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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125782	ENR	George N Jenkins	1939-09-03	UHC-33895-29	4874346376	9245 Canyon Rd, Miami, FL, 33112	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-117567	ENR	Natalie Reid	1961-02-05	UHC-53152-08	9212513032	9381 Hillcrest Rd, Chandler, AZ, 85209	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142127	ENR	Samantha I Fuller	1941-11-24	UHC-20902-13	2457097160	4633 Cedar Ln, Charlotte, NC, 28222	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-122994	ENR	Aaaron W Hicks	1940-12-23	UHC-07186-53	8619915980	1876 Mountain View Dr, Tampa, FL	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429055	CLM	JoeJunk	2003-03-10	UHC-01942-36	—	8568 Ocean Ave, Phoenix, AZ, 85071	0.64	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+2 more
ENR-139178	ENR	Luis Hernandez	1948-08-16	UHC-35955-65	6034792717	3548 River Rd, Denver, CO, 80268	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139177	ENR	Luis Hernandez	1948-08-16	UHC-35955-65	6034792717	3548 River Rd, Denver, CO, 80268	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-141567	ENR	Sophia Hall	—	UHC-60987-96	5572425063	6314 Ridge Rd, Los Angeles, CA, 90067	0.64	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-425293	CLM	Rachel F Griffin	2005-03-12	UHC-76041-46	3118618954	5971 Baseline Rd, Houston, TX, 77068	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100368	ENR	Rebecca Gibson	1974-06-28	UHC-61166-15	9454123447	1225 Apache Blvd # 268, Charlotte, NC, 28278	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-415012	CLM	Walter Soto	1956-03-07	UHC-24718-51	9048148344	—	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-404636	CLM	Sophia Howell	1997-04-28	UHC-51733-01	—	2377 Apache Blvd, San Diego, CA, 92144	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128907	ENR	—Junk	1994-04-06	UHC-74547-81	2939788894	2845 Market St, Columbus, OH, 43257	0.64	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-132179	ENR	Diana Martinez	1964-05-19	UHC-43768-55	6254853713	8091 Highland Ave, Houston, TX, 77018	0.64	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-102548	ENR	Bobby C Cooper	1940-02-01	UHC-01816-03	—	9529 Hillcrest Rd, Gilbert, AZ, 85286	0.64	Name re-cased Phone missing area code Member ID reformatted City re-cased+2 more
ENR-106895	ENR	Russell Gibson	1954-06-21	UHC-03948-12	—	8245 Ocean Ave, San Antonio, TX, 78208	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114921	ENR	Ann Matthews	1993-09-25	UHC-82258-75	8169260599	4310 Lake View Rd, Chandler, AZ, 85224	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122572	ENR	Sott G Jensen	1954-05-20	UHC-67218-05	3585288149	1537 Sage Ct, Nashville, TN, 37267	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140145	ENR	Thoams Bailey	1999-01-27	UHC-40552-57	9098875112	5198 Jefferson Ave Apt 18, Dallas, TX, 75255	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129341	ENR	Daniel Cunningham	1943-08-03	UHC-00723-22	5869895708	4528 Jefferson Ave, Sacramento, CA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-24859	PRV	Vincent Ruiz	1948-10-12	UHC-27931-26	—	3608 Cedar Ln, Atlanta, GA	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-29572	PRV	Madison U Thomas	1945-05-25	UHC-45958-44	3853863289	9336 Maple Ave Apt 25, Minneapolis, MN, 55440	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-107293	ENR	Alan V Park	1991-05-20	UHC-96877-42	5878253468	5012 Mountain View Dr Apt 17, Nashville, TN, 37286	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-121233	ENR	Benjamin V Hunter	1963-06-25	UHC-63710-50	2529847639	984 Grand Ave, Dallas, TX, 75258	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108514	ENR	Shirley R Marshall	1980-07-26	UHC-92812-35	7649503732	8918 