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-25336	PRV	Frances Hanson	1989-05-10	—	8703576409	6548 Willow Ct, Phoenix, AZ, 85041	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25082	PRV	Danielle Q Peterson	1949-01-25	—	—	1519 Jefferson Ave, Mesa, AZ, 85265	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-25935	PRV	Priya H McDonald	1965-08-04	—	6966363485	5136 Apache Blvd, Tempe, AZ, 85277	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24560	PRV	Madison T Padilla	1968-11-07	—	4164693978	6184 Ridge Rd, Miami, FL, 33178	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-26666	PRV	Bruce Clark	1990-05-02	UHC-63878-37	8644093656	2717 Ocean Ave, Houston, TX, 77077	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25509	PRV	Kelly G Bishop	1958-01-12	UHC-23217-24	9615919930	3102 Highland Ave, Chandler, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-28582	PRV	Nancy Fields	1983-01-08	—	6887513580	900 Palm Dr Apt 38, Scottsdale, AZ, 85282	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25947	PRV	Alan O Pierce	1970-01-22	—	—	4710 Camelback Rd, Charlotte, NC, 28235	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-29560	PRV	Peter M Wang	1989-06-01	UHC-50056-32	2403355409	7241 Baseline Rd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-26841	PRV	Ken James	1941-08-01	UHC-79845-73	—	2485 Baseline Rd, Gilbert, AZ, 85229	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23698	PRV	Diana Brown	1961-08-05	UHC-44223-69	6417758041	4932 Oak St, Miami, FL, 33133	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-23956	PRV	Patricia E Greene	1965-08-26	—	7617988670	4374 Canyon Rd, Nashville, TN, 37259	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-23955	PRV	Patricia E Greene	1965-08-26	—	7617988670	4374 Canyon Rd, Nashville, TN, 37259	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-21897	PRV	Virginia Greeene	2005-06-22	UHC-49687-56	2655524091	4747 Willow Ct, San Diego, CA, 92152	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21678	PRV	Joe A Hamilton	2003-10-17	UHC-71097-95	—	9027 Central Ave, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-20399	PRV	Maria Washngton	1968-08-24	—	6074832921	1478 Bayshore Dr, Sacramento, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-26100	PRV	Ahmed Ford	1973-01-28	UHC-38320-21	7387054692	9525 Harbor Blvd, Sacramento, CA, 95829	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
PRV-24940	PRV	Dot W Wagner	1999-11-07	—	—	1607 Forest Ave, Tucson, AZ, 85733	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27317	PRV	Betty P Wang	—	—	3735019281	2663 Park Pl, Glendale, AZ, 85335	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22146	PRV	Bobby Turner	1938-02-19	UHC-59366-90	—	7255 Church St, Houston, TX, 77053	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-24578	PRV	Charlotte Obrien	1944-12-04	—	8398329182	2619 Central Ave, San Diego, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-27136	PRV	Philip Warren	1964-04-26	UHC-00906-32	6237643552	416 Meadow Ln, Nashville, TN, 37260	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-28280	PRV	Lisa J Vega	1965-03-05	UHC-36382-30	9399589061	9673 Indian School Rd, Houston, TX, 77014	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20625	PRV	Bruce Johnston	1957-08-10	UHC-32734-85	2452831145	3273 Harbor Blvd, Dallas, TX	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-25859	PRV	Joe T Williamson	1968-12-09	—	—	6730 Bayshore Dr, Seattle, WA, 98175	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-22002	PRV	Bradley Tailor	1977-02-24	UHC-96928-98	6317958677	4774 Meadow Ln, Plano, TX, 75045	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-20815	PRV	Sandra Wang	1992-07-25	UHC-11750-72	2492660154	4488 Cedar Ln, Seattle, WA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
PRV-28444	PRV	Daina M Maldonado	1979-10-19	—	6018294529	5458 Jefferson Ave, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-29436	PRV	Daniel X Pena	1971-01-08	UHC-54987-16	—	7245 Camelback Rd, Miami, FL, 33108	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25673	PRV	Arjun Ramirez	1990-05-09	UHC-84085-42	3807599608	2896 Sunset Blvd, Gilbert, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21199	PRV	Julia Hunt	1965-02-23	—	6739803505	9025 Cedar Ln, Seattle, WA, 98161	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24971	PRV	Carol Hansen	2000-06-19	UHC-25657-98	—	4776 Bayshore Dr, Jacksonville, FL, 32282	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-27080	PRV	Susan Salazar	1966-12-23	—	7436860152	1616 Sunset Blvd, Glendale, AZ, 85383	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26673	PRV	Jonathan Garrett	1961-02-22	UHC-48138-96	—	5631 Church St, Denver, CO, 80250	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24339	PRV	Julia Weber	1984-11-10	—	8412412678	7153 Lake View Rd, Las Vegas, NV, 89124	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27082	PRV	Jerry Martin	1994-11-16	—	3293310200	9420 Baseline Rd, Houston, TX, 77025	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26529	PRV	Eric Hudson	2008-12-03	UHC-87974-59	7305204618	8745 Church St, Minneapolis, MN, 55422	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22281	PRV	Mary M Waver	1981-06-07	—	2983848412	5061 Maple Ave, San Antonio, TX, 78281	0.66	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+1 more
PRV-21820	PRV	Timothy O Flores	1980-10-14	—	—	2143 Apache Blvd, Glendale, AZ, 85350	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25934	PRV	Wei Walker	1976-05-14	UHC-30724-80	7004052828	9780 River Rd, Dallas, TX, 75270	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23278	PRV	Nathan Gutierrez	1996-06-12	UHC-41662-03	—	4249 Canyon Rd, Orlando, FL, 32837	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24084	PRV	Madison P Lupez	1945-02-18	—	—	673 Grand Ave, Las Vegas, NV, 89177	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22194	PRV	John F Lee	1959-06-19	UHC-08697-40	—	6819 Pine Dr Apt 16, Mesa, AZ, 85251	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
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-27938	PRV	Henry Alvarado	1960-08-24	UHC-71930-79	—	569 Highland Ave, Austin, TX, 78726	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+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-25568	PRV	Alice Herrera	1980-06-25	—	—	7946 Elm St, Jacksonville, FL, 32268	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more

9,344 rows, page 67 of 187Previous Next