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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407582	CLM	Robert Obrien	1956-09-11	—	4168632056	2522 Bayshore Dr Apt 32, Phoenix, AZ, 85027	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-106231	ENR	Madison X Freeman	1960-11-28	UHC-37196-07	5449331530	9182 Willow Ct Apt 18, Seattle, WA, 98191	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-25452	PRV	Karen A Arnold	1955-08-18	UHC-28271-38	7296739082	3188 Washington St # 792, Phoenix, AZ, 85027	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-426042	CLM	Sara Willis	1952-11-05	—	3104239968	3782 Valley View Dr Apt 35, Scottsdale, AZ, 85245	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-430377	CLM	Parker Brenda	1959-12-24	UHC-50412-36	—	6506 Elm St Apt 21, Austin, TX, 78775	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136387	ENR	Melissa V Simmons	1993-10-05	UHC-31521-24	3114715238	3474 Sage Ct Apt 23, Atlanta, GA, 30381	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-420779	CLM	Benjamin Gibson	1990-11-28	—	—	559 Canyon Rd Apt 35, Columbus, OH, 43281	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432375	CLM	Debra Aguilar	1995-07-07	UHC-12963-51	—	6008 Sage Ct Apt 24, Gilbert, AZ, 85294	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109268	ENR	Jeffrey I Carlson	1998-07-25	UHC-51188-70	2238278583	2190 Highland Ave # 487, Phoenix, AZ, 85027	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-405737	CLM	Christopher A Austin	1944-12-09	—	5496283430	8029 Highland Ave Apt 12, Austin, TX, 78715	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-112716	ENR	Alexander L Wells	1963-06-07	UHC-58614-40	2883575441	6815 Harbor Blvd # 213, Sacramento, CA, 95852	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-112717	ENR	Alexander L Wells	1963-06-07	UHC-58614-40	2883575441	6815 Harbor Blvd # 213, Sacramento, CA, 95852	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-114428	ENR	Marcus C Reed	1954-10-05	UHC-81582-37	6823639021	9817 Oak St Apt 6, Chandler, AZ, 85297	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-425031	CLM	Obrien E Wayne	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr Apt 37, Denver, CO, 80293	0.64	Name split from “Last, First”Name re-cased Date of birth reformatted Unit split from street+2 more
CLM-429059	CLM	Arjun Hudson	1999-04-14	—	—	4237 Sunset Blvd Apt 20, Gilbert, AZ	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
TPA-53344	TPA	Bradley Morales	1961-10-24	UHC-19703-38	3062602819	4309 Canyon Rd Apt 30, Scottsdale, AZ, 85231	0.64	Phone reformatted Unit split from street State name converted to code Email lower-cased+2 more
CLM-428971	CLM	Cynthia Weber	1989-03-13	UHC-51670-82	—	4461 Pine Dr Apt 35, Tampa, FL, 33645	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-120545	ENR	Andrea G Richardson	2000-02-16	UHC-69913-91	9873895076	5292 Sunset Blvd # 898, Tempe, AZ, 85225	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-135771	ENR	Ronald Tran	2007-09-13	UHC-51631-71	9755080090	9300 Broadway Apt 22, Las Vegas, NV, 89195	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
CLM-415070	CLM	Karne Roberts	1944-08-03	UHC-49232-31	—	3071 Cedar Ln Apt 3, San Diego, CA, 92160	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412360	CLM	Janice Hanson	1966-12-14	—	—	5303 Willow Ct Apt 9, Tempe, AZ, 85271	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123136	ENR	Mei L James	1951-10-22	UHC-58231-15	2762007389	911 Oak St # 484, Orlando, FL, 32883	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-21070	PRV	Stephen Cook	2001-11-05	—	—	4900 Bayshore Dr Apt 33, Tempe, AZ, 85240	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118394	ENR	Randy Perkins	1947-05-07	UHC-09073-11	8587259911	1802 Mesa Dr # 601, Nashville, TN, 37280	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138299	ENR	Christina Hughes	1967-06-06	UHC-93749-07	—	9781 Park Pl # 904, Minneapolis, MN, 55472	