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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24922	PRV	Christopher B Stewart	2005-03-11	—	—	3758 Hillcrest Rd, Minneapolis, MN, 55435	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20413	PRV	Christopher Espinoza	1994-09-18	UHC-74983-53	8208831326	5093 Lake View Rd, Eden Prairie, MN, 55378	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21927	PRV	Jonathan Weaver	1979-02-25	—	7328535279	1511 Palm Dr, Tucson, AZ, 85793	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22908	PRV	Timothy O Lucas	1939-02-26	UHC-65767-08	7953580222	6117 Grand Ave, Las Vegas, NV, 89171	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-27072	PRV	Maria V Vazquez	1990-06-01	UHC-44744-44	8449166831	7929 Union St, Charlotte, NC, 28230	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21073	PRV	Grace Welch	1951-12-11	—	9698162203	5334 Lake View Rd, Charlotte, NC, 28299	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24049	PRV	Marilyn Franklin	1965-01-13	—	9756714135	3405 Main St, Phoenix, AZ, 85044	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28771	PRV	James Carr	1972-06-13	—	4798390086	6601 Washington St, Atlanta, GA, 30369	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21016	PRV	CarlosJunk	1951-12-17	UHC-94148-09	3845930105	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-23448	PRV	Ruth Howard	1974-05-10	UHC-24377-82	9545445065	8178 Willow Ct, Nashville, TN, 37243	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21500	PRV	Billy Morgan	1977-10-28	UHC-03233-84	8478182485	2010 Union St, Denver, CO, 80224	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27579	PRV	Jacob Bryant	1961-03-25	—	2657874396	7699 Canyon Rd, Las Vegas, NV, 89177	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25378	PRV	Alexis Ortega	1967-10-25	—	5729478817	8143 Palm Dr, San Diego, CA, 92152	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23617	PRV	Cynthia D Watkins	2002-08-03	UHC-69888-49	8673673280	5861 Highland Ave, Orlando, FL, 32875	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20967	PRV	Gary Austin	1949-04-24	—	3079499616	2402 Ridge Rd, Austin, TX, 78735	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29435	PRV	Amy Bowman	2001-08-19	UHC-43285-35	3054408132	6542 Valley View Dr, Eden Prairie, MN, 55368	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24914	PRV	Jak Bowman	1940-04-17	—	3062909753	8293 Washington St, Gilbert, AZ, 85205	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24183	PRV	Kathleen C Knight	1981-08-22	UHC-60314-10	2336873624	3149 Park Pl, Dallas, TX, 75204	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26489	PRV	Noah Wright	1960-06-04	UHC-86044-28	7834840937	7972 Hillcrest Rd, Scottsdale, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25498	PRV	Ryan Hernandez	1959-01-19	UHC-51810-13	5727094583	6988 Sage Ct, Charlotte, NC, 28205	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21274	PRV	Brandon Salazar	1965-01-21	—	7157691691	4338 River Rd, Mesa, AZ, 85268	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28245	PRV	Shirley H Elllis	1975-01-21	—	2846315516	7905 Church St, Phoenix, AZ, 85068	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29153	PRV	Josshua Guerrero	1963-09-04	—	—	7674 Baseline Rd, Dallas, TX, 75246	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22289	PRV	Mari E Cook	1963-04-04	UHC-93632-88	8876752140	3872 Highland Ave, Atlanta, GA, 30353	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25529	PRV	Anna Y Luna	2001-08-13	—	8599159442	964 Apache Blvd # 925, Las Vegas, NV, 89108	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-20492	PRV	Kim M Ramirez	1979-07-26	UHC-27862-28	5455727362	5718 Spring St, Denver, CO, 80298	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24618	PRV	Beverly Hunter	1996-11-15	UHC-61579-57	—	121 Desert Sky Blvd, Plano, TX, 75041	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24617	PRV	Beverly Hunter	1996-11-15	UHC-61579-57	—	121 Desert Sky Blvd, Plano, TX, 75041	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26964	PRV	Shirley Harrison	1940-04-24	—	7475212037	3720 Camelback Rd, Atlanta, GA	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-23879	PRV	Jeremy Romero	1954-11-14	—	3467871225	4322 Bayshore Dr, Sacramento, CA, 95834	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29528	PRV	George Ramos	1962-03-15	—	6926011459	2114 Willow Ct, Seattle, WA, 98113	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24374	PRV	Philip Jimenez	1996-03-04	UHC-42235-01	2139074021	2148 Jefferson Ave, Seattle, WA, 98156	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24916	PRV	Juila Hansen	1986-07-22	—	6624891593	2065 Mountain View Dr, Phoenix, AZ, 85019	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20858	PRV	Emily N Perkiins	1988-03-16	—	8845902415	8902 Union St, San Antonio, TX, 78206	0.74	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
PRV-21891	PRV	Marcus Delgado	1990-12-17	UHC-19436-23	9009239963	2234 Camelback Rd, Glendale, AZ, 85375	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21540	PRV	Lawrence M Hamilton	1949-01-17	—	3662268827	8701 Sunset Blvd, Sacramento, CA, 95881	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28981	PRV	George Williamson	1953-03-23	—	3152509653	2608 Spring St, Sacramento, CA, 95879	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28440	PRV	Zachary Guerrero	1961-10-11	UHC-59045-42	9617256423	9075 Desert Sky Blvd, Chandler, AZ, 85287	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20987	PRV	David Y Parker	1972-06-19	UHC-27308-03	5973174400	3490 Church St, Seattle, WA, 98126	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20480	PRV	Santiago Rivera	1951-02-05	—	4276567861	3442 Camelback Rd, Minneapolis, MN, 55443	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-28288	PRV	Laura Thomas	1940-04-21	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH, 43227	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21861	PRV	William F Moreno	1953-05-16	UHC-32552-30	7122664779	7067 Forest Ave, Austin, TX, 78729	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26161	PRV	Thompson Barbara	1967-10-28	—	6273534245	8600 Washington St, Tempe, AZ, 85233	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27513	PRV	Ana Jordan	1952-10-12	—	8845400101	5091 Washington St, Seattle, WA, 98168	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27280	PRV	Gabriel C Patterson	1980-06-05	UHC-73125-87	9642252123	2762 Elm St, Glendale, AZ, 85393	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22828	PRV	Charlie Taylor	1946-01-22	—	—	3261 Jefferson Ave, Austin, TX, 78763	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28343	PRV	Diana Ellis	1985-05-03	—	3943315576	2713 Maple Ave, Phoenix, AZ, 85047	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24994	PRV	Albert L Santos	1956-12-07	—	5478975623	8286 Harbor Blvd, Mesa, AZ, 85246	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21121	PRV	Andy Rivera	1983-06-13	UHC-42281-66	9027222780	3452 Broadway, Nashville, TN	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
PRV-28577	PRV	Natalie O Rios	1962-12-13	—	4238112457	8638 Broadway, Tucson, AZ, 85787	0.74	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more

3,816 rows, page 31 of 77Previous Next