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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21166	PRV	Willie V Schmidt	1942-05-12	UHC-28576-15	2516074968	446 Maple Ave Apt 5, Houston, TX, 77030	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-24607	PRV	Sofia Carpenter	1954-12-27	UHC-23990-07	9727895012	204 Ocean Ave Apt 9, Dallas, TX, 75271	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+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-21603	PRV	Wayne Gutierrez	1982-11-13	—	4287131616	7979 Park Pl, Miami, FL	0.50	Date of birth reformatted 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-23881	PRV	Brandon Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St # 419, Seattle, WA, 98127	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23882	PRV	Brandon Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St # 419, Seattle, WA, 98127	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27376	PRV	Teresa Rivera	1967-12-18	—	6133745860	9292 Forest Ave, Fresno, CA	0.50	Date of birth reformatted 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-27201	PRV	Ralph K Collins	1989-01-03	—	9257307915	1999 Ocean Ave, Columbus, OH, 43240	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29073	PRV	Brittany W Taylor	1941-05-07	UHC-11983-40	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
PRV-22308	PRV	Carol Garrett	1971-02-27	UHC-98913-03	4409755259	5161 Valley View Dr, Fresno, CA, 93785	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22780	PRV	David Martin	2007-09-12	—	3228769904	5526 Ridge Rd # 580, Denver, CO, 80209	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+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-22633	PRV	Kathryn Bailey	1952-03-04	—	3886620737	4062 Baseline Rd # 826, Tampa, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25476	PRV	Lawrence Morris	1965-03-05	—	9522146972	6621 Central Ave Apt 5, Jacksonville, FL, 32258	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21759	PRV	Scott Santos	1961-01-22	—	4492652066	9274 Maple Ave, Chandler, AZ, 85287	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26166	PRV	Sofia Riley	1998-07-26	—	3888640892	6118 Central Ave, Fresno, CA	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-28027	PRV	Brian Adams	1954-04-02	—	7857430725	4847 Ridge Rd, Minneapolis, MN, 55470	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-28542	PRV	Yuki O Maldonado	1980-05-26	—	6806785902	647 Church St, Orlando, FL, 32802	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-23194	PRV	Susan Hayes	1957-09-13	UHC-57014-25	2287570186	2422 Sunset Blvd, Phoenix, AZ, 85053	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-26308	PRV	Christine J Espinoza	—	UHC-16134-22	4158055756	6095 Meadow Ln, Plano, TX, 75098	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22172	PRV	Dorothy Medina	1967-10-19	UHC-55197-73	9407334986	1837 Pine Dr, Houston, TX, 77041	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-26195	PRV	Henry Myeers	1953-05-04	—	2132071418	2969 Cedar Ln, Las Vegas, NV, 89100	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26269	PRV	Diana Lane	1990-09-25	UHC-80512-97	8243077412	3391 Indian School Rd # 279, Mesa, AZ, 85265	0.50	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+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-21630	PRV	Diego Q Riley	1994-07-22	UHC-05758-75	2096792870	1017 Harbor Blvd, Miami, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-27632	PRV	Eric Robertson	2008-07-10	UHC-01745-78	2186271767	3096 Union St, Fresno, CA, 93766	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-27631	PRV	Eric Robertson	2008-07-10	UHC-01745-78	2186271767	3096 Union St, Fresno, CA, 93766	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-23946	PRV	Sophia Hill	1975-08-12	UHC-72031-89	2908416465	4128 Spring St, Denver, CO	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-23391	PRV	Kimberly Y Vazquez	1959-02-18	UHC-98212-72	9035527908	7007 Church St, Mesa, AZ, 85246	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-20561	PRV	Sharon O Patterson	—	UHC-01025-68	4892140421	7671 Central Ave, Atlanta, GA, 30364	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28862	PRV	—Junk	2006-03-14	—	4928731767	8767 Harbor Blvd, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22754	PRV	Judy Rius	1956-10-21	—	6989388866	7327 Meadow Ln, Plano, TX	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22755	PRV	Judy Rius	1956-10-21	—	6989388866	7327 Meadow Ln, Plano, TX	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-21416	PRV	Nancy W Estrada	1976-03-22	—	7916365612	7743 Oak St, Phoenix, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-21720	PRV	Elliott N Karen	1970-11-18	UHC-05863-63	7813543310	7428 Forest Ave, San Antonio, TX, 78201	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-24020	PRV	Teresa L Castro	1974-07-06	UHC-25853-30	5968562151	324 Ridge Rd, Tampa, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24022	PRV	Marcus West	1999-09-26	—	2306747644	7751 Union St, Mesa, AZ, 85222	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20903	PRV	Mary U Daniels	1969-09-15	—	3262426146	3406 Market St, Denver, CO, 80259	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20481	PRV	John Santiago	2005-10-04	—	9217830770	9707 Ridge Rd, Dallas, TX	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

5,906 rows, page 9 of 119Previous Next