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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21331	PRV	Christopher Mendez	1967-07-10	UHC-51704-12	7709234423	2371 Union St, Gilbert, AZ, 85281	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-26436	PRV	Aisha Hernandez	2005-10-20	—	—	4692 Jefferson Ave, San Diego, CA, 92139	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-23291	PRV	—Junk	1957-02-01	UHC-03087-94	—	1165 Oak St, Tucson, AZ, 85786	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
PRV-27320	PRV	Dylan Harper	1993-07-23	UHC-06152-86	6382368727	2458 Palm Dr, Tampa, FL, 33643	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-26107	PRV	Virginia Butelr	2007-10-13	UHC-66385-71	2373512451	2022 Spring St, Las Vegas, NV, 89163	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-29506	PRV	Jula Feilds	1992-07-08	UHC-03539-69	—	7380 Bayshore Dr, Phoenix, AZ, 85050	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-24708	PRV	Zachary Rogers	1980-11-20	UHC-85497-87	5203776622	4290 Ridge Rd, Eden Prairie, MN, 55310	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
PRV-23764	PRV	Jason Lopez	1994-12-09	UHC-54594-32	5914259132	5705 Desert Sky Blvd # 743, Minneapolis, MN, 55459	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-28805	PRV	Emily Smith	2002-12-16	—	5906622794	709 Spring St, Miami, FL, 33113	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-26536	PRV	Pamela I Lucas	1970-12-01	—	2927828982	1073 Church St, Las Vegas, NV, 89186	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-26273	PRV	Carol Rose	1975-01-26	UHC-39091-36	—	4217 Willow Ct, Tampa, FL, 33639	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-25694	PRV	Laura Z Morris	1955-05-12	UHC-18122-11	—	6637 Washington St, San Antonio, TX, 78233	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-25765	PRV	James Long	1972-08-16	—	2897838844	6078 Mountain View Dr, Nashville, TN, 37251	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed 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-29225	PRV	Maosn Q Stone	1983-10-10	—	—	5591 Park Pl, Glendale, AZ, 85392	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed 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-21523	PRV	Brian Fox	2002-04-21	UHC-49916-85	5457475534	9335 Indian School Rd, Orlando, FL, 32846	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
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-26085	PRV	Ann Nunez	1988-07-19	UHC-74358-70	—	2786 Hillcrest Rd, Atlanta, GA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-21497	PRV	Emma Parker	1943-05-15	—	—	3550 Palm Dr # 756, Fresno, CA, 93754	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-22067	PRV	Heather Vazquez	1979-12-04	—	—	5238 Harbor Blvd Apt 2, Chandler, AZ, 85258	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-25353	PRV	Kyle Hill	2005-12-22	UHC-70211-77	4137661012	4264 Market St Apt 26, Charlotte, NC, 28268	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-25218	PRV	Arthur T Gibson	1982-09-25	—	2933056159	6998 Cedar Ln, Austin, TX, 78736	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-26659	PRV	Susan Richards	1983-02-21	UHC-61678-33	9686807594	7732 Mountain View Dr, Tempe, AZ, 85246	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-24305	PRV	Megan Burke	1908-12-16	—	—	7111 Ocean Ave # 193, Seattle, WA, 98128	0.68	Unit split from street Street suffix standardised Address re-cased 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-27107	PRV	Kevin Ruiz	1971-07-27	—	—	5977 Desert Sky Blvd, Austin, TX, 78758	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-24019	PRV	Omar Mason	1987-04-02	UHC-04768-23	5855453290	8246 Union St, Minneapolis, MN, 55445	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-22735	PRV	Charlotte Nunze	1991-06-08	—	6996997536	3202 Meadow Ln, Phoenix, AZ, 85016	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-24047	PRV	Gary P Coopeer	—	—	9572674322	7995 Sage Ct, Atlanta, GA, 30321	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
PRV-26157	PRV	Stephen M Harrison	1955-03-22	—	3752847338	9547 Indian School Rd, San Antonio, TX, 78226	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-26842	PRV	Ken James	1941-08-01	—	—	2485 Baseline Rd, Gilbert, AZ, 85229	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-20916	PRV	Priya V West	2006-07-03	—	2154121453	7070 Oak St, Charlotte, NC, 28252	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed 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-23140	PRV	Edward Powell	1968-08-27	—	—	1518 Indian School Rd, Tucson, AZ, 85731	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-26784	PRV	Saniago Gibson	2001-04-19	UHC-15032-49	—	9582 Willow Ct, Houston, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-27806	PRV	Dnise Santos	—	UHC-49411-48	—	5029 Jefferson Ave, Columbus, OH, 43255	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
PRV-23584	PRV	—Junk	1940-05-12	—	—	298 Sunset Blvd, Phoenix, AZ, 85012	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
PRV-26141	PRV	Elijah Gutierrez	1966-05-09	—	—	8582 Washington St, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-28188	PRV	Marcus Montgoery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-28189	PRV	Marcus Montgoery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27063	PRV	Jason Burns	1975-12-26	UHC-85963-06	7353537719	5434 Camelback Rd, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-26409	PRV	Maria Diaz	1985-09-16	—	6726332025	1719 Spring St, Miami, FL, 33159	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27563	PRV	Mei Maldonado	1945-11-02	UHC-86595-66	—	7457 Park Pl, Houston, TX, 77082	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-27724	PRV	Abigail Gibson	1947-09-22	UHC-96128-02	5025596398	8715 Mesa Dr, Dallas, TX, 75239	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
PRV-23851	PRV	Laura Gonzalez	2003-10-20	—	8575461907	4629 Spring St, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-26704	PRV	Eric Bell	1993-10-26	—	5489420410	8680 Canyon Rd, Miami, FL, 33189	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-22603	PRV	Randy Hernandez	1980-10-19	—	8468546648	5165 Grand Ave # 565, Denver, CO, 80243	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-26483	PRV	Grace T Taylor	1987-06-25	—	—	6983 Apache Blvd, Charlotte, NC, 28228	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared

5,405 rows, page 61 of 109Previous Next