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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61655	TPA	Shirley Soto	1948-09-15	UHC-96595-31	3274211075	6577 Baseline Rd Apt 20, Nashville, TN, 37217	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
TPA-57247	TPA	Laura I Herrera	1959-06-27	UHC-79427-43	2112781293	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-57269	TPA	Madison Meyer	1954-09-22	—	—	6065 Ridge Rd, Tampa, FL, 33615	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-60919	TPA	Bobby Riley	1960-03-26	UHC-22969-34	—	2284 Main St, Denver, CO, 80205	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54507	TPA	Jessica M Soto	1971-04-14	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Placeholder values cleared
TPA-50230	TPA	George Nichols	1992-08-10	—	—	6925 Harbor Blvd, Columbus, OH, 43234	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50019	TPA	Jeeremy Franklin	1974-09-25	UHC-69691-36	7618885265	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-64290	TPA	Debra Stevens	1953-05-19	—	6884376812	1289 Lincoln Way, Denver, CO, 80211	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50162	TPA	Katherine Payne	1945-07-05	—	3453147322	352 Meadow Ln, Miami, FL, 33191	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56727	TPA	Bradley Jackson	1949-08-27	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-58588	TPA	Rachel Freeman	1975-12-07	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50269	TPA	Katherine Spencer	1941-12-05	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58497	TPA	Maria Moore	1962-11-15	—	—	7527 Canyon Rd, Minneapolis, MN, 55472	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63763	TPA	Jose Ellis	1963-01-01	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53034	TPA	Priya Barnes	2006-09-24	—	—	7208 Indian School Rd, Austin, TX, 78709	0.80	Date of birth reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
TPA-57032	TPA	Rachel Coleman	1981-12-28	—	6609535067	93 Ocean Ave, Jacksonville, FL, 32262	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59627	TPA	Betty P Griffin	1955-04-26	—	—	8221 Bayshore Dr, Sacramento, CA, 95861	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-59752	TPA	Barbara Rogers	1993-12-17	—	9324983128	3065 Valley View Dr, Mesa, AZ, 85292	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52284	TPA	Scott U Gomez	1994-12-27	—	3048528575	4489 Union St, Las Vegas, NV, 89155	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60352	TPA	Deborah A Hoffman	1955-12-20	—	—	551 Spring St, Chandler, AZ, 85202	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62219	TPA	Pat Cole	1969-11-13	—	—	6828 Meadow Ln, Minneapolis, MN, 55426	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64055	TPA	Donna Mason	2002-04-14	—	9678261186	1781 Forest Ave, San Antonio, TX, 78245	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-53607	TPA	Maria Valdez	1942-10-01	—	—	7473 Central Ave, Gilbert, AZ, 85236	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59100	TPA	Yuki Gilbert	1979-05-10	—	—	4855 Broadway, Atlanta, GA, 30389	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57002	TPA	Samantha Morgan	1966-11-17	—	—	767 Sunset Blvd, Chandler, AZ, 85269	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63980	TPA	Roger Luna	1960-10-11	UHC-68542-23	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-59020	TPA	Jose N Wells	1968-06-15	—	4147465634	409 Baseline Rd, Chandler, AZ, 85238	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50140	TPA	Eugene Campbell	1951-03-21	—	4908389410	9531 Central Ave, Atlanta, GA, 30370	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54171	TPA	Russell Dean	1981-07-23	—	7348393066	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62052	TPA	Austin R Medina	1954-03-06	—	8027098372	4470 Main St # 614, Fresno, CA, 93780	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
TPA-61605	TPA	Olivia Johnson	1971-01-09	—	—	8638 Washington St, Seattle, WA, 98181	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53976	TPA	Janice T Henry	1944-10-20	—	9245473305	160 Camelback Rd, Jacksonville, FL, 32295	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-61778	TPA	Roger Banks	1974-05-26	—	5458052054	4937 Sage Ct, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-61779	TPA	Roger Banks	1974-05-26	—	5458052054	4937 Sage Ct, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54577	TPA	Patrick Sanchez	1955-04-09	UHC-04893-31	—	8588 Church St, Dallas, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-59998	TPA	Mariana Padilla	1949-05-16	—	—	8125 Valley View Dr, Los Angeles, CA, 90070	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59330	TPA	Steven Price	1939-01-16	—	—	2043 Grand Ave, Houston, TX, 77062	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-61597	TPA	Adam Carlson	1990-04-20	UHC-39092-80	7079694443	2767 Lake View Rd, Denver, CO, 80281	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
TPA-64159	TPA	Virginia Luna	1952-02-07	—	—	5487 Palm Dr, Chandler, AZ, 85200	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58185	TPA	Russell Powell	1939-10-22	—	6546722457	8283 Willow Ct, Fresno, CA, 93760	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-51969	TPA	Paul Simmons	1953-06-17	—	5654598640	3135 Baseline Rd, Phoenix, AZ, 85017	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52415	TPA	Ann Simpson	1975-01-13	—	—	63 Indian School Rd, Tempe, AZ, 85297	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
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-52947	TPA	Douglas Schultz	1954-10-05	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54031	TPA	Aisha C Boyd	1976-06-01	—	—	418 Palm Dr, Miami, FL, 33165	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50312	TPA	Elizabeth Bailey	1991-07-17	UHC-28857-39	—	2559 Main St, Dallas, TX, 75202	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
TPA-51098	TPA	Wod Carl	1976-03-07	—	—	7718 Willow Ct, Dallas, TX, 75292	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52385	TPA	Maria Ramirez	1999-04-23	—	4519246038	1102 Market St, Los Angeles, CA, 90037	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
TPA-64373	TPA	Jose Z Walker	1967-09-02	—	9264652931	3288 Apache Blvd, Dallas, TX, 75287	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50027	TPA	Patricia Anderson	1974-04-15	—	—	1229 Desert Sky Blvd, Charlotte, NC, 28235	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

4,728 rows, page 60 of 95Previous Next