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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116426	ENR	Jessica Le	2001-02-20	UHC-95382-27	3967132055	2209 Hillcrest Rd # 758, Glendale, AZ	0.38	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-101503	ENR	Henry V Mills	1966-08-19	UHC-95628-44	4897836199	5038 Hillcrest Rd Apt 11, Mesa, AZ, 85261	0.38	Middle initial moved out of first name Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-120218	ENR	Pamela O Phillips	1968-06-17	UHC-46853-39	6889559998	6594 Maple Ave, Columbus, OH, 43262	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-134469	ENR	Isabella P Le	1964-04-04	UHC-19469-80	—	670 Mountain View Dr, Tampa, FL, 33606	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-131746	ENR	Mei King	1976-07-28	UHC-86475-61	6807446414	6872 Washington St, Tucson, AZ, 85726	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116214	ENR	Terry W Richards	1989-11-18	UHC-99279-22	2535387396	2331 Apache Blvd, Minneapolis, MN, 55481	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128356	ENR	Vincent N Campbell	1950-02-26	UHC-73442-08	7115827776	9392 Harbor Blvd, Nashville, TN, 37212	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-128355	ENR	Vincent N Campbell	1950-02-26	UHC-73442-08	7115827776	9392 Harbor Blvd, Nashville, TN, 37212	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-100478	ENR	NJunk	1951-03-21	UHC-94513-70	4908389410	9531 Central Ave, Atlanta, GA, 30370	0.38	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-117976	ENR	Karen Hill	1980-12-24	UHC-21624-59	7476692892	3787 Market St, Las Vegas, NV, 89160	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103524	ENR	Tyler Z Ortega	1994-03-04	UHC-79593-68	3885840802	9415 Church St # 886, Fresno, CA, 93712	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123646	ENR	Frances Y Hanson	1989-05-10	UHC-45521-79	—	6548 Willow Ct # 109, Phoenix, AZ, 85041	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104894	ENR	Debra O Fernandez	1970-12-20	UHC-73694-76	7264420692	9207 River Rd, Austin, TX, 78722	0.38	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-130939	ENR	Mason M Vasquez	1952-12-01	UHC-56594-06	6696404326	7154 Maple Ave, Los Angeles, CA, 90097	0.38	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-128798	ENR	Mary Shaw	2008-03-14	UHC-57057-08	5379779855	1838 Mesa Dr, Orlando, FL, 32845	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116137	ENR	Debra F Murphy	1955-02-25	UHC-04747-38	2053640895	6611 Elm St # 552, Gilbert, AZ, 85219	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-135886	ENR	Lauren Nguyen	1959-09-25	UHC-00209-76	9044767227	7758 Desert Sky Blvd Apt 21, Orlando, FL, 32807	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116104	ENR	Noah Y Welch	1978-12-12	UHC-89604-28	8893605124	4394 Pine Dr, Denver, CO, 80245	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-126461	ENR	Janet Harris	1998-10-06	UHC-03351-82	—	1529 Highland Ave Apt 31, Tempe, AZ, 85248	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134672	ENR	Raymond Richarsd	1989-11-09	UHC-49021-65	—	4499 Hillcrest Rd, Columbus, OH	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-101178	ENR	Christian Montgomery	1995-06-04	UHC-75946-90	6179919454	7147 Union St Apt 2, Los Angeles, CA	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110159	ENR	Vincent W Maldonado	1997-04-01	UHC-63268-01	9067394747	8069 Spring St, Nashville, TN, 37205	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-104177	ENR	Robert V Ellis	1985-03-20	UHC-85875-44	2686135099	1165 Canyon Rd, Columbus, OH, 43297	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102171	ENR	Martha Harrison	1980-03-26	UHC-15211-78	—	7138 Lincoln Way, Denver, CO, 80288	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-130337	ENR	Jese Armstrong	1941-04-03	UHC-52920-63	—	2778 Elm St, Miami, FL	0.38	