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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54530	TPA	Janice Dunn	1953-04-18	—	—	3591 Oak St # 418, Denver, CO, 80249	0.06	Name re-cased Two-digit birth year SSN last four extracted Unit split from street+7 more
TPA-52163	TPA	Dot Sullivan	1975-07-13	—	—	1010 Union St Apt 8, Tucson, AZ, 85755	0.08	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+6 more
TPA-53711	TPA	Stephen Hansen	1976-07-12	UHC-99306-74	7442354306	3572 Main St Apt 10, Glendale, AZ	0.18	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
TPA-51065	TPA	Richard Lawson	1947-05-12	UHC-60766-62	—	560 Maple Ave Apt 23, Dallas, TX, 75294	0.20	Name re-cased Unit split from street Street suffix standardised Address re-cased+6 more
TPA-62417	TPA	Steven Cole	1982-09-07	—	8198040252	5310 Sunset Blvd Apt 36, Glendale, AZ	0.22	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
TPA-64342	TPA	Austin George	1943-06-14	—	—	8288 Apache Blvd # 908, Eden Prairie, MN	0.22	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+5 more
TPA-63890	TPA	Shirley Jenkins	1973-05-17	—	9095921322	7004 Washington St Apt 11, Nashville, TN, 37207	0.22	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+5 more
TPA-51272	TPA	Jacqueline Sanders	1964-11-23	—	—	6642 Ridge Rd # 191, Gilbert, AZ, 85267	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-51271	TPA	Jacqueline Sanders	1964-11-23	—	—	6642 Ridge Rd # 191, Gilbert, AZ, 85267	0.22	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-51700	TPA	Margaret Kelley	1961-12-02	—	—	6289 Jefferson Ave # 671, Las Vegas, NV, 89138	0.22	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+5 more
TPA-53157	TPA	Billy Baker	2008-03-22	UHC-91951-40	4649835518	7750 Sunset Blvd # 914, Seattle, WA, 98179	0.24	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+4 more
TPA-55523	TPA	Charlotte Bryant	2002-04-24	—	—	1933 Grand Ave # 600, Dallas, TX, 75255	0.24	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-63076	TPA	Dorothy Gray	2001-09-19	—	—	1611 Market St # 488, Denver, CO	0.24	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
TPA-58574	TPA	Debra Cox	1993-06-22	UHC-62132-15	—	8967 Desert Sky Blvd Apt 31, Columbus, OH	0.24	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-60833	TPA	Carlos Hoffman	1963-08-01	—	—	559 Mesa Dr # 836, Austin, TX	0.24	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
TPA-58916	TPA	Sarah Adams	—	—	—	2699 Canyon Rd Apt 9, Fresno, CA, 93784	0.26	Name split from “Last, First”Date of birth missing Unit split from street Street suffix standardised+3 more
TPA-58361	TPA	Arthur Greene	1988-06-27	—	—	5078 Indian School Rd # 379, Miami, FL	0.26	Two-digit birth year SSN last four extracted Unit split from street Street suffix standardised+3 more
TPA-56290	TPA	Brittany Romero	1960-07-06	—	3003642246	1712 Ridge Rd Apt 28, Dallas, TX, 75267	0.30	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+7 more
TPA-63147	TPA	Michael S Romero	—	—	9586948183	118 Washington St Apt 8, Tucson, AZ, 85772	0.32	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+6 more
TPA-55953	TPA	Kenneth Contreras	1987-05-02	—	2785005180	9101 Ridge Rd # 840, Atlanta, GA	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-64376	TPA	Evelyn H Hughes	—	—	—	1327 Sage Ct Apt 32, Las Vegas, NV, 89154	0.34	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+5 more
TPA-61872	TPA	Stephanie Cunninham	1953-03-16	—	4024676799	5452 Lincoln Way # 983, Glendale, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-62335	TPA	Nicholas Jackson	1987-08-03	—	5773694218	1109 Maple Ave # 558, Chandler, AZ, 85260	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-59438	TPA	Ronald Guerrero	1953-09-22	—	8149949320	8347 Market St # 779, Scottsdale, AZ, 85262	0.34	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-61812	TPA	Virginia Cox	1964-12-25	—	—	6875 Camelback Rd # 275, Houston, TX	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-60853	TPA	Sofia Banks	1974-10-01	—	2256355737	8990 Sunset Blvd # 855, Gilbert, AZ, 85250	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
