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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22380	PRV	Thomas Espinoza	1980-07-04	UHC-83698-81	—	8979 Market St, Eden Prairie, MN, 55302	0.68	Phone missing area code State name converted to code Whitespace trimmed 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-26516	PRV	Brittany P Garcia	1976-07-09	UHC-27108-61	8594870886	9096 Meadow Ln, Phoenix, AZ, 85007	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-28647	PRV	Rebecca E Cox	1997-02-09	UHC-65252-88	3582509037	8322 Sage Ct, Orlando, FL, 32858	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased Placeholder values cleared
PRV-27868	PRV	Hannah Ford	1986-05-08	UHC-68283-93	3669698143	5236 Willow Ct, Fresno, CA, 93752	0.68	Name split from “Last, First”Street suffix standardised Address re-cased 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-28623	PRV	Branndon Davis	1984-01-06	UHC-42245-62	—	1491 Jefferson Ave, Glendale, AZ, 85371	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
PRV-27834	PRV	Janet A Jimenez	1962-03-12	—	3008720717	4320 Ocean Ave, Las Vegas, NV, 89175	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-20145	PRV	Lawrence Sanchez	—	UHC-61874-07	2237078293	6912 Baseline Rd, Tucson, AZ, 85716	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22943	PRV	Ronald A Scott	—	UHC-68475-54	—	9242 Grand Ave, Phoenix, AZ, 85010	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
PRV-29107	PRV	Kevin Hoffman	2006-10-27	UHC-32542-84	8928082700	3210 Park Pl, Miami, FL	0.68	Street suffix standardised Address re-cased 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-21323	PRV	Kenneth Jordan	—	—	—	—	0.68	Date of birth unreadable Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-29386	PRV	Samantha Fuller	1941-11-24	—	2457097160	4633 Cedar Ln, Charlotte, NC, 28222	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-20403	PRV	Albert P Clrk	1977-05-15	—	—	—	0.68	Name re-cased Phone missing area code 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-29574	PRV	Olivia Roes	1987-06-10	UHC-89527-37	—	483 Mesa Dr, Miami, FL, 33161	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
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-26951	PRV	Pamela Johnston	1979-07-12	UHC-19171-30	—	4813 Oak St, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-26643	PRV	Sofia Hicks	1952-05-23	—	9537066447	1685 Church St, Phoenix, AZ, 85060	0.68	Street suffix standardised Address re-cased State name converted to code 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-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-28183	PRV	Kye L Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
PRV-21331	PRV	Christopher Mendez	1967-07-10	UHC-51704-12	7709234423	2371 Union St, Gilbert, AZ, 85281	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-26436	PRV	Aisha Hernandez	2005-10-20	—	—	4692 Jefferson Ave, San Diego, CA, 92139	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-23291	PRV	—Junk	1957-02-01	UHC-03087-94	—	1165 Oak St, Tucson, AZ, 85786	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
PRV-26793	PRV	Jefffrey Payne	1966-11-15	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27320	PRV	Dylan Harper	1993-07-23	UHC-06152-86	6382368727	2458 Palm Dr, Tampa, FL, 33643	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-26118	PRV	Donald U Li	1938-05-07	UHC-27526-41	—	3587 Desert Sky Blvd, Phoenix, AZ, 85048	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
PRV-29048	PRV	Patricia King	1967-06-23	UHC-26700-94	4872781868	5936 Willow Ct, Dallas, TX, 75246	0.68	Name re-cased Two-digit birth year 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
PRV-22177	PRV	Madison O Garrett	1942-04-18	UHC-53981-25	3276414185	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed 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
PRV-26107	PRV	Virginia Butelr	2007-10-13	UHC-66385-71	2373512451	2022 Spring St, Las Vegas, NV, 89163	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-21259	PRV	Patrick Gutierrez	1993-10-02	UHC-38230-55	—	6794 Cedar Ln, Mesa, AZ, 85275	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-29506	PRV	Jula Feilds	1992-07-08	UHC-03539-69	—	7380 Bayshore Dr, Phoenix, AZ, 85050	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-23764	PRV	Jason Lopez	1994-12-09	UHC-54594-32	5914259132	5705 Desert Sky Blvd # 743, Minneapolis, MN, 55459	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-21960	PRV	Donald Castillo	1942-07-26	—	5183424288	2970 Market St, Phoenix, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
PRV-25743	PRV	Kayla McDonald	2004-09-08	UHC-78221-66	4042634903	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-28805	PRV	Emily Smith	2002-12-16	—	5906622794	709 Spring St, Miami, FL, 33113	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-26536	PRV	Pamela I Lucas	1970-12-01	—	2927828982	1073 Church St, Las Vegas, NV, 89186	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-26273	PRV	Carol Rose	1975-01-26	UHC-39091-36	—	4217 Willow Ct, Tampa, FL, 33639	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-28557	PRV	Carlos Webb	1949-12-20	—	8783040123	7922 Canyon Rd, Tempe, AZ, 85242	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
PRV-24620	PRV	Bradley X Vazquez	1989-07-07	UHC-39551-61	3979479721	1527 Cedar Ln, Plano, TX, 75044	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
PRV-25694	PRV	Laura Z Morris	1955-05-12	UHC-18122-11	—	6637 Washington St, San Antonio, TX, 78233	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-25765	PRV	James Long	1972-08-16	—	2897838844	6078 Mountain View Dr, Nashville, TN, 37251	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared

9,344 rows, page 70 of 187Previous Next