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-127156	ENR	Carl J Ross	1984-10-05	UHC-17816-38	2547942074	9633 Pine Dr, Los Angeles, CA, 90083	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136686	ENR	Christina Rose	1999-01-02	UHC-21461-75	8948864244	1652 Indian School Rd Apt 5, Scottsdale, AZ, 85270	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-103570	ENR	Maria T Nelson	1995-08-18	UHC-81446-60	9748400941	3563 Highland Ave, Atlanta, GA, 30324	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123824	ENR	Helen Marshall	1965-06-04	UHC-81480-61	9384868552	6645 Washington St, Austin, TX, 78762	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-137352	ENR	Martha T Black	1979-07-25	UHC-60855-59	7275741569	4783 River Rd, Minneapolis, MN, 55407	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-103532	ENR	Ethhan Perry	1998-07-13	UHC-12378-37	—	3149 Sunset Blvd, San Antonio, TX	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-142006	ENR	Karen Spencer	1969-12-21	UHC-79017-46	9135698106	1338 Cedar Ln Apt 27, Phoenix, AZ, 85004	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-124531	ENR	Jason G Wells	1974-02-27	UHC-56047-33	—	3501 Sage Ct, Jacksonville, FL, 32211	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-131381	ENR	Donna L Guzman	1947-11-14	UHC-71147-44	5687496165	5998 Pine Dr, Denver, CO, 80219	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-107652	ENR	Kelly V Rogers	1973-07-25	UHC-83341-04	3498337678	8868 Oak St, Houston, TX, 77026	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121949	ENR	Albert C Parker	2002-03-03	UHC-63627-89	2387815960	258 Market St, Scottsdale, AZ, 85255	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-141664	ENR	Dylan HJunk	2003-08-15	—	5559234313	4658 Valley View Dr, Los Angeles, CA, 90028	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-100140	ENR	Asutin O Aguilar	1993-07-28	UHC-85487-94	6506967563	3665 River Rd, Los Angeles, CA, 90049	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134733	ENR	Bryan Matthews	1988-07-28	UHC-23750-61	9246330012	8907 Harbor Blvd, Plano, TX, 75085	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101967	ENR	Cheryl A Cunningham	1949-09-03	UHC-44238-01	8229730775	1762 Cedar Ln, Chandler, AZ, 85280	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-100627	ENR	Juulia N Obrien	1941-01-03	UHC-51219-30	6657760070	497 Oak St, Gilbert, AZ, 85280	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+3 more
ENR-105205	ENR	Emma Jimenez	1947-03-08	UHC-12284-50	2597680633	6157 Palm Dr, Glendale, AZ	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103508	ENR	Jeffrey R Rice	1986-06-14	UHC-50934-22	—	788 Washington St # 129, Mesa, AZ, 85261	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104799	ENR	Bradley W Hart	1967-02-21	UHC-04020-53	2396698415	1900 Sunset Blvd Apt 4, Las Vegas, NV, 89125	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106341	ENR	Diego S Espinoza	1992-02-11	UHC-74540-68	4636196016	6172 Willow Ct, Houston, TX, 77062	0.38	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-107594	ENR	Ahmed Munoz	1980-06-16	UHC-44111-09	3827764197	2523 Bayshore Dr Apt 31, Austin, TX, 78708	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100488	ENR	Philip W Cole	1991-03-27	UHC-87676-14	4138016940	4018 Highland Ave, Sacramento, CA, 95837	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-122676	ENR	George E Porter	1959-02-20	UHC-03769-51	7276286905	1997 Elm St, Eden Prairie, MN, 55328	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130215	ENR	Ana Knight	1992-08-10	UHC-00835-26	5773596968	4791 Harbor Blvd # 125, Glendale, AZ, 85327	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-115664	ENR	Elizabeth Q Dominguez	1974-03-10	UHC-35965-93	6766274170	4119 Church St, Charlotte, NC, 28251	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

2,874 rows, page 5 of 58Previous Next