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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408457	CLM	Anthony Luna	1974-03-27	—	5774807205	9306 Spring St, Phoenix, AZ, 85008	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-135955	ENR	Ruth F Hudson	1982-05-13	UHC-03330-53	4178980532	7750 Washington St, Scottsdale, AZ, 85243	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414499	CLM	Melissa Gardner	1973-10-22	UHC-62350-59	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-429823	CLM	Hannah Larson	2001-06-11	—	—	8916 Jefferson Ave, Miami, FL, 33161	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-25245	PRV	Timothy Gordon	1967-03-04	—	4993464992	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
ENR-131376	ENR	Karen Harrison	1987-01-26	UHC-86250-15	—	718 Canyon Rd, Jacksonville, FL, 32207	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-110565	ENR	Arjun M Wang	2008-11-20	UHC-07319-18	3436525362	—	0.82	Two-digit birth year Phone reformatted Email lower-cased
CLM-400267	CLM	Charlotte M Ortiz	2002-10-16	UHC-52389-49	4594479762	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
ENR-124283	ENR	Stephanie Ellis	1967-04-18	UHC-58296-03	3234108268	3400 Jefferson Ave, Austin, TX, 78769	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-422612	CLM	Carlos C Williamson	1977-07-01	UHC-61358-72	7075107974	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-429903	CLM	Tony Taylor	1940-06-11	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-407957	CLM	Hannah Nguyen	1950-03-16	UHC-03763-39	—	8533 Camelback Rd, Minneapolis, MN, 55441	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-407958	CLM	Hannah Nguyen	1950-03-16	UHC-03763-39	—	8533 Camelback Rd, Minneapolis, MN, 55441	0.82	Name re-cased Two-digit birth year Placeholder values cleared
ENR-142266	ENR	Keith F Rce	1991-07-18	UHC-84777-32	5092057851	1580 Lake View Rd, Tampa, FL, 33675	0.82	Name re-cased Two-digit birth year Whitespace trimmed
ENR-115809	ENR	Santiago Y Moreno	1984-07-10	UHC-44550-38	4388177433	9824 Oak St, Seattle, WA, 98164	0.82	Name re-cased Two-digit birth year Email lower-cased
ENR-141125	ENR	Noah Morales	1943-09-11	UHC-85737-27	5702049363	9318 Broadway, Orlando, FL, 32807	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-405878	CLM	Rmaos L Deborah	1996-05-03	UHC-13452-14	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-111241	ENR	Mateo P Hill	1970-07-15	UHC-13418-23	8406903357	2581 Elm St, Eden Prairie, MN, 55315	0.82	Name re-cased Two-digit birth year Whitespace trimmed
ENR-121444	ENR	Logan Y Smith	1947-11-08	UHC-44906-76	8869540830	2643 Bayshore Dr, Plano, TX, 75091	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
ENR-115086	ENR	Victoria O Cooper	1960-10-11	UHC-00539-49	3323998149	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
TPA-50337	TPA	Kathryn King	1996-11-05	—	5949485491	862 Camelback Rd, San Diego, CA, 92171	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-413650	CLM	Fatima Wallace	1990-07-28	—	6099115729	2601 Central Ave, Atlanta, GA, 30335	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-415904	CLM	Jordan Young	2006-12-19	—	2956700581	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-422652	CLM	Angela Johnston	2004-11-02	UHC-84941-11	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-428875	CLM	Adam L Barnes	1951-06-08	UHC-43073-68	—	7258 Union St, Seattle, WA, 98140	0.82	Name re-cased Two-digit birth year Placeholder values cleared
ENR-129342	ENR	Carlos Q Rios	1975-03-10	UHC-99107-83	4964129845	8347 Pine Dr, Glendale, AZ, 85391	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-428492	CLM	Arthur Wong	1975-07-15	UHC-99527-30	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
ENR-104222	ENR	Dorothy Porter	1993-02-02	UHC-87180-08	5457450390	1891 Park Pl, Eden Prairie, MN, 55393	0.82	Name re-cased Two-digit birth year Phone reformatted
TPA-54085	TPA	Luis Richards	1969-08-21	—	9204617339	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-28313	PRV	Jaet Y Guerrero	1943-07-16	—	—	2649 Elm St, Sacramento, CA, 95839	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-432538	CLM	Christian T Price	1944-08-02	UHC-56714-75	4689500780	—	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
TPA-55220	TPA	Kevin Armstrong	2002-04-16	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-61730	TPA	Adam T Singh	1948-02-03	—	—	1814 Broadway, Tucson, AZ, 85761	0.82	Name re-cased Two-digit birth year Placeholder values cleared
ENR-113100	ENR	Walter Little	1983-11-18	UHC-92544-52	5614200368	5629 Park Pl, Austin, TX, 78746	0.82	Two-digit birth year Member ID reformatted Whitespace trimmed
CLM-405020	CLM	Abigail George	1949-07-17	—	7176642774	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-412584	CLM	Richard Z Simmons	1979-11-13	—	—	7176 Market St, Houston, TX, 77050	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-52427	TPA	Tony Mason	1959-08-27	UHC-71486-08	—	2698 Jefferson Ave, Gilbert, AZ, 85266	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-432451	CLM	Catherine G Harris	1994-08-16	—	—	2084 Lincoln Way, Chandler, AZ, 85269	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-53203	TPA	Lisa Bryant	1997-02-06	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-55858	TPA	Diego Guerrero	1943-03-05	—	—	4725 Willow Ct, San Diego, CA, 92183	0.82	Two-digit birth year City re-cased Placeholder values cleared
CLM-408924	CLM	Christopher Hawkins	1961-01-06	UHC-49024-83	—	—	0.82	Two-digit birth year Email lower-cased Placeholder values cleared
PRV-22874	PRV	Diane Johnson	1961-12-02	UHC-39148-39	2468226657	2253 Broadway, Tucson, AZ, 85745	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-136158	ENR	Beverly Gibson	1940-08-25	UHC-37426-24	9066327058	6771 Pine Dr, Dallas, TX, 75255	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
TPA-64165	TPA	Brittany Garrett	1970-01-05	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-119995	ENR	Lucia Z Hoffman	2005-07-23	UHC-70807-06	2864059086	809 Indian School Rd, Las Vegas, NV, 89135	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
TPA-52271	TPA	Virginia Ortiz	2008-03-22	—	—	8997 Broadway, Denver, CO, 80228	0.82	Name re-cased Two-digit birth year Placeholder values cleared
ENR-125104	ENR	Arthur V Morrison	1988-09-03	UHC-75672-61	3417974398	3735 Meadow Ln, Miami, FL, 33105	0.82	Name re-cased Two-digit birth year State code upper-cased
CLM-414297	CLM	Sarah Tucker	1998-03-06	UHC-97286-29	8369550609	3680 Central Ave, Phoenix, AZ, 85036	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
ENR-111175	ENR	Mark K Gozalez	1967-09-04	UHC-02868-86	5072200436	3768 Baseline Rd, Houston, TX, 77055	0.82	Two-digit birth year Phone reformatted Member ID reformatted
CLM-413727	CLM	Alexis Stephens	1946-11-14	UHC-11918-64	—	7276 Harbor Blvd, Denver, CO, 80295	0.82	Name re-cased Two-digit birth year Placeholder values cleared

6,661 rows, page 120 of 134Previous Next