 Lake View Rd, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409009	CLM	Jacqueline V Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122994	ENR	Aaaron W Hicks	1940-12-23	UHC-07186-53	8619915980	1876 Mountain View Dr, Tampa, FL	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137655	ENR	Angela Chapman	2005-12-21	UHC-61148-24	2188197066	4051 Valley View Dr, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129409	ENR	Mariana O Reed	1976-10-06	UHC-13418-34	2497719376	3518 Valley View Dr, Plano, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401020	CLM	Frances Williamson	1987-05-23	UHC-65634-96	—	128 Desert Sky Blvd, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-57176	TPA	David M Morgan	1943-05-15	UHC-46726-85	—	3531 Spring St, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100308	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100309	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402459	CLM	Christian Gomez	1984-11-27	—	—	7865 Bayshore Dr, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-131957	ENR	James F Burke	2001-04-16	UHC-90043-26	3938204845	1454 Elm St, Phoenix, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-50082	TPA	Albert Montgomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432489	CLM	Daniel J Sanders	1954-08-15	—	9524203403	9364 Washington St, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115829	ENR	Randy C Sims	1983-10-01	UHC-91736-60	8164946255	7983 Church St, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428153	CLM	Gloria Yang	1940-02-03	—	—	9382 Indian School Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-136844	ENR	Valentina Z Cole	1960-02-19	UHC-84010-93	3233173921	1496 Mountain View Dr, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

7,146 rows, page 71 of 143Previous Next