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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24352	PRV	Long D Olivia	1997-07-15	UHC-29266-21	8242742158	1779 Jefferson Ave, Miami, FL, 33125	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-23414	PRV	Wei F Chapman	2005-03-20	—	3045402131	5147 Pine Dr, Tempe, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26973	PRV	Dennis Morris	1956-08-01	UHC-52301-44	4529291801	1163 Willow Ct # 689, Minneapolis, MN, 55485	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
PRV-24522	PRV	Wayne Jackson	1951-12-22	—	2844921848	4411 Willow Ct, Dallas, TX, 75290	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23887	PRV	Ana Mills	1998-06-13	—	7822849623	7015 Union St, Las Vegas, NV, 89176	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-25927	PRV	Bobby Murpyh	1992-04-03	—	3969693979	4556 Ridge Rd, Houston, TX, 77089	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24584	PRV	Cheryl Hoffman	1996-11-26	UHC-27166-87	5624021989	7863 Forest Ave, Las Vegas, NV, 89173	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23350	PRV	Deborah Howard	1958-08-08	UHC-46791-90	4137536810	6384 Maple Ave, Eden Prairie, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27110	PRV	Laura Mason	1977-10-26	UHC-86903-57	—	4702 Highland Ave, Seattle, WA	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP missing+2 more
PRV-20395	PRV	Linda V Riley	1982-07-15	UHC-36896-26	7425941177	1557 Central Ave, Seattle, WA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27848	PRV	Tony Hunt	1939-05-02	UHC-11062-05	9134485813	7124 Mountain View Dr, Fresno, CA, 93795	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27849	PRV	Tony Hunt	1939-05-02	UHC-11062-05	9134485813	7124 Mountain View Dr, Fresno, CA, 93795	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21366	PRV	Karen Walker	1965-08-19	UHC-57736-99	4455396447	8920 Grand Ave, Denver, CO, 80288	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26414	PRV	Annna Ortiz	1964-08-20	UHC-88523-20	5929068658	1887 Central Ave, Charlotte, NC, 28209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21365	PRV	Sam Johnston	1978-02-08	—	3232751298	1434 Palm Dr, Las Vegas, NV, 89112	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20525	PRV	Douglas K Moore	1956-08-04	UHC-27864-05	6942089813	1328 Pine Dr, Denver, CO, 80266	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23408	PRV	Juna C Singh	1968-07-02	—	5594119668	4657 Cedar Ln, Miami, FL, 33155	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20268	PRV	Scott Alexander	1939-02-10	—	4019916993	6524 Lincoln Way, Glendale, AZ, 85392	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28853	PRV	Austin Miller	2001-11-16	—	7426838444	1627 Church St, Minneapolis, MN, 55476	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20473	PRV	Ronald G Gonzales	1951-05-19	UHC-77889-07	—	2738 Central Ave, Jacksonville, FL, 32239	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
PRV-22655	PRV	Diane Sanders	2003-04-09	UHC-96847-82	7786267217	2151 Mesa Dr, Miami, FL, 33164	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22854	PRV	Justin Vargas	2004-09-15	UHC-10790-41	5808880906	3263 Hillcrest Rd, Los Angeles, CA, 90035	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25450	PRV	Sean K Jordan	1968-11-12	UHC-98220-61	3269638291	6969 Canyon Rd, Jacksonville, FL, 32234	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23779	PRV	Michelle C Suto	1966-06-26	—	5334184049	5905 Maple Ave Apt 34, Dallas, TX, 75211	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
PRV-23596	PRV	William Alvarez	1944-01-18	—	—	8942 Ridge Rd, Plano, TX, 75085	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-21796	PRV	Emyly U Lopez	2004-08-12	UHC-26356-08	4127016275	3277 Forest Ave, Seattle, WA, 98153	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27626	PRV	Billy Hudson	1996-07-06	—	2773051095	7901 Market St, Chandler, AZ, 85249	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20195	PRV	Henry Ramos	1958-10-28	—	7957983532	2976 Camelback Rd, Houston, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26019	PRV	Daniel Q Soto	1985-08-17	—	5748152457	1606 Broadway, Seattle, WA, 98175	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-22923	PRV	Melissa Reyes	1989-06-10	UHC-62424-65	2579676112	8766 Hillcrest Rd, Los Angeles, CA, 90034	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-20676	PRV	Olivia Hart	1976-10-26	—	—	9622 Highland Ave Apt 18, Houston, TX, 77017	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26770	PRV	Bradley Rodriguez	1956-08-20	—	4422875080	6966 Canyon Rd, Tampa, FL, 33620	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23639	PRV	Jeremy Vega	1950-08-16	UHC-56071-65	6758185989	1820 Park Pl, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21654	PRV	Dorothy Herrera	1952-04-24	—	—	6298 Broadway, Fresno, CA, 93767	0.64	Date of birth reformatted Phone missing area code ZIP+4 trimmed Email lower-cased+2 more
PRV-28646	PRV	Ryan Price	1972-08-09	—	—	6961 Market St, Mesa, AZ, 85290	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25339	PRV	Austin Thomas	2004-05-28	—	2043320144	9416 Ocean Ave, Sacramento, CA, 95859	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28942	PRV	Eric Owens	1963-08-24	UHC-64461-99	2277760343	1197 Willow Ct, Orlando, FL, 32872	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21448	PRV	Billy X Mendez	1959-05-15	—	7938147936	1872 Willow Ct, Miami, FL, 33100	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21645	PRV	Vincent Schmidt	2007-12-17	—	8196918807	1891 Camelback Rd, Gilbert, AZ, 85227	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25263	PRV	Wayne Castro	1950-09-06	—	—	2524 Baseline Rd Apt 22, Sacramento, CA, 95862	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-29582	PRV	Doris Meyer	1960-12-20	—	—	7944 Valley View Dr Apt 25, Plano, TX, 75036	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27365	PRV	Debra N Schmidt	1941-08-21	UHC-39182-52	—	1984 Jefferson Ave, Tempe, AZ, 85232	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24248	PRV	Judith Wod	2002-11-27	UHC-06905-95	2043851382	5083 Desert Sky Blvd # 551, Mesa, AZ, 85205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-26117	PRV	Roger Carr	1985-11-04	—	8253551950	5490 Sunset Blvd, Mesa, AZ, 85209	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
PRV-24567	PRV	Jacob Medina	1940-11-12	UHC-52242-33	2084056695	898 Jefferson Ave, Glendale, AZ, 85382	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29248	PRV	Franklin Isabella	1973-04-07	UHC-14942-32	—	7906 Indian School Rd, San Diego, CA, 92154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25305	PRV	Dorothy E Griffin	2006-12-03	UHC-72937-08	—	3762 Market St, Glendale, AZ, 85321	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25414	PRV	Jonathan Ferguson	1982-06-09	—	—	4690 Forest Ave Apt 2, Gilbert, AZ, 85276	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-29056	PRV	Mike Alexander	1989-04-27	UHC-07738-35	8776182850	3873 Market St, Dallas, TX, 75298	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-28375	PRV	Virginia Kim	1945-08-11	UHC-47194-23	—	4941 Mesa Dr, Las Vegas, NV, 89132	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

3,124 rows, page 17 of 63Previous Next