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

Provider network, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24790	PRV	Harold Greene	1994-12-16	—	9595439891	7545 Ocean Ave, Seattle, WA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22205	PRV	Jordan Cooper	1966-09-05	UHC-56687-76	7612126816	2256 Apache Blvd, Houston, TX, 77030	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-28890	PRV	Kayla Estrada	1996-09-26	—	7446222442	9641 Camelback Rd, Tucson, AZ, 85753	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-28669	PRV	Diane Robinson	1989-02-15	UHC-99457-09	5445453060	6755 Park Pl, Atlanta, GA, 30379	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-20416	PRV	Billy Rodriguez	1982-07-06	—	9146151101	647 Main St, Gilbert, AZ, 85261	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28490	PRV	Teresa P Ramos	1998-03-26	—	7627983861	5696 Sunset Blvd, Las Vegas, NV, 89186	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-23128	PRV	Edward Daaniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave Apt 10, Tampa, FL, 33615	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-28756	PRV	Jesse Spencer	2001-01-15	UHC-70831-73	5188681866	7662 Camelback Rd, Tempe, AZ, 85246	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25931	PRV	Jeremy Roberts	1994-12-02	UHC-19875-43	5318715301	9863 Sage Ct, Columbus, OH, 43260	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-28121	PRV	Barbara Z Barnes	2006-09-12	—	4883656405	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-28120	PRV	Barbara Z Barnes	2006-09-12	—	4883656405	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-23568	PRV	Harold U Rogers	—	UHC-54307-35	4666518737	955 Lake View Rd, Eden Prairie, MN, 55301	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25099	PRV	Willie Elliott	1943-01-20	UHC-22957-69	4236107302	9782 Ridge Rd, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20453	PRV	Hannah Patterson	1981-05-01	UHC-91930-09	4365168470	801 Hillcrest Rd, Los Angeles, CA, 90072	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25258	PRV	Robert Palmer	1977-11-13	—	8903221400	2089 Ocean Ave, Miami, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-25185	PRV	Mark Larson	—	UHC-26773-88	4224014953	7442 Indian School Rd, Scottsdale, AZ, 85223	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+1 more
PRV-20578	PRV	Hill Joyce	1955-12-15	—	4304080892	4645 Park Pl, Scottsdale, AZ, 85281	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-26407	PRV	Cynthia Q Ortega	1943-02-04	—	4387570627	8531 Mountain View Dr, Atlanta, GA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-21543	PRV	Ralph Castro	1969-02-21	—	2253705592	1774 Elm St # 851, Mesa, AZ, 85227	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-24828	PRV	Jonathan Weaver	—	—	8689333157	7790 Park Pl, Nashville, TN, 37221	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
PRV-28954	PRV	—Junk	1968-08-11	UHC-98509-15	2576519807	2551 Willow Ct, Seattle, WA, 98154	0.66	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
PRV-20701	PRV	Debra Bennett	1990-11-07	UHC-53451-24	9208313051	6161 Union St, Sacramento, CA, 95838	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
PRV-20838	PRV	Justin Vega	1963-07-18	—	7118533690	8801 Washington St, Austin, TX, 78794	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25449	PRV	David M Larson	1986-04-27	UHC-94457-68	5044796623	5735 Valley View Dr, Houston, TX, 77007	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24486	PRV	Lawrence Q Rice	1963-11-14	—	2524895991	7553 Harbor Blvd, Tampa, FL	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
PRV-29115	PRV	Theresa Bradley	1954-11-05	UHC-33427-48	2894178886	8604 Forest Ave, Sacramento, CA, 95810	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
PRV-25724	PRV	Lisa Hudson	—	UHC-49171-42	7192763236	19 Broadway, Phoenix, AZ, 85068	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
PRV-29529	PRV	Laura U Fox	1942-12-04	—	2542533119	3669 Spring St, Minneapolis, MN, 55474	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-21979	PRV	Ruth Mason	1990-01-14	—	7558012230	2577 Maple Ave, Eden Prairie, MN, 55381	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
PRV-25036	PRV	Wil Gonzales	1977-08-17	UHC-92544-37	4629391825	2689 Market St, Minneapolis, MN, 55475	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
PRV-21608	PRV	Brian X Martin	1955-12-12	—	2929755523	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-21831	PRV	Billy N Austin	1944-10-09	—	7098406444	386 Ocean Ave, San Diego, CA, 92171	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
PRV-28521	PRV	Luis Blakc	1993-12-20	—	8653941391	6457 Broadway # 676, Tempe, AZ, 85276	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-25555	PRV	KJunk	2001-03-24	UHC-80415-30	5789416159	—	0.68	Two-digit birth year Phone reformatted Placeholder values cleared No usable name (quarantined)
PRV-28977	PRV	Maria M Dunn	1994-05-25	—	4276668119	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-28976	PRV	Maria M Dunn	1994-05-25	—	4276668119	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-28591	PRV	John F Bell	1979-07-03	—	3126068312	4113 Market St # 328, Tucson, AZ, 85785	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-28697	PRV	Gloria Martin	1989-09-15	UHC-38570-43	6596731875	6216 Canyon Rd, Miami, FL, 33155	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
PRV-29137	PRV	Kathryn Watkins	1957-03-14	UHC-05724-67	3434525990	2121 Union St, Nashville, TN, 37261	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
PRV-29159	PRV	Brandon Z Johnson	1987-01-18	UHC-07574-46	2287249230	3554 Park Pl Apt 25, Tucson, AZ, 85738	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
PRV-24565	PRV	Tyler Luna	1977-07-09	—	8569158143	1937 Meadow Ln, Atlanta, GA, 30361	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-25347	PRV	Jordan Z Perry	1955-11-17	—	6209529652	6145 Sunset Blvd Apt 15, Phoenix, AZ	0.68	Phone reformatted Unit split from street ZIP missing Placeholder values cleared
PRV-20981	PRV	William Cruz	1964-02-18	—	8504105099	8853 Baseline Rd Apt 15, Chandler, AZ, 85209	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
PRV-23702	PRV	Madison Richards	1946-11-09	—	4209473320	4785 Cedar Ln, Gilbert, AZ, 85276	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
PRV-26388	PRV	SantiagoJunk	1972-01-21	—	2417300455	172 Jefferson Ave, Glendale, AZ, 85363	0.68	Phone reformatted State name converted to code Placeholder values cleared No usable name (quarantined)
PRV-23691	PRV	Emily Murray	1992-02-20	UHC-96474-99	6767586829	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
PRV-23185	PRV	Pameela Simpson	1941-05-06	—	6952214174	3913 Baseline Rd, Scottsdale, AZ	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
PRV-22094	PRV	Charles Richards	1999-10-04	UHC-80345-16	3193332198	7872 Hillcrest Rd, San Antonio, TX, 78201	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
PRV-24970	PRV	Janice Medina	1981-01-11	—	6104517207	8146 Lincoln Way, Tucson, AZ, 85736	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-25696	PRV	Theresa A McDonald	—	—	7657923963	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared

5,906 rows, page 44 of 119Previous Next