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

Claims, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427956	CLM	Laura N Wagner	1965-11-27	—	8705467290	7724 Lincoln Way, Charlotte, NC, 28246	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409313	CLM	Dougls Pierce	1939-01-26	UHC-16964-87	3945648784	2467 Church St Apt 6, Glendale, AZ, 85304	0.78	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased+1 more
CLM-414256	CLM	Brittany Romero	1960-07-06	UHC-23742-38	3003642246	1712 Ridge Rd, Dallas, TX, 75267	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430384	CLM	Karen N Mitchell	1949-09-02	UHC-80730-37	7896356262	5453 Spring St, Los Angeles, CA, 90075	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416716	CLM	Luis Meyer	1944-03-23	UHC-30679-05	4065743315	104 Indian School Rd, Atlanta, GA, 30330	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413992	CLM	Anna Clark	1952-04-05	—	2444950357	7111 Lincoln Way, San Diego, CA, 92156	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402668	CLM	Gary Ryan	1948-02-13	UHC-57701-74	4496817231	5326 Indian School Rd, Tucson, AZ, 85721	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407161	CLM	Ryan Duncan	2002-11-20	UHC-30657-74	5002363668	8674 Willow Ct, Plano, TX, 75024	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416219	CLM	Kyle Rogers	1941-02-15	UHC-43750-48	5772038067	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-416220	CLM	Kyle Rogers	1941-02-15	UHC-43750-48	5772038067	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-428629	CLM	Ethan Chavez	1951-07-01	UHC-43527-12	5118317688	2576 Central Ave, Tempe, AZ, 85272	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414927	CLM	Margaret Turner	1983-02-11	UHC-64447-70	7704076777	4357 Highland Ave, Tucson, AZ, 85797	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-423269	CLM	Brittany Sandoval	1970-02-25	—	9126413441	9784 Jefferson Ave, Charlotte, NC, 28253	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406717	CLM	Terry Hansen	1942-07-22	UHC-62241-49	3253685745	1582 Spring St, Seattle, WA, 98165	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406842	CLM	Lewis Charles	1965-02-28	—	4777413745	3573 Indian School Rd, Seattle, WA, 98102	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407589	CLM	Ashley Brooks	1991-03-10	UHC-93298-79	7187793598	1256 Canyon Rd, Phoenix, AZ, 85069	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423108	CLM	Raymond Collins	1971-03-26	—	3534901244	6254 Forest Ave, Seattle, WA, 98140	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411343	CLM	Emily Warren	2003-05-23	UHC-25540-23	8107369388	5528 Pine Dr, Charlotte, NC, 28236	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432678	CLM	Bruce Bennett	1966-04-06	UHC-40458-10	2022203023	1262 Union St, Miami, FL, 33108	0.78	Phone reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-408152	CLM	Christian Taylor	1940-05-07	UHC-16429-28	6009992787	5386 Valley View Dr, Dallas, TX, 75264	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423376	CLM	Jacob Cruz	1963-06-27	—	9732991035	9286 Desert Sky Blvd, Denver, CO, 80267	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-420281	CLM	Maria Carter	1941-07-21	—	9365847459	4284 Pine Dr, Gilbert, AZ, 85297	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-401161	CLM	Bryan Hansen	1945-11-13	—	3276988031	8525 Highland Ave, San Antonio, TX, 78231	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-408306	CLM	Brenda Banks	1977-01-16	—	3395057655	1732 Lincoln Way, Scottsdale, AZ, 85224	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-407086	CLM	Ralph Daniels	2001-07-07	—	6199844511	3822 Sage Ct, Phoenix, AZ, 85082	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407541	CLM	Mari Cooper	1963-02-22	UHC-53767-89	8275767030	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-410835	CLM	Albert F Lcuas	1979-10-06	—	5995432009	8067 Lincoln Way, Eden Prairie, MN, 55337	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423531	CLM	Ronald Reid	1953-06-20	UHC-88429-29	4767887847	6622 Park Pl, Scottsdale, AZ, 85277	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411937	CLM	Keith Ramirez	1954-06-19	—	4842642072	9683 Grand Ave, Tempe, AZ, 85201	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-402912	CLM	Kate Duncan	1958-06-19	—	8222004053	5680 Maple Ave, Nashville, TN, 37295	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-432810	CLM	Jennifer Cunningham	1940-02-25	—	6513695982	9866 Harbor Blvd, Gilbert, AZ, 85228	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420398	CLM	Tyler F Nelson	2004-09-03	UHC-31251-51	6667191800	1786 Central Ave, Orlando, FL, 32803	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419158	CLM	Jancie McCoy	2004-03-02	—	9487736586	7802 Oak St, Nashville, TN, 37293	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412433	CLM	Alice Henry	1942-11-22	—	3186401988	4514 Indian School Rd, Denver, CO	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-419386	CLM	Albert Balck	1944-11-07	UHC-18721-11	9566036193	5999 Palm Dr, Sacramento, CA, 95843	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431618	CLM	Christina Fuller	2002-06-02	UHC-61826-02	8107672507	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-417927	CLM	Sean H Dixon	2000-10-04	—	3477550518	3247 Mountain View Dr, Nashville, TN, 37264	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409168	CLM	Lawrence Adams	1971-01-08	UHC-57017-42	6979426797	529 Sunset Blvd, Charlotte, NC, 28238	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407152	CLM	Janice Harvey	1968-12-21	UHC-19715-72	4693479054	6297 Sage Ct, Dallas, TX, 75297	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417272	CLM	Danielle Jordan	1973-12-20	UHC-72650-33	8554587156	2275 Hillcrest Rd, Sacramento, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-407193	CLM	Gregory Freeman	1995-12-19	UHC-12093-91	7859233068	2761 Forest Ave, Miami, FL, 33177	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-411767	CLM	Alice Price	1963-10-13	—	6048482917	4590 Sunset Blvd, Atlanta, GA, 30315	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409261	CLM	Vincent Grriffin	1956-01-01	—	7414986730	2128 River Rd, Scottsdale, AZ, 85204	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424793	CLM	Tyler Waber	1967-01-20	UHC-32985-45	2105690851	5659 Main St, Las Vegas, NV, 89166	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-429243	CLM	Nicole Jordan	1958-06-05	UHC-95049-23	6652142279	7092 Maple Ave Apt 7, Houston, TX, 77017	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-428927	CLM	Kimberly Bell	2003-09-01	—	5979033704	3424 Central Ave, Tempe, AZ, 85277	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408351	CLM	Mariana D Fields	1960-11-22	UHC-96749-28	6022285654	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-407050	CLM	Denise Santos	1938-08-19	UHC-94172-06	5652734992	8780 Indian School Rd, Tampa, FL, 33662	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432245	CLM	Frak Alen	1974-11-07	UHC-03524-51	6138829522	3277 Baseline Rd, Seattle, WA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-429844	CLM	Wei Fowler	1945-11-15	UHC-49290-94	9897484588	8015 Mountain View Dr, Charlotte, NC, 28258	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

11,960 rows, page 129 of 240Previous Next