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 “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-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
CLM-428025	CLM	Deborah Carlson	1957-11-22	UHC-44867-77	4109048126	3493 Mountain View Dr Apt 14, Sacramento, CA, 95894	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-23268	PRV	Lucia Hoffman	1971-06-26	UHC-24037-58	8163171375	2795 Sage Ct # 798, Los Angeles, CA, 90011	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+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
CLM-426712	CLM	Tereza D Cunningham	—	—	—	981 Willow Ct Apt 24, San Diego, CA, 92163	0.36	Name re-cased Date of birth missing SSN last four extracted Unit split from street+4 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
CLM-428178	CLM	Billy Woods	2008-12-28	UHC-41784-21	6417375470	9638 Sage Ct # 445, Atlanta, GA	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-56460	TPA	Albert Brooks	1974-06-08	—	5042098908	883 Ocean Ave # 815, San Antonio, TX, 78221	0.36	Name split from “Last, First”Phone 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
PRV-24335	PRV	Eugene Fowler	1938-11-03	—	7253341434	5011 Desert Sky Blvd # 617, Phoenix, AZ	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-407410	CLM	Cynthia Nguyan	1972-07-05	—	—	4251 Desert Sky Blvd Apt 34, Seattle, WA, 98116	0.36	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
TPA-55466	TPA	Bruce Webb	1941-04-24	—	9616854947	8500 Elm St Apt 16, Tampa, FL	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-416659	CLM	Laura Snyder	1995-09-09	UHC-48867-39	2632201636	1028 Canyon Rd Apt 5, Seattle, WA	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+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
CLM-419956	CLM	Joshua F Jenkins	1989-04-19	UHC-51257-13	3484544578	7462 Maple Ave # 588, Gilbert, AZ, 85241	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
TPA-56829	TPA	Eric Martinez	—	—	—	5589 Forest Ave # 237, Fresno, CA	0.36	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+4 more
CLM-422246	CLM	Megan Castillo	1955-03-05	UHC-34234-24	—	4037 River Rd # 156, San Antonio, TX, 78243	0.36	Name re-cased SSN last four extracted 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
PRV-25630	PRV	Priya Moreno	1991-08-06	UHC-96157-92	5498854889	8560 Palm Dr # 490, Charlotte, NC, 28296	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-405372	CLM	Jennifer Berry	1935-05-01	—	—	6932 Ocean Ave Apt 9, Chandler, AZ, 85295	0.36	Unit split from street Street suffix standardised Address re-cased City 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
TPA-54526	TPA	Carolyn Rivera	1984-02-17	UHC-07452-06	—	932 Church St Apt 22, Denver, CO	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
TPA-55462	TPA	Omar Reyes	1965-10-23	—	3578340685	4469 Harbor Blvd Apt 20, Charlotte, NC, 28275	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-416615	CLM	Noah Turner	1949-03-28	—	9412898050	441 Palm Dr Apt 37, Chandler, AZ, 85287	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-423163	CLM	Carolyn Wood	1988-03-10	UHC-07649-64	6736242975	900 Union St Apt 21, Charlotte, NC	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+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
PRV-20455	PRV	Olivia S Carroll	1979-07-19	UHC-59310-82	9138838310	3195 Harbor Blvd # 923, Nashville, TN	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-430091	CLM	Yuki Spencer	1940-06-28	UHC-90438-72	8185216253	2541 Cedar Ln # 513, Plano, TX, 75002	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-420850	CLM	Julia McDunald	1990-11-24	UHC-03252-20	3606643257	7526 Hillcrest Rd # 470, Plano, TX, 75052	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+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
TPA-56217	TPA	Evelyn Nguyen	—	—	2067358821	5532 Union St Apt 14, Tucson, AZ, 85739	0.36	Date of birth missing 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
PRV-22361	PRV	Emma Hamilton	1973-02-10	—	2894302431	9143 Elm St Apt 40, Seattle, WA, 98152	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-412248	CLM	Julie Sullivan	1979-09-27	—	8598951043	5655 Union St # 255, Las Vegas, NV	0.36	Unit split from street Street suffix standardised Address re-cased State code upper-cased+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
ENR-107614	ENR	Walter Mejia	1953-04-24	UHC-68970-84	—	2777 Indian School Rd Apt 31, Houston, TX, 77013	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-22853	PRV	Marilyn Richards	1987-08-16	UHC-81335-20	3277357547	9496 Church St Apt 6, Las Vegas, NV, 89160	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-26226	PRV	Carolyn X Day	1973-03-06	UHC-57139-59	—	3750 River Rd Apt 20, Seattle, WA, 98170	0.36	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+4 more
TPA-58018	TPA	Santiago Warren	1976-10-01	—	—	542 Harbor Blvd Apt 5, Mesa, AZ, 85248	0.36	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more

6,994 rows, page 6 of 140Previous Next