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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401552	CLM	Jesse T Jorddan	1968-10-10	UHC-91740-18	—	9252 Indian School Rd, Austin, TX, 78761	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-60821	TPA	Clark Elijah	1945-08-06	—	—	1361 Desert Sky Blvd, Eden Prairie, MN, 55362	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
PRV-27418	PRV	Stepphanie Rios	1979-05-15	—	—	3417 Forest Ave, Nashville, TN, 37207	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-100746	ENR	Gloria S Nuez	2001-06-10	UHC-66429-14	8167391294	6281 Mesa Dr, Tucson, AZ, 85740	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-51441	TPA	Teresa Tran	1997-11-01	—	—	9048 Grand Ave, Charlotte, NC, 28221	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-106461	ENR	Bradley W Herrera	1939-02-06	UHC-88293-14	—	9384 Ocean Ave, Sacramento, CA, 95868	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-127130	ENR	Jeffrey Wells	2007-06-08	UHC-79372-14	6944155262	6786 Sage Ct, Denver, CO	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431436	CLM	Dennis Y Bryant	1960-10-25	—	—	9389 Central Ave, Plano, TX, 75080	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-411297	CLM	Santiago Gray	1979-02-26	UHC-93351-32	—	4158 Spring St, Dallas, TX, 75241	0.66	Two-digit birth year Member ID reformatted City re-cased Gender normalised+1 more
CLM-421484	CLM	Noah S Torres	1979-09-16	—	—	2460 Grand Ave, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-55320	TPA	Julia Wells	1952-11-04	—	—	1572 Jefferson Ave, Scottsdale, AZ, 85210	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-124369	ENR	Ralph Butler	1988-02-02	UHC-09058-18	—	7848 Cedar Ln, Seattle, WA, 98197	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
CLM-408138	CLM	Joseph Scott	1975-08-21	—	—	7502 Desert Sky Blvd, Austin, TX, 78761	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-50678	TPA	Jordan Rice	2007-11-12	—	—	6869 Ridge Rd, Miami, FL, 33112	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-116016	ENR	Frances L Robertson	1961-08-21	UHC-36293-77	—	4835 Church St, Tucson, AZ, 85738	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
TPA-60079	TPA	Isabella Freeman	1965-09-13	UHC-53754-47	—	2072 Market St, Los Angeles, CA, 90059	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-114443	ENR	Scott Kennedy	1939-02-22	UHC-52155-54	6838169592	7062 Market St, Plano, TX, 75099	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-111288	ENR	Olivia P Banks	1974-05-06	UHC-70286-03	4857313308	6119 Bayshore Dr, Orlando, FL, 32823	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
PRV-24078	PRV	Elijah K Hudson	1967-07-17	—	—	4748 Apache Blvd, Nashville, TN, 37226	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
TPA-50881	TPA	Jeffrey King	1951-04-08	—	2994665423	8238 Camelback Rd, Los Angeles, CA, 90090	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
PRV-28888	PRV	Cheryl Maldonado	1999-06-02	UHC-31630-48	—	2734 Hillcrest Rd, Jacksonville, FL, 32216	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-134515	ENR	Omar N Weaver	2001-02-28	UHC-71491-85	7039799708	4595 Sage Ct, Fresno, CA, 93782	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110191	ENR	Betsy D Castro	1966-07-10	UHC-35024-26	8217442326	133 Main St, San Diego, CA, 92150	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-402044	CLM	Brian K Wong	1946-09-25	UHC-95997-72	9883648520	2639 Canyon Rd, Plano, TX, 75033	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-411278	CLM	Frank Lawrence	1979-09-09	UHC-94025-69	—	8715 Grand Ave, Atlanta, GA, 30364	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-20490	PRV	Gloria Cahpman	1945-07-20	UHC-02870-23	6343153093	9217 Elm St, Phoenix, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
PRV-26459	PRV	Kayla Rice	1997-11-11	—	—	3442 Church St, Gilbert, AZ, 85272	0.66	Name re-cased Phone missing area code City re-cased State name converted to code+1 more
PRV-24098	PRV	Jason Cooper	1955-08-08	UHC-89789-03	4467080607	7903 Main St # 205, Phoenix, AZ, 85027	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
TPA-58413	TPA	Sharon M Ortega	1972-05-08	—	—	9011 Willow Ct, Atlanta, GA, 30306	0.66	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-105927	ENR	Kathleen Z Sandoval	—	UHC-84252-16	7892352194	5904 Central Ave, Tempe, AZ, 85242	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20466	PRV	Douglas Hill	1942-09-02	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-20465	PRV	Douglas Hill	1942-09-02	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-130436	ENR	Keith Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave, Las Vegas, NV, 89174	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-130916	ENR	Martha R Lewis	2005-07-20	UHC-83453-88	7503410732	9277 Bayshore Dr, Columbus, OH, 43224	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
ENR-138479	ENR	Stewart U Dennis	1984-08-12	UHC-30641-82	4978970715	1858 Cedar Ln, Chandler, AZ, 85237	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-408969	CLM	Megan F Bradley	1967-01-09	—	—	251 Grand Ave, Fresno, CA, 93769	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-109357	ENR	Michelle Burke	1952-09-06	UHC-13526-42	9072997638	4615 Ocean Ave, Las Vegas, NV, 89185	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
CLM-432225	CLM	Fatima Jacobs	1974-02-04	UHC-41356-33	3107560870	4275 Union St, Mesa, AZ, 85206	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-136601	ENR	Marcus Montgomery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-130502	ENR	Paul Q Murphy	1957-04-01	UHC-27643-08	—	516 Apache Blvd, Phoenix, AZ, 85061	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-405492	CLM	Theresa Harvey	1953-09-10	—	—	1065 Lake View Rd, Mesa, AZ, 85219	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-51758	TPA	Nicole D Harris	1955-08-04	—	—	3260 Cedar Ln, Fresno, CA	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
ENR-113570	ENR	Emma Wagner	1944-08-22	UHC-58060-51	5219507268	5589 Broadway, Orlando, FL, 32855	0.66	Two-digit birth year Address re-cased City re-cased State name converted to code+1 more
CLM-421057	CLM	Samuel Bennett	—	—	—	6650 Mountain View Dr, Tampa, FL, 33617	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
ENR-136013	ENR	Bryan N Jenkins	1970-10-13	UHC-92838-28	9716047055	8592 Grand Ave, Miami, FL, 33197	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-103679	ENR	Omar Vazquez	1953-09-15	UHC-33790-46	2076527212	753 Camelback Rd, Tucson, AZ, 85752	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24270	PRV	Charlie Palmer	2001-02-02	UHC-16746-02	9336451819	9260 Palm Dr, Las Vegas, NV	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-410901	CLM	Evelyn Garrett	1942-11-19	UHC-93545-01	—	2256 River Rd, Jacksonville, FL, 32270	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-103285	ENR	Jacob A Wilson	1965-02-09	UHC-87096-71	4539048478	1598 Lincoln Way, Atlanta, GA, 30322	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-63884	TPA	Denise Pena	2001-09-06	UHC-12515-52	—	5007 Pine Dr, Miami, FL, 33107	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more

17,850 rows, page 144 of 357Previous Next