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-26772	PRV	Steven McDonald	2000-11-28	UHC-80624-66	3519482263	1739 Canyon Rd, San Diego, CA, 92188	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24909	PRV	Noah C Santiago	1979-07-05	UHC-16502-20	4617239726	7426 Baseline Rd, Los Angeles, CA, 90037	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25936	PRV	Christina S Butler	1945-03-13	UHC-65441-35	3592576327	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24911	PRV	Christine Stewart	1946-01-03	—	6954879216	412 Palm Dr Apt 12, Austin, TX, 78728	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
PRV-23248	PRV	Betty Wood	1950-04-12	UHC-68387-04	5589806735	7551 Lincoln Way, Seattle, WA, 98176	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
PRV-27599	PRV	Diego C Snyder	1944-01-08	UHC-57459-82	3989341877	2917 Washington St, Seattle, WA, 98101	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22965	PRV	Nathan Cunningham	1952-05-27	—	9847883848	789 Apache Blvd, Tempe, AZ, 85270	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22163	PRV	Bradley Sims	1941-06-23	—	6972065752	5562 Apache Blvd, Mesa, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-26499	PRV	Alan Pery	1958-11-22	UHC-67699-54	2437354474	5216 Desert Sky Blvd, Austin, TX, 78739	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
PRV-20397	PRV	Thomas J Griffin	1986-12-03	—	8249420572	3794 Mountain View Dr, Charlotte, NC, 28247	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23404	PRV	Zachary Simpson	1964-12-08	—	7648769980	5711 Church St, Miami, FL, 33183	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
PRV-24323	PRV	Emma K Brooks	1972-05-01	UHC-09562-95	2039757599	453 Canyon Rd, Sacramento, CA	0.80	Phone reformatted Member ID reformatted ZIP missing Placeholder values cleared
PRV-26006	PRV	Arjun Stone	1987-03-17	—	6575655180	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-29361	PRV	Freeman Albert	1997-04-04	—	9807218047	4258 Palm Dr, Chandler, AZ, 85267	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
PRV-26501	PRV	Sean Tucker	1942-02-27	—	6769874210	4803 Canyon Rd, Minneapolis, MN, 55433	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26682	PRV	Mateo Mason	1979-12-10	—	6164781290	8867 Forest Ave, Miami, FL, 33154	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
PRV-26905	PRV	Carolyn J Martin	—	—	4282790462	5919 Church St, Plano, TX, 75008	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
PRV-22157	PRV	Carl Taylor	1939-12-17	—	6119278812	8064 Broadway, San Antonio, TX, 78204	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
PRV-26888	PRV	Ana Foster	1989-09-08	—	3276168309	4119 Union St, Tempe, AZ, 85288	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-23995	PRV	John Greene	1940-07-18	—	7664118050	7982 Mesa Dr, Eden Prairie, MN, 55370	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-29314	PRV	Randy Ross	1940-01-07	—	3174487162	728 Spring St, Orlando, FL, 32893	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23613	PRV	Laura Watkins	1995-07-08	—	2267314736	9483 Elm St, Tucson, AZ, 85710	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23163	PRV	Maria A Vazquez	1980-02-04	—	2478364773	8005 Mountain View Dr, Plano, TX, 75021	0.80	Middle initial moved out of first name Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26474	PRV	Donald Griffin	1954-05-14	—	3372760907	3360 Mountain View Dr, Austin, TX, 78704	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24722	PRV	Amy Moore	1986-01-20	—	9095599000	9505 Willow Ct, Plano, TX, 75017	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28300	PRV	Brittany Moore	1952-10-22	—	6772650694	2008 Park Pl, Atlanta, GA, 30323	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-29254	PRV	Natalie Bennett	1992-11-25	—	9619633546	517 River Rd, Houston, TX, 77063	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29255	PRV	Natalie Bennett	1992-11-25	—	9619633546	517 River Rd, Houston, TX, 77063	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27891	PRV	Joe C Harvey	1970-03-07	UHC-23152-20	6054023698	7400 Spring St, Orlando, FL, 32890	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21351	PRV	Bruce Jensen	1946-11-15	—	3543815379	2311 Lincoln Way, Chandler, AZ, 85210	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20086	PRV	Peter C Garrett	1981-03-11	UHC-70030-79	3327854244	8443 Oak St # 940, Fresno, CA, 93783	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26467	PRV	Beverly Z Vasquez	1980-01-13	—	2784063649	3211 Meadow Ln Apt 35, Denver, CO, 80216	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22421	PRV	Elizabeth F Lane	1943-05-04	—	2445185748	9077 Hillcrest Rd, Columbus, OH, 43224	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-28324	PRV	Scott Kelley	1995-07-25	UHC-50527-90	7095904912	9189 Canyon Rd, Seattle, WA, 98100	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26455	PRV	Ethan Jackson	1954-04-10	—	5583013069	801 Main St Apt 28, San Antonio, TX, 78269	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-21890	PRV	Marcus J Delgado	1990-12-17	UHC-19436-23	9009239963	2234 Camelback Rd, Glendale, AZ, 85375	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-28779	PRV	Kyle Powell	1962-10-08	—	5249192176	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22402	PRV	Emma Dunn	1944-10-28	UHC-06624-87	5116019461	1261 Highland Ave, Denver, CO, 80272	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-27612	PRV	Ruth Moreno	1977-10-01	—	3425038145	8783 Mesa Dr, Dallas, TX, 75231	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22082	PRV	Charlotte K Coleman	1994-05-05	—	7035761622	4598 Baseline Rd # 227, Nashville, TN, 37221	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-25330	PRV	Jean Bell	1964-07-22	—	2747196456	9449 Ocean Ave, Houston, TX, 77047	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28581	PRV	Austin U Jensen	1945-08-06	—	3805063147	6006 Church St, San Diego, CA, 92179	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22013	PRV	Carol Ross	1954-12-21	—	8712557331	1098 Desert Sky Blvd, Tampa, FL, 33623	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-27935	PRV	Adam Mendoza	1956-02-27	UHC-49778-06	8238225670	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25942	PRV	Doris O Sims	1942-11-10	UHC-56700-59	8768345172	5650 Valley View Dr, Plano, TX, 75097	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
PRV-27580	PRV	Abby Grant	1953-02-13	UHC-92965-83	2228281112	7908 Hillcrest Rd, Tempe, AZ, 85253	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
PRV-28950	PRV	Willie Sims	1959-05-14	UHC-08712-31	3835495239	3094 Hillcrest Rd, Plano, TX, 75032	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23301	PRV	Victoria N Medina	1977-12-21	UHC-01237-82	7818763630	2066 Cedar Ln, Dallas, TX, 75230	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20532	PRV	Walter Weng	1947-09-13	—	7719583882	5093 Grand Ave, Plano, TX, 75090	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25247	PRV	George Perez	1969-01-24	UHC-59062-50	9469226873	8873 Indian School Rd, Las Vegas, NV, 89190	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared

5,906 rows, page 84 of 119Previous Next