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-24722	PRV	Amy Moore	1986-01-20	—	9095599000	9505 Willow Ct, Plano, TX, 75017	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28300	PRV	Brittany Moore	1952-10-22	—	6772650694	2008 Park Pl, Atlanta, GA, 30323	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-28324	PRV	Scott Kelley	1995-07-25	UHC-50527-90	7095904912	9189 Canyon Rd, Seattle, WA, 98100	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24442	PRV	Grce Jenkins	1998-10-08	—	6244733419	4259 Sage Ct, Tampa, FL, 33608	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20018	PRV	Wayne Hamilton	1947-06-25	—	6065891337	4635 Forest Ave, Tucson, AZ, 85703	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-26852	PRV	Rachel K Garza	1951-02-09	UHC-60032-54	2363283587	4470 Park Pl, Fresno, CA, 93732	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20357	PRV	Logan Sims	1982-02-26	—	—	539 Meadow Ln, Houston, TX, 77006	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27648	PRV	Gracce Wong	1975-10-21	—	—	6636 Market St, Sacramento, CA, 95806	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-20044	PRV	Susan Guzman	1959-04-03	UHC-20174-31	—	4331 Canyon Rd, Mesa, AZ, 85287	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27612	PRV	Ruth Moreno	1977-10-01	—	3425038145	8783 Mesa Dr, Dallas, TX, 75231	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25330	PRV	Jean Bell	1964-07-22	—	2747196456	9449 Ocean Ave, Houston, TX, 77047	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28581	PRV	Austin U Jensen	1945-08-06	—	3805063147	6006 Church St, San Diego, CA, 92179	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25798	PRV	Teresa Wallace	1965-10-17	UHC-19584-98	7375253255	131 Baseline Rd, Tampa, FL, 33684	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28950	PRV	Willie Sims	1959-05-14	UHC-08712-31	3835495239	3094 Hillcrest Rd, Plano, TX, 75032	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23301	PRV	Victoria N Medina	1977-12-21	UHC-01237-82	7818763630	2066 Cedar Ln, Dallas, TX, 75230	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20089	PRV	Rebecca F Little	1941-01-15	UHC-55146-08	—	7903 Desert Sky Blvd, Austin, TX, 78722	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20532	PRV	Walter Weng	1947-09-13	—	7719583882	5093 Grand Ave, Plano, TX, 75090	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25912	PRV	Cynthia Jimenez	1989-07-14	UHC-68580-40	—	7864 Market St, Columbus, OH, 43222	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-21530	PRV	Camila Snyder	1993-06-09	UHC-17020-16	4196341764	3515 Willow Ct, Miami, FL, 33192	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27264	PRV	Braldey Chen	1993-05-27	—	5717582303	285 Ridge Rd, Tucson, AZ, 85777	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27997	PRV	Teresa Sism	1981-01-25	—	3847185091	9302 Meadow Ln, Houston, TX, 77045	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24935	PRV	Larry Y Garza	1975-06-15	UHC-05817-30	2948228165	3322 Lincoln Way, Las Vegas, NV, 89127	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-27309	PRV	Angela Hunter	1997-06-20	—	6433533055	8782 Lincoln Way, Orlando, FL, 32817	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20885	PRV	Amber Castro	1973-03-24	—	8467697820	1117 Indian School Rd, Gilbert, AZ, 85223	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28737	PRV	Lauren Sullivan	1938-07-08	—	8249268872	6489 Oak St, Seattle, WA, 98189	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20528	PRV	Abigail Snyder	1970-01-20	UHC-21758-85	4774688648	565 Ocean Ave, Plano, TX, 75087	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
PRV-23502	PRV	Jenice Jacobs	1965-04-10	—	—	631 Forest Ave, Mesa, AZ, 85270	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-23475	PRV	Andrea Weaver	2004-09-02	UHC-37102-61	5337471380	7005 Union St, Columbus, OH, 43295	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20210	PRV	Raymnod Mendoza	1943-05-14	—	9404415757	6759 Canyon Rd, Columbus, OH, 43276	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-29381	PRV	Fatima Richards	2008-07-13	—	5423835971	7368 Baseline Rd, Columbus, OH, 43262	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23961	PRV	Frances Jacobs	1974-02-01	—	7953078474	3130 Desert Sky Blvd, Denver, CO, 80223	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22224	PRV	Laura V Bryant	1985-06-09	UHC-42238-04	7919321075	2223 Jefferson Ave, Mesa, AZ, 85215	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24998	PRV	Julia Carpenter	1939-09-16	UHC-53528-15	8972660610	3269 Sage Ct, Gilbert, AZ, 85291	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28580	PRV	Jensen U Austin	1945-08-06	—	3805063147	6006 Church St, San Diego, CA, 92179	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25898	PRV	Lucia Jenkins	1962-08-09	—	2517636966	2112 Sunset Blvd, Columbus, OH, 43253	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24850	PRV	Albert Danieels	1954-05-11	UHC-88907-28	—	5558 Oak St, Tampa, FL, 33681	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-20610	PRV	Benjamin Mitchell	1976-12-10	—	—	7287 Desert Sky Blvd, San Diego, CA, 92144	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20713	PRV	Bobby Park	1979-02-20	—	2847646550	3122 Park Pl, Nashville, TN, 37230	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-29040	PRV	Christopher Yang	1961-08-27	—	8085075961	6043 Church St, Chandler, AZ, 85289	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-24719	PRV	Thomas Ortiz	1973-04-08	—	4673614795	5104 Cedar Ln, Las Vegas, NV, 89109	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-29522	PRV	Christina Martinez	2000-02-25	UHC-18976-50	2275227938	8291 Sunset Blvd, Houston, TX, 77059	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22640	PRV	Jennifer K Oliver	1972-09-17	UHC-58266-53	7122091092	8588 Union St, Orlando, FL, 32874	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25457	PRV	Judy Soto	1981-01-26	UHC-64354-17	6219908463	9496 Ridge Rd, Glendale, AZ, 85322	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20495	PRV	Martha Simmons	2002-02-09	—	—	1191 Park Pl, Atlanta, GA, 30306	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-26260	PRV	Brittany Mendez	1946-05-27	—	—	5701 Baseline Rd, Columbus, OH, 43234	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-23693	PRV	Christina M Herrera	1954-09-19	—	4422218009	6995 Pine Dr, Plano, TX, 75052	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27592	PRV	Bill Ellis	2002-02-14	—	9235640002	8506 Sunset Blvd, Gilbert, AZ, 85272	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28619	PRV	Michael Montgomery	1992-03-02	UHC-33107-34	2234460888	3406 Union St, Nashville, TN, 37273	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25943	PRV	Mei R Barnes	1960-11-03	—	9202742273	2888 Mountain View Dr, Nashville, TN, 37277	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-28242	PRV	Priya Lopez	1947-04-09	—	—	6000 Harbor Blvd, Chandler, AZ, 85296	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared

5,405 rows, page 102 of 109Previous Next