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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24060	PRV	Nancy Millls	1981-07-20	UHC-00702-28	4706389323	7380 Oak St, Charlotte, NC, 28244	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23859	PRV	Gary Miller	1993-04-20	—	2112920633	6416 Harbor Blvd, Los Angeles, CA, 90038	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23609	PRV	Brandon Banks	1955-04-16	UHC-97066-54	5904177591	41 Central Ave, Houston, TX, 77073	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27494	PRV	Charles Rojas	2001-12-27	UHC-80561-02	3305238014	7847 Camelback Rd Apt 17, Los Angeles, CA, 90003	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-23786	PRV	William X Rodriguez	1968-09-04	—	2233375882	5466 Church St, Gilbert, AZ, 85239	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24822	PRV	Edward K Cox	1978-07-11	—	4298913946	8251 Sage Ct, Houston, TX, 77023	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28345	PRV	Martha E Estrada	1990-04-12	UHC-83322-47	5293748078	4612 Park Pl, Miami, FL, 33164	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23166	PRV	Willie V Dunn	1967-09-07	UHC-04570-88	2374412395	7513 Jefferson Ave, Minneapolis, MN, 55476	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22365	PRV	Angela E Saazar	2001-02-03	UHC-20499-93	6846723646	9038 Lincoln Way, Atlanta, GA, 30362	0.60	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
PRV-26241	PRV	HelenJunk	1991-05-18	UHC-00390-60	6782075902	5356 Oak St, Dallas, TX, 75217	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28501	PRV	Susan Diaz	1963-09-01	UHC-72659-15	3115621473	9143 Desert Sky Blvd, Phoenix, AZ, 85009	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-25789	PRV	Henry C Brooks	1980-08-28	UHC-09209-87	2086981397	9799 Pine Dr, Denver, CO, 80217	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27496	PRV	Ahmed V Montgomery	1993-10-05	UHC-74670-82	8973874035	6407 Grand Ave, Tempe, AZ	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-27934	PRV	Jon Weber	1998-03-17	—	8673342688	4212 Maple Ave, Gilbert, AZ, 85239	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20007	PRV	Nancy Campbell	1991-05-20	—	7332381159	3517 Baseline Rd, Jacksonville, FL, 32266	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25409	PRV	Mariana V Fowler	1986-11-05	UHC-92162-53	3238211928	6958 Mountain View Dr, Scottsdale, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
PRV-26202	PRV	Gregory Walker	1959-11-26	UHC-01696-10	4745571305	6576 Oak St, Glendale, AZ, 85333	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24599	PRV	Ray R Prriya	1962-05-28	—	9709037558	7268 Cedar Ln, Gilbert, AZ, 85287	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25102	PRV	Kathryn L Burke	1952-10-06	UHC-37727-05	8855054340	5009 Grand Ave # 402, Glendale, AZ, 85394	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-26625	PRV	Amanda Alexander	1938-02-27	UHC-10695-82	9336832337	879 Sunset Blvd, Houston, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-26174	PRV	Patrick Henderson	1968-09-17	UHC-63091-04	7089560937	5981 Park Pl, Tampa, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23612	PRV	Marrcus Stephens	1983-05-18	—	8114622134	3957 Sage Ct Apt 22, Eden Prairie, MN, 55338	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-22697	PRV	Arjun Mason	1976-04-14	—	3294134279	9507 Meadow Ln, Las Vegas, NV, 89152	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-29334	PRV	Sean Watson	1998-06-23	UHC-89921-87	9307044332	9192 Apache Blvd, Columbus, OH, 43218	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29298	PRV	WJunk	1989-03-17	UHC-21985-17	8814692770	8197 Mesa Dr, Tempe, AZ, 85263	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25197	PRV	Billy Weaver	1975-06-25	UHC-25544-03	7517946640	2855 Bayshore Dr, Scottsdale, AZ, 85267	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-21812	PRV	Kathryn Ramirez	1944-05-02	—	8616212548	9294 Park Pl, Gilbert, AZ, 85281	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27675	PRV	—Junk	1969-05-14	—	7488000987	4195 Ocean Ave, Denver, CO, 80281	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24757	PRV	Melissa Rodriguez	1943-03-11	UHC-87826-91	6044501001	2585 Ocean Ave, Charlotte, NC, 28287	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-23010	PRV	Sophia Jenkins	1964-12-06	UHC-20692-63	9223981116	1597 Bayshore Dr # 231, Miami, FL, 33141	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27637	PRV	Christopher C Thomas	2003-09-08	—	3424954941	2590 Ocean Ave, Chandler, AZ, 85296	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-28000	PRV	Charlotte Q Sullivan	1954-08-24	UHC-97098-75	9856593353	1460 Willow Ct, Austin, TX, 78770	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-24113	PRV	—Junk	2004-11-27	—	5989373221	1699 Hillcrest Rd, Miami, FL, 33123	0.62	Two-digit birth year Phone reformatted City re-cased Email lower-cased+3 more
PRV-26561	PRV	Dylan King	1987-06-20	—	4903523959	1249 Washington St # 678, Austin, TX, 78754	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20177	PRV	Harold X West	2003-10-12	—	3109956201	9739 Pine Dr, Mesa, AZ, 85270	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21601	PRV	Wayne Gutierrez	1982-11-13	—	4287131616	7979 Park Pl, Miami, FL, 33196	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25148	PRV	Diane Kim	1961-07-22	—	2785322639	7258 Spring St, Los Angeles, CA, 90069	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20965	PRV	Rachel Hughes	1969-06-06	—	5384126473	3782 Meadow Ln, Glendale, AZ, 85328	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26077	PRV	Maria W Romero	1964-03-15	UHC-35666-67	8954560231	4347 Willow Ct Apt 31, Dallas, TX, 75275	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
PRV-24380	PRV	Dennis Dunn	1984-08-27	UHC-10436-45	2045820357	8612 Central Ave, Fresno, CA, 93783	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
PRV-28709	PRV	Michael Romero	1944-04-01	—	9586948183	118 Washington St, Tucson, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24091	PRV	Jesse Ward	2002-03-04	—	2216734126	1208 Elm St, Nashville, TN, 37290	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26402	PRV	Mariana Auztin	1967-10-15	UHC-60247-95	7875392929	5576 Oak St, Denver, CO, 80282	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29051	PRV	Richard Park	2000-11-22	UHC-05141-79	4204467255	3576 Lincoln Way, Orlando, FL, 32872	0.62	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+3 more
PRV-25648	PRV	Ashley Hall	2002-03-15	—	2685977492	5373 Jefferson Ave # 694, Nashville, TN, 37281	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22416	PRV	Anthony Torres	1940-10-14	—	8453167535	6430 Palm Dr Apt 8, Sacramento, CA, 95812	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23418	PRV	Juan Coleman	2008-05-26	—	9683616772	8188 Desert Sky Blvd, Sacramento, CA, 95880	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25403	PRV	Vincent Silva	1964-12-23	—	2332513398	1724 Valley View Dr, Miami, FL, 33182	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26121	PRV	Davis Deborah	1953-07-11	UHC-21383-58	5963862981	9882 Valley View Dr, Austin, TX, 78745	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27852	PRV	Julie Hart	1940-08-25	—	—	3705 Harbor Blvd, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more

1,737 rows, page 7 of 35Previous Next