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
ENR-142095	ENR	Jack Yang	1992-01-27	UHC-07057-61	4359854255	1847 Central Ave, Gilbert, AZ	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
TPA-57738	TPA	John Romero	1990-02-19	—	—	5768 Lincoln Way, Phoenix, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-415524	CLM	Philip Garrett	1960-12-03	UHC-23280-93	—	5689 Cedar Ln, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-412963	CLM	Amanda Montgomery	1969-03-19	—	—	6520 Harbor Blvd, Plano, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-430987	CLM	Julie Guerrero	1976-02-13	—	9008893494	3375 Apache Blvd, Sacramento, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-113441	ENR	Teresa J Hanson	1951-09-17	UHC-21907-74	3558731205	2999 Pine Dr, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-403226	CLM	Yuki M Richardson	1982-02-08	—	6144330688	2434 Forest Ave, Eden Prairie, MN	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-108741	ENR	Keith V Dixon	2004-11-24	UHC-14813-19	2945856444	4238 Oak St, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-64405	TPA	Brian Hughes	1940-08-27	—	—	6137 Valley View Dr, Charlotte, NC	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-125062	ENR	Marcus Rodriguez	1995-09-07	UHC-13361-97	2205693909	439 Desert Sky Blvd, Dallas, TX	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114413	ENR	Katherine O Burns	1989-08-26	UHC-25847-76	3717508803	275 Spring St, Los Angeles, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-406283	CLM	Eric Q Reed	1967-11-15	UHC-30938-27	—	6945 Ridge Rd, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108365	ENR	Virginia G Graham	1943-12-05	UHC-43956-72	2746209937	4639 Palm Dr, San Diego, CA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
TPA-51187	TPA	Lucia Bryant	1975-06-09	—	—	7161 Canyon Rd, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127012	ENR	Martha Q Salazar	1982-06-10	UHC-04503-85	6134008412	8402 Pine Dr, Plano, TX	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-24253	PRV	Perry Nicole	1952-01-17	—	5883150375	7253 Ocean Ave, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63743	TPA	Alexis Murray	1990-12-15	—	—	5747 Camelback Rd, San Diego, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-107969	ENR	Gabriel T Edwards	1967-06-01	UHC-72894-86	5792721768	8238 Union St, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416354	CLM	Bruce K Philllips	1989-05-28	—	—	5407 Hillcrest Rd, Las Vegas, NV	0.66	Name split from “Last, First”State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-112185	ENR	Patricia Carpenter	1953-12-18	UHC-50496-96	—	4022 Grand Ave, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-128552	ENR	Arjun P Evans	1979-02-19	UHC-02954-72	2913574271	2479 Washington St, Nashville, TN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-129066	ENR	Vincent Holmes	1942-09-03	UHC-45761-46	6069749908	2193 Maple Ave, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403066	CLM	Alexis Garza	1972-01-15	—	—	7046 Pine Dr, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-142531	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-142530	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
CLM-411543	CLM	Jack N Carter	1997-04-23	—	—	9198 Mountain View Dr, Tucson, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-116825	ENR	Alice G Perkins	1993-01-28	UHC-87615-02	8239453032	951 Palm Dr, Orlando, FL	0.66	Date of birth reformatted State name converted to code ZIP missing Email lower-cased+1 more
ENR-105312	ENR	Priya S Pena	2004-10-22	UHC-70426-23	9008685574	5528 Willow Ct, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123825	ENR	Helen Marshall	1965-06-04	UHC-81480-61	9384868552	6645 Washington St Apt 40, Austin, TX	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
ENR-115333	ENR	Catherine W Haarvey	1960-07-11	—	3574388239	5638 Indian School Rd, Orlando, FL	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-408519	CLM	Frnak Diaz	1999-04-24	UHC-16569-25	—	7982 Sage Ct, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-110676	ENR	Ralph A Lewis	1950-07-23	UHC-43255-16	5384860436	8899 Mountain View Dr, Fresno, CA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422781	CLM	Judy Wang	1985-04-05	UHC-93720-28	3718682486	6688 Washington St, Houston, TX	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-62621	TPA	Samuel Medina	1943-08-15	—	8734718945	1746 Grand Ave, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-121216	ENR	Willie U Hansn	1995-03-20	UHC-50777-90	3374316747	8046 Maple Ave, Seattle, WA	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-62461	TPA	Dylan A Greene	1964-02-10	—	—	8214 Mesa Dr, Gilbert, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-59784	TPA	Janet Morgan	1968-04-24	—	—	2596 Sunset Blvd, Chandler, AZ	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-404946	CLM	Joe O Salazar	1995-08-18	UHC-98084-25	—	8258 Hillcrest Rd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-61025	TPA	Joyce B Jaes	1976-07-06	—	—	6288 Lake View Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-114804	ENR	Gabriel Gray	2001-08-25	UHC-14318-72	3388153032	8384 Lincoln Way, Gilbert, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
PRV-26372	PRV	Victoria Fields	1943-08-20	UHC-70359-74	6194885016	4522 Mesa Dr, Minneapolis, MN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-60758	TPA	Andrea Bryant	1955-03-03	—	4953335604	2442 Church St, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-138545	ENR	Sara Little	1987-08-14	UHC-83330-48	2479012868	7101 Main St, Chandler, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103873	ENR	Natalie H Banks	—	UHC-06375-15	4805542343	4380 Pine Dr, Austin, TX	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more
ENR-105854	ENR	Johnny Morris	1958-12-27	UHC-17367-62	—	5012 Ridge Rd, Miami, FL	0.66	Name re-cased Phone missing area code City re-cased ZIP missing+1 more
ENR-142284	ENR	Helen Green	1990-05-19	UHC-47620-65	—	1088 Spring St, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108499	ENR	Stephen Holmes	1940-01-28	UHC-84368-17	—	2998 Cedar Ln, Orlando, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-101173	ENR	Laura W Tucker	1994-01-10	UHC-80382-94	3997800866	8125 Indian School Rd, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-124709	ENR	Luis B Nichols	1947-03-14	UHC-85196-78	6354756215	5706 Lincoln Way, Atlanta, GA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-136972	ENR	Susan L Vasquez	1965-02-24	UHC-92843-07	6019998736	4067 Grand Ave, Columbus, OH	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more

7,146 rows, page 92 of 143Previous Next