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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103085	ENR	Patrick Carter	1986-11-22	UHC-68722-56	5933786815	9383 Washington St Apt 4, San Diego, CA, 92101	0.68	Name split from “Last, First”Phone reformatted Unit split from street City re-cased
CLM-412854	CLM	Aisha McCoy	1988-10-09	—	—	5542 River Rd # 636, Atlanta, GA, 30315	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57928	TPA	Judy Hart	2006-05-28	UHC-11656-07	—	2376 Meadow Ln, Scottsdale, AZ, 85263	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-115151	ENR	Bowman F Katherine	1973-12-10	UHC-03977-71	5567070955	4963 Central Ave # 345, Mesa, AZ, 85286	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
TPA-53980	TPA	Wei Nelson	—	—	—	5374 Mesa Dr, Tampa, FL, 33629	0.68	Date of birth missing City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-63574	TPA	Mateo Salazar	1965-05-19	—	—	4525 Highland Ave, Mesa, AZ, 85215	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-432494	CLM	Rachel Q Carter	1953-11-18	—	—	6729 Grand Ave, San Diego, CA, 92164	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
ENR-122242	ENR	Natalie C Fernandez	1964-01-19	UHC-04526-89	—	7790 Sage Ct # 322, Mesa, AZ, 85294	0.68	Phone missing area code Unit split from street City re-cased Placeholder values cleared
CLM-409765	CLM	Jeremy Owens	1977-12-27	—	—	1683 Washington St, Plano, TX	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
PRV-20867	PRV	Larry Z Fields	1965-01-26	UHC-33543-82	—	9784 Forest Ave, Houston, TX, 77060	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-20866	PRV	Larry Z Fields	1965-01-26	UHC-33543-82	—	9784 Forest Ave, Houston, TX, 77060	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
ENR-131989	ENR	Tyler B Wagner	1977-08-17	UHC-29723-33	—	8116 Willow Ct, San Antonio, TX	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
CLM-420256	CLM	Joe Olson	1986-02-15	UHC-47916-67	—	8847 Market St # 779, Scottsdale, AZ	0.68	Unit split from street City re-cased ZIP missing Whitespace trimmed
CLM-405216	CLM	Carol Davis	1951-10-03	—	9155348032	8959 Cedar Ln, Nashville, TN, 37233	0.68	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed
TPA-60171	TPA	Bobby Adams	1972-01-12	—	2082504797	8522 Spring St Apt 23, Plano, TX, 75070	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
CLM-428608	CLM	Madison Lawson	1995-11-02	—	—	8044 Elm St, Tempe, AZ, 85283	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
ENR-129046	ENR	Matthew Anderson	1991-06-22	UHC-25095-70	9553681219	1620 Broadway, Tampa, FL, 33697	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed
ENR-134604	ENR	Carol Grant	1939-07-13	UHC-58128-35	2563778166	9824 Sunset Blvd, San Diego, CA, 92139	0.68	Name split from “Last, First”City re-cased Email lower-cased Gender normalised
ENR-136960	ENR	Wayne B Tran	1961-12-03	UHC-70630-07	5129895991	1576 Meadow Ln, Charlotte, NC, 28280	0.68	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised
TPA-54071	TPA	Waine Bryant	1958-12-15	UHC-65701-10	—	7704 Jefferson Ave, Eden Prairie, MN, 55341	0.68	Two-digit birth year City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-134653	ENR	Nancy R Hunter	1944-07-27	UHC-44484-45	—	3143 Grand Ave, San Antonio, TX, 78263	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
ENR-137825	ENR	Patrick Q Valdez	1970-06-23	UHC-10431-25	5049032515	1679 Mesa Dr, Sacramento, CA, 95897	0.68	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed
PRV-24191	PRV	Stephen B Hayes	1945-03-09	—	—	5994 Willow Ct, Scottsdale, AZ, 85264	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
ENR-141765	ENR	Russell Y Rojas	1966-11-19	UHC-09549-19	6555818674	1584 Broadway, Houston, TX, 77069	0.68	Phone reformatted City re-cased State name converted to code Gender normalised
