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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29071	PRV	Janice Marshall	1985-02-22	—	9058664819	5578 Bayshore Dr # 980, Sacramento, CA, 95824	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
PRV-25082	PRV	Danielle Q Peterson	1949-01-25	—	—	1519 Jefferson Ave, Mesa, AZ, 85265	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-26666	PRV	Bruce Clark	1990-05-02	UHC-63878-37	8644093656	2717 Ocean Ave, Houston, TX, 77077	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22002	PRV	Bradley Tailor	1977-02-24	UHC-96928-98	6317958677	4774 Meadow Ln, Plano, TX, 75045	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-29436	PRV	Daniel X Pena	1971-01-08	UHC-54987-16	—	7245 Camelback Rd, Miami, FL, 33108	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22281	PRV	Mary M Waver	1981-06-07	—	2983848412	5061 Maple Ave, San Antonio, TX, 78281	0.66	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+1 more
PRV-28669	PRV	Diane Robinson	1989-02-15	UHC-99457-09	5445453060	6755 Park Pl, Atlanta, GA, 30379	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-28121	PRV	Barbara Z Barnes	2006-09-12	—	4883656405	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-28120	PRV	Barbara Z Barnes	2006-09-12	—	4883656405	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-20000	PRV	Laura Alvarado	1939-03-06	—	2082046344	4347 Church St, Plano, TX, 75086	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26524	PRV	Isabella Kelly	1959-02-25	—	4505933422	2733 Sunset Blvd, Dallas, TX, 75215	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24239	PRV	Emma McDonald	2004-12-11	—	3473094169	2008 Central Ave, Jacksonville, FL, 32217	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-25854	PRV	Julia Sanchez	2004-12-07	—	2687424897	5416 Forest Ave, Glendale, AZ, 85343	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-24784	PRV	Victoria Mitchell	1998-08-11	—	—	2965 Forest Ave, Chandler, AZ, 85264	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28954	PRV	—Junk	1968-08-11	UHC-98509-15	2576519807	2551 Willow Ct, Seattle, WA, 98154	0.66	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
PRV-20701	PRV	Debra Bennett	1990-11-07	UHC-53451-24	9208313051	6161 Union St, Sacramento, CA, 95838	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
PRV-25026	PRV	Gregory U Woods	1998-03-11	—	8544162356	2736 Oak St, San Diego, CA, 92136	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
PRV-28442	PRV	Lawrence I Yang	1962-11-07	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-24096	PRV	Kyle Young	1957-11-24	UHC-38709-51	2117034491	5907 Harbor Blvd Apt 6, San Antonio, TX, 78231	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
PRV-28648	PRV	Natalie Weber	1966-08-06	—	—	3991 Hillcrest Rd, Fresno, CA, 93768	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
PRV-22576	PRV	Alexander N Hall	1964-08-13	UHC-37831-18	—	1436 River Rd, Nashville, TN, 37292	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-25036	PRV	Wil Gonzales	1977-08-17	UHC-92544-37	4629391825	2689 Market St, Minneapolis, MN, 55475	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
PRV-21608	PRV	Brian X Martin	1955-12-12	—	2929755523	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-21269	PRV	Scott Moreno	1984-10-06	—	8098523632	3320 Cedar Ln, Dallas, TX, 75245	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-25555	PRV	KJunk	2001-03-24	UHC-80415-30	5789416159	—	0.68	Two-digit birth year Phone reformatted Placeholder values cleared No usable name (quarantined)
PRV-27050	PRV	Ryan Myers	1951-06-28	UHC-22890-68	5225174293	3563 River Rd Apt 30, Plano, TX, 75031	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
PRV-28686	PRV	Stephen Kelley	1976-11-11	—	6827089888	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
PRV-27834	PRV	Janet A Jimenez	1962-03-12	—	3008720717	4320 Ocean Ave, Las Vegas, NV, 89175	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-29386	PRV	Samantha Fuller	1941-11-24	—	2457097160	4633 Cedar Ln, Charlotte, NC, 28222	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-23691	PRV	Emily Murray	1992-02-20	UHC-96474-99	6767586829	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
PRV-23185	PRV	Pameela Simpson	1941-05-06	—	6952214174	3913 Baseline Rd, Scottsdale, AZ	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
PRV-26793	PRV	Jefffrey Payne	1966-11-15	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29048	PRV	Patricia King	1967-06-23	UHC-26700-94	4872781868	5936 Willow Ct, Dallas, TX, 75246	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
PRV-22177	PRV	Madison O Garrett	1942-04-18	UHC-53981-25	3276414185	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-25743	PRV	Kayla McDonald	2004-09-08	UHC-78221-66	4042634903	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-24620	PRV	Bradley X Vazquez	1989-07-07	UHC-39551-61	3979479721	1527 Cedar Ln, Plano, TX, 75044	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
PRV-22056	PRV	Carol R Clark	1989-01-03	—	—	6078 Lincoln Way, Columbus, OH, 43226	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
PRV-28365	PRV	Dinaa Freemna	2005-02-21	UHC-59043-73	—	8283 Ocean Ave, San Diego, CA, 92171	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-25069	PRV	Mei Wilson	1978-03-11	UHC-28950-12	—	3147 Lincoln Way, Charlotte, NC	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
PRV-24191	PRV	Stephen B Hayes	1945-03-09	—	—	5994 Willow Ct, Scottsdale, AZ, 85264	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
PRV-23544	PRV	Kathleen Bryant	1993-08-19	—	—	5236 Mesa Dr, Scottsdale, AZ, 85288	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-24102	PRV	Mary Owens	1943-01-19	—	—	726 Sunset Blvd, Atlanta, GA, 30394	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-24843	PRV	Willie G Mreno	1965-07-25	—	2845322100	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-25624	PRV	Peter Cunningham	1965-02-27	UHC-99835-78	7143207399	7919 Union St, Plano, TX, 75005	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-28429	PRV	Andrew Montgomery	1945-08-15	—	7472401135	3903 Mesa Dr, San Antonio, TX, 78284	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-27084	PRV	Debra Hanson	1952-05-14	UHC-88261-03	—	2273 Main St, San Diego, CA, 92196	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-23339	PRV	Samuel Williamsson	1960-08-28	—	8539419914	1245 Sage Ct, Orlando, FL, 32837	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-24837	PRV	Camila Vargas	2001-07-17	—	4423890275	4897 Main St, Dallas, TX, 75294	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
PRV-23034	PRV	Janice E Dixon	1990-10-08	UHC-72655-75	—	7673 Indian School Rd, Tucson, AZ, 85703	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-22339	PRV	Rebecca F Hughes	1982-04-18	UHC-55608-51	9104106444	6044 Palm Dr, San Diego, CA, 92170	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared

690 rows, page 10 of 14Previous Next