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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60393	TPA	Steve Hunt	1959-08-22	—	—	2211 Willow Ct, Charlotte, NC, 28208	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-54403	TPA	Michelle Owens	2006-04-18	—	—	3887 Church St, Atlanta, GA, 30389	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-64150	TPA	Jak Yang	1992-01-27	—	—	1847 Central Ave, Gilbert, AZ, 85209	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56315	TPA	Marilyn Hicks	1943-02-26	—	—	4833 Mountain View Dr, Austin, TX, 78799	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-60460	TPA	Sandra Vasquez	1938-09-12	—	—	5203 Church St, Dallas, TX, 75283	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60466	TPA	Samantha Reid	1977-02-22	—	—	5376 Canyon Rd, Los Angeles, CA, 90092	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
TPA-57904	TPA	Amanda Fisher	1970-08-21	—	—	5090 Willow Ct, Phoenix, AZ, 85007	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62405	TPA	Kayla Jensen	1992-05-06	—	—	3522 Park Pl, Phoenix, AZ, 85045	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52304	TPA	Randy Nichols	2004-09-25	—	—	3698 Forest Ave, Scottsdale, AZ, 85243	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-55973	TPA	Steve Hansen	1985-08-18	—	5194457155	3118 Sunset Blvd, Nashville, TN, 37256	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-54586	TPA	Elizabeth X Black	1964-02-19	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-52824	TPA	Philip Bradley	1945-06-28	—	—	2457 Hillcrest Rd, Minneapolis, MN, 55448	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-59084	TPA	Juan Hunter	2000-02-24	—	—	7276 Lake View Rd, Mesa, AZ, 85266	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52819	TPA	Melissa Carroll	1977-10-15	—	—	8073 Sunset Blvd, Sacramento, CA, 95805	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53549	TPA	Aisha Myers	1995-02-19	—	4434212130	5623 Sage Ct, Fresno, CA, 93744	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
TPA-56226	TPA	Walter Hunt	1952-06-14	—	9716995800	1006 Sage Ct, Phoenix, AZ, 85052	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59195	TPA	Samantha Ward	1988-04-23	—	—	2150 Church St, Gilbert, AZ, 85211	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59007	TPA	Terry Ford	1994-10-01	—	—	9719 Market St # 759, Dallas, TX, 75286	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-50090	TPA	Isabella Fernandez	1959-07-24	—	—	9875 Forest Ave, Eden Prairie, MN, 55304	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54790	TPA	Timothy Y Ward	1976-11-04	—	—	2898 Broadway, Austin, TX, 78769	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-57085	TPA	Kimberly Powell	1978-12-05	—	—	2043 Spring St, Gilbert, AZ, 85205	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59249	TPA	Santtiago Patterson	1978-05-19	—	—	6551 Mesa Dr, Charlotte, NC, 28248	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51976	TPA	Sofia Lynch	1995-01-03	—	—	2142 Meadow Ln, Dallas, TX, 75270	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51975	TPA	Sofia Lynch	1995-01-03	—	—	2142 Meadow Ln, Dallas, TX, 75270	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52001	TPA	Judith Carroll	1939-03-06	—	—	9103 Church St, Phoenix, AZ, 85075	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51605	TPA	Victoria Moore	2003-01-28	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-56531	TPA	Dnise Harrison	1977-01-12	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-57566	TPA	Philip C Ross	1944-12-11	—	3545478928	3455 Park Pl, Tucson, AZ, 85773	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63370	TPA	Helen Ellis	2008-02-12	—	—	2899 Broadway, Denver, CO, 80259	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-55071	TPA	Mary Martin	1983-10-15	—	—	9709 Union St, Orlando, FL, 32850	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-55070	TPA	Mary Martin	1983-10-15	—	—	9709 Union St, Orlando, FL, 32850	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-57646	TPA	Lori Obrien	1983-05-16	—	6914429605	232 Indian School Rd, San Diego, CA, 92191	0.80	Name split from “Last, First”Name re-cased Phone reformatted Placeholder values cleared
TPA-56332	TPA	Parker William	1968-06-08	—	—	4856 Mountain View Dr, Nashville, TN, 37213	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-63905	TPA	Roger Reid	1961-06-04	UHC-97347-56	—	9877 Valley View Dr, Sacramento, CA, 95880	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61196	TPA	Christopher Hansen	2002-05-03	—	2219238600	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-63811	TPA	Emily Foster	1988-02-21	—	—	1701 Meadow Ln, Gilbert, AZ, 85282	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56739	TPA	Jacike McCoy	1939-11-01	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-55982	TPA	Beverly Elliott	1993-12-28	—	—	4808 Lincoln Way, Minneapolis, MN, 55464	0.80	Name re-cased City re-cased Gender normalised Whitespace trimmed
TPA-51096	TPA	Diana Bennett	1964-09-14	—	6489880225	7866 Sunset Blvd, Minneapolis, MN, 55487	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53947	TPA	Sara Schmidt	1983-10-15	—	2524864766	6820 Willow Ct # 596, Nashville, TN, 37275	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-57944	TPA	Dot Andrews	1946-10-15	UHC-47197-79	8625553306	8554 Hillcrest Rd, Denver, CO, 80227	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59383	TPA	Camila Jackson	1961-05-15	UHC-96379-79	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-50939	TPA	Kimberly Morris	1946-08-16	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-55046	TPA	Terry Arnold	—	—	—	—	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-52747	TPA	Shirley U Sandoval	1957-12-19	—	2473510207	2901 Jefferson Ave, Eden Prairie, MN, 55339	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
TPA-54218	TPA	Lawrence Banks	1978-09-08	—	5354229068	8422 Jefferson Ave, Columbus, OH	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50906	TPA	Ruth Mendez	2007-11-17	—	—	7365 Spring St, San Antonio, TX, 78277	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50507	TPA	Sara Guzman	1958-06-21	—	—	3218 Hillcrest Rd, Eden Prairie, MN, 55354	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-53634	TPA	Victoira Y James	1946-03-05	—	—	4992 Hillcrest Rd, Denver, CO, 80219	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50745	TPA	Priya Fuller	1954-10-08	—	—	3466 Bayshore Dr, Eden Prairie, MN, 55384	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared

5,750 rows, page 73 of 115Previous Next