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-22444	PRV	Isabella Williams	2005-12-04	—	6505415742	1402 Maple Ave, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24346	PRV	John D Hery	1944-01-19	—	8532614998	9524 Desert Sky Blvd, Atlanta, GA, 30391	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26762	PRV	Stephanie Payne	1974-07-04	UHC-82530-78	2415154803	640 Indian School Rd, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-28975	PRV	Betty Griffin	—	UHC-23779-75	3918274461	4989 Central Ave, Las Vegas, NV, 89163	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21994	PRV	Bradley B Russell	2000-07-16	UHC-45171-11	2749922193	5244 Valley View Dr, Minneapolis, MN, 55446	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22746	PRV	Elijah Gray	2003-07-26	UHC-73436-77	6382969891	1329 Elm St, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-21980	PRV	Gloria Stone	1965-04-03	UHC-46016-18	4863376974	2107 Park Pl, Charlotte, NC	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
PRV-20788	PRV	Carl Lynch	1955-06-17	—	4126320042	2173 Highland Ave, Charlotte, NC, 28298	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21914	PRV	Melissa Q Montgomery	1985-02-11	—	3985284849	1611 Spring St, Plano, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
PRV-25413	PRV	Christine Warren	1963-10-03	—	8026679446	9742 Sunset Blvd, Dallas, TX, 75248	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29365	PRV	Virginia Fowler	1958-10-27	UHC-04162-62	5828842421	9688 Union St, Las Vegas, NV, 89126	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28775	PRV	Ashley Marquez	1939-01-03	—	4835801301	384 Lake View Rd, Nashville, TN, 37279	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26052	PRV	Sandra Reynolds	1954-03-23	—	7583436760	7653 Valley View Dr, Austin, TX, 78785	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22709	PRV	Brandon H Walker	1966-03-01	—	6258159431	5607 Cedar Ln, Mesa, AZ, 85238	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29510	PRV	Sandra M Scott	1974-11-01	—	4115808782	3389 Harbor Blvd, Las Vegas, NV, 89158	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25865	PRV	William Garcia	1954-01-11	UHC-02353-22	2242930388	4474 Highland Ave, San Antonio, TX, 78234	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27859	PRV	Larry A Evans	1973-09-28	—	8694780953	6969 Harbor Blvd, Mesa, AZ, 85265	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
PRV-27804	PRV	Martha Q Soto	1987-07-21	UHC-39559-98	6494123942	1011 Lincoln Way, Glendale, AZ, 85337	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
PRV-22571	PRV	John Lee	1980-12-10	—	2785192062	7726 Mesa Dr, Nashville, TN, 37298	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21958	PRV	Gabriel Ross	1982-07-27	—	4123747243	5064 Mesa Dr, Sacramento, CA	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-20934	PRV	Jack Fisher	1998-07-20	—	6957661770	2171 Mountain View Dr, Charlotte, NC, 28288	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26534	PRV	Marilyn Daniels	1964-06-17	—	9025455044	2712 Canyon Rd, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25642	PRV	Danielle Wheeler	1997-09-09	UHC-34384-77	6762114890	3755 Church St, Houston, TX, 77002	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-29045	PRV	Charlotte Chapman	1979-11-17	—	4075991025	3896 Church St, Miami, FL, 33103	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27499	PRV	Betsy Weaver	1985-07-09	—	5925016577	2357 Ocean Ave, San Antonio, TX, 78239	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-27121	PRV	Russell Hudson	—	UHC-77582-79	8539230202	2756 Washington St, San Antonio, TX, 78297	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25533	PRV	Samuel Graham	1999-05-06	UHC-97254-51	6787984350	2511 Valley View Dr, Phoenix, AZ, 85045	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20142	PRV	Samuel X Allen	1943-02-16	—	2087814263	7372 Washington St, Minneapolis, MN, 55438	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
PRV-29415	PRV	Alexis T Nunez	—	—	2929832165	9582 Grand Ave, Denver, CO, 80210	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
PRV-20439	PRV	Benjamin BJunk	1978-11-02	—	7414289056	1764 Mountain View Dr, Las Vegas, NV, 89190	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
PRV-25974	PRV	Christine Jimenez	—	UHC-90658-11	4772797465	7936 Mountain View Dr, Eden Prairie, MN, 55324	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23179	PRV	Marcus C Reed	1954-10-05	—	6823639021	9817 Oak St, Chandler, AZ, 85297	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26193	PRV	Omar Z Rios	1997-02-17	UHC-74123-52	6843994057	7637 Union St, Phoenix, AZ, 85033	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26739	PRV	Sharon T Sims	—	—	8278218280	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26689	PRV	Joan Castro	1993-08-20	—	4054368361	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28129	PRV	Juditth Brown	1949-05-01	UHC-78195-69	2424587884	4374 Pine Dr, Fresno, CA, 93704	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27382	PRV	Hiroshi Webb	1978-05-02	UHC-42260-19	6224822335	8151 Church St, Denver, CO, 80296	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23944	PRV	Justin Y Gilbert	1979-10-17	—	4783203040	5876 Indian School Rd, Mesa, AZ, 85232	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24031	PRV	Grace I Ramos	1991-08-09	UHC-74116-69	7933245860	683 Hillcrest Rd, Charlotte, NC, 28231	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29305	PRV	Evelyn U Guzman	1990-07-11	—	3243229844	5792 Bayshore Dr, Seattle, WA, 98178	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20628	PRV	Mary Hansen	1961-11-20	—	9885051853	263 Lincoln Way # 695, Orlando, FL, 32884	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-24635	PRV	Aaron Vazquez	2003-11-22	UHC-00207-30	8806165840	5948 Apache Blvd, Gilbert, AZ, 85252	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24725	PRV	Chuck Brooks	—	UHC-36973-25	7382606017	4048 River Rd # 874, Orlando, FL, 32874	0.66	Date of birth unreadable Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-20448	PRV	Becky Jacobs	1993-02-24	—	9668486900	7259 Highland Ave, Jacksonville, FL, 32237	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21775	PRV	Bradley G Carroll	1968-11-05	UHC-64547-12	7646502640	2490 Market St, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27333	PRV	Aaron Alexander	—	—	4943129111	6261 Highland Ave, Denver, CO	0.66	Date of birth unreadable Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-25761	PRV	Yuki Valdez	1943-08-07	UHC-47279-52	3586907058	—	0.66	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+1 more
PRV-27851	PRV	Lawrence Wallace	1975-10-13	—	8466865142	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-28970	PRV	Edward Boyd	2003-11-09	—	7173338374	8783 Willow Ct, San Diego, CA, 92123	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27795	PRV	Sofia S Soto	1964-02-12	UHC-89751-90	5767525612	2267 Spring St, Atlanta, GA, 30340	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

5,906 rows, page 42 of 119Previous Next