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-411092	CLM	Luis Garcia	1978-11-12	—	2956216787	8262 Main St, Scottsdale, AZ, 85296	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432823	CLM	Maggie Z Patel	1991-06-28	UHC-64158-82	2595516968	6042 Hillcrest Rd, Austin, TX, 78791	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412570	CLM	Noah Sims	2002-05-14	—	4558356842	7793 Harbor Blvd, Chandler, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406521	CLM	Bobby Matthews	1973-05-04	UHC-97499-90	8667454117	5402 Grand Ave, Tempe, AZ, 85253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427475	CLM	Shirley Lopez	—	UHC-32327-74	6152096793	3855 Palm Dr, Plano, TX, 75085	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432745	CLM	Rachel S Young	1961-08-26	UHC-25987-45	4184344851	8725 Cedar Ln, Phoenix, AZ, 85076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412307	CLM	Isabella Black	1988-09-02	—	8686574633	521 Spring St, San Diego, CA, 92104	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403911	CLM	Donna Griffin	1944-10-13	—	4248572041	9479 Pine Dr, Chandler, AZ, 85257	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-419758	CLM	George Valdze	1998-11-25	UHC-34806-17	8909128333	3498 Church St, Charlotte, NC, 28245	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428323	CLM	Michelle G Harrison	2000-04-28	—	7899307291	2767 Indian School Rd # 822, Jacksonville, FL, 32204	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
CLM-402159	CLM	Ana Fox	1954-09-13	UHC-70153-80	6986402423	9363 Lake View Rd, Minneapolis, MN, 55496	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420521	CLM	Judith Ford	1949-12-12	UHC-34094-33	8073744480	4607 Mountain View Dr, Miami, FL, 33147	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403546	CLM	Teresa Wilson	1977-09-18	UHC-45385-63	3675462817	456 Canyon Rd, Tucson, AZ, 85775	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405495	CLM	Lori Fowler	1972-10-21	UHC-41558-85	3782491059	194 Church St Apt 5, Tampa, FL, 33640	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421343	CLM	Eugene Spencer	1980-09-06	—	7877832098	480 Bayshore Dr, San Antonio, TX, 78214	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402252	CLM	Nancy Bennett	—	—	4122555921	7655 Bayshore Dr, Denver, CO, 80244	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402770	CLM	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-426249	CLM	Wayne Hunt	1959-02-25	UHC-34787-44	6206361503	8367 Willow Ct, Tucson, AZ, 85769	0.64	Phone reformatted SSN last four extracted City re-cased State name converted to code+2 more
CLM-407508	CLM	Andrea Kennedy	1959-07-01	UHC-99655-87	3103531687	7806 Market St, Phoenix, AZ, 85020	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421653	CLM	Jim M Maldonado	1954-08-19	—	2759874401	9382 Mountain View Dr, Mesa, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413704	CLM	Ryyan Harvey	1976-06-26	UHC-08814-34	7476642665	5411 Harbor Blvd, Mesa, AZ, 85272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431968	CLM	Randy Foster	2000-01-18	—	3544723810	8906 Palm Dr, Denver, CO, 80215	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408880	CLM	Juna Powell	1975-01-22	UHC-99289-88	4517712270	1179 Bayshore Dr, Los Angeles, CA, 90058	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424441	CLM	Kenneth Daniels	1986-12-06	—	3872567309	3524 Central Ave, Orlando, FL, 32837	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431657	CLM	Billy Fisher	1980-06-20	—	6996269135	1611 Hillcrest Rd, Seattle, WA, 98155	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420760	CLM	Larry Gordon	1942-10-07	UHC-57084-06	3192964336	3764 Canyon Rd, Atlanta, GA, 30331	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-417113	CLM	Alan Lane	1982-06-10	UHC-36065-99	8393582959	3933 Pine Dr, Plano, TX, 75096	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411891	CLM	RyanJunk	1965-12-23	UHC-60653-85	7176395510	5944 Lake View Rd, Sacramento, CA, 95886	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421229	CLM	Sharon Reynolds	1980-02-01	UHC-55069-69	5148055266	653 Ocean Ave, San Diego, CA, 92167	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426372	CLM	Sharon Salazar	1961-01-18	—	3908660416	1694 Mesa Dr, Atlanta, GA, 30393	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-419558	CLM	Rachel Wagner	1967-02-28	—	6884301702	3551 Palm Dr, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418280	CLM	Beerly Moreno	1956-04-28	—	2828058561	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-427165	CLM	Nicholas H Le	1977-05-15	UHC-49251-67	8577396860	4494 Spring St, Orlando, FL	0.64	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
CLM-430906	CLM	Eugene Edwards	1968-07-25	UHC-48436-70	8592826276	4403 Highland Ave, Plano, TX, 75001	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411711	CLM	Anthony Carr	1972-04-27	UHC-16569-19	5814629705	8920 Sage Ct, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405642	CLM	Andrew Davis	—	UHC-87127-13	9404659477	1983 Oak St, Tucson, AZ, 85725	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427334	CLM	Abigail Stephens	1949-09-04	UHC-27778-62	3274791689	7724 Camelback Rd, Plano, TX, 75070	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420289	CLM	Sarah Hall	1963-09-18	—	7335977930	7399 Park Pl # 381, Gilbert, AZ, 85205	0.64	Phone reformatted Unit split from street City re-cased Gender normalised+2 more
CLM-406296	CLM	Rebecca T Moore	2000-10-24	—	2115351340	6114 Meadow Ln # 964, Charlotte, NC, 28211	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
CLM-432552	CLM	Charles Wang	1970-06-14	—	8633778761	8724 Camelback Rd, Charlotte, NC, 28249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432105	CLM	Margaret Stone	1939-12-20	UHC-82602-39	9749293907	854 River Rd, Phoenix, AZ, 85041	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427736	CLM	Lucia Hughes	1939-07-22	—	3725976654	3294 Lake View Rd, Atlanta, GA, 30345	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413531	CLM	Brian Parker	1983-03-04	—	4525864470	5116 Ocean Ave, Minneapolis, MN, 55460	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414179	CLM	Ann Lee	1965-09-22	UHC-72493-08	8208983586	4216 Church St, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405105	CLM	Mary A Miller	1961-10-25	—	4732937664	870 Market St Apt 21, Orlando, FL, 32832	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413659	CLM	Timothy Dixon	1951-11-17	—	4456310971	1368 Ridge Rd, Plano, TX, 75078	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401485	CLM	Natalie Simpson	1940-11-11	—	4947090529	4332 Maple Ave, Jacksonville, FL, 32207	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426010	CLM	Brenda Lee	1955-11-20	UHC-79610-84	3389901135	1869 Cedar Ln, Houston, TX, 77051	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416313	CLM	Kathy W Johnston	1964-01-05	—	6596069361	5071 Elm St, Miami, FL, 33109	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-428527	CLM	Billy R Dunn	—	UHC-74132-11	7107005817	8863 Bayshore Dr, Fresno, CA, 93746	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 64 of 240Previous Next