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

Enrollment, 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
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
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
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
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
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
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
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
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
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
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
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
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
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
ENR-120593	ENR	Bradley X Vazquez	1989-07-07	UHC-39551-61	3979479721	1527 Cedar Ln Apt 15, Plano, TX, 75044	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-116987	ENR	Megan Boyd	1991-11-04	UHC-11001-98	4176131011	4484 Bayshore Dr Apt 25, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116988	ENR	Megan Boyd	1991-11-04	UHC-11001-98	4176131011	4484 Bayshore Dr Apt 25, Columbus, OH, 43238	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141152	ENR	Justin V Munoz	1996-07-23	UHC-65561-74	8085609710	2020 Main St # 453, Fresno, CA, 93784	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-126468	ENR	Frances E Howard	1973-02-25	UHC-51655-54	9867523585	9018 Main St # 582, Phoenix, AZ, 85093	0.62	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+3 more
ENR-131737	ENR	Adam D Taylor	1958-11-06	UHC-10122-04	8399004971	5074 Ocean Ave # 916, Scottsdale, AZ, 85252	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128839	ENR	Nancy Mejia	1955-12-04	UHC-96159-26	8864290962	1300 Maple Ave Apt 11, Phoenix, AZ, 85067	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114178	ENR	Amy N Baker	1941-03-15	UHC-09542-03	—	1815 Oak St # 667, Atlanta, GA, 30331	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-123022	ENR	Diana Bell	1962-10-11	UHC-78952-19	7726012308	3912 Mountain View Dr # 185, Phoenix, AZ, 85032	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-112929	ENR	Albert Williams	1960-08-14	UHC-50412-25	6602675424	5057 Forest Ave # 799, Austin, TX, 78727	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112776	ENR	Aisha Bkaer	1944-03-19	UHC-54571-05	2258031079	5994 Indian School Rd Apt 8, Charlotte, NC, 28210	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-133979	ENR	Martha Ellis	1988-04-26	UHC-36344-06	9436694971	9311 Maple Ave Apt 8, Phoenix, AZ, 85015	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110160	ENR	Luis Carlson	1962-02-07	UHC-63765-77	7598691502	8906 Meadow Ln Apt 31, Tempe, AZ, 85251	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-102741	ENR	Henry Montgomery	1968-04-06	—	2478275946	1386 Lincoln Way Apt 33, Tampa, FL, 33630	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132629	ENR	Ahmed Harper	1942-12-22	UHC-66686-95	4976231381	8851 Valley View Dr Apt 9, Dallas, TX, 75254	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-112155	ENR	Douglas R Crawford	1943-12-25	UHC-51847-36	3834148438	6684 Washington St Apt 38, Sacramento, CA, 95870	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115134	ENR	Heather Q Franklin	2002-03-14	UHC-57300-58	2138232750	8801 Baseline Rd Apt 30, Denver, CO, 80240	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115456	ENR	Logan T Hughse	1975-01-25	UHC-40353-25	—	8200 Park Pl # 578, Fresno, CA, 93755	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126573	ENR	Mari Peterson	1961-12-26	UHC-50763-19	2748217861	8556 Maple Ave # 499, Plano, TX, 75034	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132744	ENR	Charles N Ortiz	1938-04-02	UHC-92395-20	9519246952	6243 Hillcrest Rd Apt 21, Glendale, AZ, 85395	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136267	ENR	Pamela U Harvey	1953-11-17	UHC-71603-21	4187935480	5210 River Rd Apt 20, San Antonio, TX, 78252	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136268	ENR	Pamela U Harvey	1953-11-17	UHC-71603-21	4187935480	5210 River Rd Apt 20, San Antonio, TX, 78252	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-129699	ENR	Kathryn Wheeler	1982-04-19	UHC-21918-10	5834311421	1776 Baseline Rd # 456, Las Vegas, NV, 89146	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-124147	ENR	Dorothy W Vega	2007-12-16	UHC-62516-28	5735030053	1660 Ridge Rd # 263, Atlanta, GA, 30306	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140102	ENR	Janet Hawkins	1947-06-21	UHC-01906-34	7834554394	2446 Indian School Rd Apt 5, Seattle, WA, 98147	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-124313	ENR	Mari O Harper	1941-06-14	UHC-43044-73	8067183814	48 Grand Ave Apt 12, Seattle, WA, 98157	0.62	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-119623	ENR	Andrea Pena	2004-03-16	UHC-32027-99	6053167891	8868 Central Ave Apt 24, Chandler, AZ, 85261	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-120190	ENR	Steven K Welch	1999-11-20	UHC-45711-80	7763764590	259 Broadway Apt 25, Los Angeles, CA, 90000	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127022	ENR	Carolyn Z Porter	1995-04-15	UHC-44477-87	3123662346	5268 Church St # 501, Seattle, WA, 98188	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102253	ENR	Jessica Alvvarado	2004-08-02	UHC-94379-13	—	3981 Oak St Apt 11, Fresno, CA, 93727	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-129768	ENR	Megan B West	1982-11-03	UHC-48579-46	7294529653	1875 Main St # 628, Eden Prairie, MN, 55368	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more

3,345 rows, page 32 of 67Previous Next