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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118488	ENR	Amanda Shaw	—	UHC-91321-72	8639911050	7331 Washington St, Columbus, OH, 43256	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58571	TPA	Doris Fernandez	2003-02-04	UHC-98369-55	—	5596 Bayshore Dr Apt 40, Jacksonville, FL, 32268	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58570	TPA	Doris Fernandez	2003-02-04	UHC-98369-55	—	5596 Bayshore Dr Apt 40, Jacksonville, FL, 32268	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408298	CLM	Jean White	1946-10-19	—	—	546 Desert Sky Blvd # 990, Los Angeles, CA, 90096	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116625	ENR	Elizabeth N Chapman	1944-12-23	UHC-12513-30	8676977543	2615 Ridge Rd, San Antonio, TX	0.50	Street suffix standardised Address re-cased ZIP missing Email lower-cased+3 more
CLM-430704	CLM	Ahmmed A Cooper	1942-03-08	UHC-91936-31	—	8482 Valley View Dr, Los Angeles, CA	0.50	Street suffix standardised Address re-cased ZIP missing Gender normalised+3 more
ENR-131111	ENR	Camila Rice	1963-08-13	UHC-37080-07	8559683729	5371 River Rd, Columbus, OH, 43208	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421661	CLM	Heather F Duncan	1946-05-05	—	7939881837	7012 Central Ave, Mesa, AZ, 85231	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-406499	CLM	Barbara Lynch	1958-02-01	UHC-29653-61	—	8824 Maple Ave, Austin, TX, 78742	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109722	ENR	Natalie W Wang	2000-08-13	UHC-11557-27	4885065406	5773 Baseline Rd Apt 33, Minneapolis, MN, 55489	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111855	ENR	Ruth Lewis	1970-09-20	UHC-46141-66	7488133012	4673 Market St, Sacramento, CA, 95801	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-138385	ENR	Lucia P Ellis	1972-09-15	UHC-81593-46	9297806190	1316 Sage Ct, Chandler, AZ, 85252	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51893	TPA	Stephen Y Hicks	2003-03-01	UHC-10555-56	—	2494 Oak St, Austin, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-404648	CLM	Mary Wilson	2008-01-16	—	—	5888 Canyon Rd # 670, Los Angeles, CA, 90079	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
CLM-429909	CLM	Barb Carroll	1966-01-23	—	5239637570	7998 Harbor Blvd, San Diego, CA, 92116	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25831	PRV	Samuel Fields	1973-02-01	UHC-70900-77	6908229153	2094 Desert Sky Blvd # 366, Fresno, CA, 93725	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402522	CLM	Mary Shaw	1961-12-27	UHC-19721-07	—	958 Palm Dr # 393, Denver, CO, 80290	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50470	TPA	Gloria Stone	1954-03-28	—	—	7547 Broadway, Seattle, WA, 98141	0.50	Address re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-141005	ENR	Bruce T Garrett	1962-07-12	UHC-64079-01	8223304412	383 Central Ave, Miami, FL, 33114	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
PRV-27998	PRV	Kimberly Larson	2003-08-24	—	8117587713	2152 Desert Sky Blvd, Glendale, AZ, 85361	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-60498	TPA	Joyce Soto	1969-09-28	—	—	3811 Church St, Atlanta, GA, 30343	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141052	ENR	Thomas M Luna	1997-10-20	UHC-95083-87	8886275690	4011 Main St # 201, Orlando, FL, 32803	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-421858	CLM	Lauren Garza	1939-08-06	UHC-35044-28	4845604601	7624 Church St, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117405	ENR	Eddie Alvarez	1948-01-05	—	—	9770 Highland Ave, Fresno, CA, 93745	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-63569	TPA	Brittny Banks	1948-07-03	—	9155051099	493 Camelback Rd, Orlando, FL, 32858	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413947	CLM	Mason Rios	1950-09-14	—	2208220528	8770 Washington St, Glendale, AZ	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-108646	ENR	Emma X Meyer	1997-06-18	UHC-13185-09	2227302295	5206 Sunset Blvd, Columbus, OH, 43225	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-104861	ENR	Amber R Lawrence	1997-10-14	UHC-47479-45	—	6010 Indian School Rd, San Diego, CA, 92161	0.50	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted City re-cased+3 more
ENR-102212	ENR	Kylle Q Wang	1939-09-22	UHC-43409-27	2606172007	5461 Indian School Rd, Fresno, CA, 93741	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62934	TPA	Allice Gibson	1952-08-03	—	9569565704	3399 Palm Dr, Los Angeles, CA, 90062	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138726	ENR	Julia B Lucas	1981-07-20	UHC-72844-78	3215592607	504 Sunset Blvd, Minneapolis, MN, 55447	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64274	TPA	Russell Mitchell	1992-05-13	—	—	5643 Washington St, Chandler, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-53328	TPA	Beverly Harris	2002-03-03	—	2919754979	1193 Apache Blvd, Scottsdale, AZ, 85211	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-117769	ENR	Sephen N Miller	1973-09-12	UHC-27582-63	3896210901	800 Central Ave, Sacramento, CA, 95811	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117379	ENR	Ryan K Edwards	—	UHC-00951-12	2522258706	7275 Harbor Blvd, Glendale, AZ, 85367	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135044	ENR	Jennifer Bishop	1971-11-19	UHC-66354-28	7299319861	8524 Lake View Rd # 125, Charlotte, NC, 28265	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-26445	PRV	Dennis Diaz	2005-06-03	—	9303490223	6178 Ocean Ave, Las Vegas, NV, 89129	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138358	ENR	Alice R Gibson	1952-08-03	UHC-06859-92	9569565704	3399 Palm Dr, Los Angeles, CA	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-430555	CLM	Billy Reid	1999-03-09	UHC-17079-68	—	2250 Apache Blvd, Eden Prairie, MN, 55376	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-140952	ENR	Marilyn Hart	1964-01-17	UHC-50479-15	—	448 Highland Ave, Eden Prairie, MN, 55376	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-113849	ENR	Karen Jones	2002-07-28	UHC-76594-76	7426539630	203 Washington St, Los Angeles, CA, 90029	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-142250	ENR	Carol X Hoffman	1961-10-11	UHC-22754-18	6155433254	2719 Elm St, Mesa, AZ, 85249	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-106297	ENR	William Fox	1961-11-11	UHC-95380-97	3753489670	2561 Spring St, Charlotte, NC, 28243	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55115	TPA	Ahmed Patel	2005-02-09	UHC-86063-13	—	7258 Apache Blvd Apt 7, Austin, TX, 78766	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-101932	ENR	Mary B Simmons	1941-09-06	UHC-87003-66	5559499580	5610 River Rd, San Diego, CA	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-56270	TPA	Weber Danielle	1961-11-12	—	4693634000	9546 Valley View Dr, Scottsdale, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-60295	TPA	Hiroshi A Greene	1999-03-25	—	—	2623 Maple Ave, Las Vegas, NV, 89176	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-402907	CLM	Peter Brooks	1965-09-18	—	2474697906	2138 Union St, Seattle, WA, 98164	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114201	ENR	Dorothy Q Mason	1997-01-28	UHC-16584-13	—	8937 Desert Sky Blvd, Glendale, AZ, 85340	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400842	CLM	Nancy Lane	1944-12-15	UHC-50508-51	8012862661	7624 Main St, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

16,828 rows, page 69 of 337Previous Next