TPA-64212	TPA	Alxis Hicks	1950-12-06	—	—	7538 Market St Apt 10, Seattle, WA	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-56460	TPA	Albert Brooks	1974-06-08	—	5042098908	883 Ocean Ave # 815, San Antonio, TX, 78221	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-55466	TPA	Bruce Webb	1941-04-24	—	9616854947	8500 Elm St Apt 16, Tampa, FL	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
TPA-56829	TPA	Eric Martinez	—	—	—	5589 Forest Ave # 237, Fresno, CA	0.36	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+4 more
TPA-54526	TPA	Carolyn Rivera	1984-02-17	UHC-07452-06	—	932 Church St Apt 22, Denver, CO	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
TPA-55462	TPA	Omar Reyes	1965-10-23	—	3578340685	4469 Harbor Blvd Apt 20, Charlotte, NC, 28275	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-56217	TPA	Evelyn Nguyen	—	—	2067358821	5532 Union St Apt 14, Tucson, AZ, 85739	0.36	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-58018	TPA	Santiago Warren	1976-10-01	—	—	542 Harbor Blvd Apt 5, Mesa, AZ, 85248	0.36	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
TPA-53454	TPA	Ahmed Vega	1991-05-16	—	—	1975 Jefferson Ave # 484, San Diego, CA, 92114	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-63806	TPA	Joshua Gonzales	2001-03-06	—	—	4712 Sunset Blvd # 359, Phoenix, AZ	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-54689	TPA	Lori N Webb	1990-07-01	UHC-69037-61	—	2854 Maple Ave Apt 38, Miami, FL, 33172	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-50758	TPA	Juan Mills	1946-12-18	UHC-66910-63	—	8887 Lake View Rd Apt 6, Gilbert, AZ	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-54922	TPA	Pter McCoy	2000-04-02	—	—	3108 Desert Sky Blvd Apt 34, Columbus, OH, 43270	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
TPA-55191	TPA	Andrew Evans	1988-10-25	UHC-10411-09	—	4471 Desert Sky Blvd # 396, Nashville, TN, 37243	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-55172	TPA	Tyler Welch	1965-03-01	UHC-94529-67	3354203089	2593 Spring St Apt 26, Gilbert, AZ, 85256	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-57634	TPA	Ruth Padilla	1941-05-02	—	—	6925 Willow Ct Apt 14, Minneapolis, MN, 55489	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
TPA-53810	TPA	Shirley Hunt	1958-09-01	—	—	1390 Indian School Rd # 884, Fresno, CA	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-57213	TPA	Cynthia Brooks	1971-07-03	—	4827556163	9713 Park Pl # 934, Minneapolis, MN, 55410	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-54985	TPA	Billy Hanseen	1960-03-13	—	8119283330	8826 Grand Ave Apt 5, San Diego, CA	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-54100	TPA	Teresa Graene	1966-10-05	—	—	6237 Oak St # 186, San Diego, CA	0.36	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+4 more
TPA-63915	TPA	Kathryn Campbell	1983-12-01	—	—	3280 Valley View Dr Apt 8, Los Angeles, CA	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-60889	TPA	Kayla Willis	—	—	—	6807 Highland Ave # 992, Scottsdale, AZ	0.38	Date of birth missing Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50239	TPA	Mara Chavez	1999-10-15	—	—	3624 Union St Apt 29, Las Vegas, NV, 89105	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56768	TPA	Joan Garza	1974-12-12	—	—	5331 Willow Ct Apt 17, Charlotte, NC, 28232	0.38	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+3 more

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