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-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-21022	PRV	Ewdard N Porter	1999-07-28	UHC-26683-20	—	226 Broadway, Houston, TX, 77018	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
PRV-26461	PRV	Ryan Garrett	2005-04-05	UHC-63270-32	—	7441 Market St, Minneapolis, MN, 55455	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
PRV-23761	PRV	Ruth Vazquez	2006-09-08	UHC-11615-56	2439617794	3458 Oak St, San Antonio, TX, 78282	0.90	Name re-cased Date of birth reformatted Email lower-cased 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-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-23564	PRV	Judy Cooper	1964-09-18	—	—	3369 Apache Blvd, Gilbert, AZ, 85221	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+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
PRV-27175	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
PRV-23865	PRV	Walter E Mitchell	1938-07-02	UHC-47670-92	3999909734	7108 Washington St, San Diego, CA, 92160	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-23723	PRV	Nancy Johnson	1956-08-03	UHC-08685-37	7753400220	7906 Broadway, Tucson, AZ, 85789	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-21254	PRV	Arthur K Meyer	1985-07-06	UHC-06599-74	4806786816	1047 Mountain View Dr, Houston, TX, 77050	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-28015	PRV	Brenda E Stewart	1958-03-28	UHC-39537-90	3394791544	2741 Hillcrest Rd, Miami, FL, 33143	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27208	PRV	Samuel Y Simmons	1945-05-25	UHC-47169-69	8474100580	519 Grand Ave, Orlando, FL, 32885	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-29145	PRV	Teresa Munoz	1949-05-17	—	5286735953	4514 Broadway, Orlando, FL, 32868	0.90	Name re-cased Phone reformatted Address re-cased Whitespace trimmed+1 more
PRV-23216	PRV	Brittany Stephens	1945-01-14	UHC-39290-82	9795777865	3384 Oak St, Columbus, OH, 43201	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22850	PRV	Mariana Q Stevens	1967-07-19	—	8007454249	2593 Main St, Minneapolis, MN, 55471	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25255	PRV	Diane Meyer	1984-01-08	—	8974579450	6924 Apache Blvd, Las Vegas, NV, 89182	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21644	PRV	Lori Li	1994-08-08	UHC-27086-42	4574607825	4073 Camelback Rd, Tucson, AZ, 85784	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-23888	PRV	Robert Jordan	2006-08-03	UHC-39437-35	6286382246	6592 Highland Ave, Minneapolis, MN, 55431	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23540	PRV	Diego Fox	1994-05-06	—	7789553363	51 Washington St, San Diego, CA, 92115	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-28845	PRV	Maria D Williams	1981-03-22	UHC-03452-96	9642466627	3689 River Rd, Denver, CO, 80224	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25544	PRV	Bryan Z Black	1971-12-12	UHC-91280-66	3177925074	6915 Lake View Rd, Atlanta, GA, 30392	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27203	PRV	Tyler Wagner	1977-08-17	UHC-29723-33	4056658474	8116 Willow Ct, San Antonio, TX, 78239	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-27555	PRV	Benjamin Turner	1986-11-22	UHC-15001-22	8614303476	8717 Desert Sky Blvd, San Antonio, TX, 78209	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-28863	PRV	Lauren D Barnes	1993-09-09	—	5672444736	9543 Union St, Denver, CO, 80206	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-29303	PRV	Charles Burke	1944-01-12	—	6746496741	7974 Meadow Ln, Austin, TX, 78770	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
PRV-24306	PRV	Steven George	1971-03-07	UHC-39607-73	8165342757	1231 Park Pl, Los Angeles, CA, 90067	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
PRV-21116	PRV	Catherine Warren	1967-02-15	UHC-42276-35	8208426413	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26759	PRV	Kathleen Alvaraado	2006-09-04	UHC-63954-89	9107986533	1905 Sage Ct, Columbus, OH, 43226	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22942	PRV	Michelle King	1961-02-12	UHC-59271-80	4842418246	973 Maple Ave, Jacksonville, FL, 32293	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-21841	PRV	Sarah N Smith	1994-11-13	—	9709227611	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more

5,467 rows, page 90 of 110Previous Next