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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407482	CLM	Jeremy R Patel	1990-06-20	UHC-07309-11	2818759233	9506 Meadow Ln, Miami, FL, 33164	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-117510	ENR	Lauren Barnes	1972-07-01	UHC-99671-08	7519611613	2367 Grand Ave # 928, San Diego, CA, 92129	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-61321	TPA	Jack Kennedy	1955-03-14	—	—	1930 Valley View Dr, Orlando, FL, 32880	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
PRV-20638	PRV	Bryan Payne	1956-12-24	—	—	5689 Jefferson Ave, Seattle, WA, 98150	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
CLM-411279	CLM	Patricia Kennedy	—	UHC-91915-41	4473083352	6142 Harbor Blvd, Los Angeles, CA, 90015	0.34	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+5 more
CLM-401260	CLM	Nancy Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL, 32816	0.34	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
ENR-105689	ENR	Randy B Tucker	1981-03-15	UHC-72020-56	2363621547	9264 Mesa Dr Apt 32, Orlando, FL, 32840	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105690	ENR	Randy B Tucker	1981-03-15	UHC-72020-56	2363621547	9264 Mesa Dr Apt 32, Orlando, FL, 32840	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
TPA-63630	TPA	Julia Reyes	—	—	—	4574 Harbor Blvd, San Antonio, TX, 78214	0.34	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
ENR-118837	ENR	Wayne James	—	UHC-68623-27	9867199525	75 Willow Ct, Gilbert, AZ	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-124171	ENR	Theresa T Cooper	1955-01-21	UHC-72449-82	4055367414	5258 Lake View Rd, Tempe, AZ	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-402743	CLM	Harold T Welch	1941-11-24	UHC-33123-36	2585733297	3308 Desert Sky Blvd, Chandler, AZ, 85289	0.34	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+5 more
PRV-20864	PRV	Juan S Silva	1974-10-08	—	6512826389	5111 Mountain View Dr # 820, Las Vegas, NV, 89175	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-426189	CLM	Mark Marquez	1953-02-28	UHC-00810-97	7106427661	5772 Sage Ct, San Antonio, TX, 78271	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-401133	CLM	Diana Daan	2003-02-25	—	7933379623	9896 Sage Ct # 654, Dallas, TX, 75271	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-425242	CLM	Megan M Butler	—	UHC-88806-59	7994156664	8973 Church St, Atlanta, GA, 30351	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-112522	ENR	Abigail Montgomery	1945-06-27	UHC-74702-59	7394997841	3460 Forest Ave, Minneapolis, MN, 55448	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102473	ENR	Aisha F Weaver	1999-10-25	UHC-45713-40	—	6879 Jefferson Ave, Las Vegas, NV, 89110	0.34	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+5 more
PRV-23965	PRV	Joshua M Yang	2005-08-04	UHC-41387-41	5506881599	463 Palm Dr # 848, Plano, TX, 75040	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-118904	ENR	Diane Weaver	1964-05-12	UHC-06730-84	6523849284	2791 Maple Ave Apt 3, Atlanta, GA, 30319	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-420341	CLM	Hannah Roberts	1971-11-23	UHC-68689-28	—	8378 Bayshore Dr Apt 39, Tempe, AZ, 85209	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-126120	ENR	Mei Y White	1958-08-20	UHC-19755-67	—	3997 Central Ave Apt 39, Eden Prairie, MN, 55329	0.34	Middle initial moved out of first name Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-400155	CLM	Justin Espinoza	1972-09-14	UHC-99989-03	—	2598 Elm St Apt 32, Eden Prairie, MN, 55317	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-60282	TPA	Emma Sullivan	1967-11-11	—	7446131602	6436 Cedar Ln, Las Vegas, NV	0.34	Phone reformatted Street suffix standardised Address re-cased City re-cased+5 more