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51119	TPA	Luis Vega	1938-07-28	—	8984259619	2560 Ocean Ave Apt 38, Minneapolis, MN, 55458	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-136308	ENR	Mei O Simmons	1958-08-08	UHC-04938-96	6109732072	6098 Elm St Apt 28, Los Angeles, CA, 90063	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133435	ENR	Bobby H Fisher	1947-02-16	UHC-87911-25	4479159806	1197 Ridge Rd Apt 14, Glendale, AZ, 85315	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409672	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	8589214752	6249 Mesa Dr Apt 31, Atlanta, GA, 30366	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-55171	TPA	Melissa J Jordan	1981-10-21	—	—	1628 Central Ave Apt 9, Mesa, AZ, 85235	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-114351	ENR	Ronald Z Patel	1946-12-02	UHC-38545-58	4264301569	795 Jefferson Ave Apt 20, Denver, CO, 80234	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-120766	ENR	Peter Williams	1949-02-26	UHC-26544-38	2463932781	3887 Oak St # 108, Chandler, AZ, 85284	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-125042	ENR	Ronald L Lawrence	2000-06-18	UHC-97646-78	3115022372	5253 Washington St # 787, Denver, CO, 80249	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64162	TPA	Jeff Warren	2001-02-27	—	6464297828	5097 Mountain View Dr Apt 1, Minneapolis, MN, 55464	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110346	ENR	Karen Boyd	1982-01-20	UHC-47934-94	9306925484	4539 Hillcrest Rd # 336, Houston, TX, 77000	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
TPA-52734	TPA	Jennifer S Cook	1997-09-14	—	—	4635 Camelback Rd # 957, Orlando, FL, 32860	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139089	ENR	Denise E Lynch	1965-06-12	UHC-24187-59	8706280498	4354 Sunset Blvd Apt 31, Phoenix, AZ, 85059	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
PRV-28690	PRV	Arjun Martinez	1977-04-11	—	6263650166	5901 Central Ave # 438, Phoenix, AZ, 85091	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418243	CLM	Brenda Lung	1958-12-20	UHC-69208-88	7212471223	4604 Washington St Apt 14, Gilbert, AZ, 85287	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425266	CLM	Alan X Wheeler	1941-03-09	—	2066442524	2513 Bayshore Dr Apt 1, Las Vegas, NV, 89167	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130711	ENR	Sophia R Marshall	1957-03-07	UHC-72533-20	8438846758	1482 Main St # 320, Mesa, AZ, 85229	0.64	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+2 more
TPA-54878	TPA	David Harvey	1944-12-03	—	—	9718 Harbor Blvd # 891, Denver, CO, 80218	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54927	TPA	Isabella Jimenez	1993-02-04	—	3736267813	6914 Mesa Dr # 405, Minneapolis, MN, 55470	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-406061	CLM	Sara Burton	1938-03-28	UHC-95297-67	5299768788	2589 Canyon Rd Apt 22, Atlanta, GA, 30328	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-22962	PRV	Elijah Gutierrez	1994-08-15	—	9659307377	2882 Spring St Apt 27, Los Angeles, CA, 90052	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134503	ENR	Alexis T Crawfford	1962-10-07	UHC-89853-24	4973803030	9305 Central Ave Apt 15, Miami, FL, 33151	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-109696	ENR	Diana F Freeman	1984-11-23	UHC-80595-45	3899674890	9230 Market St # 682, Charlotte, NC, 28295	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
CLM-412819	CLM	Hiroshi Harvey	1985-11-11	UHC-85614-59	5002212954	2083 Park Pl # 539, Jacksonville, FL, 32289	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100077	ENR	Stephen Olson	2002-06-10	UHC-42949-15	4295748672	7767 Hillcrest Rd # 859, San Antonio, TX, 78215	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422660	CLM	Billy D Bradley	1998-05-18	UHC-31626-51	8413834471	2621 Palm Dr Apt 19, Atlanta, GA, 30374	0.64	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+2 more

6,994 rows, page 83 of 140Previous Next