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-119137	ENR	Joice A Tran	1939-04-24	UHC-45030-13	5446290568	3124 Grand Ave # 749, Miami, FL, 33162	0.34	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-129592	ENR	George Flores	1959-01-16	UHC-44693-88	7002694839	8251 Pine Dr Apt 10, Jacksonville, FL, 32280	0.34	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-132000	ENR	Bryan R Romero	1993-02-04	UHC-78069-86	9345225271	6621 Baseline Rd Apt 25, Gilbert, AZ, 85256	0.34	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+5 more
ENR-117510	ENR	Lauren Barnes	1972-07-01	UHC-99671-08	7519611613	2367 Grand Ave # 928, San Diego, CA, 92129	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-105689	ENR	Randy B Tucker	1981-03-15	UHC-72020-56	2363621547	9264 Mesa Dr Apt 32, Orlando, FL, 32840	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105690	ENR	Randy B Tucker	1981-03-15	UHC-72020-56	2363621547	9264 Mesa Dr Apt 32, Orlando, FL, 32840	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-118904	ENR	Diane Weaver	1964-05-12	UHC-06730-84	6523849284	2791 Maple Ave Apt 3, Atlanta, GA, 30319	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-126120	ENR	Mei Y White	1958-08-20	UHC-19755-67	—	3997 Central Ave Apt 39, Eden Prairie, MN, 55329	0.34	Middle initial moved out of first name Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-130259	ENR	Scott Shaw	1980-08-26	UHC-01070-50	9047442603	6262 Highland Ave # 769, Atlanta, GA	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-115816	ENR	Jordan Montgomery	1968-01-10	UHC-81385-32	3552914224	5343 Spring St # 397, Gilbert, AZ, 85204	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-117544	ENR	Anthony G Lee	—	UHC-33113-68	7874653933	276 Hillcrest Rd Apt 13, Charlotte, NC, 28262	0.34	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-106314	ENR	Roy Q Bennett	1950-11-23	UHC-17845-80	4639217582	4687 Central Ave # 706, Scottsdale, AZ, 85270	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-101572	ENR	John Powell	1942-04-22	UHC-16950-26	8695557796	2053 Canyon Rd Apt 40, Los Angeles, CA, 90049	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-129991	ENR	Don D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd Apt 30, Orlando, FL, 32808	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-129990	ENR	Don D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd Apt 30, Orlando, FL, 32808	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-142071	ENR	Randy M Gonzalez	1951-05-02	UHC-84958-95	7466478219	7743 Meadow Ln Apt 16, Denver, CO, 80213	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-124240	ENR	Frances I Romero	1943-02-01	UHC-62187-84	3247173625	867 Forest Ave # 184, Chandler, AZ	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-103705	ENR	Michael R Fernandez	2005-12-20	UHC-68247-93	2227347727	7948 Elm St Apt 5, Orlando, FL, 32805	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-107127	ENR	Benjamin C Ward	—	UHC-95958-47	5076283098	7178 Indian School Rd Apt 3, Seattle, WA, 98177	0.34	Name split from “Last, First”Date of birth missing Phone reformatted Unit split from street+5 more
ENR-113583	ENR	Deborah Z Morrison	1975-03-18	UHC-27089-19	5276998981	8651 Central Ave # 503, Tempe, AZ, 85298	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-113810	ENR	Sarah Y Austin	1939-07-22	UHC-41524-15	7647098002	6125 Harbor Blvd Apt 29, Houston, TX	0.34	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-115053	ENR	Jack J Nunez	1941-11-25	UHC-98297-44	5964407584	337 Lake View Rd Apt 8, Nashville, TN, 37249	0.34	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-124509	ENR	Ronald Ortiz	1969-08-20	UHC-32773-67	9379317958	3344 Harbor Blvd # 607, Eden Prairie, MN, 55337	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-135783	ENR	Wayne V Brooks	1985-11-28	UHC-24088-93	8023416758	7109 Church St # 673, Tempe, AZ	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-124607	ENR	Ashley F Davis	1939-01-14	UHC-48670-60	7038992279	1452 Church St Apt 23, Orlando, FL	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-130072	ENR	Paul E Freeman	1956-09-05	UHC-91815-17	—	4516 Elm St Apt 37, Jacksonville, FL	0.34	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-106277	ENR	Zachary G Martin	1995-08-22	UHC-34627-10	2603394512	8900 River Rd # 376, Minneapolis, MN	0.34	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-104744	ENR	Christian Perez	—	UHC-47113-40	7507598645	9660 Grand Ave Apt 2, Tempe, AZ	0.34	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
