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-24227	PRV	Sara F Murphy	2008-01-24	UHC-77515-85	3669010347	7201 Cedar Ln, Las Vegas, NV, 89184	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23833	PRV	Matthew F Burke	1982-01-07	—	5544510237	2792 Desert Sky Blvd, Nashville, TN, 37291	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-21655	PRV	Rebecca Franklin	2008-01-09	UHC-18936-06	8234147070	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-22250	PRV	Jason Cole	1993-10-28	UHC-29923-13	3298091591	7591 Market St, Eden Prairie, MN, 55381	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28811	PRV	Scott B Howell	1997-12-18	—	8458824338	1511 Willow Ct, Scottsdale, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23200	PRV	Charlotte I Payne	2005-01-13	—	4724983309	2382 Grand Ave, Glendale, AZ, 85354	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-28752	PRV	Janet Carroll	1938-02-10	UHC-53190-20	5326216137	6292 Union St Apt 6, Orlando, FL, 32810	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
PRV-23860	PRV	Dorothy F James	1987-02-16	UHC-93469-77	4016111175	8094 Indian School Rd, Eden Prairie, MN, 55392	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-27807	PRV	Bobby Dean	1941-05-26	UHC-81117-27	4083330786	717 Valley View Dr Apt 12, Jacksonville, FL, 32287	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26811	PRV	Diego Ferguson	1984-06-08	UHC-07762-22	9706859537	1523 Union St Apt 4, San Antonio, TX, 78229	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25649	PRV	Emily Jimenez	1974-01-09	—	9217438580	2840 Spring St, Minneapolis, MN, 55416	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23419	PRV	Juan Coleman	2008-05-26	—	9683616772	8188 Desert Sky Blvd Apt 17, Sacramento, CA, 95880	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24735	PRV	Ryan J Hill	1966-09-13	—	3593973007	2450 Ridge Rd, Tempe, AZ, 85286	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23143	PRV	Tom X Luna	1986-04-10	—	8902543970	3916 Bayshore Dr, Houston, TX, 77025	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26001	PRV	Roger Fisher	1980-08-23	UHC-56175-53	3917121226	7021 Meadow Ln, Tempe, AZ, 85206	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23309	PRV	Kayla Carr	1964-05-19	—	6977835291	37 Camelback Rd, Phoenix, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29339	PRV	Ashley Vargas	1958-09-03	—	6805032837	9179 Cedar Ln Apt 13, Chandler, AZ, 85219	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
PRV-22404	PRV	Roger U Hawkins	2004-10-01	UHC-20801-61	2768744343	3171 Harbor Blvd, Plano, TX, 75012	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-27464	PRV	Betty Watkins	1994-07-17	UHC-83199-38	3932035504	6891 Palm Dr, Tempe, AZ, 85286	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21559	PRV	Ryan Z Warren	1946-08-13	UHC-88581-01	2195835859	243 Sunset Blvd Apt 12, Nashville, TN	0.52	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+2 more
PRV-26882	PRV	Sara K Roberts	1950-08-19	—	5388898222	7982 Maple Ave, Fresno, CA, 93799	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26398	PRV	Frank Arnold	1969-03-10	UHC-80971-82	6813421805	2031 Central Ave, San Antonio, TX, 78298	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20810	PRV	Gerald P Li	1954-12-24	—	7913213625	7477 River Rd, Jacksonville, FL	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20457	PRV	Mateo Shaw	1955-06-19	—	9385570806	1818 Church St # 860, San Antonio, TX, 78281	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-26505	PRV	Donna Hansen	1961-06-10	—	8704506805	33 Meadow Ln, Atlanta, GA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28973	PRV	Christopher Evans	1905-10-23	—	8439633499	9894 Maple Ave, Tucson, AZ, 85730	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23066	PRV	Paul Burke	1956-05-24	—	9405355052	7574 Apache Blvd, Eden Prairie, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21622	PRV	Alice Welker	—	UHC-55066-76	3084175809	3598 Willow Ct, Minneapolis, MN, 55437	0.52	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
PRV-28223	PRV	Ronald C Stone	1938-12-18	UHC-53111-75	7609529855	2406 Apache Blvd, Gilbert, AZ, 85295	0.52	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-26904	PRV	Elijah T Henderson	1980-02-17	UHC-24951-39	2205784083	8438 Camelback Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-21118	PRV	Hannah X Nguyen	1972-05-08	—	7235525865	8201 Meadow Ln, Dallas, TX, 75293	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25742	PRV	Danielle L Lewis	1943-03-16	—	7279893239	8665 Mountain View Dr # 811, Phoenix, AZ, 85035	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
PRV-28922	PRV	Billy Wnag	1952-12-17	—	2838710778	9796 Canyon Rd # 922, San Antonio, TX, 78246	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24880	PRV	Lori Lee	1943-09-07	—	7793828307	7843 Sunset Blvd, Scottsdale, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23606	PRV	Kyle Hall	1971-12-28	UHC-40356-45	4987164866	3425 River Rd, Eden Prairie, MN, 55396	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22066	PRV	Heather P Wagner	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21962	PRV	Judith K Daniels	1940-03-13	—	5416562075	862 Sunset Blvd, Phoenix, AZ, 85015	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27273	PRV	Jerry Jordan	1997-06-11	UHC-64857-05	9672415441	2771 Spring St Apt 17, Tempe, AZ, 85244	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27527	PRV	Charlotte V Nichols	1970-05-19	UHC-53965-50	8148244059	3495 Market St # 722, Columbus, OH	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-28328	PRV	Dennis Kelley	1978-04-18	UHC-97854-14	7932220150	3742 Meadow Ln, Chandler, AZ, 85217	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22106	PRV	Dylan Watkins	2007-10-27	—	8029169881	343 Bayshore Dr, Seattle, WA, 98191	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25981	PRV	Jose Griffin	1973-12-16	UHC-35738-01	9404860601	4251 Mountain View Dr, Atlanta, GA, 30303	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25343	PRV	Abigail Owens	1964-11-24	UHC-36998-88	8754649144	9000 Valley View Dr Apt 35, Chandler, AZ, 85247	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-21961	PRV	Noah Nguyen	1976-10-23	UHC-84004-09	9623949341	2884 Lake View Rd Apt 7, Gilbert, AZ, 85245	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24157	PRV	Lisa Huughes	2005-08-28	—	4335563172	3596 Main St # 498, Las Vegas, NV, 89178	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-27794	PRV	Mark Morgan	1981-04-13	UHC-34154-23	5242733609	2340 Pine Dr # 761, Tampa, FL, 33607	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-25862	PRV	Judy Schmidt	2002-02-05	—	6373923645	4339 Park Pl Apt 12, Tempe, AZ, 85233	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
PRV-28784	PRV	Julia Z Nelson	1997-06-11	—	8142135020	6787 Maple Ave, Tucson, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21142	PRV	Valentina Saalazar	1971-07-20	UHC-13048-68	7558263969	7124 Desert Sky Blvd, Charlotte, NC, 28265	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25228	PRV	Adam I Lttle	1943-08-22	—	5515424028	1689 Mountain View Dr, Nashville, TN, 37201	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

5,906 rows, page 11 of 119Previous Next