PRV-26087	PRV	Bradley Foster	1992-10-12	—	3692183356	8231 Grand Ave, Tempe, AZ, 85290	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-142333	ENR	Hiroshi P Medina	1940-07-01	UHC-21576-77	3124413758	8974 Main St, San Antonio, TX, 78298	0.34	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-424921	CLM	Frances Davis	1990-05-01	—	—	8923 Desert Sky Blvd, Plano, TX, 75019	0.34	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+5 more
PRV-28405	PRV	Valentina Scott	1983-10-26	—	3452260399	6070 Elm St, Gilbert, AZ, 85220	0.34	Phone reformatted Street suffix standardised Address re-cased State name converted to code+5 more
PRV-25773	PRV	Joose L Schultz	1998-12-25	UHC-22544-02	—	6038 Oak St, Orlando, FL, 32885	0.34	Name re-cased Street suffix standardised Address re-cased City re-cased+5 more
ENR-119374	ENR	Jose R Carlson	—	UHC-41726-72	3623464579	2996 Elm St, Fresno, CA, 93744	0.34	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-417999	CLM	Joan Robertson	2002-07-11	—	—	9644 Forest Ave, Houston, TX, 77009	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-126658	ENR	Frances W Hicks	1979-09-05	UHC-42723-22	5154535781	284 Mountain View Dr, Tampa, FL, 33673	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-410566	CLM	Christine Gonzales	1943-05-07	—	—	1128 Valley View Dr, Miami, FL, 33127	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-127006	ENR	Theresa Y Mendoza	1997-10-15	UHC-04834-10	7454617319	6953 Market St, Charlotte, NC	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-63234	TPA	Jessica Scott	1971-03-12	—	2247301960	2188 Hillcrest Rd, Gilbert, AZ, 85274	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-64253	TPA	David Myers	1999-02-24	UHC-12504-38	5834592995	6706 Maple Ave, Glendale, AZ, 85371	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-407199	CLM	Henry Miller	1963-04-22	—	3947673552	5024 Valley View Dr, Los Angeles, CA, 90043	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-417470	CLM	Tyler Henry	1986-08-10	UHC-53217-87	—	3742 Palm Dr, Nashville, TN, 37277	0.34	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+5 more
ENR-122034	ENR	Laura Shaw	1984-02-18	UHC-82706-16	8946662339	1378 Forest Ave, Houston, TX	0.34	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-401669	CLM	Frank Li	1974-10-04	UHC-11541-03	3346189898	365 Highland Ave, Mesa, AZ, 85209	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-109409	ENR	Ralph E Perry	1979-12-08	UHC-71340-83	—	9310 Lake View Rd, Jacksonville, FL	0.34	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+5 more
PRV-25145	PRV	Roger Edwards	2002-01-01	—	8782199861	1085 Forest Ave, Plano, TX	0.34	Phone reformatted Street suffix standardised Address re-cased State name converted to code+5 more
TPA-51950	TPA	Willie Boyd	2004-10-16	—	7626248254	9492 Apache Blvd, Fresno, CA, 93787	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-20449	PRV	Sam Hayes	—	UHC-36765-49	3629297240	2104 Ocean Ave, Jacksonville, FL	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101572	ENR	John Powell	1942-04-22	UHC-16950-26	8695557796	2053 Canyon Rd Apt 40, Los Angeles, CA, 90049	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-136468	ENR	Sophhia Ryan	1966-08-03	UHC-48990-31	5818771242	8766 Spring St, Seattle, WA	0.34	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
CLM-416705	CLM	Logan Wilson	1998-01-09	UHC-97610-18	8814440387	2659 Ocean Ave, Orlando, FL	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-113503	ENR	Shirley E Phillips	1962-01-13	UHC-09624-69	4425085432	994 Jefferson Ave, Charlotte, NC	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113502	ENR	Shirley E Phillips	1962-01-13	UHC-09624-69	4425085432	994 Jefferson Ave, Charlotte, NC	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-408784	CLM	Elizabeth U Bell	1968-12-27	UHC-65359-87	3476491358	4741 Hillcrest Rd, Dallas, TX, 75249	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more

16,828 rows, page 7 of 337Previous Next