ENR-100783	ENR	Nathan Crawford	1989-03-21	UHC-53019-67	9413427409	9154 Forest Ave Apt 12, Gilbert, AZ	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-127964	ENR	Gerald Hansen	1948-09-21	UHC-73980-75	6723413545	4824 Maple Ave Apt 29, Denver, CO, 80266	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-103977	ENR	Kathleen O Gibson	—	UHC-89929-38	3352473029	4256 Washington St Apt 2, Seattle, WA, 98147	0.34	Name re-cased Date of birth missing Phone reformatted Unit split from street+5 more
ENR-116316	ENR	Wei Payne	1990-05-02	UHC-85194-30	7702144456	5580 Valley View Dr Apt 30, Charlotte, NC, 28257	0.34	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-131478	ENR	Priya Ortiz	1954-04-27	UHC-63640-79	—	855 Indian School Rd # 353, Jacksonville, FL, 32287	0.34	Name re-cased Member ID reformatted SSN last four extracted Unit split from street+5 more
ENR-129129	ENR	Yuki W Smith	1995-02-28	UHC-02831-95	4215542241	8941 Highland Ave # 285, Phoenix, AZ, 85056	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128914	ENR	Catherine Crawford	1990-12-09	UHC-24984-88	7369491011	8709 Harbor Blvd Apt 4, Dallas, TX, 75230	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-134848	ENR	Arjun Wright	1982-09-07	UHC-27547-79	8177112189	8140 Washington St # 371, Charlotte, NC	0.36	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-113028	ENR	Gabriel Stephens	—	UHC-20708-93	9687068534	767 Ridge Rd # 547, Austin, TX, 78712	0.36	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+4 more
ENR-106246	ENR	Peter Clark	1947-06-08	UHC-99363-17	6056117774	275 Cedar Ln # 858, Denver, CO, 80294	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-130683	ENR	Cerlos Palmer	1983-09-21	UHC-59918-07	4607233450	9440 Palm Dr # 638, Tampa, FL, 33651	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-135829	ENR	Helen Chn	1941-09-22	UHC-44782-12	7802985905	6943 Spring St # 730, Tucson, AZ, 85725	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-121773	ENR	Omra Castro	1938-12-18	UHC-52606-73	5429067973	6204 Forest Ave Apt 22, Gilbert, AZ, 85286	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-124615	ENR	Russell Luna	1991-11-16	UHC-49314-26	4494539858	3367 Elm St Apt 35, Columbus, OH, 43218	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-109962	ENR	Betty X Tucker	—	UHC-41260-98	8299452131	3595 Central Ave # 689, Tucson, AZ, 85789	0.36	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+4 more
ENR-139282	ENR	Dorothy U Luna	1981-11-21	UHC-96492-82	9006863623	8546 Baseline Rd Apt 6, Nashville, TN, 37275	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-110871	ENR	Sophia H Gonzales	1972-10-09	UHC-42834-84	9893901742	5320 Market St Apt 29, Miami, FL	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-134627	ENR	Mark Holmes	1985-06-05	UHC-10666-98	6576990025	9633 River Rd Apt 23, Houston, TX, 77089	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-123331	ENR	Jordan Brooks	1968-03-04	UHC-43996-98	7712252378	6544 Mesa Dr Apt 7, Chandler, AZ, 85215	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-119495	ENR	Harold Austin	1948-05-28	UHC-64449-34	3285076821	7230 Jefferson Ave # 760, Gilbert, AZ, 85279	0.36	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-131750	ENR	Lisa Torres	1961-12-18	UHC-00221-40	9602836369	5711 Union St Apt 19, Glendale, AZ, 85394	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-113767	ENR	Nathan M Hall	1939-08-26	—	3466115388	7748 Bayshore Dr Apt 6, Austin, TX, 78735	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more

3,345 rows, page 3 of 67Previous Next