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
TPA-56724	TPA	Hannah Carr	1943-07-10	—	—	8041 Cedar Ln, Sacramento, CA	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
CLM-422816	CLM	Natalie Ferguson	1942-05-16	UHC-75951-23	—	8350 Hillcrest Rd Apt 20, Tempe, AZ	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-100344	ENR	Shirley D Reynolds	1973-09-12	UHC-14074-32	3603387648	6472 Desert Sky Blvd Apt 5, Houston, TX	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-23102	PRV	Hannah Rivera	1967-09-15	UHC-32282-46	3284146923	3233 Central Ave, Atlanta, GA	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115311	ENR	Heather Sims	1964-04-21	UHC-55452-48	7609983977	4593 Willow Ct # 738, Fresno, CA	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124750	ENR	Martha K Gardner	1995-11-13	UHC-10275-62	4033281179	5940 Pine Dr, Columbus, OH	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
TPA-59775	TPA	Cynthia Herrera	2004-05-23	—	8146127656	9088 Mountain View Dr, Atlanta, GA	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29179	PRV	Kimberly K Mills	1955-12-07	—	8016234112	9137 Main St Apt 17, Gilbert, AZ	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-54985	TPA	Billy Hanseen	1960-03-13	—	8119283330	8826 Grand Ave Apt 5, San Diego, CA	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-106718	ENR	Daniel Q Gardner	1953-02-02	UHC-59419-25	6758621562	4731 Central Ave Apt 26, Orlando, FL	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142826	ENR	Margaret B Vasquez	1962-10-26	UHC-19632-97	5585610720	7899 Church St, Scottsdale, AZ	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-25401	PRV	—Junk	1965-05-18	—	2547880228	1428 Maple Ave, Orlando, FL	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425981	CLM	Gerald D McDonald	—	—	4754671173	4680 Forest Ave, Tucson, AZ	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-123823	ENR	Donald K Weber	1977-01-24	UHC-71132-52	8047608422	4064 Indian School Rd, Minneapolis, MN	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28474	PRV	Roger Ross	2000-12-27	UHC-76258-52	8039597753	5420 Valley View Dr # 345, San Antonio, TX	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-417435	CLM	Angela Sullivan	1962-09-08	UHC-92117-15	8249232096	173 Indian School Rd, Minneapolis, MN	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-136958	ENR	MarilynJunk	—	UHC-20716-07	9675299588	4684 Baseline Rd, Fresno, CA	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124696	ENR	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130580	ENR	Jeffrey S Gutierrez	—	UHC-79792-52	5304506803	8454 Forest Ave Apt 11, Dallas, TX	0.36	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+4 more
PRV-26213	PRV	Jerry R Garrett	1970-04-05	—	4065040895	4320 Valley View Dr, Orlando, FL	0.36	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-127976	ENR	Priya Senchez	1951-01-28	UHC-79621-92	3048878331	8033 Oak St # 561, Houston, TX	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-122314	ENR	Judith U Powell	1970-10-21	UHC-41358-51	8603008810	8553 Canyon Rd, Scottsdale, AZ	0.36	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423075	CLM	Shirley Obrien	1969-06-05	UHC-62601-51	—	5922 Maple Ave, Sacramento, CA	0.36	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+4 more
TPA-54100	TPA	Teresa Graene	1966-10-05	—	—	6237 Oak St # 186, San Diego, CA	0.36	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+4 more
ENR-139974	ENR	Sam O Martin	1972-01-26	UHC-34323-72	7975207379	9645 Apache Blvd # 211, Fresno, CA	0.36	Date of birth reformatted Member ID reformatted SSN last four extracted Unit split from street+4 more
CLM-415200	CLM	Santiago Padilla	1982-11-04	UHC-48047-31	7254187784	6082 Grand Ave, San Diego, CA	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-129340	ENR	Nancy L Castor	1986-08-06	UHC-90346-97	7547601844	4187 Church St, Fresno, CA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140775	ENR	Janet Adams	1974-03-17	UHC-22193-11	5134055365	9268 Church St, Denver, CO	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118929	ENR	Carl Vasqeuz	2000-10-08	UHC-28618-98	3964821958	2528 Union St # 308, Eden Prairie, MN	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-113685	ENR	Adam C Griffin	1999-11-11	UHC-17159-27	2746329625	2417 River Rd Apt 10, Tempe, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
PRV-20809	PRV	Pamela Fields	1988-04-12	—	—	9331 Spring St, Charlotte, NC	0.36	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-432017	CLM	Nicholas Cunningham	1971-07-18	UHC-89997-78	—	7483 Canyon Rd, Phoenix, AZ	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
CLM-406578	CLM	Abigail Hayes	1945-12-15	—	—	2400 Sage Ct, Denver, CO	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-413338	CLM	Evelyn Moore	1940-10-11	UHC-51694-74	5807175940	7696 Apache Blvd, Eden Prairie, MN	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-139122	ENR	Bryan L Ramos	—	UHC-78407-36	—	134 Market St, Fresno, CA	0.36	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+4 more
TPA-55103	TPA	Gabriel T Nguyen	1949-04-25	—	—	5009 Jefferson Ave, Chandler, AZ	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-63915	TPA	Kathryn Campbell	1983-12-01	—	—	3280 Valley View Dr Apt 8, Los Angeles, CA	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-29068	PRV	Amanda G Gibson	1938-02-15	—	7508292181	6501 Meadow Ln, Plano, TX	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59012	TPA	Walter Patterson	—	—	—	3166 Mountain View Dr, Las Vegas, NV	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-121031	ENR	Justin Gray	1992-11-11	UHC-29426-60	7913068207	9262 Mesa Dr Apt 5, Columbus, OH	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-136733	ENR	Jack Chen	1959-04-17	UHC-51556-12	9696147099	1301 Apache Blvd, Gilbert, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124260	ENR	Wayne Z Mils	1997-11-07	UHC-99004-23	9037062779	5085 Lincoln Way, Charlotte, NC	0.36	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401642	CLM	Donna G Perez	—	UHC-15786-23	—	8563 Palm Dr, Atlanta, GA	0.36	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+4 more
CLM-409511	CLM	Logan Turner	1972-06-01	UHC-66944-79	—	3235 Central Ave, San Antonio, TX	0.36	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-139163	ENR	Beverly Jackson	1998-09-09	—	4599324131	4804 Main St, Charlotte, NC	0.36	Street suffix standardised Address re-cased State name converted to code ZIP missing+4 more
ENR-140400	ENR	Mak K Banks	1986-12-28	UHC-06187-42	2886049707	2326 Meadow Ln # 150, Chandler, AZ	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61904	TPA	Katherine Butler	—	—	7905444668	7504 Desert Sky Blvd, Houston, TX	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-54774	TPA	Sofia Ryan	1948-01-16	—	—	6638 Spring St, Tempe, AZ	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
ENR-135005	ENR	Abigail G Young	1992-02-27	UHC-96753-20	5887315256	9294 Indian School Rd Apt 16, Los Angeles, CA	0.38	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-137782	ENR	Douglas C Stewart	1987-03-07	UHC-98736-64	7734107976	4478 Cedar Ln Apt 31, Dallas, TX	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more

7,146 rows, page 7 of 143Previous Next