Park Pl Apt 34, Denver, CO, 80272	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-134411	ENR	Julia Carlson	1963-11-18	UHC-47137-69	7506452381	4096 Central Ave, Gilbert, AZ, 85215	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135218	ENR	Olivia Porter	1947-09-16	UHC-19058-90	7562658673	5621 Park Pl, Houston, TX, 77017	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108856	ENR	Lisa Q McCoy	1991-08-11	UHC-79039-57	—	977 Indian School Rd, Glendale, AZ, 85359	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402396	CLM	Brittany S Watkins	1940-07-23	UHC-36211-47	5227907510	642 Sage Ct, Chandler, AZ, 85280	0.64	Phone reformatted Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-100441	ENR	Keith F Collins	1956-11-21	UHC-13066-46	—	9739 Market St, Nashville, TN, 37208	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126499	ENR	Gregory Hamilton	1969-12-02	UHC-54999-02	6265361954	4040 Ridge Rd, Nashville, TN, 37267	0.64	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-101703	ENR	Helen K Morris	2002-02-12	UHC-24513-24	—	2782 Park Pl, Denver, CO, 80293	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-102204	ENR	Daniel Q Hunt	1979-10-23	UHC-65220-77	7825870869	1014 Elm St # 245, Los Angeles, CA, 90069	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-133853	ENR	Donna Ellis	1965-07-03	UHC-56478-17	3776934209	4083 Desert Sky Blvd, Jacksonville, FL, 32293	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-114709	ENR	Megan W Walker	1980-07-16	UHC-67305-49	2714035977	9447 Ridge Rd Apt 14, Gilbert, AZ, 85213	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-107730	ENR	Theresa Ray	1969-11-13	UHC-50362-61	9468395360	5206 Ridge Rd, Fresno, CA, 93720	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111917	ENR	Sara Schmidt	1983-10-15	UHC-29342-37	2524864766	6820 Willow Ct, Nashville, TN, 37275	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-100170	ENR	Nancy C Smith	1938-01-07	UHC-23880-95	6566631779	4037 Hillcrest Rd, San Diego, CA, 92118	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-24813	PRV	Timothy Freeman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406021	CLM	Nicholas Gomez	1984-01-17	UHC-98466-97	9724228730	2392 Willow Ct, Chandler, AZ, 85278	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-63939	TPA	Christian Hnry	1946-10-11	UHC-60838-89	—	1252 Jefferson Ave, Scottsdale, AZ, 85203	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400046	CLM	Olivia Mejia	1996-01-27	UHC-99227-11	6248894352	1802 Forest Ave, Atlanta, GA, 30389	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-124499	ENR	Edward B Russell	1991-02-21	UHC-31057-94	—	7133 Meadow Ln # 302, Tucson, AZ, 85795	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-142909	ENR	Helen P Nguyen	1992-11-19	UHC-32465-91	4198476611	9835 Meadow Ln # 392, Nashville, TN, 37205	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-426483	CLM	Jennifer Z Williamson	1977-01-02	UHC-04711-37	9404144531	5587 Apache Blvd, Denver, CO, 80290	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-429764	CLM	Donald Payne	1959-06-26	UHC-97805-04	—	6405 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126675	ENR	Christian Y Lopez	1953-01-23	UHC-33964-60	—	2080 Ocean Ave, Las Vegas, NV, 89141	0.64	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
PRV-29567	PRV	Rachel I Adams	1939-03-26	UHC-34375-78	6705879506	5892 Oak St, Tucson, AZ, 85724	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-427082	CLM	Sofia Andrews	1996-02-17	UHC-65628-97	—	377 Spring St, Charlotte, NC, 28218	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23528	PRV	Laura I Clark	2003-12-25	UHC-21114-84	7105808930	5815 Grand Ave, Fresno, CA, 93710	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more

7,723 rows, page 44 of 155Previous Next