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
PRV-27863	PRV	Paul Coleman	—	UHC-62015-28	7418146580	8638 Main St Apt 16, Miami, FL, 33170	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116970	ENR	Gerald M Pena	1978-10-23	UHC-42304-14	—	9382 Bayshore Dr # 723, Phoenix, AZ, 85038	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60482	TPA	Alan Schmidt	1992-10-27	—	3933005475	5248 Canyon Rd Apt 26, Minneapolis, MN	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134800	ENR	Cheryl Hernandez	1999-11-11	UHC-59365-23	2177932044	275 Park Pl # 704, Atlanta, GA, 30376	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131226	ENR	Laurn L Johnston	1983-11-27	UHC-59566-95	6783463128	7541 Mountain View Dr Apt 20, San Antonio, TX, 78201	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61584	TPA	Heather Rios	—	UHC-67463-23	6472954779	6475 Desert Sky Blvd # 668, Sacramento, CA, 95827	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
TPA-61585	TPA	Heather Rios	—	UHC-67463-23	6472954779	6475 Desert Sky Blvd # 668, Sacramento, CA, 95827	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
PRV-29238	PRV	Michelle Gonzales	1973-12-03	UHC-28818-28	6199342340	6915 Church St # 661, Sacramento, CA, 95887	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-427181	CLM	Jacob J Patterson	1994-09-20	UHC-78868-43	—	3426 Maple Ave # 570, Dallas, TX, 75278	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100770	ENR	Virginia K Hill	1962-09-15	UHC-08541-98	—	5020 Ridge Rd # 349, Tampa, FL, 33666	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-113031	ENR	Elijah Hanson	2003-03-04	UHC-11708-39	2764045252	119 Indian School Rd Apt 8, Jacksonville, FL, 32200	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119701	ENR	Anthony Ross	1940-11-24	UHC-19608-19	4488891620	9648 Highland Ave # 746, Las Vegas, NV, 89142	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-112254	ENR	Dennis J Medina	1967-07-25	UHC-69245-14	3388039639	7642 Mesa Dr # 472, Jacksonville, FL, 32238	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+3 more
PRV-26959	PRV	Larry Cox	1983-06-01	—	9553706658	4973 Grand Ave # 668, Tampa, FL	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27092	PRV	Ralph Espinoza	1938-09-14	UHC-65631-51	—	2235 Highland Ave Apt 26, Tempe, AZ, 85211	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426346	CLM	Carolyn Wilson	1964-04-24	UHC-81583-75	4756896287	2570 Valley View Dr Apt 30, Jacksonville, FL, 32243	0.50	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102242	ENR	Michael Clark	2006-12-17	UHC-54207-07	6495472215	4197 Washington St # 167, Nashville, TN, 37262	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116978	ENR	Andrea Cole	2007-01-25	UHC-40033-82	8165347853	7899 Lake View Rd # 510, San Diego, CA, 92172	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429988	CLM	Raymond Wood	1988-01-25	UHC-06749-57	—	2432 Camelback Rd # 413, Miami, FL, 33143	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406571	CLM	Jean Ward	1942-05-13	—	7902441502	2434 River Rd # 772, San Diego, CA, 92146	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431778	CLM	Ashley Carter	1951-02-25	—	—	970 Mesa Dr Apt 36, Dallas, TX, 75260	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-100085	ENR	Sara R Moore	1951-12-04	UHC-46190-75	3209663925	2308 Park Pl # 539, Phoenix, AZ, 85023	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-418017	CLM	Gray Rodriguez	1987-10-28	—	—	1022 Park Pl # 477, Fresno, CA, 93751	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418655	CLM	Maria Gonzales	1946-04-21	UHC-62081-02	—	6725 Bayshore Dr # 462, Glendale, AZ, 85330	0.50	Date of birth reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+3 more
