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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100681	ENR	Fatima A Kim	1976-08-22	UHC-90579-88	5886622435	6634 Baseline Rd, Charlotte, NC, 28222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103641	ENR	Charles Foord	1950-05-01	UHC-71049-42	6656299130	5204 Washington St, Mesa, AZ, 85230	0.62	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120687	ENR	Terry Watson	1968-12-15	UHC-91677-64	5534822391	9625 Market St, San Antonio, TX, 78262	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120688	ENR	Terry Watson	1968-12-15	UHC-91677-64	5534822391	9625 Market St, San Antonio, TX, 78262	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118127	ENR	Justin Montgomery	1981-06-01	UHC-35192-79	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423856	CLM	Jacob Turner	1993-10-01	UHC-72094-54	6622507133	5366 Church St, Nashville, TN, 37234	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415360	CLM	Sophia Williamson	1944-06-09	UHC-37598-10	—	7952 Grand Ave, Plano, TX, 75077	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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
CLM-408414	CLM	Janice Diaz	1987-06-13	UHC-88057-73	—	2994 Indian School Rd, Chandler, AZ, 85267	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-130445	ENR	Nicholas Jordan	1977-09-21	UHC-29419-58	4803346486	1304 Hillcrest Rd, Phoenix, AZ, 85082	0.62	Street suffix standardised Address re-cased City re-cased Gender normalised+3 more
CLM-408405	CLM	Marilyn Meyer	1969-04-26	UHC-34872-28	—	7037 Forest Ave, Fresno, CA, 93745	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-111179	ENR	Sahron Maldonado	1972-08-13	UHC-56381-23	7732138422	3759 Maple Ave, Mesa, AZ, 85281	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128343	ENR	Wei V Delgado	1988-10-21	UHC-25539-41	6085835617	5989 Washington St, Eden Prairie, MN, 55384	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107985	ENR	Zachary Hudson	1952-12-12	UHC-64556-29	6762197000	3391 Jefferson Ave, Gilbert, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124393	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	8852819163	4702 Park Pl, Las Vegas, NV, 89136	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-124394	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	8852819163	4702 Park Pl, Las Vegas, NV, 89136	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-105696	ENR	Mason Morales	—	UHC-84582-98	7966035630	2969 Sage Ct, Los Angeles, CA, 90042	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103579	ENR	Elijah Lopez	1963-03-01	UHC-39996-25	5819860379	9012 Lake View Rd, Columbus, OH, 43245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428169	CLM	Kevin Matthews	1965-08-15	UHC-84075-27	—	6609 Mesa Dr, Houston, TX, 77074	0.62	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
CLM-431673	CLM	Jacqueline Singh	2006-02-07	—	5796103169	4215 Church St, Tampa, FL, 33693	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135526	ENR	Kathleen O Fox	1975-03-13	UHC-30454-85	3574216903	7887 Hillcrest Rd, Gilbert, AZ, 85227	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59353	TPA	Brian B Cook	1997-03-07	—	7973394249	3174 Market St, Columbus, OH, 43224	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125607	ENR	Arjun Mejia	1988-03-04	UHC-51233-72	3388788437	5346 Maple Ave, Tucson, AZ, 85761	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54079	TPA	Brandon Mejia	1994-12-12	—	—	3682 Cedar Ln, Minneapolis, MN, 55463	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-131515	ENR	Julie D Howard	1976-10-01	UHC-00257-49	8383182836	6533 Sunset Blvd, Miami, FL, 33161	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117790	ENR	Danielle Marshall	1950-02-25	UHC-60613-36	5714297426	5450 Camelback Rd, Atlanta, GA, 30328	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-110841	ENR	Nathan X Herrera	1939-07-21	UHC-38983-05	6794440799	621 Lincoln Way, Gilbert, AZ, 85256	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-429711	CLM	Robert Walker	1988-05-09	UHC-76321-65	—	1063 Mesa Dr, San Antonio, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-106677	ENR	Joyce Rice	1943-05-25	UHC-64786-05	6034401327	2028 Baseline Rd, Mesa, AZ, 85273	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127888	ENR	Lisa Li	1999-09-23	UHC-04073-64	2314798466	6577 Ridge Rd, San Diego, CA, 92129	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101375	ENR	Hunter Z Charles	1989-06-08	UHC-17944-90	5238736858	5023 Elm St, Tempe, AZ, 85267	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100730	ENR	Maria F Chavez	1999-10-15	UHC-84323-11	2286283880	3624 Union St, Las Vegas, NV, 89105	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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
TPA-50213	TPA	Judith Gonzales	1995-04-21	—	9635281129	144 Canyon Rd, Seattle, WA, 98195	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118542	ENR	Kelly R Clark	1954-01-15	UHC-35506-90	—	7794 Washington St, Orlando, FL, 32820	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101412	ENR	Anthony Z Rose	1996-09-22	UHC-32318-01	8817142549	7414 Desert Sky Blvd, Scottsdale, AZ, 85229	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-119849	ENR	Hannah W Little	1946-08-05	UHC-24374-25	4436571144	4540 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119848	ENR	Hannah W Little	1946-08-05	UHC-24374-25	4436571144	4540 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119067	ENR	Crlos F Perry	2003-05-14	UHC-74538-98	5754178557	872 Mesa Dr, Seattle, WA, 98149	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125397	ENR	Stephen W Grant	1948-05-25	UHC-44427-94	9095161196	2957 Desert Sky Blvd, Las Vegas, NV, 89117	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-127435	ENR	Ana Gordon	1985-02-13	UHC-69387-46	7134699142	4498 Washington St, Columbus, OH, 43210	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-55530	TPA	Roy X Sanders	1941-06-11	—	—	1470 Willow Ct, Orlando, FL, 32818	0.62	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-138355	ENR	Grace Y Perry	1939-10-05	—	4417174547	5055 Washington St, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59948	TPA	Philip Vasquez	1942-01-18	—	6258985815	1135 Sage Ct, Jacksonville, FL, 32237	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400217	CLM	Harold F Pena	1997-05-15	—	—	1236 Union St, Charlotte, NC, 28239	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114963	ENR	Denise Williams	1975-02-09	UHC-19471-09	2827680768	2317 Baseline Rd, Houston, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-114964	ENR	Denise Williams	1975-02-09	UHC-19471-09	2827680768	2317 Baseline Rd, Houston, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-101350	ENR	Carlos Hernandez	1965-12-03	UHC-02676-94	—	6976 Cedar Ln, Nashville, TN	0.62	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more

3,278 rows, page 15 of 66Previous Next