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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141986	ENR	Arthur Q Oliver	1972-07-19	UHC-81066-86	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+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-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
CLM-420725	CLM	Jean L Scott	1974-06-25	UHC-25460-52	—	4107 Park Pl, Los Angeles, CA, 90029	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+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-131802	ENR	Aaorn Burke	1952-11-24	UHC-86182-95	2014394040	2109 Central Ave, Jacksonville, FL, 32203	0.36	Two-digit birth year Phone reformatted Member ID reformatted 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
ENR-139585	ENR	Luis L Price	1962-06-15	UHC-44223-32	8315240870	790 Willow Ct, Minneapolis, MN, 55411	0.36	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-137069	ENR	Johnny Hernandez	1992-02-23	UHC-72048-32	8115215208	3109 Sage Ct, Jacksonville, FL, 32282	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139370	ENR	Martha J Marquez	2002-07-06	UHC-95428-18	—	6570 Mesa Dr, Phoenix, AZ, 85053	0.36	Name split from “Last, First”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
CLM-416900	CLM	Douglas Tucker	1971-11-13	—	—	7086 Cedar Ln, San Antonio, TX, 78281	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-25883	PRV	Adam T Dixon	1974-07-03	UHC-43173-48	3246179309	1990 Mesa Dr, Tempe, AZ, 85257	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-427364	CLM	Peter Austin	—	UHC-85220-86	4504836905	6884 Maple Ave, Gilbert, AZ, 85265	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104129	ENR	Natalie L James	1972-03-18	UHC-44696-09	—	5951 Desert Sky Blvd Apt 18, Scottsdale, AZ, 85237	0.36	Name split from “Last, First”Phone missing area code Unit split from street City re-cased+4 more
CLM-416215	CLM	Alan Maldonado	1940-09-18	UHC-40405-98	9648640740	3947 Willow Ct # 416, Fresno, CA, 93760	0.36	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+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
ENR-113710	ENR	Robert P Allen	1951-01-11	UHC-77201-48	7875127472	2090 Ridge Rd, Sacramento, CA, 95847	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106660	ENR	Austin V Berry	2007-04-07	UHC-63286-32	5375701799	9431 Central Ave # 760, Eden Prairie, MN, 55329	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-131090	ENR	Fatima D Walker	1977-09-21	UHC-22421-47	6453605167	1113 Mesa Dr Apt 23, Mesa, AZ, 85266	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+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-411518	CLM	Peter A Wong	—	—	9166333386	1739 Central Ave, Tempe, AZ, 85283	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-50196	TPA	Janice C Santiago	1940-08-07	—	4093028714	210 Highland Ave, Tucson, AZ, 85789	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+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
ENR-101305	ENR	Teresa Carr	1996-07-04	UHC-74109-33	7252133613	1962 Palm Dr, Dallas, TX, 75236	0.36	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+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-112114	ENR	Camila F Peterson	1993-05-18	UHC-03136-61	9706356329	8687 Forest Ave # 503, Atlanta, GA, 30354	0.36	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+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-136809	ENR	Deborah Johnston	1963-05-04	UHC-79873-39	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-405712	CLM	Lis Richardson	1990-06-10	UHC-29830-20	—	7253 Elm St # 117, Los Angeles, CA, 90080	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-62345	TPA	Dot Henderson	1972-05-25	—	—	894 Apache Blvd, Minneapolis, MN, 55449	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-127599	ENR	Joan Maldonado	1990-12-10	UHC-93987-64	9547456209	1564 Ridge Rd, Tampa, FL, 33607	0.36	Date of birth reformatted Phone reformatted 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-102402	ENR	Kevin Wheeler	1980-05-15	UHC-66833-64	9222633454	4944 Elm St, San Antonio, TX, 78206	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136837	ENR	Richard Y Moreno	2000-05-08	UHC-79139-87	—	1583 Elm St, Miami, FL, 33112	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-116859	ENR	Michelle Harvey	—	UHC-86276-83	9008704949	6552 Valley View Dr, Orlando, FL, 32845	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-120643	ENR	Sharon O Stevens	1985-05-24	UHC-10278-31	7628094049	1993 Sage Ct # 947, Nashville, TN, 37250	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-117393	ENR	Adam E Guzman	1971-10-10	UHC-80900-49	4283226244	2639 Elm St Apt 39, Plano, TX, 75048	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-127545	ENR	William Freeman	1954-03-22	UHC-52307-49	8858555367	765 Highland Ave Apt 26, Plano, TX, 75071	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-121166	ENR	Hannah Simpson	1996-01-10	UHC-46037-77	5683791456	7540 Camelback Rd # 831, Tucson, AZ, 85725	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410842	CLM	Ann Rios	—	UHC-55469-74	9004213373	6732 Valley View Dr # 284, Eden Prairie, MN, 55331	0.38	Name split from “Last, First”Date of birth unreadable Member ID reformatted Unit split from street+3 more
CLM-410040	CLM	Jason Mills	1986-04-22	UHC-72396-45	—	2460 Grand Ave # 759, Tampa, FL, 33639	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405335	CLM	Sofia Hart	2007-01-01	UHC-60364-39	3126488737	346 Meadow Ln, Tampa, FL, 33655	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419829	CLM	Judy Andrews	1986-09-07	UHC-49978-58	3546582910	6785 Pine Dr, Sacramento, CA, 95845	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+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
CLM-431102	CLM	Alexis Murray	1990-12-15	UHC-07375-77	—	5747 Camelback Rd, San Diego, CA, 92131	0.38	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-116804	ENR	Jack Wells	1996-07-24	UHC-04105-55	3412874488	3646 Sunset Blvd, Tempe, AZ, 85249	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419379	CLM	Albert Ellis	2001-08-08	—	—	860 Ocean Ave, Houston, TX, 77050	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424267	CLM	Jack Barnes	1940-07-25	—	—	5734 Washington St, Atlanta, GA, 30356	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-429997	CLM	Daniel U Russell	—	UHC-04417-79	—	6057 Apache Blvd, Sacramento, CA, 95842	0.38	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+3 more

9,084 rows, page 11 of 182Previous Next