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-26109	PRV	Christopher Russell	1958-05-19	—	7678880764	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-29496	PRV	Paul Morris	1987-08-17	UHC-21357-84	3974456187	9224 Sunset Blvd, Las Vegas, NV, 89157	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22745	PRV	Elijah Gray	2002-07-26	UHC-73436-77	6382969891	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20329	PRV	Beverly Aguilar	1948-02-07	UHC-27212-80	7377223654	2486 Baseline Rd, Scottsdale, AZ, 85255	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25737	PRV	Amber Munoz	1984-08-17	UHC-03266-71	5585273189	9780 Maple Ave, Chandler, AZ, 85275	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-21801	PRV	Helen Gray	1978-07-03	UHC-92539-10	5214004681	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-28710	PRV	Kathryn Mendez	1968-06-22	UHC-53197-07	7433484944	7362 Maple Ave, Tucson, AZ, 85782	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24260	PRV	Paul Z Cooper	1984-05-19	—	9275331056	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24259	PRV	Paul Z Cooper	1984-05-19	—	9275331056	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-29514	PRV	Cheryl Carr	1981-12-11	—	6254293747	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-22711	PRV	Justin Morgan	1956-06-21	—	6767539937	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22710	PRV	Justin Morgan	1956-06-21	—	6767539937	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-27036	PRV	Andrea Lucas	1992-04-01	—	3816365031	4378 Lake View Rd, Denver, CO, 80245	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25732	PRV	Wlter Lucas	1938-06-22	—	9584905029	6999 Indian School Rd, Denver, CO, 80270	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23254	PRV	Adam A Weaver	1941-07-08	—	2108899697	4901 Spring St, Mesa, AZ, 85271	0.90	Phone reformatted City re-cased State code upper-cased Email lower-cased+1 more
PRV-28261	PRV	Joshua Hicks	1958-02-27	—	5172881512	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27102	PRV	Austin White	1964-06-23	UHC-80016-18	6328572529	2976 Market St, Minneapolis, MN, 55456	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-23511	PRV	Donald Griffin	1953-10-07	UHC-86624-42	6425235502	2979 Maple Ave, Dallas, TX, 75258	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24067	PRV	Nancy D Walsh	1946-02-24	UHC-03744-02	9755220095	5331 Lake View Rd, Minneapolis, MN, 55449	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
PRV-25411	PRV	Brue Olson	1938-06-21	—	4864539108	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-28553	PRV	Johnny T Armstrong	1957-10-05	UHC-89431-35	8637177539	7191 Main St, Las Vegas, NV, 89149	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-27519	PRV	Walter Morris	1945-08-18	—	7528552367	9310 Forest Ave, Las Vegas, NV, 89124	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21556	PRV	Christopehr Wallace	2000-08-07	—	5297517988	2898 Indian School Rd, San Diego, CA, 92101	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-27267	PRV	Frances D Jackson	1961-02-19	—	2867510402	809 Apache Blvd, Minneapolis, MN, 55415	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-25918	PRV	Henry Z Munoz	2000-08-25	UHC-77648-08	4953088610	9181 Oak St, Tempe, AZ, 85216	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-29173	PRV	Willie Walker	1944-02-16	UHC-63045-56	5155736492	3616 Oak St, Los Angeles, CA, 90057	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-20342	PRV	Elizebeth G West	1964-07-01	UHC-23324-07	3665091188	9763 Apache Blvd, San Antonio, TX, 78294	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-29346	PRV	Natalie Nguyen	1999-08-14	UHC-95171-02	3027117996	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20589	PRV	Charles Alvarado	1982-06-16	—	9086343767	2654 Cedar Ln, Minneapolis, MN, 55448	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23628	PRV	Melizsa Rivera	1960-04-26	UHC-44304-88	4159307452	2772 Park Pl, Atlanta, GA, 30378	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-29081	PRV	Janet Lewis	1970-10-07	—	6164624999	3583 River Rd, Phoenix, AZ, 85055	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-22029	PRV	Brian J Taylor	1941-09-09	UHC-39486-76	2872784657	3111 Mesa Dr, Columbus, OH, 43207	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-23279	PRV	Charles C Bryant	1969-02-06	UHC-01319-03	4216140249	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22621	PRV	Janice V Carlson	2000-11-15	—	8155964117	627 Lincoln Way, Nashville, TN, 37253	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26616	PRV	Sharon Campbell	1956-06-07	UHC-06772-04	4465041093	878 Canyon Rd, Tucson, AZ, 85718	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
PRV-24864	PRV	Bryna Y Rogers	1943-10-08	—	7809418520	6623 Mountain View Dr, Phoenix, AZ, 85082	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22252	PRV	William McDonald	1987-08-17	—	5639889435	2281 Pine Dr, Las Vegas, NV, 89161	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23839	PRV	Jordan Q Elliott	1991-03-24	—	2489273796	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20237	PRV	Matthew Brown	1973-10-21	UHC-42622-26	4644624267	9216 Desert Sky Blvd, Chandler, AZ, 85285	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21483	PRV	Kathy Padilla	1969-03-14	—	9738738383	8881 Pine Dr, Fresno, CA, 93762	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27279	PRV	Jose Tucker	2004-12-21	UHC-36863-60	3314349662	4862 Sage Ct, Las Vegas, NV, 89113	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-20911	PRV	Mariana C Collins	1966-09-24	—	7359498191	9011 Pine Dr, Jacksonville, FL, 32277	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23727	PRV	Ashley D Schmidt	1947-03-01	—	8658408318	4122 Grand Ave, Tucson, AZ, 85714	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27773	PRV	Sharon Salazar	1961-01-18	UHC-10097-24	3908660416	6442 Market St, Denver, CO, 80278	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26247	PRV	Randy Carlson	1948-01-28	UHC-66217-85	3114600537	9624 Baseline Rd, Dallas, TX, 75207	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22752	PRV	Betty Mendoza	1951-07-26	UHC-65583-73	6337960987	9797 Valley View Dr, Mesa, AZ, 85231	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-24190	PRV	Steve B Hayes	1945-03-09	—	8712752032	5994 Willow Ct, Scottsdale, AZ, 85264	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27024	PRV	Christine Powell	1984-11-14	—	9619844221	1042 Maple Ave, Houston, TX, 77000	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24785	PRV	Ashley George	1995-02-09	—	7176625753	9213 Forest Ave, Charlotte, NC, 28214	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27174	PRV	Joseph O Richards	1959-08-11	—	4788827316	821 Broadway, Glendale, AZ, 85333	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

5,906 rows, page 95 of 119Previous Next