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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28377	PRV	Lisa Lane	1949-06-28	—	2746520307	9503 Meadow Ln, Las Vegas, NV, 89147	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27680	PRV	Logan T Snyder	1966-08-02	UHC-28743-44	7504947853	6657 Jefferson Ave, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29300	PRV	Camila Fuller	1989-01-15	—	6003770152	5726 Church St, Sacramento, CA, 95831	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50494	TPA	Gregory P Salazar	1967-09-26	—	—	7702 Apache Blvd # 213, Seattle, WA, 98131	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-420157	CLM	Ashley F Stephens	1972-08-09	UHC-84789-16	3603391028	6868 Lake View Rd, Chandler, AZ, 85214	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
TPA-52966	TPA	Maria Robinson	1962-12-03	—	2829200240	717 Grand Ave, Columbus, OH, 43281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141092	ENR	Sarah Turner	1985-04-22	UHC-91678-08	7919348761	2910 Valley View Dr # 747, Columbus, OH, 43220	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-431885	CLM	Russell Harris	1995-03-11	UHC-43669-93	—	6007 Bayshore Dr, Columbus, OH, 43286	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429904	CLM	Janice Prk	1971-10-21	UHC-86194-21	7485512400	7404 Meadow Ln, Eden Prairie, MN, 55363	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53416	TPA	Daniel Wang	1963-08-01	—	—	1901 Valley View Dr, Denver, CO	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
TPA-61365	TPA	Brian Davis	1966-07-20	—	—	6652 Park Pl, Jacksonville, FL, 32214	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-140887	ENR	Ahmed J Castro	1947-09-25	UHC-57979-50	5233484164	7417 Park Pl, Tucson, AZ, 85763	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416568	CLM	Stephanie Lane	—	UHC-25162-84	4474942332	7072 Baseline Rd, Atlanta, GA, 30315	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28356	PRV	Joan K Allen	1967-12-22	UHC-42345-40	8603679884	7075 Harbor Blvd, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60806	TPA	Terry J Hunter	1961-07-17	UHC-31301-61	6836296684	6487 Oak St, Houston, TX, 77084	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119014	ENR	Ashley Mejia	1941-02-15	UHC-36724-72	5984304073	1713 Union St, Austin, TX, 78733	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407604	CLM	Sarah Delgado	1978-12-28	UHC-09654-90	—	3922 Maple Ave, Seattle, WA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129024	ENR	Jason Espinoza	1941-09-04	UHC-85301-17	4345411814	764 Indian School Rd, Dallas, TX, 75202	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
CLM-423146	CLM	Bobby Adams	1972-01-12	UHC-70130-54	—	8522 Spring St, Plano, TX, 75070	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121060	ENR	Austin Stevens	1960-06-14	UHC-43550-76	5567049968	2950 Spring St, Mesa, AZ, 85268	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29057	PRV	Bobby Arnold	1987-06-23	UHC-31712-74	7503559603	9386 Harbor Blvd, Columbus, OH, 43263	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408327	CLM	Abigail T Pyne	2008-05-01	UHC-49968-61	6737925814	2812 Sage Ct, Nashville, TN, 37287	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25648	PRV	Ashley Hall	2002-03-15	—	2685977492	5373 Jefferson Ave # 694, Nashville, TN, 37281	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27504	PRV	Ethan Spencer	2002-01-09	UHC-46162-88	2807486166	8718 Ocean Ave, Atlanta, GA, 30361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27503	PRV	Ethan Spencer	2002-01-09	UHC-46162-88	2807486166	8718 Ocean Ave, Atlanta, GA, 30361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119473	ENR	William Nelson	1969-02-23	UHC-40816-54	4174585752	3672 Main St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142359	ENR	Rachel Wallace	1996-08-06	UHC-99092-84	—	1465 Camelback Rd, Minneapolis, MN, 55450	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-22416	PRV	Anthony Torres	1940-10-14	—	8453167535	6430 Palm Dr Apt 8, Sacramento, CA, 95812	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132485	ENR	Valentina L Roberts	1942-02-27	UHC-23942-76	3484015934	3276 Highland Ave, Fresno, CA, 93784	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127707	ENR	Madison I Fisher	1940-11-14	UHC-88122-62	—	2191 River Rd, Tampa, FL, 33675	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-121475	ENR	Hiroshi Z Sanchez	1999-06-15	UHC-87722-88	—	5705 Union St, Sacramento, CA, 95809	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-110532	ENR	Brian C Schmidt	1958-10-15	—	5882885313	1569 Sunset Blvd, Tempe, AZ, 85296	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-401569	CLM	Hannah Coleman	1957-12-14	UHC-98061-34	—	295 Desert Sky Blvd, Minneapolis, MN, 55409	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107228	ENR	Sophia Green	1975-07-06	UHC-94628-79	8815992347	2872 Forest Ave, Las Vegas, NV	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-138645	ENR	Richard Q Wheeler	1945-09-02	UHC-39801-46	8679540304	4484 Valley View Dr, Charlotte, NC, 28216	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431703	CLM	Samuel Gardner	1940-08-26	UHC-71837-12	9444388288	5394 Meadow Ln # 550, Gilbert, AZ, 85208	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-57789	TPA	Wayne Carter	1991-01-27	—	—	473 Forest Ave, Plano, TX, 75038	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-60329	TPA	Diego Fields	1958-05-17	—	8506646040	7626 Union St, Los Angeles, CA, 90092	0.62	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+3 more
ENR-111498	ENR	Jerry Scott	2004-10-26	UHC-49219-18	3052959367	8838 Baseline Rd, Nashville, TN, 37249	0.62	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-425326	CLM	Cynthia Moore	1943-06-06	UHC-70365-62	—	88 Church St, Los Angeles, CA, 90028	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50699	TPA	Melissa Willis	1939-06-04	UHC-08965-17	4969581419	8088 Lincoln Way, Chandler, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-127942	ENR	Vincent Diaz	1958-10-01	UHC-09083-91	3337818612	8104 Lincoln Way # 427, Seattle, WA, 98147	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-59765	TPA	Patrick Orteega	2001-07-20	—	8212622405	348 Cedar Ln, Atlanta, GA, 30305	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128931	ENR	Janet Tran	1986-08-20	UHC-03218-96	6709017122	2658 Broadway, Phoenix, AZ, 85018	0.62	Two-digit birth year Phone reformatted Address re-cased City re-cased+3 more
CLM-408115	CLM	Alvarez Tyler	1966-04-13	UHC-06222-12	—	9548 Mountain View Dr, Mesa, AZ, 85242	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132200	ENR	Emma Carter	1944-09-24	UHC-03566-32	8224416865	2297 Elm St, San Diego, CA, 92117	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-129720	ENR	Heather P Cook	1973-01-10	UHC-56657-20	2199415062	6040 Mountain View Dr, Tampa, FL, 33672	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28026	PRV	Gregry Sandoval	1980-02-21	—	3753785007	1634 Mesa Dr, Jacksonville, FL, 32266	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403475	CLM	Pierce Kathryn	1939-02-21	—	5335257449	9528 Washington St, Tampa, FL, 33628	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422519	CLM	Helen Williams	1978-04-25	UHC-69324-22	3814271921	1803 Bayshore Dr, San Antonio, TX	0.62	Name re-cased Phone reformatted City re-cased ZIP missing+3 more

71,257 rows, page 186 of 1,426Previous Next