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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28708	PRV	Bradley Romero	1955-02-12	—	3308148498	2559 Lake View Rd Apt 4, Jacksonville, FL, 32282	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-24955	PRV	Lewis Ahmed	1986-11-18	—	7914779822	1864 Baseline Rd, Miami, FL, 33155	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-24159	PRV	Gerald Nguyen	1995-06-26	UHC-55379-89	—	7182 Canyon Rd, Chandler, AZ, 85204	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-28502	PRV	Vicky Nunez	—	—	7912379308	5348 Central Ave, Houston, TX, 77087	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-28952	PRV	Willie I Sims	1959-05-14	UHC-08712-31	3835495239	3094 Hillcrest Rd, Plano, TX, 75032	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25027	PRV	Jacob J Smith	1974-05-08	—	2059242625	4760 Canyon Rd, Atlanta, GA, 30361	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20656	PRV	Stephanie Harvey	1990-03-05	UHC-11287-52	7583184520	6362 Union St, Eden Prairie, MN, 55338	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27640	PRV	Christine Fernandez	1973-04-23	—	9493379792	9101 Washington St, Atlanta, GA, 30381	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28545	PRV	Walter Gomez	1945-05-22	—	5906943061	2117 Camelback Rd # 570, Chandler, AZ, 85299	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-22102	PRV	Camila G Olson	1949-01-07	—	5246510806	3970 Sage Ct, Atlanta, GA, 30342	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
PRV-24069	PRV	Theresa Kelly	1950-01-02	UHC-26103-49	6876560179	1014 Hillcrest Rd, San Diego, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-26497	PRV	Judy A Edwards	1992-08-01	—	—	501 Palm Dr, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25815	PRV	Eugene Warren	1965-03-23	UHC-16651-20	5739904544	4103 Bayshore Dr Apt 24, Gilbert, AZ, 85277	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-23075	PRV	Ralph S Fields	1980-02-01	—	5338715128	7885 Washington St, Columbus, OH, 43225	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22632	PRV	Carol U James	1996-11-22	—	—	5225 Union St, Tucson, AZ, 85723	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-21656	PRV	Anna Carpenter	1952-02-03	UHC-11448-93	—	5759 River Rd, Jacksonville, FL	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26592	PRV	Deb Robinson	1946-06-14	UHC-84327-14	3847063063	3973 Union St, Austin, TX, 78734	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21950	PRV	Danielle Collins	1983-10-27	—	4824884280	2407 Park Pl, Tampa, FL, 33610	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-21704	PRV	Ben Harvey	1949-06-01	UHC-69892-51	6196052892	2760 Apache Blvd, Tucson, AZ, 85744	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20428	PRV	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd Apt 26, Nashville, TN, 37233	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21550	PRV	Sara Ray	1970-06-23	UHC-20937-43	5504800879	2228 Jefferson Ave, Las Vegas, NV, 89120	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21985	PRV	Janice K Alexander	2008-05-23	—	8874523752	8708 Central Ave, Sacramento, CA, 95832	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25124	PRV	Michael Patterson	1950-07-25	UHC-52330-39	5344757314	9741 Sunset Blvd, Mesa, AZ, 85226	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20386	PRV	Ann I Harris	1962-11-20	UHC-28678-48	8888840099	2246 Ridge Rd, Charlotte, NC, 28243	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24668	PRV	Marcus Gardner	1991-03-10	UHC-24243-44	9809267086	9015 Meadow Ln, Sacramento, CA, 95890	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-29119	PRV	Susan Knight	1999-02-05	—	6093148800	1461 Mesa Dr, Gilbert, AZ, 85299	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-22783	PRV	Valentina Rios	1989-10-21	—	4517771817	2665 Harbor Blvd, Orlando, FL, 32887	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28627	PRV	Raymond J Day	1984-07-02	—	8372569229	8570 Main St, Miami, FL, 33153	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23303	PRV	Ana Carlson	—	—	3202801604	6642 Church St, Columbus, OH, 43287	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-28173	PRV	Nancy Y Johnson	1982-09-21	—	7393750301	5070 Mountain View Dr, Atlanta, GA, 30375	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26580	PRV	Maria Cunningham	1959-10-20	—	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-27502	PRV	Willie Suullivan	2005-02-28	UHC-03086-90	4336975706	6475 Elm St, Tampa, FL, 33636	0.50	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
PRV-23151	PRV	Michael L Graham	1991-04-09	UHC-80630-55	7128880544	5523 Main St, Plano, TX	0.50	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+3 more
PRV-27057	PRV	Aaron Nguyen	1980-01-03	UHC-97529-09	2644934696	7123 Baseline Rd, Minneapolis, MN, 55418	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25298	PRV	Benjamin Taylor	2001-12-08	UHC-67866-65	9405908262	6565 Cedar Ln, Las Vegas, NV	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23359	PRV	Wayne Rice	1999-12-05	—	3802391706	103 Sunset Blvd, Fresno, CA, 93729	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26445	PRV	Dennis Diaz	2005-06-03	—	9303490223	6178 Ocean Ave, Las Vegas, NV, 89129	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27914	PRV	Elijah Campbell	1959-10-22	—	3409678447	6580 Central Ave, Sacramento, CA, 95886	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20117	PRV	Christine Bennett	1991-08-23	UHC-46148-59	6425155425	1835 Sunset Blvd, Glendale, AZ, 85304	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-22456	PRV	Mark Sanchez	1989-03-12	UHC-08088-38	3526111154	7775 Desert Sky Blvd, Columbus, OH, 43278	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-29470	PRV	Diana Pena	1978-11-05	—	9416171581	8865 Sunset Blvd, Atlanta, GA, 30309	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27098	PRV	Jean Owens	1956-07-14	—	9342836189	4511 Cedar Ln, San Diego, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26188	PRV	Mariana Montgomery	1998-05-26	UHC-54015-86	8128725036	5809 Baseline Rd, Fresno, CA, 93715	0.52	Name split from “Last, First”State name converted to code Email lower-cased Gender normalised+2 more
PRV-28228	PRV	Amber Cruz	1943-10-18	UHC-42078-47	—	7339 Oak St, Austin, TX, 78707	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-29096	PRV	Tony R Bishop	1984-03-26	UHC-85028-39	3844579410	2606 Valley View Dr, Seattle, WA, 98134	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21294	PRV	Alexis Harvey	1991-02-11	UHC-56292-04	—	6202 Bayshore Dr, Nashville, TN, 37211	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23833	PRV	Matthew F Burke	1982-01-07	—	5544510237	2792 Desert Sky Blvd, Nashville, TN, 37291	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-21655	PRV	Rebecca Franklin	2008-01-09	UHC-18936-06	8234147070	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-21776	PRV	Grace Garrett	1993-10-14	UHC-31113-38	3157222991	1674 Oak St # 574, Plano, TX, 75024	0.52	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+2 more
PRV-28811	PRV	Scott B Howell	1997-12-18	—	8458824338	1511 Willow Ct, Scottsdale, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

957 rows, page 4 of 20Previous Next