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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123122	ENR	Sandra Hart	1950-09-18	UHC-51984-99	8464264777	9811 Maple Ave # 555, Orlando, FL, 32892	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-54169	TPA	Donald Vazquez	1960-05-26	—	3556126829	1869 Mesa Dr, Scottsdale, AZ, 85210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141136	ENR	Harold Nichols	1968-04-05	UHC-60495-13	3885170909	4690 Cedar Ln, Mesa, AZ, 85289	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-405503	CLM	Tony Mason	1959-08-27	UHC-71486-08	5229854900	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-27326	PRV	Jesse J Weaver	1958-11-12	UHC-76848-80	7494927515	4153 Valley View Dr, Fresno, CA, 93784	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118631	ENR	Joyce I Harvey	1994-03-07	UHC-19081-25	3659345400	9892 Mesa Dr, Plano, TX, 75034	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-420953	CLM	Hiroshi Montgomery	1976-04-17	—	—	1778 Ridge Rd Apt 21, Miami, FL	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-431559	CLM	Bryan Payne	1960-09-21	UHC-76306-90	3424340781	3458 Camelback Rd, Orlando, FL, 32860	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408095	CLM	Gregory Guerrero	1967-09-14	UHC-16053-08	—	6620 Mountain View Dr # 623, Phoenix, AZ, 85001	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-424917	CLM	Jack Padilla	1944-09-12	—	3314481495	2861 Mountain View Dr, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22968	PRV	James I McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134721	ENR	Gloria E Burton	2001-12-10	UHC-74093-22	—	9844 Desert Sky Blvd, Glendale, AZ, 85362	0.64	Name re-cased Phone missing area code City re-cased Email lower-cased+2 more
TPA-52848	TPA	Ethan Wilson	1974-12-05	—	—	7519 Lake View Rd, Phoenix, AZ, 85083	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125525	ENR	Christine X Duncan	2004-09-21	UHC-74318-39	4579378079	6340 Market St, Las Vegas, NV, 89146	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
CLM-426799	CLM	Scott Le	1960-06-05	—	7588631704	586 Canyon Rd # 235, Gilbert, AZ, 85216	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-411243	CLM	Henry Rodriguez	1959-05-24	UHC-67679-87	6267414210	8981 Bayshore Dr, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-57611	TPA	Sophia Larson	—	—	—	6801 Washington St, Tempe, AZ, 85263	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-425425	CLM	Barbaa S Park	1982-05-01	UHC-16638-84	—	4177 Pine Dr, Scottsdale, AZ, 85224	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130478	ENR	Mark K Elliott	1981-08-23	UHC-53509-99	2728556363	7325 Harbor Blvd, Minneapolis, MN, 55470	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400536	CLM	Brian Vargas	1977-11-09	UHC-94455-80	—	5424 Lincoln Way, Tucson, AZ, 85717	0.64	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+2 more
TPA-55879	TPA	Scott Rose	1985-06-01	—	—	954 Canyon Rd Apt 12, San Diego, CA, 92102	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125941	ENR	Tyler O Cole	2004-09-07	UHC-10594-20	4453013486	1535 Jefferson Ave, Phoenix, AZ, 85051	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54068	TPA	Sophia O Cunningham	1973-05-01	—	9494144183	3898 Sunset Blvd, Seattle, WA, 98150	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114979	ENR	Christina I Guzman	2000-07-27	UHC-18324-39	3049036070	3359 Cedar Ln, Scottsdale, AZ, 85253	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417374	CLM	Sean Allen	1945-02-02	—	5197888025	9540 Lake View Rd # 390, Denver, CO, 80293	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414125	CLM	Matthew Sullivan	1959-03-27	UHC-21478-31	5767014173	1146 Indian School Rd, Glendale, AZ, 85315	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-61876	TPA	Philip Johnston	1966-07-26	—	—	9556 River Rd, Tucson, AZ, 85789	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-429004	CLM	Virginia Johnston	1978-09-20	—	—	6385 Ridge Rd, Nashville, TN, 37271	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405062	CLM	Austin Berry	2007-04-07	UHC-63286-32	—	4427 Washington St, Nashville, TN, 37276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-119530	ENR	Arjun L Ward	1980-04-04	UHC-23650-47	3409287056	535 Willow Ct Apt 26, Denver, CO, 80212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-29507	PRV	Rob Ramos	1946-11-20	—	—	5876 Indian School Rd, San Antonio, TX, 78239	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-403308	CLM	Hannah Mendoza	1995-08-01	—	2909254756	7245 Baseline Rd # 382, Chandler, AZ, 85224	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101505	ENR	Anna P Lawrence	1983-12-17	UHC-95417-06	3016564880	5430 River Rd, Austin, TX, 78734	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52952	TPA	Emma Snyder	1987-01-06	UHC-72226-83	—	9645 Washington St, Chandler, AZ, 85242	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411876	CLM	Theresa W Cruz	1962-06-06	—	—	8152 Camelback Rd, Jacksonville, FL, 32280	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125287	ENR	Valentina Thomas	1947-05-25	UHC-79702-25	3246979666	5538 Cedar Ln, Gilbert, AZ, 85210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21354	PRV	Jospeh J Wood	1987-12-20	—	9577963480	2060 Canyon Rd, Phoenix, AZ, 85037	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118148	ENR	Keith C Obrien	1958-05-20	UHC-09251-92	5132632802	5450 Valley View Dr, Charlotte, NC	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
PRV-22761	PRV	Cynthia Castro	1981-10-06	—	—	1248 Sunset Blvd, Seattle, WA, 98189	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-106025	ENR	Michael Henry	1990-05-07	UHC-07836-36	—	6130 Mountain View Dr, Tempe, AZ, 85297	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
TPA-57478	TPA	Albert Nelson	1942-10-10	—	5446530671	4813 Central Ave, Las Vegas, NV, 89140	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-420955	CLM	Denise White	1963-07-19	UHC-43105-62	—	1157 Washington St, Columbus, OH, 43283	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-22484	PRV	Wayne Ward	1966-08-17	—	6754164628	503 Ridge Rd, San Antonio, TX	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
ENR-130007	ENR	Brandon H Flores	1953-08-11	UHC-82145-28	6908262458	9438 Valley View Dr, Chandler, AZ, 85270	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-122724	ENR	Carolyn F Munoz	1980-10-27	UHC-01180-77	5032763388	9026 Maple Ave # 138, San Antonio, TX, 78219	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406485	CLM	Ralph Schultz	1980-08-17	UHC-47566-06	—	8278 Elm St, Miami, FL, 33140	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123829	ENR	Patricia Y Hansen	1971-02-26	UHC-07157-79	2118328351	4185 Indian School Rd, Nashville, TN, 37250	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127411	ENR	Diego Matthews	1938-12-01	UHC-11271-69	5157312831	4858 Mountain View Dr, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122805	ENR	Logan Russell	1958-11-22	UHC-41401-75	—	8117 Apache Blvd, Tampa, FL, 33682	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110902	ENR	Nathan S Olson	1979-05-03	UHC-76259-79	3906745015	4560 Oak St, Mesa, AZ, 85218	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more

39,996 rows, page 177 of 800Previous Next