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-24958	PRV	Kelly V Espinoza	1999-11-27	—	—	2936 Canyon Rd, Sacramento, CA, 95858	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26165	PRV	William C Castro	—	UHC-34758-35	8628238259	5084 Park Pl Apt 2, Eden Prairie, MN, 55342	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
PRV-27429	PRV	Andraa Sanders	1942-07-25	—	—	1519 Harbor Blvd, Houston, TX, 77051	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-21089	PRV	Keith Degado	1945-11-19	UHC-23405-40	7185611383	2236 Forest Ave # 419, Sacramento, CA, 95884	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22352	PRV	Angela X Cook	—	UHC-77530-85	4425192779	5523 Forest Ave, Tucson, AZ, 85721	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23219	PRV	Carol Thomas	1955-07-27	—	—	621 Apache Blvd # 471, San Diego, CA, 92113	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
PRV-28776	PRV	Ashley V Marquez	1939-01-03	UHC-56997-24	4835801301	384 Lake View Rd Apt 8, Nashville, TN, 37279	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25632	PRV	Mei J Stevens	—	—	2507684229	7727 Highland Ave, Glendale, AZ, 85383	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-26441	PRV	Diane Henry	1975-02-03	—	2769077913	2927 Ridge Rd Apt 7, Chandler, AZ, 85268	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24907	PRV	Jerry Bowman	1954-04-03	UHC-10796-06	2157552230	5417 Oak St, Eden Prairie, MN, 55347	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21681	PRV	Ahmed Munoz	1980-06-16	—	3827764197	3355 River Rd, Plano, TX, 75054	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-28847	PRV	Christian I Simmons	1996-09-04	UHC-30204-74	4008592499	8494 Central Ave Apt 38, Phoenix, AZ, 85092	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21983	PRV	Julia Webb	1990-04-26	—	5653274313	5812 Oak St Apt 39, Fresno, CA, 93767	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24141	PRV	Janet W Wallace	1939-11-19	UHC-29568-55	8588793971	2662 Elm St Apt 37, Glendale, AZ, 85395	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20621	PRV	Kayla Wong	1966-10-13	—	6124929138	5312 Apache Blvd, Mesa, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-28856	PRV	Donna P Torres	1957-03-17	UHC-62265-92	6878102635	2673 Park Pl, Tempe, AZ	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-25904	PRV	Christopher Bishop	1981-09-28	—	7563258032	9509 Forest Ave, Houston, TX, 77078	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-28837	PRV	Judy Munoz	1939-12-27	—	2278319737	1477 Lincoln Way, Fresno, CA, 93767	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21956	PRV	Sofia Greene	1976-05-20	UHC-16642-19	—	6125 Apache Blvd, Denver, CO, 80239	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-21899	PRV	Virginia Greene	2005-06-22	UHC-49687-56	2655524091	4747 Willow Ct, San Diego, CA, 92152	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25895	PRV	Kelly Vasquez	1994-11-02	—	—	2110 Church St, Mesa, AZ, 85274	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-28238	PRV	Bruce Harvey	2004-03-21	—	6897592283	9486 Indian School Rd, Orlando, FL, 32876	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22226	PRV	Virginia G Yang	1988-08-28	UHC-41415-62	—	200 Jefferson Ave, Mesa, AZ, 85287	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-22374	PRV	Jose Maldonado	1953-02-07	UHC-41703-31	7663482447	5368 Camelback Rd, Los Angeles, CA, 90014	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
PRV-20878	PRV	Drew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21624	PRV	Terry D Guzman	1950-12-08	—	4758712939	3966 Bayshore Dr, Nashville, TN, 37247	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27160	PRV	Juy Kim	1947-05-11	—	2655955175	1313 Market St, Miami, FL, 33161	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24658	PRV	Kathryn Ortega	2002-07-27	UHC-85581-79	—	1848 Main St, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25461	PRV	Barbara F James	1988-06-23	UHC-77875-98	—	2480 Ocean Ave # 741, Miami, FL, 33103	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25758	PRV	Ethan Simmons	1947-08-08	UHC-10103-53	9273792900	922 Palm Dr, Tempe, AZ, 85259	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24726	PRV	Ronald Lee	1941-06-28	—	—	7618 Desert Sky Blvd, Seattle, WA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25022	PRV	Karen Nunez	1964-07-26	UHC-53022-61	3893833489	315 Indian School Rd, Atlanta, GA, 30324	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26466	PRV	Rachel Flores	2001-04-19	UHC-51774-44	4768515262	4893 Central Ave, Houston, TX, 77060	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-23713	PRV	Debra Duncan	1989-01-03	UHC-10860-41	5903888217	2197 Washington St, Tempe, AZ, 85277	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23356	PRV	Mason B Murphy	1956-11-11	UHC-40374-19	2118799022	3805 Pine Dr Apt 28, Eden Prairie, MN, 55300	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23244	PRV	Tyler M Morales	1959-07-02	—	7264591183	3280 Ridge Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23245	PRV	Tyler M Morales	1959-07-02	—	7264591183	3280 Ridge Rd, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22149	PRV	Lucia E Butler	1997-12-24	UHC-64949-99	—	3810 River Rd, Denver, CO, 80210	0.50	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+3 more
PRV-22150	PRV	Lucia E Butler	1997-12-24	UHC-64949-99	—	3810 River Rd, Denver, CO, 80210	0.50	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+3 more
PRV-22594	PRV	Patricia Gomez	—	UHC-71807-52	2928418674	3964 Highland Ave, Scottsdale, AZ, 85299	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24598	PRV	Lori Roberts	1999-01-04	UHC-78605-17	—	9741 Canyon Rd, Houston, TX, 77071	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
PRV-25877	PRV	Jack Murray	1958-06-16	UHC-23811-56	9144912283	3124 Sunset Blvd Apt 19, Houston, TX, 77011	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23057	PRV	Paul Bailey	1947-01-06	UHC-74026-83	3434219269	2994 Pine Dr, Las Vegas, NV	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP missing+3 more
PRV-21342	PRV	Jordan Torres	1974-05-15	UHC-00744-80	8305021135	5082 Bayshore Dr, Phoenix, AZ, 85046	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
PRV-23482	PRV	Billy Lawson	1989-05-13	—	3207984306	2366 Oak St, Columbus, OH	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20002	PRV	Laura Alvarado	1939-03-06	—	2082046344	4347 Church St, Plano, TX, 75086	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-23342	PRV	Doris McCoy	1984-08-26	—	6644760105	7393 River Rd, Gilbert, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21435	PRV	Robert Crawford	2006-02-15	UHC-52692-57	5989324285	4891 Meadow Ln, Sacramento, CA, 95837	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27810	PRV	Teresa Elliott	1939-11-27	UHC-87593-18	—	621 Grand Ave, Gilbert, AZ, 85259	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-28477	PRV	Henry Harrison	—	UHC-33101-68	3518485280	7019 Washington St, Chandler, AZ	0.50	Name re-cased Date of birth unreadable Member ID reformatted ZIP missing+3 more

9,344 rows, page 10 of 187Previous Next