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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125785	ENR	Hannah Morales	2008-03-17	UHC-26431-55	6363160943	3620 Main St, Atlanta, GA, 30316	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62339	TPA	Elliott Barbara	1941-02-08	—	9367911877	6512 Canyon Rd, Columbus, OH, 43251	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112374	ENR	Isabella Berry	1945-04-01	UHC-10949-47	6863928550	8659 Sage Ct, Tucson, AZ, 85722	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402814	CLM	Brandon Y Obrien	1985-10-23	—	—	2492 Forest Ave, Las Vegas, NV, 89131	0.50	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+3 more
TPA-64058	TPA	Lauren Jackson	2004-04-04	—	8903456751	7895 Harbor Blvd, Houston, TX	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423328	CLM	Omar Ortiz	1956-02-23	—	—	2029 Ridge Rd, Nashville, TN, 37239	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-109709	ENR	Barbara C Gibson	2001-09-07	UHC-31992-36	2492470431	2335 Willow Ct, Gilbert, AZ, 85288	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-101628	ENR	Kimberly Harris	1959-04-24	UHC-10041-73	8328681033	4215 Cedar Ln, Columbus, OH, 43229	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101629	ENR	Kimberly Harris	1959-04-24	UHC-10041-73	8328681033	4215 Cedar Ln, Columbus, OH, 43229	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114781	ENR	Kathy Q West	1968-04-18	UHC-48148-99	6683475901	3928 Camelback Rd # 253, Glendale, AZ, 85339	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134293	ENR	Helen G Simmons	1950-06-12	UHC-26724-97	—	8767 Grand Ave, Charlotte, NC, 28297	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-136553	ENR	Cheryl Wagner	1962-03-27	UHC-60739-16	3533484978	7207 Spring St, Dallas, TX	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-429805	CLM	Jessica L Hunt	1980-04-27	UHC-73352-65	7764191539	3711 Valley View Dr, Miami, FL, 33171	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61082	TPA	Carolyn Daniels	1946-12-25	—	7867792967	5483 Cedar Ln, Austin, TX, 78716	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-134525	ENR	Nicole U Lopez	1973-08-28	UHC-36882-50	4587507035	4900 Mountain View Dr, Eden Prairie, MN, 55366	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-58396	TPA	Judith Burns	1978-04-16	—	—	8847 Pine Dr, Nashville, TN, 37258	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-408995	CLM	Aln D Burke	1979-06-18	—	—	7703 Willow Ct Apt 11, Glendale, AZ, 85310	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-129517	ENR	Daniel Morales	2006-06-28	UHC-50469-96	—	5695 Willow Ct, Fresno, CA	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-108433	ENR	Yuki B Stephens	1996-12-08	UHC-92550-71	7389308406	5123 Baseline Rd, Las Vegas, NV, 89163	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112559	ENR	Randy Kennedy	1954-11-01	UHC-29773-41	9732274314	5003 Union St, Las Vegas, NV, 89159	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-109318	ENR	Laaura S Stone	1984-10-19	UHC-63188-72	—	7846 Willow Ct, Seattle, WA, 98190	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-120723	ENR	Gloria M Thompson	1946-03-06	UHC-34983-11	5739634179	9524 Apache Blvd # 938, Phoenix, AZ, 85080	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+3 more
ENR-137158	ENR	Marcus Davis	1951-01-24	UHC-27003-57	5598648628	889 Elm St, Columbus, OH	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-112195	ENR	Vincent Griffin	1956-01-01	UHC-47620-31	7414986730	2128 River Rd # 430, Scottsdale, AZ, 85204	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-129041	ENR	Paul F Romero	1971-11-27	UHC-28842-64	3842538140	8261 Harbor Blvd, Miami, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-58280	TPA	Ann Garrett	1977-01-19	—	4865700176	6583 Oak St # 765, Houston, TX, 77084	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-130180	ENR	Randy J Brooks	1989-12-06	UHC-99573-50	5112069004	1030 Mountain View Dr, Miami, FL, 33110	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52288	TPA	Thomas Boyd	1984-09-28	—	—	7546 Sunset Blvd, Sacramento, CA, 95883	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141929	ENR	Angela Kelly	2003-11-26	UHC-38102-92	9774250532	2483 Willow Ct, Nashville, TN, 37297	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28639	PRV	Jose Yang	1996-12-24	UHC-79343-17	6139254564	6764 Ridge Rd, Tampa, FL, 33657	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132929	ENR	Jerry Morales	1965-11-19	—	3575506338	4882 Union St, Mesa, AZ, 85264	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141298	ENR	Terry Z Aguilar	1967-10-18	UHC-05876-64	5812783833	5644 Camelback Rd Apt 37, Tucson, AZ, 85723	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142787	ENR	Michelle Watkins	1978-01-23	UHC-31728-55	3268177544	9395 Willow Ct, Chandler, AZ, 85268	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416270	CLM	Emyly Brown	1943-12-10	UHC-53245-33	—	8526 Valley View Dr, Eden Prairie, MN, 55332	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-128644	ENR	Austin Y Porter	1973-04-05	UHC-87313-40	6196484977	690 Valley View Dr, Orlando, FL, 32894	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-421847	CLM	Olivia Powell	1960-07-13	UHC-19972-86	4816125549	3983 Bayshore Dr, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412624	CLM	Vincent U George	1996-04-01	UHC-05005-65	4012294419	1886 Market St, Miami, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-132757	ENR	Debra N Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ, 85232	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108906	ENR	Sara F Aguilar	1949-01-09	UHC-97394-26	3194025434	8640 Forest Ave, Las Vegas, NV, 89192	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125274	ENR	Judy Gutierrez	1944-10-11	UHC-68949-79	7269228240	893 Market St, Houston, TX, 77041	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-28006	PRV	Olivia Lynch	1992-07-18	UHC-54864-68	5082543013	2929 Union St, Los Angeles, CA, 90062	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59224	TPA	Brittayn Hudson	1966-07-21	—	—	1462 Canyon Rd # 775, Minneapolis, MN, 55447	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21607	PRV	Brian Martin	1955-12-12	—	2929755523	8828 Cedar Ln, Seattle, WA, 98113	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-139301	ENR	Katherine Q Stephens	1973-12-22	UHC-65510-30	3757578067	7018 Valley View Dr, Mesa, AZ, 85269	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106172	ENR	Ashley Bowman	1978-06-17	UHC-45993-85	5493713290	6982 Mountain View Dr Apt 25, Glendale, AZ, 85371	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
PRV-22993	PRV	Megan Olson	1945-10-28	UHC-31741-46	6704101226	3348 Ridge Rd, Los Angeles, CA, 90097	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129314	ENR	Paul U Arnold	2008-11-11	UHC-58490-28	3664719205	4396 Jefferson Ave, Miami, FL, 33145	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409818	CLM	Arthur H Spencer	1942-06-07	—	8779457773	1104 Mesa Dr Apt 31, Minneapolis, MN, 55423	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-122461	ENR	Matthew C Alexander	1988-05-08	UHC-16478-31	—	9294 Highland Ave, Miami, FL	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407563	CLM	Melissa Vaaldez	1954-02-10	UHC-81960-04	—	962 Valley View Dr Apt 26, Dallas, TX	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more

55,824 rows, page 83 of 1,117Previous Next