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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426995	CLM	Harold Matthews	1967-11-23	UHC-47451-76	—	1371 Elm St, Nashville, TN, 37212	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-131699	ENR	Barbara Q Mendoza	2007-01-02	UHC-03073-98	8963725268	8073 Sage Ct, Las Vegas, NV, 89102	0.68	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed
TPA-56843	TPA	Linda Green	1970-08-10	—	—	8032 Valley View Dr, Los Angeles, CA, 90038	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52219	TPA	Hannah Andrews	1966-05-25	—	—	8163 Bayshore Dr, Orlando, FL, 32869	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-107258	ENR	Lori Hall	1967-09-08	UHC-82402-92	7648228928	8127 Market St, Tucson, AZ, 85733	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-403805	CLM	Austin H Mendoza	1939-04-11	UHC-24980-13	9407987779	4656 Baseline Rd, Chandler, AZ, 85245	0.68	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-54202	TPA	Wei Jenkiins	1985-01-01	—	6257616400	2854 Elm St, Nashville, TN, 37253	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22084	PRV	Andrew Fisher	1976-09-27	UHC-49611-17	6218418223	6348 Bayshore Dr, Tampa, FL, 33622	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-51932	TPA	Brandon Salazar	1965-01-21	—	—	4338 River Rd, Mesa, AZ, 85268	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-56757	TPA	Walter Aguilar	2001-02-15	—	—	2327 Ridge Rd, Dallas, TX, 75247	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-417791	CLM	Fatima Gaza	1972-11-26	—	—	1370 Lincoln Way, Scottsdale, AZ, 85285	0.68	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
ENR-123270	ENR	Mrak Edwards	2001-10-26	UHC-99615-18	6315712522	8838 Mesa Dr, San Antonio, TX, 78247	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-428486	CLM	Terry Hughes	2002-02-18	—	—	3241 Valley View Dr, Phoenix, AZ, 85018	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-104195	ENR	Valentina Duncan	1974-12-22	UHC-56934-35	—	5898 Sunset Blvd, San Antonio, TX, 78219	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-116181	ENR	Mei D Flores	1961-10-12	UHC-84637-68	4044486579	8565 Park Pl, Austin, TX, 78790	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-125475	ENR	Donald U Castro	1968-03-15	UHC-80435-66	4065431002	2371 Market St, Phoenix, AZ, 85065	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-128165	ENR	Jeffrey Elliott	1948-03-01	UHC-79071-32	3225771300	1506 Forest Ave, San Diego, CA, 92105	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-102563	ENR	Alexis Z Henderson	1968-03-27	UHC-64409-56	2472407417	5737 Lake View Rd, Phoenix, AZ, 85033	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-118651	ENR	Janet W Wallcae	1939-11-19	UHC-29568-55	8588793971	2662 Elm St, Glendale, AZ, 85395	0.68	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised
PRV-28081	PRV	Josh Gbison	1987-11-05	—	—	4752 Washington St, Tempe, AZ, 85232	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-131706	ENR	James W Fowler	1961-09-11	UHC-97018-67	6233257956	2069 Palm Dr, Denver, CO, 80294	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-131707	ENR	James W Fowler	1961-09-11	UHC-97018-67	6233257956	2069 Palm Dr, Denver, CO, 80294	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-432801	CLM	Eugene Graham	1950-06-16	UHC-67388-37	—	7226 Oak St, Atlanta, GA, 30343	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-62502	TPA	Wayne Ray	2003-12-15	—	—	1480 Jefferson Ave, Dallas, TX, 75296	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-53622	TPA	—Junk	1951-06-04	UHC-52905-09	5164572256	5492 Highland Ave, Seattle, WA, 98198	0.68	Phone reformatted City re-cased ZIP+4 trimmed No usable name (quarantined)
