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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26114	PRV	Madison Daniels	1946-07-06	UHC-22765-24	9375241910	5065 Desert Sky Blvd, Mesa, AZ, 85275	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27593	PRV	Jesse Fields	1949-08-24	—	3619781581	2531 Mountain View Dr, Denver, CO, 80255	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-21851	PRV	Sophia I Wells	1943-05-10	—	9594122567	7097 Park Pl, San Diego, CA, 92147	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22236	PRV	Janet Hernadnez	2008-03-15	—	9149804428	1444 Indian School Rd, Fresno, CA, 93784	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20889	PRV	Andrea Jimenez	1972-03-10	—	5235113994	6052 Jefferson Ave, Seattle, WA, 98131	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23910	PRV	Santiago Tran	1983-11-27	—	—	549 River Rd, Austin, TX, 78742	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-23911	PRV	Santiago Tran	1983-11-27	—	—	549 River Rd, Austin, TX, 78742	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-20961	PRV	Jeremy Torres	1982-06-17	UHC-01486-09	—	8802 Jefferson Ave, Plano, TX, 75017	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27690	PRV	Pat Hansen	1975-05-16	—	9285770943	1164 Broadway Apt 1, Denver, CO, 80225	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-23101	PRV	Ashley Hayes	1970-03-20	—	4842802916	2850 Valley View Dr, Chandler, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-21063	PRV	Cheryl Colilns	1973-08-10	—	9049643456	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23861	PRV	Cynthia Ray	1944-07-28	—	9855465699	2807 Lake View Rd, Houston, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-21053	PRV	Mei A Griffin	1958-01-25	—	—	7654 Mesa Dr, Sacramento, CA, 95860	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-25039	PRV	Dan Jimenez	1959-01-18	UHC-38087-84	2503385724	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-27913	PRV	Gary P Hicks	1953-03-01	—	4612153672	3882 Jefferson Ave, Chandler, AZ, 85230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20352	PRV	Gregory Salazar	1967-09-26	—	6639038016	7702 Apache Blvd, Seattle, WA, 98131	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22111	PRV	Aaron U Mason	1955-06-21	UHC-53527-13	2874515027	7117 Jefferson Ave, Glendale, AZ, 85385	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21637	PRV	Jessica Taylor	1951-02-22	—	3448900471	2381 Lincoln Way, Nashville, TN, 37246	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27157	PRV	Martha Patterson	1991-05-22	—	—	7089 River Rd, Tempe, AZ, 85239	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28366	PRV	Julie Stephens	1955-03-26	UHC-55281-28	6747149796	7634 Washington St, Atlanta, GA, 30391	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23427	PRV	Donald O Lynch	1999-02-27	—	5313314934	2835 Lake View Rd, Mesa, AZ, 85265	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22604	PRV	Eugene C Arnold	1945-12-07	UHC-30243-38	6296055945	8379 Valley View Dr, Gilbert, AZ, 85204	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-22784	PRV	Elizabeth F Greene	1950-01-08	—	2412458741	4344 Central Ave, Atlanta, GA, 30336	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24944	PRV	Kelly Reed	1965-04-13	UHC-18092-14	6537521335	1750 Grand Ave, Minneapolis, MN, 55475	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22672	PRV	Omar J Carter	1940-09-08	—	8698924762	6152 Camelback Rd, Seattle, WA, 98188	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26383	PRV	Ahmde Alexander	1989-05-22	—	6583100140	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-22000	PRV	Benjamin B Davis	1971-12-09	—	9637881778	4361 Cedar Ln, Las Vegas, NV, 89151	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21553	PRV	Roy Jordan	2002-06-11	—	3167770903	3977 Main St, Miami, FL, 33122	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26206	PRV	Sara Powell	2005-02-03	—	4595729223	4148 Ocean Ave, Houston, TX, 77044	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-28134	PRV	Kimberly Vega	1977-08-09	UHC-19644-11	9145563153	914 Camelback Rd, Glendale, AZ, 85367	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-25808	PRV	Dylan Robinson	2007-07-15	—	5043219582	3396 Maple Ave, Orlando, FL, 32819	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24539	PRV	Mariana R Valdez	1982-11-22	—	9142666728	1961 Apache Blvd, Dallas, TX, 75267	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-29006	PRV	Julie Hansen	1947-05-27	UHC-90762-59	4232319218	7954 Main St, Tucson, AZ, 85776	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-22022	PRV	Walter Bryant	1946-05-12	—	6013886323	5632 Pine Dr, Houston, TX, 77021	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25623	PRV	Arjun Barnes	2000-11-01	—	2032452113	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-26918	PRV	David Woods	1938-05-26	UHC-82071-75	6292712914	1578 Union St, Nashville, TN, 37211	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
PRV-27900	PRV	Eugene Crawford	1954-05-05	—	9867989533	6267 Broadway, Scottsdale, AZ, 85277	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-25400	PRV	Jean K Singh	1951-03-25	UHC-61363-09	4426005971	6624 Hillcrest Rd # 875, Phoenix, AZ, 85054	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
PRV-27816	PRV	Mei Reeed	1940-12-02	UHC-67578-17	5438771739	8628 Forest Ave, Austin, TX, 78702	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29242	PRV	Pat Fisher	2008-04-12	UHC-39580-82	—	799 Church St, Dallas, TX, 75206	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24333	PRV	Bradley Santos	1975-08-20	—	8174485674	326 Forest Ave, San Diego, CA, 92144	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26843	PRV	Dennis I Guerrero	1999-02-16	UHC-15583-27	2174740533	6401 Mountain View Dr, Mesa, AZ, 85229	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20679	PRV	Bruce Fisher	1991-10-14	UHC-07467-66	9866068988	1939 Pine Dr, Charlotte, NC, 28268	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
PRV-28454	PRV	George Hicks	1998-07-23	UHC-48027-95	—	2519 Forest Ave, Sacramento, CA, 95868	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26507	PRV	Christian Y Garrett	1955-04-21	UHC-16481-13	3628741346	3870 Canyon Rd, Jacksonville, FL, 32283	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25138	PRV	Anna Barnes	1986-08-23	UHC-89276-13	9457520541	6560 Lincoln Way, Fresno, CA, 93767	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-24801	PRV	David V Davis	1948-04-05	UHC-44621-94	—	5233 Maple Ave, Mesa, AZ, 85203	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24675	PRV	Roger Moreno	1987-02-24	—	8087692396	8883 Meadow Ln, Sacramento, CA, 95863	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20178	PRV	Anna Kelley	2002-01-02	—	8749851574	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22462	PRV	Janet Holems	2001-05-05	—	7608132571	5096 River Rd, Las Vegas, NV, 89148	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,467 rows, page 65 of 110Previous Next