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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107301	ENR	Brian X Martin	1955-12-12	UHC-59137-20	—	8828 Cedar Ln, Seattle, WA, 98113	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-417005	CLM	Joshua Crawford	—	UHC-22291-10	2445474690	1591 Bayshore Dr, Glendale, AZ, 85314	0.62	Name re-cased Date of birth missing Phone reformatted City re-cased+3 more
TPA-61838	TPA	Ellijah L Montgomery	1993-03-04	—	2499077765	7134 Jefferson Ave, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
TPA-53026	TPA	Ruth Hoffman	1997-04-14	—	—	1820 Market St, Mesa, AZ, 85244	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-119356	ENR	Carol Bishop	1992-06-15	UHC-23853-93	2999235884	8981 Church St, Columbus, OH, 43232	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428813	CLM	Ralph X Tran	1938-12-26	UHC-19577-66	3196739034	9090 Pine Dr, Sacramento, CA, 95876	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400158	CLM	Elizabeth Castro	1995-05-22	—	4434097676	2577 Highland Ave, Atlanta, GA, 30314	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112485	ENR	Margaret L Stone	1979-11-12	UHC-82032-35	5038517790	5524 Pine Dr, Plano, TX, 75014	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123128	ENR	Jesse Walsh	1944-08-24	UHC-06548-56	—	5398 Willow Ct, Seattle, WA, 98151	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-427072	CLM	Deb Obrien	1991-02-05	UHC-77787-12	—	6867 Main St, Los Angeles, CA, 90099	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107683	ENR	Randy Reid	1953-07-28	UHC-70283-31	4143437462	8551 Washington St, Las Vegas, NV, 89101	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54492	TPA	Janet Wagner	1975-06-23	—	9063079348	9750 Meadow Ln, Sacramento, CA, 95809	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131733	ENR	Charles P Murray	1952-01-15	UHC-35400-66	6703295030	8544 Apache Blvd, Nashville, TN, 37208	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51761	TPA	Ryan Jimenez	1955-06-10	—	2765095753	2708 Forest Ave, Denver, CO, 80294	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427168	CLM	Doris Pierce	1947-07-28	—	6638538637	9815 Palm Dr, Atlanta, GA, 30396	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400517	CLM	Evelyn Rodriguz	1946-12-04	UHC-93535-65	9156511326	44 Palm Dr, Austin, TX, 78767	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110306	ENR	Christopher I Santos	1995-05-06	UHC-66123-93	3859521845	609 Spring St, Eden Prairie, MN, 55332	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107547	ENR	Anna Meyer	1938-09-23	UHC-27108-48	7529064013	1046 Palm Dr, Houston, TX, 77007	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133401	ENR	Kevin Warren	1988-06-20	UHC-45262-71	5955916148	1936 Indian School Rd, Columbus, OH, 43268	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-127443	ENR	Paul D Benett	1970-06-17	UHC-74898-50	9694094238	479 Camelback Rd, Austin, TX, 78772	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425891	CLM	Randy Edwards	1967-04-07	—	—	1054 Washington St, Miami, FL, 33128	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26548	PRV	Mariana Franlkin	1954-12-15	—	8135063873	6836 Main St, Plano, TX, 75019	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123163	ENR	Lucai Hernandez	2003-08-05	UHC-88709-12	2966076326	5947 Bayshore Dr, Tempe, AZ, 85287	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110999	ENR	Brandon Johnston	1994-03-05	UHC-18239-79	8106611108	5819 Jefferson Ave, Minneapolis, MN, 55479	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100537	ENR	Jesse W Moreno	1984-12-15	UHC-81082-27	9195504794	3578 Jefferson Ave, Dallas, TX, 75211	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132297	ENR	Elizabeth Johnson	1956-08-09	UHC-09419-50	7193118670	6599 River Rd, Phoenix, AZ, 85020	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-115627	ENR	Aiisha E Kelley	1964-11-03	UHC-96102-18	3852508349	5803 Spring St, Las Vegas, NV, 89131	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137603	ENR	Patricia S Davis	2002-01-17	UHC-96971-12	6146052699	5868 Oak St, Plano, TX, 75095	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23083	PRV	Bobby Henderson	1995-04-15	UHC-70285-55	5709873670	9539 Mesa Dr, Los Angeles, CA, 90027	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-427227	CLM	Michelle Soto	1948-06-18	—	4596715037	4713 Lincoln Way, Scottsdale, AZ	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-121373	ENR	Gloria V Weber	1955-05-05	UHC-93543-01	7097026501	9287 Oak St, Dallas, TX	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
CLM-431306	CLM	Amber Milsl	1988-04-07	UHC-83923-02	4644549085	6809 River Rd, San Diego, CA, 92182	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61852	TPA	Jacob Harris	1938-07-16	—	5079545295	3560 Indian School Rd, Tempe, AZ, 85226	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405197	CLM	Victoria McCoy	1998-05-22	UHC-62971-33	7018455061	8234 Oak St, Seattle, WA, 98100	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416017	CLM	Fatima Butler	1972-06-01	UHC-49073-83	—	5607 Church St, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115728	ENR	Andrea Cunninhgam	2002-03-21	UHC-76946-30	3855062175	8232 Palm Dr, Glendale, AZ, 85388	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129283	ENR	Charles D Cook	1998-06-25	UHC-52550-77	5102279429	7590 Harbor Blvd, San Diego, CA, 92174	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403811	CLM	Willie Lawrence	1981-01-26	—	—	2641 Forest Ave, Gilbert, AZ, 85290	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58100	TPA	Joe Florse	1994-08-08	—	—	6068 Sunset Blvd, Charlotte, NC, 28283	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425723	CLM	Kathryn Jordan	1963-06-15	UHC-11277-48	8313452280	5080 Sunset Blvd, Charlotte, NC, 28215	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414896	CLM	Yuki Rusesll	1992-02-03	—	—	365 Lincoln Way, Los Angeles, CA, 90004	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422312	CLM	Hiroshi Morgan	1994-04-16	UHC-20795-47	—	1282 Sunset Blvd, Atlanta, GA, 30361	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426295	CLM	Arthur Cooper	1999-02-02	UHC-27455-41	9697536460	2750 Ridge Rd, Fresno, CA, 93711	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111134	ENR	Judy Duncan	1948-02-27	UHC-42260-42	—	8799 Palm Dr, San Antonio, TX, 78217	0.62	Name re-cased Phone missing area code City re-cased State name converted to code+3 more
PRV-22131	PRV	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct # 199, Chandler, AZ, 85285	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-431296	CLM	Vasquez S David	1976-04-28	UHC-87418-32	—	414 Sage Ct, Scottsdale, AZ, 85231	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-51069	TPA	Wei W Ruiz	1994-04-06	—	9357213360	5871 Church St, Columbus, OH, 43224	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21478	PRV	Justin Wong	1960-01-10	—	5583050718	4253 Forest Ave, Tucson, AZ, 85741	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54540	TPA	Jeremy Cook	1948-08-19	—	5055715690	7234 Indian School Rd, Columbus, OH, 43239	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120202	ENR	Paul E Hernandez	1954-12-17	UHC-38285-60	3323706862	9335 Indian School Rd, Chandler, AZ, 85207	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

9,084 rows, page 78 of 182Previous Next