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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114231	ENR	Albert O Santos	1985-08-12	UHC-10621-50	6659790940	2953 Union St, Chandler, AZ, 85221	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119212	ENR	Sandra Soto	2001-10-01	UHC-82070-02	2129714286	9307 Mesa Dr Apt 32, Denver, CO, 80280	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126242	ENR	Wayne Davis	1956-05-25	UHC-67278-96	—	4681 Oak St, Eden Prairie, MN, 55309	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112429	ENR	Sara B Ramos	1998-09-02	UHC-90845-02	6568151176	4731 Sage Ct, San Diego, CA, 92168	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116637	ENR	Sharon Jordan	1940-10-09	UHC-95905-11	4188870161	9743 Ridge Rd, Jacksonville, FL, 32207	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115513	ENR	Jeffrey Vazquez	2007-06-12	UHC-94739-65	5369495497	2458 Lincoln Way Apt 23, Houston, TX, 77061	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-134056	ENR	Jusitn I Rojas	1950-01-27	UHC-93944-47	4103007271	5377 Cedar Ln, Mesa, AZ, 85260	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104102	ENR	Diego Daniels	1953-10-13	UHC-77752-86	2393579243	3198 Highland Ave, Eden Prairie, MN, 55357	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117757	ENR	Keith Woods	1954-03-22	UHC-83597-46	2623073328	8189 River Rd # 524, Denver, CO, 80224	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-101385	ENR	Anthony Sanchez	1983-04-09	UHC-43379-66	8755378938	8793 River Rd, Chandler, AZ, 85294	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139174	ENR	Luis Y Stevens	2002-07-18	UHC-41015-83	—	7599 Grand Ave, Sacramento, CA, 95850	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129708	ENR	Hannah White	1953-06-08	UHC-97230-82	8913079627	4277 Palm Dr, Eden Prairie, MN, 55368	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137045	ENR	Alice Cruz	1939-01-08	UHC-28830-68	4732383423	4350 Meadow Ln, Houston, TX, 77029	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111958	ENR	Larry V Smith	1953-11-11	UHC-68077-82	6647007187	1043 Park Pl Apt 30, Las Vegas, NV, 89107	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134772	ENR	Zachary G Delgado	1993-04-17	UHC-61679-39	9088226788	305 Elm St, Las Vegas, NV, 89168	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-134303	ENR	Abigaail Nguyen	1983-08-14	UHC-73153-32	8667394037	293 Harbor Blvd, Phoenix, AZ, 85090	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134372	ENR	Stephanie Singh	1974-07-10	UHC-26939-03	5383449865	3553 Ocean Ave, San Diego, CA, 92157	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129724	ENR	Robert Q Torres	1954-09-05	UHC-04834-05	5023469011	5873 Lake View Rd # 793, Chandler, AZ, 85254	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-130309	ENR	Carolyn Butler	1996-09-24	UHC-60274-91	3125361293	116 Meadow Ln Apt 3, Denver, CO, 80250	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105013	ENR	Kathryn Z Edwards	1960-06-06	UHC-87671-76	5299504613	4681 Ocean Ave, Atlanta, GA, 30382	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137577	ENR	Gabriel G Riley	1973-07-26	UHC-30685-65	7886189483	7975 Washington St, Miami, FL, 33140	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124771	ENR	Lucia Franklin	1961-12-27	UHC-71285-85	3859634515	4600 Ridge Rd, Nashville, TN, 37263	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103456	ENR	Virginia M Moore	1952-11-16	UHC-66744-78	7366392874	6835 Pine Dr Apt 26, Miami, FL, 33172	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-105977	ENR	Ahmed R Hill	1939-10-14	UHC-13347-11	—	6465 Spring St, Tempe, AZ, 85249	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-116989	ENR	Nicholas Price	1942-09-03	UHC-89676-44	—	4129 Maple Ave, Fresno, CA, 93785	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-105859	