PRV-26157	PRV	Stephen M Harrison	1955-03-22	—	3752847338	9547 Indian School Rd, San Antonio, TX, 78226	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-105660	ENR	Isabella Stewart	1957-11-11	UHC-40724-39	7969917918	1508 Ridge Rd, Scottsdale, AZ, 85293	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-123090	ENR	Gloria M Dixon	—	UHC-62207-61	—	1423 Oak St, Mesa, AZ, 85231	0.68	Date of birth unreadable ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-422054	CLM	Sarra Williams	1983-11-20	—	3034258929	5208 Sunset Blvd, Chandler, AZ, 85252	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-62325	TPA	Aaron Knight	1983-07-13	UHC-95721-09	—	8293 Spring St, Nashville, TN, 37219	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-103295	ENR	Mateo O Jackson	1990-04-07	UHC-48696-50	9494711696	3971 Lincoln Way, Las Vegas, NV, 89146	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-140169	ENR	Alice Nichols	1974-09-26	UHC-43103-61	7623721949	4165 Ocean Ave, Las Vegas, NV, 89106	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-124861	ENR	Grant Daniel	1940-01-14	UHC-40051-70	9877211461	3420 Ocean Ave, Phoenix, AZ, 85077	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-107512	ENR	Zachary D Thompson	1973-11-22	UHC-15871-31	7147971276	1881 Ridge Rd, Scottsdale, AZ, 85213	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-138407	ENR	Priya E Ryan	1958-07-20	UHC-22153-20	6518353929	4212 Washington St, Plano, TX, 75015	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-138408	ENR	Priya E Ryan	1958-07-20	UHC-22153-20	6518353929	4212 Washington St, Plano, TX, 75015	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
PRV-20916	PRV	Priya V West	2006-07-03	—	2154121453	7070 Oak St, Charlotte, NC, 28252	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-53585	TPA	Vincent I Hayes	1945-11-04	—	—	1652 Washington St, Phoenix, AZ, 85099	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-104756	ENR	Olivia Cox	1964-01-06	UHC-84543-81	9305255737	4346 Washington St # 668, Jacksonville, FL, 32201	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-130661	ENR	Amber Wells	1953-04-11	UHC-80479-97	8446790447	3814 Palm Dr, Eden Prairie, MN, 55386	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-108096	ENR	Ralph W McDonald	1952-03-04	UHC-67915-66	7408701441	2903 Forest Ave, Atlanta, GA, 30304	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed
ENR-101455	ENR	Joyce A Cunningham	1968-04-09	UHC-99226-86	—	2453 Union St, Glendale, AZ, 85324	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
TPA-55318	TPA	Elizabeth H Munoz	1946-03-11	—	—	4796 Spring St, Columbus, OH, 43205	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-136237	ENR	Arthur Anderson	1938-05-18	UHC-15121-56	7597974036	8155 Ridge Rd, Nashville, TN, 37217	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-105185	ENR	Ahmed Montgomery	1977-03-04	UHC-51952-62	6708738748	5749 Baseline Rd, Gilbert, AZ, 85233	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-54756	TPA	Albert Santos	—	—	6659790940	2953 Union St, Chandler, AZ, 85221	0.68	Date of birth unreadable ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-120627	ENR	Steven Patterson	1958-06-25	UHC-84198-11	—	6797 Spring St, Phoenix, AZ, 85097	0.68	Date of birth reformatted Phone missing area code ZIP+4 trimmed Whitespace trimmed
CLM-408839	CLM	Ahmed Vasquez	1956-06-02	UHC-88338-81	—	6948 Camelback Rd, Gilbert, AZ, 85282	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-126929	ENR	Maria W Romero	1964-03-15	UHC-35666-67	8954560231	4347 Willow Ct, Dallas, TX, 75275	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-57211	TPA	Laura Black	1958-12-07	—	—	3594 Washington St, Houston, TX, 77092	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Placeholder values cleared

8,263 rows, page 127 of 166Previous Next