ENR-130147	ENR	Kathryn F Johntson	1982-05-14	UHC-79887-78	8215636347	1217 Pine Dr, Mesa, AZ, 85255	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
ENR-128368	ENR	Danielle G Nichols	1940-03-06	UHC-84780-74	5603924832	4735 Harbor Blvd, Austin, TX, 78770	0.68	SSN last four extracted Street suffix standardised Address re-cased City re-cased
ENR-124143	ENR	Kelly H Richardson	1959-01-18	UHC-72131-03	8436497305	1166 Sunset Blvd Apt 39, Atlanta, GA, 30394	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
ENR-106717	ENR	Joseph F Rojas	—	UHC-50449-34	6147685977	3168 Willow Ct, Gilbert, AZ, 85284	0.68	Date of birth unreadable City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-53692	TPA	Bobby Anderson	1978-03-09	—	—	3664 Harbor Blvd # 951, Minneapolis, MN, 55491	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
TPA-64399	TPA	Aysha I Crawford	1997-04-11	UHC-96544-64	—	5164 Meadow Ln, Fresno, CA, 93771	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
CLM-414085	CLM	Evelyn Nguyen	2003-06-09	—	2067358821	5532 Union St, Tucson, AZ, 85739	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-111666	ENR	Virginia Oliver	1972-01-15	UHC-84406-02	3209596604	7715 Valley View Dr, Plano, TX	0.68	City re-cased ZIP missing Gender normalised Whitespace trimmed
TPA-61846	TPA	Matthew Warren	1958-10-03	—	—	6845 Lake View Rd, San Diego, CA, 92154	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
ENR-103426	ENR	Juan Z Chapman	1970-11-10	UHC-96301-70	6485931696	9103 Union St # 913, Fresno, CA, 93752	0.68	Phone reformatted SSN last four extracted Unit split from street City re-cased
ENR-114525	ENR	Betty Cawford	2007-09-01	UHC-84431-58	3619209883	6746 Baseline Rd, Sacramento, CA	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
CLM-410674	CLM	Amanda Hunt	—	UHC-44646-26	—	88 Broadway, Jacksonville, FL	0.68	Date of birth unreadable City re-cased ZIP missing Placeholder values cleared
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
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)
ENR-118653	ENR	Kethryn Mendez	—	UHC-34100-98	5669214260	8345 Meadow Ln, San Antonio, TX, 78210	0.68	Date of birth unreadable City re-cased Gender normalised Placeholder values cleared
ENR-130452	ENR	Jacob S Adams	1954-04-07	UHC-83935-46	4555888821	2129 Desert Sky Blvd, Eden Prairie, MN	0.68	Name re-cased Two-digit birth year City re-cased ZIP missing
ENR-131888	ENR	Marcus King	1980-07-26	UHC-75675-84	—	9461 Lincoln Way, Nashville, TN, 37205	0.68	Two-digit birth year Phone missing area code City re-cased Placeholder values cleared
ENR-131889	ENR	Marcus King	1980-07-26	UHC-75675-84	—	9461 Lincoln Way, Nashville, TN, 37205	0.68	Two-digit birth year Phone missing area code City re-cased Placeholder values cleared
ENR-109766	ENR	Jordan E Parker	1983-05-25	UHC-39090-46	—	3636 Pine Dr, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
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-115355	ENR	Rachel J Rivera	1985-11-07	UHC-18771-42	6879940000	9013 Maple Ave, Dallas, TX, 75202	0.68	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-130454	ENR	Nathan Turner	1987-05-06	UHC-08557-62	5189619890	528 Market St, Gilbert, AZ, 85275	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
CLM-430284	CLM	Alexis X Morrison	1981-10-24	UHC-67872-19	—	9552 Forest Ave # 901, Austin, TX, 78712	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
ENR-140753	ENR	Omar Gonzalez	1986-04-26	UHC-17575-28	4215709465	2144 Maple Ave, Gilbert, AZ, 85293	0.68	Two-digit birth year Street suffix standardised Address re-cased City re-cased
ENR-136885	ENR	Jack Bishop	1943-04-02	UHC-95340-02	4489283197	411 Washington St, San Antonio, TX, 78280	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-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

17,850 rows, page 150 of 357Previous Next