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-24601	PRV	Priya Ray	1962-05-28	UHC-58523-45	9709037558	7268 Cedar Ln, Gilbert, AZ, 85287	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-20843	PRV	Amanda Herrera	1943-10-20	—	3402102249	1424 Lake View Rd, Eden Prairie, MN, 55330	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-25736	PRV	Austin R Cunningham	2005-12-11	—	6392836784	4366 Forest Ave, Phoenix, AZ, 85002	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28874	PRV	Terry Payne	2007-04-07	UHC-95731-30	7303294495	1535 Apache Blvd, Atlanta, GA, 30323	0.90	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed+1 more
PRV-20904	PRV	Alice Ruiz	2004-04-27	—	7886610687	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24128	PRV	Matthew Lewis	1980-08-11	—	7386742007	2427 Harbor Blvd, Tempe, AZ, 85217	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-29249	PRV	Douglas Cruz	1961-04-01	—	2817939656	9571 Baseline Rd, Columbus, OH, 43278	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-20953	PRV	Lawrence M Burke	1951-03-07	UHC-58705-65	4887835554	1137 Palm Dr, Gilbert, AZ, 85259	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-28578	PRV	Nicole B Jordan	1958-06-05	UHC-95049-23	6652142279	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25443	PRV	Sandra W Alexander	2008-02-26	—	6833750889	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26839	PRV	Matthew Ferguson	1995-03-20	UHC-66125-48	5806281556	1582 Camelback Rd, Houston, TX, 77086	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27172	PRV	Joseph Salazar	1961-06-11	UHC-42198-11	6534859138	8192 Sage Ct, Tucson, AZ, 85772	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24923	PRV	Jerry Hall	2000-04-25	UHC-27759-66	9776046378	6492 Canyon Rd, Charlotte, NC, 28212	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21103	PRV	Sean Carter	1949-03-08	—	7396785895	7966 Grand Ave, Tucson, AZ, 85719	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-23177	PRV	Adam C Wilson	1956-05-18	UHC-39581-26	6155663239	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-28626	PRV	Alexis Ortiz	1969-08-06	—	2165467010	9086 Hillcrest Rd, San Diego, CA, 92184	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-29274	PRV	Camila Cook	1993-11-17	UHC-38400-90	5407392334	8990 Willow Ct, San Diego, CA, 92184	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-28190	PRV	Marcus Montgomery	1966-02-07	UHC-94734-12	7392227653	1942 Meadow Ln, Chandler, AZ, 85203	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-27741	PRV	Christopher H Robinson	1990-04-22	—	3142113859	2661 Valley View Dr, Los Angeles, CA, 90006	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25375	PRV	Shirley Le	2002-03-28	UHC-24005-09	9148077555	7260 Market St, Mesa, AZ, 85220	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25991	PRV	Frances P Valdez	1957-04-24	UHC-77875-73	2466061892	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-28807	PRV	Patrick Garcia	1994-01-23	UHC-20619-89	8075762696	1341 Mesa Dr, Chandler, AZ, 85226	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24116	PRV	Mdaison G Stone	1980-10-02	—	4096645277	1621 Central Ave, Las Vegas, NV, 89196	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-29277	PRV	Henry Rojas	1974-05-02	—	3472937102	7604 Hillcrest Rd, Tempe, AZ, 85216	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-28293	PRV	Gregory Cruz	1974-01-27	—	9865843553	5351 Market St, Jacksonville, FL, 32255	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23925	PRV	Kathy S Cruz	1938-09-09	UHC-40791-28	2522959065	3116 Baseline Rd, Gilbert, AZ, 85270	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23823	PRV	Sara Stewart	1945-02-20	—	7667114993	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28538	PRV	Peter I Carlson	1949-05-26	—	2592701194	206 Maple Ave, Tempe, AZ, 85230	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-29340	PRV	Maria Moore	1952-08-07	UHC-35971-23	2069663752	3317 Lincoln Way, Atlanta, GA, 30369	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27383	PRV	Joshua Gray	1994-04-12	—	8249883339	1373 Lincoln Way, Sacramento, CA, 95872	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26791	PRV	Priya Campbell	1946-03-08	UHC-62725-43	2305020740	310 Pine Dr, Chandler, AZ, 85235	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21679	PRV	Anna Bennett	1969-03-28	UHC-77170-89	4875613684	2754 Desert Sky Blvd, Scottsdale, AZ, 85258	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-23595	PRV	Maria McDonald	2008-06-24	—	7888941751	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22873	PRV	Christian Lynch	1948-12-03	UHC-37248-01	2349623799	8524 Bayshore Dr, Austin, TX, 78716	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-22540	PRV	Susan Murphy	1996-06-03	UHC-71234-34	7576674321	1234 Broadway, Tempe, AZ, 85231	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25169	PRV	Donna A Evans	1960-11-01	UHC-46623-02	5206216393	4193 Forest Ave, Denver, CO, 80216	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23793	PRV	Joyce K Fisher	1974-05-01	UHC-71280-23	6424829456	6729 Washington St, Chandler, AZ, 85205	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-28461	PRV	Christina Gonzalez	1968-01-23	—	2084431625	87 Sage Ct, Jacksonville, FL, 32218	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28917	PRV	Lucia Welch	1987-03-03	UHC-60974-69	5014514426	7565 Maple Ave, Plano, TX, 75030	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25393	PRV	Deborah Estrada	1991-03-10	—	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22473	PRV	Aisha Scott	1950-09-05	—	9789081586	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-29379	PRV	Jonathen Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-29418	PRV	Alen S Lyynch	1959-07-02	UHC-97250-45	3839226600	7020 Elm St, Orlando, FL, 32886	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-27375	PRV	Jerry W Carlson	1968-03-22	—	7747935492	6575 Market St, Orlando, FL, 32873	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21915	PRV	Yuki Santiago	1941-04-09	—	4699762795	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23857	PRV	Wayne T Piercce	2007-03-17	—	2775076446	8049 Highland Ave, Dallas, TX, 75277	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26965	PRV	Gabriel Nunez	1974-07-16	UHC-00967-47	4918642578	1549 Lake View Rd, Miami, FL, 33159	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-20969	PRV	Henry Cheryl	1955-08-19	UHC-97793-44	5987324108	4304 Canyon Rd, Tucson, AZ, 85764	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20968	PRV	Henry Cheryl	1955-08-19	UHC-97793-44	5987324108	4304 Canyon Rd, Tucson, AZ, 85764	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25929	PRV	Peter Reyes	1944-10-12	UHC-30205-67	9456969470	6145 Broadway, Denver, CO, 80228	0.90	Phone reformatted Address re-cased State code upper-cased Whitespace trimmed+1 more

5,906 rows, page 97 of 119Previous Next