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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22327	PRV	Brian X Crawford	1992-10-20	UHC-01606-11	—	8357 Mountain View Dr, Nashville, TN, 37218	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-26979	PRV	Janice Banks	1964-06-22	UHC-81252-69	7216183607	6376 Church St, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26980	PRV	Janice Banks	1964-06-22	UHC-81252-69	7216183607	6376 Church St, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28165	PRV	Nichoals B West	1984-01-12	UHC-15259-45	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27369	PRV	Joan Fowler	1983-10-14	UHC-85183-78	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22689	PRV	Sophia Patterson	1968-12-23	—	2327194960	6635 Church St, Jacksonville, FL, 32284	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25372	PRV	Logan Z Richardson	1981-11-11	—	3566552589	2481 Apache Blvd # 472, Las Vegas, NV, 89167	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29512	PRV	Amanda Bennett	2004-01-08	UHC-35446-77	4827629839	6065 Union St, Columbus, OH, 43251	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29408	PRV	Angela Riley	1991-01-03	UHC-71344-92	5287036211	1064 Main St, Houston, TX, 77099	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26846	PRV	Karen V Campbell	1942-01-28	—	9706413040	4437 River Rd, Columbus, OH, 43264	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28714	PRV	Omar Gonzalez	1968-04-12	UHC-96715-90	5024267981	7931 Forest Ave, Plano, TX, 75052	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
PRV-21050	PRV	Diane Y Robinson	1940-05-24	—	4563358471	6707 Spring St, Orlando, FL, 32806	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-27202	PRV	Isabella Perkins	1995-04-22	UHC-94647-17	9873461132	4650 Union St, Dallas, TX, 75245	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21765	PRV	Ahmed X Harper	1954-11-08	UHC-87526-51	4263598581	1661 Central Ave, Tampa, FL, 33665	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20433	PRV	Andrea Russell	1985-03-04	—	—	9061 Ocean Ave, Houston, TX, 77080	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24729	PRV	Albert Johnston	1961-03-13	UHC-99093-54	9212037775	6902 Indian School Rd, Chandler, AZ, 85283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27698	PRV	Helen Lane	1975-05-05	UHC-35404-03	—	9691 Sunset Blvd # 561, Minneapolis, MN, 55470	0.64	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
PRV-26502	PRV	Sean U Tucker	1942-02-27	—	6769874210	4803 Canyon Rd, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29080	PRV	Angela L Morriis	1957-05-17	—	—	610 Grand Ave, Dallas, TX, 75219	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20668	PRV	Hiroshi Banks	1989-07-07	—	—	3319 Ocean Ave, Las Vegas, NV, 89119	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-28417	PRV	Ralph Arnold	1998-08-26	—	9143792078	1334 Jefferson Ave # 442, San Antonio, TX, 78254	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28416	PRV	Ralph Arnold	1998-08-26	—	9143792078	1334 Jefferson Ave # 442, San Antonio, TX, 78254	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23441	PRV	Samantha T Welch	1970-08-20	UHC-81164-04	4308865183	3081 Jefferson Ave, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22788	PRV	Angela Q Hawkins	2003-04-13	—	8632020678	8940 Church St, Mesa, AZ, 85276	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22427	PRV	Jason Ramirez	1998-11-21	UHC-37350-18	2276145840	6727 Valley View Dr, Minneapolis, MN, 55491	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24633	PRV	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd, Phoenix, AZ, 85053	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26325	PRV	Priya Stewart	1976-08-09	UHC-29329-49	4672770248	6977 Hillcrest Rd, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28969	PRV	Edward Boyd	—	—	7173338374	8783 Willow Ct, San Diego, CA, 92123	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27487	PRV	Riick Jenkins	1953-09-25	—	4009793863	1374 Forest Ave, Austin, TX, 78715	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24367	PRV	Jooyce Gonzales	1996-07-20	UHC-24623-10	2376566859	3425 Pine Dr Apt 20, Jacksonville, FL, 32244	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27431	PRV	Douglas Yang	—	UHC-45248-33	—	6930 Lincoln Way, Fresno, CA, 93790	0.64	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+2 more
PRV-27274	PRV	Benjamin Alvarado	1960-08-19	UHC-00426-39	6566811955	8188 Mesa Dr, Sacramento, CA, 95826	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23524	PRV	Kathryn X Lopez	2001-01-08	—	9363317270	2249 Valley View Dr, Scottsdale, AZ, 85265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25250	PRV	Mariana Ryan	1955-05-09	—	—	2596 Valley View Dr, Plano, TX, 75082	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26917	PRV	Carlos Palmer	1983-09-21	—	4607233450	9440 Palm Dr # 423, Tampa, FL, 33651	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24177	PRV	Paul Collins	1958-04-25	UHC-68079-95	7705465499	2464 Central Ave, San Diego, CA, 92124	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22617	PRV	Alice Fox	1956-01-28	—	7556918267	4968 Mountain View Dr, Charlotte, NC, 28291	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22785	PRV	Angela Wang	1967-03-01	UHC-43079-70	6679889966	8641 Valley View Dr, Orlando, FL, 32887	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27505	PRV	Andrew A Harper	1980-05-08	UHC-99041-25	9468199420	5722 Lincoln Way, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22386	PRV	Kimberly Young	1974-07-18	—	3612186867	5824 Washington St, Mesa, AZ, 85291	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-29032	PRV	Benjamin K Vasquuez	2006-04-10	UHC-82637-55	3042095884	5631 Mountain View Dr, Orlando, FL, 32879	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20654	PRV	Jamse Marshall	2006-09-03	UHC-35247-81	3546443991	2554 Willow Ct, San Antonio, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22464	PRV	Janet Holmes	2001-05-05	UHC-27263-09	7608132571	5096 River Rd, Las Vegas, NV, 89148	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25720	PRV	Wei Hamilton	1938-05-27	—	—	4558 Cedar Ln, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21223	PRV	Camila Delgado	1975-06-05	UHC-77210-26	8896251986	4527 Desert Sky Blvd, Glendale, AZ, 85301	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24462	PRV	Diego W Lawson	1966-10-07	UHC-46964-36	4479788753	8363 Cedar Ln, Mesa, AZ, 85237	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+2 more
PRV-22349	PRV	Valentina Adams	1955-01-24	UHC-04850-47	5356165261	3261 Mesa Dr, Seattle, WA, 98130	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27669	PRV	Christopher Mendoza	1986-10-10	—	3393631130	1970 Central Ave, Nashville, TN, 37268	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27135	PRV	Stephanie B Porter	1974-01-20	UHC-82341-82	8525836360	3850 Jefferson Ave, Los Angeles, CA, 90086	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24443	PRV	Grace Jenkins	1998-10-08	—	6244733419	4259 Sage Ct, Tampa, FL, 33608	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

5,462 rows, page 47 of 110Previous Next