ENR-113172	ENR	Mark F Washington	1964-09-02	UHC-44921-94	9122515141	4833 Grand Ave # 987, Phoenix, AZ, 85062	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409379	CLM	Cynthia Morgan	1985-01-11	—	—	1084 Canyon Rd # 260, Charlotte, NC, 28271	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-418449	CLM	Scott Alvarado	—	UHC-03782-04	9649297388	5896 Hillcrest Rd # 565, Glendale, AZ, 85399	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-114041	ENR	Jordan Thomas	1963-10-14	UHC-44081-33	—	5087 Ridge Rd Apt 28, Denver, CO, 80258	0.50	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-130962	ENR	Allen Q Breenda	1952-03-07	UHC-73574-97	9175885664	2354 Apache Blvd Apt 22, Atlanta, GA, 30345	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402733	CLM	Justin X Murphhy	1997-05-06	UHC-71276-28	—	176 Lake View Rd Apt 13, Gilbert, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428354	CLM	Keith Thompson	1963-12-21	UHC-58395-71	8266693309	6960 Indian School Rd # 152, Jacksonville, FL, 32274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-412462	CLM	Samuel Wong	1947-11-23	UHC-13804-81	—	3726 Hillcrest Rd Apt 14, Fresno, CA, 93740	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141807	ENR	Mateo Ortiz	1968-01-20	UHC-47672-96	7104053784	9079 Grand Ave Apt 1, Austin, TX	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-26160	PRV	Evelyn Rios	—	UHC-61519-14	9738730967	5133 Grand Ave # 470, Tucson, AZ, 85754	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113572	ENR	Jose Y Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct Apt 3, Austin, TX, 78727	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419845	CLM	Paul Le	1992-11-08	UHC-35140-55	3597307891	3605 Oak St # 834, Minneapolis, MN, 55455	0.50	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
TPA-50635	TPA	Sandra P Alvarez	1948-03-21	—	7796752852	3403 Ridge Rd # 203, Tampa, FL, 33622	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103215	ENR	Heather Howard	1954-04-18	UHC-56509-49	8185394398	784 Forest Ave # 867, Houston, TX, 77048	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104024	ENR	Christina U Meyer	1955-03-22	UHC-19804-16	7786279588	2100 Meadow Ln # 291, Los Angeles, CA, 90039	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-58902	TPA	Diego M Lawrence	2005-03-13	UHC-68548-08	4465048557	1001 Hillcrest Rd Apt 36, Tempe, AZ, 85203	0.50	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-105336	ENR	Jonathan Reed	—	UHC-35512-91	9467384338	1324 Camelback Rd Apt 1, Tucson, AZ, 85799	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-142637	ENR	Kayla Bradley	1979-03-19	UHC-37557-81	2479597156	8373 Church St # 326, Las Vegas, NV	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23633	PRV	Kathleen Lane	2001-01-26	—	4949725027	7643 Highland Ave Apt 13, Miami, FL, 33193	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121053	ENR	Jason W Vasquez	2007-07-06	UHC-22579-46	8824809667	4450 Sage Ct # 631, Los Angeles, CA, 90040	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115143	ENR	Kala S Carter	1970-04-24	UHC-01830-98	4004654563	3471 Apache Blvd # 448, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28708	PRV	Bradley Romero	1955-02-12	—	3308148498	2559 Lake View Rd Apt 4, Jacksonville, FL, 32282	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-113206	ENR	Joseph Fowler	1950-08-18	UHC-38879-72	2353037996	7897 Elm St Apt 34, Miami, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-51496	TPA	Abigail McDoald	1969-07-26	—	—	2735 Washington St # 570, Fresno, CA, 93710	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-413783	CLM	Donald Ray	1956-10-23	UHC-01772-80	5739124756	3621 Lake View Rd Apt 3, Orlando, FL, 32800	0.50	Name re-cased Two-digit birth year Unit split from street Email lower-cased+3 more
CLM-426436	CLM	Jennifre L Carroll	1946-04-23	—	7942064822	4830 River Rd # 414, Las Vegas, NV, 89128	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more

6,994 rows, page 30 of 140Previous Next