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
CLM-411552	CLM	Danielle M Tucker	1953-06-27	UHC-36926-50	—	3682 Central Ave, Gilbert, AZ, 85289	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-100530	ENR	Maria Z Dominguez	1997-08-23	UHC-24070-78	8515428995	5877 Lake View Rd, Mesa, AZ, 85266	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407351	CLM	Nicholsa Romero	1978-12-26	—	—	5771 Harbor Blvd, Denver, CO, 80215	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108135	ENR	Jose Rose	2005-02-22	UHC-51129-80	2743127133	2997 Mesa Dr, Orlando, FL, 32888	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-108500	ENR	Rachel Hunter	1971-01-17	UHC-39152-60	3107465664	7346 Indian School Rd, Charlotte, NC, 28245	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110710	ENR	Daniel R Meeyer	1946-12-24	UHC-36172-54	3534304050	5721 Palm Dr, Jacksonville, FL, 32233	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-402083	CLM	Peter Walker	1985-04-18	UHC-17729-51	—	5541 Palm Dr, Glendale, AZ, 85386	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
CLM-420288	CLM	Catherine Wong	1986-10-01	UHC-29121-35	3306524165	5747 Grand Ave, Jacksonville, FL, 32263	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-100805	ENR	Anna Kelley	2002-01-02	UHC-40324-73	—	3926 Harbor Blvd, San Diego, CA, 92153	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100766	ENR	Lauren Simmons	1949-09-13	UHC-09730-23	9387382916	783 Willow Ct, Tampa, FL, 33657	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415404	CLM	Jean Young	1940-05-22	UHC-88826-06	3784374877	8587 Hillcrest Rd, Las Vegas, NV, 89110	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102218	ENR	John C Estrada	1991-01-14	UHC-95931-01	9288505242	7030 Baseline Rd, San Antonio, TX, 78290	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-423209	CLM	Sean Webb	2001-10-08	UHC-33759-12	8102179880	3689 Willow Ct, Tucson, AZ, 85768	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417660	CLM	Lauren Scott	2001-02-27	UHC-72511-19	2774887011	4131 Central Ave, San Antonio, TX, 78235	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60734	TPA	Betty Scott	1987-07-27	—	—	3319 Washington St, Plano, TX, 75006	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-132318	ENR	Julia Murphy	2005-01-03	UHC-12257-62	6847912313	752 Palm Dr, Scottsdale, AZ, 85274	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413725	CLM	Jennifer Padilla	2000-05-19	UHC-67801-38	7149139118	8500 Park Pl, San Antonio, TX, 78289	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416555	CLM	Christine N Stewart	1946-01-03	UHC-62819-22	6954879216	—	0.66	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-419282	CLM	Brittany D Fuller	1964-06-05	UHC-60596-72	3943958941	7598 Grand Ave, Orlando, FL, 32817	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420196	CLM	Sharon Woods	2002-07-05	UHC-33271-36	—	6811 Lake View Rd, Plano, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-105908	ENR	Henry Anderson	1952-11-06	UHC-79339-20	5592831672	5226 Washington St, Charlotte, NC, 28246	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-29301	PRV	Denise C Mason	1965-02-19	—	—	4099 Canyon Rd, Atlanta, GA, 30314	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415829	CLM	Heather Jones	1988-04-22	UHC-15154-41	—	7379 Broadway, Dallas, TX, 75291	0.66	State code upper-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-125531	ENR	Catherine Hart	1963-09-20	UHC-18151-19	2397066541	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-110432	ENR	Gabriel Y Csatro	1938-06-04	UHC-74491-09	8354630480	7898 Union St, Atlanta, GA, 30397	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-407676	CLM	Christine H Carpenter	1987-07-20	UHC-18449-39	5964267462	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-53276	TPA	Thersea Little	1957-10-27	—	2475402381	3599 Meadow Ln, Eden Prairie, MN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
CLM-428684	CLM	Maria Perez	2004-11-22	—	2953991135	4071 Park Pl, Tempe, AZ, 85204	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419947	CLM	Armstrong D Bradley	1947-12-15	UHC-69711-57	4958818317	7778 Willow Ct, Eden Prairie, MN, 55331	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419948	CLM	Armstrong D Bradley	1947-12-15	UHC-69711-57	4958818317	7778 Willow Ct, Eden Prairie, MN, 55331	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-119951	ENR	Deborah Baker	1968-08-22	UHC-51589-88	6883803339	8204 Sage Ct, Orlando, FL, 32887	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61974	TPA	Jeremy Howell	1981-03-25	—	4245135375	6008 Sage Ct, Minneapolis, MN, 55474	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-400755	CLM	Elijah Brown	—	UHC-31375-51	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
TPA-61183	TPA	Ana Fernandez	1968-02-05	—	—	5819 Hillcrest Rd, Fresno, CA, 93789	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-60390	TPA	Fank Ruiz	1947-03-26	—	4617142767	2396 Lake View Rd, Eden Prairie, MN, 55340	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123555	ENR	Jonathan V Wang	1997-08-12	UHC-87057-53	6589890069	5706 Indian School Rd, Jacksonville, FL, 32238	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123556	ENR	Jonathan V Wang	1997-08-12	UHC-87057-53	6589890069	5706 Indian School Rd, Jacksonville, FL, 32238	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133090	ENR	Santiago Baker	1991-02-27	UHC-82806-01	—	3643 Park Pl, Los Angeles, CA, 90027	0.66	Name re-cased Phone missing area code Email lower-cased Gender normalised+1 more
CLM-413540	CLM	Jesse Pierce	1947-07-27	UHC-13009-43	—	4125 Canyon Rd Apt 29, Tucson, AZ, 85703	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
TPA-55707	TPA	Gregory Schultz	1969-02-25	UHC-14832-94	—	5342 Lincoln Way, Las Vegas, NV, 89194	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403983	CLM	Sandra Price	1965-04-25	—	2697104186	1307 Lincoln Way, Atlanta, GA, 30338	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127278	ENR	Laura Little	2001-07-05	UHC-72641-27	8324771227	5519 Willow Ct, Chandler, AZ, 85219	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-426936	CLM	Ashley Garza	1971-09-10	—	—	6125 Park Pl, Plano, TX, 75086	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
TPA-50851	TPA	Matt Carpenter	1955-06-10	UHC-33751-82	2363703581	6282 Desert Sky Blvd, Orlando, FL, 32857	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108154	ENR	Gonzalez Ann	1965-09-11	UHC-64011-63	4417577701	2303 Pine Dr, Nashville, TN, 37213	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-64205	TPA	Logan Marshall	—	UHC-13279-34	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-418656	CLM	Gary Tucker	—	UHC-38611-50	—	5434 Desert Sky Blvd, Orlando, FL, 32853	0.66	Name re-cased Date of birth unreadable City re-cased Gender normalised+1 more
ENR-124956	ENR	Jesse Romero	1953-12-06	UHC-84323-55	6675944522	5910 Union St, Orlando, FL, 32831	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130894	ENR	Bryan Franklin	1981-12-17	UHC-08186-77	8982608770	325 Valley View Dr, Scottsdale, AZ, 85200	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-122302	ENR	Mei L Morrison	1979-11-04	UHC-89772-23	7117733046	9548 Elm St, Orlando, FL, 32826	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

16,828 rows, page 205 of 337Previous Next