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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138597	ENR	Austin Rogers	1986-07-06	UHC-96104-23	6477430493	7743 Sage Ct, San Antonio, TX, 78273	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-119904	ENR	Jacob Banks	1988-07-10	UHC-77320-90	4548488407	5849 Cedar Ln, Mesa, AZ, 85267	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126893	ENR	Barbara N Murphy	1959-07-01	UHC-87414-30	6099310760	3962 Mesa Dr Apt 6, Chandler, AZ	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126892	ENR	Barbara N Murphy	1959-07-01	UHC-87414-30	6099310760	3962 Mesa Dr Apt 6, Chandler, AZ	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135038	ENR	Teresa D Cunningham	—	UHC-56407-99	5897165184	981 Willow Ct, San Diego, CA, 92163	0.54	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-120842	ENR	Ronald Cox	1942-12-27	—	2752598119	6366 Spring St, Plano, TX, 75002	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131003	ENR	Elijah Grant	1940-05-21	UHC-75378-87	—	587 Church St, Eden Prairie, MN, 55377	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-124995	ENR	Debra W Sinhg	—	UHC-05447-84	4967867869	887 Harbor Blvd, San Antonio, TX	0.54	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-116103	ENR	Scott Wilson	1954-03-26	UHC-00397-82	3785725892	9053 Lincoln Way Apt 28, Sacramento, CA, 95879	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-113992	ENR	Willie Gibson	1994-04-23	UHC-28593-69	3512575155	3603 Harbor Blvd, Tampa, FL, 33695	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-112297	ENR	Brittany T Gardner	1986-05-11	—	7698887452	1215 Cedar Ln, Plano, TX, 75058	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109119	ENR	Douglas R Peterson	1980-05-13	UHC-56966-41	—	991 Mountain View Dr, Fresno, CA, 93793	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-123091	ENR	Arjun M Carr	1967-04-15	UHC-90273-77	9177705440	1500 Desert Sky Blvd, Fresno, CA, 93767	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101141	ENR	Joan IJunk	1949-03-16	—	—	573 Willow Ct, Plano, TX, 75001	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared+1 more
ENR-110845	ENR	Barbara H Bishop	1979-04-22	UHC-14889-83	9538847826	4698 Willow Ct # 585, Mesa, AZ, 85207	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137685	ENR	Lori P Simpson	1941-10-25	UHC-23112-10	6165750709	1352 Cedar Ln Apt 7, Austin, TX, 78765	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106456	ENR	Linda N Murray	1957-10-15	UHC-87160-20	4236600658	9085 Washington St Apt 28, Mesa, AZ, 85250	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-114815	ENR	Debbie P Schultz	1954-10-18	UHC-70429-41	2169276479	944 Lake View Rd, Glendale, AZ, 85330	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131587	ENR	Mark G Reyes	1985-09-11	UHC-44839-36	6262832217	5171 Sage Ct Apt 18, Gilbert, AZ, 85204	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-126190	ENR	Mary X Williams	1960-06-08	UHC-91552-92	4679682584	975 Mesa Dr, Denver, CO, 80254	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102774	ENR	Ahmed Gutierrez	—	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139192	ENR	Montgomery Judith	1999-11-01	UHC-20121-60	9218615735	3781 Bayshore Dr, Charlotte, NC, 28253	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102390	ENR	Anthony V Hernandez	2003-01-03	UHC-96290-74	6682370943	8512 Mesa Dr, Scottsdale, AZ, 85269	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-133116	ENR	Arthur P Carter	1953-09-20	UHC-46569-38	5048582651	7582 Washington St, Chandler, AZ, 85272	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120142	ENR	Janice U Edwards	1951-03-03	UHC-49570-05	2073584379	207 Park Pl Apt 30, Dallas, TX, 75239	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-104173	ENR	Alice Black	1953-05-07	UHC-76795-83	—	2038 Camelback Rd, Atlanta, GA, 30391	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133926	ENR	Benjamin Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121121	ENR	Sean Allen	1967-11-11	UHC-74463-68	6972892673	9243 Union St # 273, Seattle, WA	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140457	ENR	Melissa Patterson	1982-09-23	UHC-00168-06	5377997633	6288 Harbor Blvd, Austin, TX, 78721	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-111899	ENR	Christina R Daniels	1975-11-09	UHC-78180-71	—	8725 Highland Ave, Orlando, FL, 32878	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-107557	ENR	Janet H Tran	2005-01-12	UHC-47381-71	4412058427	6574 Pine Dr, Chandler, AZ, 85268	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-127419	ENR	Stephen M Harrison	1955-03-22	UHC-14162-85	3752847338	9547 Indian School Rd, San Antonio, TX, 78226	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138504	ENR	Jason P Herrera	—	UHC-70832-19	5372279934	4295 Oak St, Sacramento, CA, 95862	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-136781	ENR	Berbara D Rojas	1989-01-04	UHC-46818-78	3866848920	5644 Forest Ave Apt 19, Nashville, TN, 37287	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130456	ENR	Cynthia H Jensen	1989-10-18	UHC-41535-21	4394817992	1517 Ridge Rd # 408, Denver, CO, 80225	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-133328	ENR	Virginia Graham	1965-09-01	UHC-41763-34	2764573892	4205 Indian School Rd, Plano, TX, 75053	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-139232	ENR	Terry G Wells	1979-08-25	UHC-40621-57	4764683172	818 Baseline Rd, Minneapolis, MN, 55497	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110692	ENR	Elijah Brown	1957-07-13	UHC-79098-85	7633106802	9090 Palm Dr, Miami, FL, 33161	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111235	ENR	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX, 78264	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-117479	ENR	Terry Stephens	1946-12-02	UHC-30868-70	—	156 Indian School Rd, Fresno, CA	0.54	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-116958	ENR	Amanda Cuok	1967-05-04	UHC-27610-61	5578452757	802 Sage Ct, Miami, FL, 33123	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135491	ENR	Bryan Bryant	1940-08-23	UHC-64075-40	9323895451	625 Willow Ct, Chandler, AZ, 85253	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117173	ENR	Kathryn Moreno	—	UHC-94649-01	—	9188 Grand Ave Apt 13, Columbus, OH, 43239	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
ENR-122957	ENR	Maria H Baker	1972-02-28	UHC-25029-78	6509038382	5242 Hillcrest Rd, Nashville, TN	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-143078	ENR	Andrew Holmes	1963-06-16	UHC-90169-76	4154791674	4855 Mountain View Dr, Gilbert, AZ, 85291	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-106211	ENR	Zachary G Jimenez	1982-08-04	UHC-69199-85	—	4427 Valley View Dr, Plano, TX, 75010	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-118847	ENR	Jordan Stone	1989-11-22	UHC-29838-90	—	2253 Sage Ct, Fresno, CA	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111584	ENR	Arnold Eugene	1945-12-07	UHC-30243-38	6296055945	8379 Valley View Dr # 593, Gilbert, AZ, 85204	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117437	ENR	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133115	ENR	Judy Woods	1985-03-26	UHC-47262-56	3097278604	5281 Canyon Rd, Houston, TX, 77098	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more

26,564 rows, page 90 of 532Previous Next