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 “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
PRV-21295	PRV	Jose Jackson	1981-11-23	—	7586541092	2459 Ridge Rd # 269, Dallas, TX, 75244	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-119730	ENR	Anthony Wilson	1939-06-01	UHC-13776-69	9828141368	2727 Ridge Rd, Fresno, CA, 93778	0.48	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-127467	ENR	Grace N Patterson	1983-10-22	UHC-65183-74	9579054803	2433 Forest Ave, Jacksonville, FL, 32214	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128912	ENR	Terry N Lawson	1974-04-04	UHC-03302-69	4487968474	3688 Hillcrest Rd, Eden Prairie, MN, 55383	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61119	TPA	Ronald Reed	1957-07-28	—	6295520385	6289 Baseline Rd, Tucson, AZ, 85783	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-102075	ENR	Nancy E Harper	1959-06-26	—	5077890554	7991 Apache Blvd, Scottsdale, AZ, 85223	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-25665	PRV	Bradley J Reyes	1949-11-12	UHC-33181-94	—	7930 Harbor Blvd # 578, Glendale, AZ, 85330	0.48	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
TPA-61745	TPA	Victoria Hill	1974-05-05	—	4052098436	7117 Pine Dr Apt 11, Phoenix, AZ, 85036	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-113251	ENR	Willie G Espinoza	—	UHC-99098-64	3943371897	6665 Harbor Blvd, Chandler, AZ, 85275	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-109964	ENR	Debra Burke	1991-04-23	UHC-64755-30	8818232393	3712 Bayshore Dr, Tampa, FL, 33619	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-50987	TPA	Pamela R Vazquez	1976-04-22	—	2657718014	2062 Park Pl, Fresno, CA, 93758	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118555	ENR	Betty K Larson	1944-06-06	UHC-50271-71	6958636190	304 Baseline Rd, Orlando, FL, 32814	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100045	ENR	Ruth J Price	1978-12-03	UHC-48375-18	—	5458 Canyon Rd, Seattle, WA, 98144	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-430953	CLM	Randy Valdez	1956-02-15	UHC-86863-81	—	1385 Ocean Ave, Columbus, OH, 43289	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-23100	PRV	Gregory Hudson	1954-02-04	—	5356368820	8058 Main St, Nashville, TN, 37262	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105416	ENR	Betty Padilla	1979-09-12	UHC-00259-16	—	7491 Canyon Rd, Tampa, FL, 33609	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-124854	ENR	Ethan T Mitchell	1954-08-17	UHC-64818-21	2938524806	4533 Valley View Dr, Atlanta, GA, 30372	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127103	ENR	Benjamin B Weaver	1996-08-10	UHC-20232-99	—	3047 Willow Ct, Columbus, OH, 43204	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-418024	CLM	Yuki Murphy	1945-05-16	UHC-24467-37	7952192534	3311 Ocean Ave, Sacramento, CA, 95816	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-409460	CLM	Christian X Rojas	2002-10-10	—	7739920381	2152 Oak St, Phoenix, AZ, 85074	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
ENR-138746	ENR	Mei Robertson	1987-02-22	UHC-47647-46	7328625172	8987 Desert Sky Blvd, Jacksonville, FL, 32275	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102158	ENR	Philip T Hall	1945-11-02	UHC-71742-64	2372809330	3728 Hillcrest Rd, San Diego, CA, 92177	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63997	TPA	Gabriel Gilbert	1987-01-10	—	6913199613	9797 River Rd, Tucson, AZ, 85723	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-21575	PRV	Benjamin Olson	2003-05-25	UHC-22547-34	5366530115	7725 Palm Dr # 418, Las Vegas, NV, 89195	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-400529	CLM	Dorothy Hill	1999-08-03	UHC-52013-53	2707688647	7095 Elm St, Orlando, FL, 32863	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137589	ENR	Kevin Howard	1967-09-16	UHC-68679-39	4834384719	5866 Sunset Blvd, Chandler, AZ, 85212	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415564	CLM	Lori Roberts	—	UHC-78605-17	—	9741 Canyon Rd, Houston, TX, 77071	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
TPA-60917	TPA	Elizabeth Jones	1996-02-25	—	—	9833 Oak St, Los Angeles, CA, 90087	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-128036	ENR	Carlos M Hughes	1955-05-05	UHC-29904-36	3896114765	516 Sunset Blvd Apt 37, Plano, TX, 75047	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-117107	ENR	Judy Stevens	1962-08-11	UHC-82487-20	4019688917	3652 Palm Dr, Los Angeles, CA, 90041	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-23343	PRV	Keith Wells	1992-08-05	—	2406608858	8900 Pine Dr, Dallas, TX, 75220	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-131811	ENR	Luis G Perry	1946-06-14	UHC-22698-52	—	8902 Park Pl, Tucson, AZ, 85755	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133959	ENR	Jennier K Graham	1962-09-18	UHC-93558-25	8744961988	8552 Highland Ave, Houston, TX, 77064	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417351	CLM	Samuel West	1959-04-07	UHC-29799-48	4113394871	6720 Willow Ct, Austin, TX, 78770	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412271	CLM	Jerry Jensen	1955-08-28	UHC-63050-35	2679586582	4916 Sunset Blvd, Nashville, TN, 37255	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429831	CLM	Jesse Lewis	1976-02-19	UHC-25390-99	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23116	PRV	Lucia F Edwards	1970-06-17	—	4374751530	6382 Jefferson Ave, Dallas, TX, 75299	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136504	ENR	Ruh C Montgomery	1968-10-18	UHC-83646-29	—	125 Sunset Blvd, Atlanta, GA, 30383	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-113152	ENR	Tler Sullivan	1992-07-06	UHC-70041-90	9603215648	1500 Meadow Ln, Miami, FL, 33115	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409998	CLM	Pamela Hicks	1990-09-04	—	2336900495	6514 Mountain View Dr, Plano, TX, 75056	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-405986	CLM	Deborah Vasquez	1956-12-13	UHC-04821-42	—	6123 Highland Ave, San Diego, CA, 92150	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-405876	CLM	Deborah Ramos	1996-05-03	UHC-13452-14	6499736227	2747 Baseline Rd, Los Angeles, CA, 90008	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-406777	CLM	Bradley B Russell	2000-07-16	UHC-45171-11	2749922193	5244 Valley View Dr, Minneapolis, MN, 55446	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-414746	CLM	Lori Jones	—	UHC-48852-57	8696786494	7860 Mesa Dr, Atlanta, GA, 30367	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-117997	ENR	Elizabeth N Contreras	1965-06-13	UHC-92452-26	7145030138	5143 Elm St, Nashville, TN, 37247	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408510	CLM	Vincent Stevens	1975-10-05	UHC-60712-59	4723952432	1528 Baseline Rd, Sacramento, CA, 95845	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410757	CLM	Shirley Armstrong	1993-03-18	—	2675831872	5754 Harbor Blvd, San Antonio, TX, 78224	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-407602	CLM	Anthony Murphy	1959-01-19	UHC-88733-62	—	528 Canyon Rd, Phoenix, AZ, 85024	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407400	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more
CLM-407401	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more

8,263 rows, page 23 of 166Previous Next