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

Enrollment, 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
ENR-142502	ENR	JackJunk	1970-07-24	UHC-08046-24	8167442788	5407 Camelback Rd, Denver, CO, 80236	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104815	ENR	Terry N Morales	1948-08-21	UHC-19948-47	9608529319	8071 Elm St, Charlotte, NC, 28244	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110266	ENR	Jean Burns	1980-05-17	UHC-41583-14	5248001381	1940 Pine Dr, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126265	ENR	Mateo S Diaz	1952-06-25	UHC-92907-25	5253721839	2968 Apache Blvd # 166, Houston, TX, 77085	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-121681	ENR	Joan J Price	—	—	2766218860	390 Park Pl, Columbus, OH, 43262	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100734	ENR	Scott Stephens	1938-05-09	—	6525772506	9849 Sunset Blvd, Fresno, CA, 93701	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-136899	ENR	Sara Fuller	1981-12-28	UHC-29998-63	2059339536	7171 Sage Ct, Atlanta, GA, 30308	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130455	ENR	Sofia Silva	1960-09-16	UHC-37027-49	2662382510	7071 Maple Ave # 364, Mesa, AZ, 85288	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133622	ENR	Emily S Knight	1985-04-13	UHC-61707-51	4877676188	7278 Harbor Blvd, Jacksonville, FL, 32251	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111222	ENR	Shirley Evans	1970-10-24	UHC-22690-85	6506734147	286 Apache Blvd, San Diego, CA, 92167	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100798	ENR	Alan Contreras	1939-06-09	UHC-96866-71	5394291294	7196 Bayshore Dr, Tampa, FL, 33627	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126116	ENR	Teresa Dixon	1970-04-03	UHC-78294-80	7039456181	5177 Camelback Rd, Dallas, TX, 75270	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-115343	ENR	Valentina K Ramos	1980-08-17	UHC-69832-38	6447470118	2735 Bayshore Dr, Mesa, AZ, 85279	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127260	ENR	Raymond Cole	1993-06-08	UHC-49275-83	5529928065	2312 Ocean Ave, Tempe, AZ, 85299	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123712	ENR	Kathy D Walker	1940-08-06	UHC-76486-86	3776547558	1984 Market St, Tampa, FL, 33697	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109820	ENR	Alex Diaz	1989-10-04	UHC-67481-57	4158570050	5065 Church St, Scottsdale, AZ, 85235	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104900	ENR	Ryan M Rose	1964-12-20	UHC-82883-13	8662211364	2981 Central Ave, Columbus, OH, 43266	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128649	ENR	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-132590	ENR	Noah P Allen	1981-06-27	UHC-20780-46	3715458593	2225 Market St, San Diego, CA, 92187	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107069	ENR	Natalie Larson	1999-01-13	UHC-29101-12	7118741072	199 Grand Ave, Plano, TX, 75040	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141704	ENR	Paul B Spencer	1995-07-01	UHC-67711-94	4652853630	2559 Desert Sky Blvd, Tempe, AZ, 85244	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-124966	ENR	Ashley D Hall	2002-03-15	UHC-12898-35	2685977492	5373 Jefferson Ave Apt 27, Nashville, TN, 37281	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127473	ENR	Marcus Rojas	1979-09-12	UHC-13207-05	9517343345	6350 Sunset Blvd Apt 29, Miami, FL, 33195	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121984	ENR	Charles J Watson	1952-06-16	UHC-58095-79	7102090425	2196 Spring St # 310, Tempe, AZ, 85221	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125750	ENR	Mariana X Kellly	1981-08-25	UHC-11420-45	6816069230	5286 Indian School Rd Apt 40, Miami, FL, 33119	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105077	ENR	Ralph Martin	1998-03-07	UHC-12107-12	8033433261	6955 Harbor Blvd, Glendale, AZ, 85356	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140306	ENR	Jose Harvey	1970-03-26	UHC-69584-36	4945313776	579 Apache Blvd, Tempe, AZ, 85249	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117853	ENR	Robert B Contreras	2005-08-26	UHC-93870-33	8327674829	5931 Central Ave, Dallas, TX, 75265	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126695	ENR	Sandra Jackson	1964-01-25	UHC-78773-38	6288326945	2200 Hillcrest Rd, Denver, CO, 80269	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138662	ENR	Steven C Tucker	1981-11-25	UHC-06585-82	8319356904	8277 Highland Ave, Phoenix, AZ, 85056	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127745	ENR	Doris M Bell	1957-03-09	UHC-49343-44	6277660285	3718 Forest Ave, Nashville, TN, 37265	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135254	ENR	Joseph D Berry	1999-08-25	UHC-73065-25	5198393357	3868 Main St, Atlanta, GA, 30372	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104793	ENR	Raymond N Armstrong	—	UHC-54364-17	8808589858	2275 Forest Ave, Sacramento, CA, 95851	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121663	ENR	Jesse E Mejia	1982-09-22	UHC-47683-50	9797588846	1024 Oak St, Dallas, TX, 75283	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137854	ENR	Charles Fields	1974-01-11	UHC-66165-35	2042611547	8642 Valley View Dr, Glendale, AZ, 85394	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124476	ENR	Camila Shaw	1945-10-10	UHC-48277-33	3027155032	7398 Main St, Tucson, AZ, 85777	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101245	ENR	Douglas J Hughes	1942-02-13	UHC-77466-69	3112311066	9585 Union St, Atlanta, GA, 30383	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139816	ENR	Brenda P Guerrero	1989-08-12	UHC-76710-72	2902383631	2456 Maple Ave, Sacramento, CA, 95828	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100700	ENR	Bobby T Rios	—	UHC-87914-49	8625484940	3864 Mountain View Dr, Minneapolis, MN, 55471	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128396	ENR	Carlos Sullivan	1948-05-15	UHC-14063-41	5736598305	4850 Mountain View Dr, Denver, CO, 80260	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-140165	ENR	Harold E Howell	1939-01-19	UHC-94504-49	5406356672	300 Washington St, Nashville, TN, 37219	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-121512	ENR	Lori Z Delgado	1974-04-12	UHC-04696-33	5055025368	2102 Main St, Sacramento, CA, 95857	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-100236	ENR	Kenneth M Johnston	1992-11-04	UHC-07144-10	7872604031	3346 Park Pl # 258, Tempe, AZ, 85278	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142409	ENR	Brandon K Jimenez	2006-08-06	UHC-22137-50	6559486590	7370 Palm Dr, Tempe, AZ, 85220	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138292	ENR	Lisa H Taylor	—	—	2418473837	1069 Baseline Rd, Eden Prairie, MN, 55389	0.62	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-139529	ENR	Ronald U Butler	1971-07-18	UHC-23449-92	8394708174	6971 Lake View Rd, Las Vegas, NV, 89162	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123828	ENR	Amber W Cox	1970-12-21	UHC-11328-76	4127957244	2746 Park Pl, Glendale, AZ, 85330	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134471	ENR	Henry Jimenez	—	UHC-49218-90	9019579852	2837 Maple Ave, San Antonio, TX, 78242	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-121708	ENR	Valentina G Garrett	1942-11-17	UHC-09961-92	6858796075	8627 Willow Ct, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118336	ENR	Bradley Freeman	1999-01-11	UHC-36302-01	5472081684	8611 Main St, Plano, TX, 75087	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 111 of 564Previous Next