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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54208	TPA	Aaroon Taylor	1978-06-11	—	—	4151 Sage Ct, Las Vegas, NV, 89197	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53322	TPA	Hannah Clark	1981-05-15	UHC-95602-29	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61697	TPA	Philip Brooks	1954-04-07	—	9506282571	2349 Central Ave Apt 29, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
TPA-61698	TPA	Philip Brooks	1954-04-07	—	9506282571	2349 Central Ave Apt 29, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
TPA-54870	TPA	Lori Garcia	1993-06-24	UHC-39221-56	—	988 Sage Ct # 598, Tampa, FL, 33691	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407013	CLM	Jacob Kim	—	UHC-18672-96	4877489624	8072 Elm St, Jacksonville, FL, 32291	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432491	CLM	Roger Martinez	1990-03-15	UHC-40330-54	5044255946	6998 Cedar Ln # 605, Phoenix, AZ, 85049	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-132216	ENR	Timothy D Stevens	1945-06-03	UHC-07270-10	9589091213	2482 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-412596	CLM	Kathy Brown	1994-08-14	—	—	3092 Sage Ct, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59456	TPA	Wayne Marshal	1983-10-09	—	3912203085	6085 Church St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117157	ENR	Randy P Mills	1957-01-02	UHC-06038-24	2066035968	6343 Indian School Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429483	CLM	Stephen King	1968-01-20	—	2199779871	5493 Meadow Ln, Los Angeles, CA, 90019	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-412656	CLM	Elizabeth N Chapman	1944-12-23	—	8676977543	2615 Ridge Rd, San Antonio, TX, 78212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24961	PRV	Juan Richards	1968-07-12	—	2722861777	5895 Church St, Glendale, AZ, 85384	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128491	ENR	Deborah Wung	2007-07-16	UHC-41251-21	5869177081	1633 Mesa Dr, San Diego, CA, 92140	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421692	CLM	Judy J Henderson	1973-01-23	UHC-53252-69	8753161429	4191 Ridge Rd, Eden Prairie, MN, 55354	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29233	PRV	Wayne Rios	1985-10-01	—	5787018798	4228 Market St, San Antonio, TX, 78253	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404550	CLM	Andrew D Freeman	1959-01-14	UHC-02052-01	3559211510	4715 Palm Dr, Tucson, AZ, 85772	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111551	ENR	Willie F Wood	1977-05-12	UHC-01701-76	9534353831	8425 Ridge Rd, Mesa, AZ	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-104627	ENR	Natalie N Martinez	1951-10-28	UHC-91807-65	—	8827 Hillcrest Rd, Los Angeles, CA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-425476	CLM	Boby Chen	2003-07-10	—	8082970122	7936 Pine Dr, San Antonio, TX, 78210	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129545	ENR	Sofia Y Grant	1953-02-03	UHC-68246-83	—	5696 Bayshore Dr, Fresno, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20850	PRV	Gabriel Simpson	1943-02-15	UHC-23523-26	7445042495	6302 Lake View Rd, Chandler, AZ, 85210	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-112010	ENR	Kimberly Jordan	1939-02-15	UHC-22422-34	3276977774	8240 Mountain View Dr, Plano, TX, 75079	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56139	TPA	Adam Welch	1959-06-12	—	9463128704	4241 Desert Sky Blvd, Tampa, FL, 33648	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125153	ENR	Randy Harrison	2000-01-26	UHC-87479-89	—	7261 Hillcrest Rd, Denver, CO, 80221	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111173	ENR	Alice Q Salazar	2003-02-23	UHC-78437-15	2086741031	7779 Maple Ave, Mesa, AZ, 85223	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20582	PRV	Beverly Ramos	1944-03-10	—	9183627716	5540 Canyon Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403128	CLM	Charlotte Gray	1975-04-20	—	—	7259 Camelback Rd, Tucson, AZ, 85709	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413812	CLM	Ryan Johnson	1997-09-28	UHC-89836-17	8576361853	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62588	TPA	Tyler Peters	2001-11-01	—	—	1544 Market St, Fresno, CA, 93738	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-21086	PRV	Gerald B Harris	2001-11-10	UHC-76132-83	—	2875 Mountain View Dr, Dallas, TX, 75275	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-102201	ENR	Dorothy S Jacobs	1942-02-04	UHC-33416-55	4322011656	5935 Mountain View Dr, Austin, TX, 78767	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400352	CLM	Mason Kyle	—	UHC-92667-29	9413804832	9092 Park Pl, Orlando, FL, 32888	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-113087	ENR	Russell Marqez	1962-03-11	UHC-20668-29	2913710345	2146 Mesa Dr, Scottsdale, AZ, 85285	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62485	TPA	Mark Y Hicks	1991-04-12	—	—	2633 Hillcrest Rd, Austin, TX, 78718	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117167	ENR	Barbara Rivera	1996-04-26	UHC-64249-52	—	3211 Main St, Plano, TX, 75077	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55627	TPA	Peter Salazar	1985-08-06	—	—	624 Grand Ave, Dallas, TX, 75246	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-29163	PRV	Jacob C Guerrero	1973-09-21	—	8169622844	2682 Sunset Blvd, Columbus, OH, 43283	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422026	CLM	Cynthia D Jenkinns	1996-07-15	UHC-84353-34	—	3297 Ridge Rd, San Antonio, TX, 78254	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-100787	ENR	Joshua L Myers	1944-09-08	UHC-41270-69	3934635825	5838 Meadow Ln, Sacramento, CA, 95860	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22003	PRV	Julie Pena	1989-12-02	UHC-02461-38	2948505111	59 Mountain View Dr, Tucson, AZ, 85739	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133055	ENR	Deboraah V Sandoval	1948-06-07	UHC-01958-16	3176322535	7276 Willow Ct, Minneapolis, MN, 55467	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123888	ENR	Judy Fields	2000-07-01	UHC-10182-02	7439539610	2490 Willow Ct, Tucson, AZ, 85788	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403126	CLM	Nicholas Carter	1938-12-23	UHC-84056-95	—	8213 Apache Blvd # 759, Orlando, FL, 32843	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-120399	ENR	Catherine L Lawrence	1957-05-18	UHC-09218-86	—	9836 Canyon Rd, Chandler, AZ, 85249	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-114728	ENR	Dorothy J Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-134088	ENR	Megan Carr	1951-10-23	UHC-22047-95	—	3795 Elm St, Gilbert, AZ, 85210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431674	CLM	Sophia Jacobs	1941-04-15	UHC-74205-24	2473106664	8862 Bayshore Dr, Mesa, AZ, 85209	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-22336	PRV	Tlyer Long	1981-04-15	—	4175177821	277 Jefferson Ave, Dallas, TX, 75286	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

71,257 rows, page 220 of 1,426Previous Next