ENR	Anna Z Reyes	—	UHC-62772-75	9174886248	273 Highland Ave, Austin, TX, 78775	0.50	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-111855	ENR	Ruth Lewis	1970-09-20	UHC-46141-66	7488133012	4673 Market St, Sacramento, CA, 95801	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-136786	ENR	Amber Tran	1950-07-23	UHC-66499-50	2176414689	7892 Highland Ave # 733, Nashville, TN, 37202	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120826	ENR	Keith White	1950-05-09	UHC-00331-85	5229317985	5603 Jefferson Ave, Denver, CO, 80215	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136006	ENR	Sharon Williamson	—	UHC-81879-83	5442846180	938 Camelback Rd, Eden Prairie, MN, 55304	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-102212	ENR	Kylle Q Wang	1939-09-22	UHC-43409-27	2606172007	5461 Indian School Rd, Fresno, CA, 93741	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138726	ENR	Julia B Lucas	1981-07-20	UHC-72844-78	3215592607	504 Sunset Blvd, Minneapolis, MN, 55447	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105506	ENR	Daniel Matthews	1942-11-06	UHC-84431-15	7993957727	2893 Church St # 942, Tucson, AZ, 85714	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100558	ENR	Terry I Martinez	1970-10-08	UHC-27731-53	6723861608	5456 Park Pl, San Antonio, TX, 78251	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117769	ENR	Sephen N Miller	1973-09-12	UHC-27582-63	3896210901	800 Central Ave, Sacramento, CA, 95811	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141428	ENR	Hannah G Luna	1948-02-25	UHC-64545-19	9574752730	7909 Spring St, Dallas, TX, 75212	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131702	ENR	Betty W Perez	1993-11-02	UHC-48568-73	6404220879	7980 Sage Ct, Houston, TX, 77045	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113849	ENR	Karen Jones	2002-07-28	UHC-76594-76	7426539630	203 Washington St, Los Angeles, CA, 90029	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-142250	ENR	Carol X Hoffman	1961-10-11	UHC-22754-18	6155433254	2719 Elm St, Mesa, AZ, 85249	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-106566	ENR	Janet D Rios	1994-08-18	UHC-21359-12	4443876382	2984 Canyon Rd, Orlando, FL, 32801	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-139692	ENR	Wayne Z Wells	1995-08-28	UHC-44029-86	2015292038	1864 Oak St Apt 8, Nashville, TN, 37210	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135387	ENR	Martha P Jenkins	1987-01-15	UHC-38108-73	2944769082	8650 Apache Blvd, Sacramento, CA, 95821	0.50	Name re-cased Phone reformatted SSN last four extracted State name converted to code+3 more
ENR-100667	ENR	Hiroshi I Payne	1973-06-23	UHC-37270-06	8092524500	6131 Apache Blvd, Austin, TX, 78777	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108351	ENR	Camila D Murphy	1983-01-06	UHC-75358-97	5742191506	3039 Pine Dr, Glendale, AZ, 85303	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126934	ENR	Alan P Rice	1997-11-15	UHC-77693-50	7126101939	1231 Desert Sky Blvd, Phoenix, AZ, 85087	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126933	ENR	Alan P Rice	1997-11-15	UHC-77693-50	7126101939	1231 Desert Sky Blvd, Phoenix, AZ, 85087	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135409	ENR	Daniel Y Jensen	1974-09-12	UHC-77446-05	9178022537	3605 Baseline Rd, Chandler, AZ, 85239	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129074	ENR	Marcus P Lewis	1981-05-06	UHC-53639-04	3939827389	2066 Main St, Atlanta, GA, 30343	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108920	ENR	Jean Myers	1977-02-04	UHC-89681-88	4287338255	4776 Pine Dr, Orlando, FL, 32867	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-104768	ENR	Lawrence V Estrada	1944-10-22	UHC-71464-18	2576532633	4645 Harbor Blvd, Columbus, OH, 43290	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

3,951 rows, page 18 of 80Previous Next