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

Third-party administrator, 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
TPA-63639	TPA	Karen Young	1971-06-26	UHC-94385-95	—	2949 Hillcrest Rd, San Diego, CA, 92164	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57215	TPA	Beverly Aguilar	1992-04-15	—	8893726618	5561 Main St, Minneapolis, MN, 55480	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56797	TPA	Kevin Austin	1961-08-28	—	—	5743 Union St, Scottsdale, AZ, 85270	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59344	TPA	Juan Dean	1979-07-12	—	9192093811	7400 Church St, Glendale, AZ, 85376	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62473	TPA	Roy Vargas	1985-08-04	UHC-67291-40	—	4832 Canyon Rd, Los Angeles, CA, 90037	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54147	TPA	Stephanie Nichols	1973-03-28	—	—	6263 Ocean Ave, Gilbert, AZ, 85252	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59619	TPA	Andrea Marquez	2008-10-18	UHC-63854-86	6473618372	7039 Grand Ave, Houston, TX, 77056	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-58893	TPA	Rebecca Foster	1972-09-20	—	3755638106	2598 Oak St, San Diego, CA, 92198	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59125	TPA	Santiago U Bishop	1969-09-14	—	—	5634 Bayshore Dr, Atlanta, GA, 30367	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56313	TPA	Arthur Wagner	1938-09-25	UHC-67545-55	4162532653	9144 Desert Sky Blvd, Orlando, FL, 32860	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57475	TPA	Bradley Sims	2006-09-04	—	7973864640	5554 Cedar Ln, Atlanta, GA, 30300	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51321	TPA	Fatima Ryan	1959-08-24	—	—	9612 Ridge Rd, Austin, TX, 78767	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51602	TPA	Janice Ramirez	1972-02-17	—	—	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51601	TPA	Janice Ramirez	1972-02-17	—	—	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55266	TPA	Heather Graahm	1970-05-06	—	5446243321	3412 Mountain View Dr, Houston, TX, 77073	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60441	TPA	Linda Barnes	1984-10-21	UHC-93776-99	4523407863	1023 Palm Dr, Chandler, AZ, 85252	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-64307	TPA	Justin Cruz	1944-09-18	—	4196778148	2917 Ridge Rd, San Antonio, TX, 78273	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62480	TPA	Karen T Fisher	1987-06-18	—	—	3938 Camelback Rd, Austin, TX, 78730	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55460	TPA	Brandon Munoz	1954-08-13	—	—	7696 Highland Ave, Tempe, AZ, 85265	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-57558	TPA	Timothy Wong	1965-08-08	—	6834109706	3169 Camelback Rd, Fresno, CA, 93793	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56732	TPA	Steven K Welch	1999-11-20	UHC-45711-80	—	259 Broadway, Los Angeles, CA, 90000	0.76	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+2 more
TPA-50254	TPA	Madison Broooks	1953-05-18	UHC-02160-38	—	4742 Willow Ct, Glendale, AZ, 85362	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62016	TPA	Carol Murray	1967-04-06	—	8755683662	91 Spring St, Eden Prairie, MN, 55327	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
TPA-53544	TPA	Raymond Rivera	1998-11-02	UHC-09573-41	4699380078	9199 Sage Ct, Seattle, WA, 98120	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58711	TPA	Billy B Garcia	1954-01-11	—	2242930388	4474 Highland Ave, San Antonio, TX, 78234	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53653	TPA	Katherine Black	1972-06-08	—	5484514222	5352 Mesa Dr, Houston, TX, 77079	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63739	TPA	Elijah Owens	1953-05-21	—	4575761718	8030 Cedar Ln, Mesa, AZ, 85278	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53851	TPA	Bradley Pierce	1994-09-12	—	—	2723 Desert Sky Blvd, Gilbert, AZ, 85266	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63069	TPA	Russell Pierce	2001-08-21	—	7157825007	5135 Oak St, Charlotte, NC, 28282	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-53182	TPA	Marilyn Hunt	1971-06-21	UHC-38710-68	—	8583 Bayshore Dr, Atlanta, GA, 30370	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60528	TPA	Matthew Ryan	1949-09-01	—	—	5530 Forest Ave, Las Vegas, NV, 89158	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-52719	TPA	Michelle Nelson	1947-08-08	UHC-68864-27	4894834073	2704 Lincoln Way, Nashville, TN, 37286	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-56390	TPA	Sandra Guzman	1941-03-22	UHC-31025-05	3099403596	1098 Central Ave, Chandler, AZ, 85241	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57600	TPA	Fatima Reyes	1980-05-02	—	—	3893 Meadow Ln, Charlotte, NC, 28204	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50708	TPA	Arthur Barnes	1939-09-18	UHC-14329-27	6919199371	4548 Apache Blvd, Tucson, AZ, 85735	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61051	TPA	Amy Simpson	1969-02-17	—	—	8176 Bayshore Dr, Las Vegas, NV, 89144	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60429	TPA	Mason Alvarez	1977-06-14	—	—	3381 Sunset Blvd, San Diego, CA, 92173	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55635	TPA	George Padilla	2005-01-20	—	—	7600 Valley View Dr, Charlotte, NC, 28274	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56860	TPA	Joyce Hanzon	1953-05-26	—	—	7759 Market St, Tempe, AZ, 85255	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62391	TPA	Rachel Yang	1945-11-12	—	3817367496	2921 Palm Dr, Denver, CO, 80243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55184	TPA	Sofia Weaver	1995-10-15	—	—	7535 Mesa Dr, Orlando, FL, 32814	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60790	TPA	Tyler Wagner	1977-08-17	—	—	8116 Willow Ct, San Antonio, TX, 78239	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63542	TPA	Randy Peterson	1959-11-26	—	3879357982	1573 Pine Dr, Plano, TX, 75001	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56110	TPA	Eugene Evans	1975-09-28	—	5113029399	9216 Main St, Eden Prairie, MN, 55338	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-59944	TPA	Isabella Hanson	1969-02-15	—	9002897182	6627 Apache Blvd, Eden Prairie, MN, 55326	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60553	TPA	Jennifer Medina	2000-06-27	—	—	1107 Valley View Dr, Eden Prairie, MN, 55325	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59523	TPA	Pamela Grant	1949-06-15	UHC-93251-47	—	6343 Maple Ave, Denver, CO, 80235	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
TPA-63868	TPA	Jerry Roberts	2005-11-21	UHC-19892-59	5198862869	8059 Valley View Dr, Scottsdale, AZ, 85272	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57745	TPA	Kayla Evans	1943-01-06	—	4927899152	3165 Broadway, Austin, TX, 78712	0.76	Phone reformatted Address re-cased City re-cased Gender normalised+2 more
TPA-58867	TPA	Jackie Ferguson	1974-09-25	—	7605113432	1854 Ocean Ave, Orlando, FL, 32806	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more

2,455 rows, page 28 of 50Previous Next