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 “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
CLM-422399	CLM	Abigail Sanders	1975-03-11	UHC-08668-77	—	9314 Baseline Rd # 669, Tucson, AZ, 85746	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432076	CLM	Emily Z Shaw	1992-02-13	UHC-67683-28	—	1137 Washington St # 546, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-401346	CLM	Vincent Roberts	1986-05-22	—	4146298403	4910 Mountain View Dr # 166, Sacramento, CA, 95852	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403581	CLM	Frank Thompson	1992-04-06	—	4469309182	7457 Spring St Apt 10, Tucson, AZ, 85710	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25057	PRV	Amanda Campbell	1940-10-01	UHC-80536-94	5622652929	8762 Indian School Rd Apt 27, Orlando, FL, 32834	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-423754	CLM	Santiago Welch	2005-05-16	UHC-58279-63	3244839393	1935 Maple Ave # 245, Nashville, TN, 37219	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137461	ENR	Yuki Robinson	2000-03-09	UHC-42724-58	—	5021 River Rd # 716, Fresno, CA, 93707	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-106523	ENR	Keith D Ruiz	1948-05-02	UHC-75807-16	6564962285	5718 Mesa Dr # 484, Charlotte, NC, 28202	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108422	ENR	Randy Parker	1965-08-23	UHC-85362-22	4883071610	129 Meadow Ln # 701, Chandler, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-430974	CLM	Diane Olson	1981-07-11	—	—	4637 Lake View Rd # 174, Jacksonville, FL, 32257	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-117093	ENR	Kayla L Reid	2003-09-12	UHC-98078-99	9277256579	2115 Market St Apt 14, Sacramento, CA, 95845	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-107635	ENR	Nancy Delgado	1953-06-14	UHC-60245-45	4248420120	452 Harbor Blvd # 564, Nashville, TN, 37208	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132423	ENR	Janet Day	1946-07-04	UHC-28021-59	2916485558	3042 Jefferson Ave Apt 21, Plano, TX, 75032	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-61542	TPA	George Daniels	1951-09-11	—	6029438891	8278 Central Ave Apt 26, Las Vegas, NV, 89187	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139760	ENR	Debbie Gordon	1995-09-18	UHC-25449-95	3019583669	5176 Mesa Dr Apt 20, San Diego, CA, 92158	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-401903	CLM	Terry Ruiz	1973-02-25	UHC-41911-95	7406985487	1220 Camelback Rd # 851, Los Angeles, CA, 90053	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428217	CLM	Rebecca C Hamilton	1954-02-23	UHC-26416-03	—	2665 Indian School Rd # 658, Plano, TX, 75019	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-57511	TPA	Billy Reed	1946-05-19	UHC-86512-71	2147150120	6977 Apache Blvd # 530, San Diego, CA, 92183	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21300	PRV	Timothy Tran	1958-04-25	—	4657645355	5906 Apache Blvd # 357, Glendale, AZ, 85384	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-432073	CLM	Jonathan X Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd # 747, Mesa, AZ, 85215	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-118886	ENR	Hannah Little	1984-09-05	UHC-75214-69	—	2485 Washington St Apt 24, Tempe, AZ, 85208	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-52814	TPA	Marcus Munoz	1971-08-23	—	7308965219	1896 Baseline Rd # 320, Orlando, FL, 32888	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-423869	CLM	Mariana Peterson	1998-12-07	UHC-91604-29	7706362001	9813 Union St Apt 15, Jacksonville, FL, 32205	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-103302	ENR	Richard Pena	1944-10-18	UHC-38010-84	4623273313	6876 Lake View Rd Apt 16, Orlando, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-139455	ENR	Megan Young	1952-02-28	UHC-39931-30	3382809173	7069 Palm Dr # 716, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+3 more
ENR-136092	ENR	Judy Price	1995-04-04	UHC-95781-13	7165402635	3123 Palm Dr # 976, Las Vegas, NV, 89147	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-424627	CLM	Ann Ferguson	1972-06-28	UHC-46867-34	—	5384 Hillcrest Rd # 706, Columbus, OH, 43278	0.62	Date of birth reformatted Member ID reformatted Unit split from street State code upper-cased+3 more
ENR-123184	ENR	Dylan N Meyer	1984-05-05	—	9836406382	6395 Park Pl Apt 2, Scottsdale, AZ, 85238	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61017	TPA	Elizabeth B Vazquez	1968-07-27	—	5579960303	222 Mountain View Dr Apt 6, Eden Prairie, MN, 55344	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29041	PRV	Ethan S Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St Apt 22, Atlanta, GA, 30335	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-103466	ENR	Lawrence Morales	1957-08-11	UHC-63515-18	9765116367	5156 Forest Ave Apt 19, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
TPA-59887	TPA	Brittany Wong	1978-04-20	—	4743921761	1666 Mountain View Dr # 529, Los Angeles, CA, 90096	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-411968	CLM	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd Apt 30, Gilbert, AZ, 85245	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-101278	ENR	Carol J Howard	1947-01-19	UHC-10532-70	9495369996	8380 Central Ave # 270, Sacramento, CA, 95843	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426988	CLM	Walter J Sandoval	1977-11-24	—	—	6499 Canyon Rd # 545, Tampa, FL, 33690	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125588	ENR	Joshua N Gardner	1963-05-18	UHC-50880-65	—	6814 Central Ave # 965, Orlando, FL, 32841	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-406185	CLM	Eugene Sanchez	2000-07-06	UHC-18080-63	8858148913	2820 Palm Dr Apt 34, Fresno, CA, 93729	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-118966	ENR	Denise Jackson	1955-09-27	UHC-51000-90	6538728958	6184 Union St # 847, Charlotte, NC, 28282	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
PRV-28815	PRV	Jshua Stewart	1988-02-15	—	6618979534	1223 Sunset Blvd # 828, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-408255	CLM	Kayla Chen	1967-01-25	—	—	8289 Main St Apt 21, Nashville, TN, 37244	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-418317	CLM	Joan Anderson	1968-07-17	UHC-17288-64	—	3501 Washington St Apt 23, Orlando, FL, 32868	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115307	ENR	Jordan D Rice	1998-12-20	UHC-86786-63	5839810513	8735 Valley View Dr Apt 33, Las Vegas, NV, 89190	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20978	PRV	Rcahel Maldonado	1940-03-05	—	3004230351	1474 Ridge Rd # 742, Sacramento, CA, 95818	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125053	ENR	Dennis Elliott	1999-11-09	UHC-76269-92	8323926784	8507 Apache Blvd # 489, Los Angeles, CA, 90051	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-62099	TPA	Donna Reynolds	1941-10-22	—	—	6169 Elm St # 505, Chandler, AZ, 85251	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-100813	ENR	Charles Spencer	1981-10-28	UHC-95929-04	7877301869	4148 Lake View Rd Apt 32, Tampa, FL, 33658	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109419	ENR	Christopher N Webb	1988-01-17	UHC-62698-47	9372074258	3164 Union St Apt 16, Houston, TX, 77068	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-100402	ENR	Sarah Walace	1991-07-26	UHC-57969-98	—	1915 Washington St # 939, San Antonio, TX, 78286	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58527	TPA	Madison Knight	1984-02-05	—	—	8677 Baseline Rd Apt 37, Atlanta, GA, 30319	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-431490	CLM	Alexis Richardson	1966-10-20	UHC-21092-12	—	8579 Baseline Rd Apt 7, Nashville, TN, 37202	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more

6,994 rows, page 63 of 140Previous Next