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

Provider network, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29537	PRV	Jeremy Jacobs	1965-10-04	UHC-51630-28	—	4442 Meadow Ln, Seattle, WA, 98134	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-27422	PRV	Gary West	1950-10-18	—	4963977857	9832 Grand Ave, Fresno, CA, 93796	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27250	PRV	Joyce Sanchez	1966-10-24	UHC-16910-09	—	2620 Market St, Las Vegas, NV, 89104	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-25619	PRV	Kevin F Stevens	1993-10-06	UHC-84647-19	5723201256	3605 Ridge Rd, Chandler, AZ, 85233	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20930	PRV	Zachary Reynolds	2006-09-10	—	9077672286	1038 Main St, Plano, TX	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-21075	PRV	Austin Wagner	1939-09-24	UHC-81000-54	4543577614	372 Harbor Blvd # 161, Mesa, AZ, 85269	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-28175	PRV	Laura Arnold	1982-09-24	—	3894033525	6320 Main St, Scottsdale, AZ, 85283	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22597	PRV	Ethan Ramos	2005-04-01	—	4943074464	7771 Spring St, Tampa, FL, 33654	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23240	PRV	Mason R Wagner	1966-04-13	—	2297681839	6319 Jefferson Ave, Miami, FL, 33175	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
PRV-26437	PRV	Gerald Bell	1972-01-17	—	7545231201	581 Oak St, Mesa, AZ, 85264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24818	PRV	Teresa Medina	1959-09-08	—	8212934749	6674 Central Ave # 648, Denver, CO, 80272	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-27722	PRV	Judy Nelson	1952-10-02	—	7873525343	5320 River Rd, Tucson, AZ, 85710	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28518	PRV	Kayla Mitchell	1985-01-11	—	9583016221	5324 Desert Sky Blvd, Miami, FL, 33121	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26869	PRV	Denise Vargas	1949-10-23	—	6146730135	4158 Central Ave, Nashville, TN, 37205	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-28446	PRV	Greg V Luna	1966-07-21	UHC-06652-38	5112491982	1761 Canyon Rd, Phoenix, AZ, 85020	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-22458	PRV	Abigail Simmons	1944-10-04	—	2564847168	5286 Cedar Ln, Eden Prairie, MN, 55328	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27469	PRV	Isabella Lynch	1973-11-09	—	8597405922	7754 Valley View Dr # 446, Gilbert, AZ, 85235	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-25313	PRV	Sean Dixon	2000-10-04	—	3477550518	3247 Mountain View Dr, Nashville, TN, 37264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20805	PRV	Mark Ray	1947-03-25	—	7596828658	7803 Valley View Dr, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29389	PRV	Henry K Ellis	1950-01-01	—	4116016082	1632 Central Ave, San Antonio, TX, 78250	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21069	PRV	Austin Mendoza	1939-04-11	—	9407987779	4656 Baseline Rd, Chandler, AZ, 85245	0.60	Name re-cased Date of birth reformatted City re-cased State code upper-cased+4 more
PRV-20006	PRV	Margaret K Bell	2006-07-25	UHC-39574-66	—	4859 Elm St, Tampa, FL, 33618	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
PRV-27052	PRV	Evelyn U Contreras	1977-01-11	—	8072724415	8517 Sunset Blvd, Jacksonville, FL, 32240	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21236	PRV	Stephen Hicks	2003-03-01	—	3595564090	2494 Oak St, Austin, TX, 78782	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29463	PRV	Nicole Ortega	2003-03-20	UHC-23371-21	8305037171	2244 Maple Ave # 939, Fresno, CA	0.60	Name re-cased Phone reformatted Unit split from street City re-cased+4 more
PRV-20421	PRV	Donald T Johnston	1945-11-27	—	5666986636	942 Harbor Blvd Apt 28, Glendale, AZ, 85356	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-21250	PRV	Jeffrey S Larson	1955-09-24	UHC-00373-95	2895514159	5242 Jefferson Ave, Scottsdale, AZ, 85236	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24382	PRV	Henry Stevens	1970-10-26	UHC-50709-36	8138942341	9556 Sunset Blvd, Eden Prairie, MN, 55343	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23912	PRV	Matthew N Fowler	1946-10-15	—	6606137410	5316 Washington St, Chandler, AZ, 85235	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27132	PRV	Petter O Wells	1946-05-19	—	3055104175	2917 Mesa Dr, Miami, FL, 33128	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27887	PRV	Keith Watson	1991-02-08	UHC-99757-95	7104688661	907 Central Ave, San Antonio, TX, 78265	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29472	PRV	Rebecca Howard	1998-06-19	UHC-89882-71	7955729868	7322 Camelback Rd, Austin, TX, 78751	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24295	PRV	Santiago J Wong	1981-08-16	UHC-46520-40	—	7006 Mesa Dr, Jacksonville, FL, 32243	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22364	PRV	Christine Chen	1943-01-02	—	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24588	PRV	Ethan Welch	1991-03-18	UHC-78275-78	6135024126	3867 Highland Ave, Miami, FL, 33199	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-23645	PRV	Dan Franklin	1938-08-17	UHC-66712-48	8427291442	4019 Mountain View Dr Apt 13, Atlanta, GA, 30340	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-24132	PRV	Carlos U Daniels	1943-06-12	—	4954171444	7763 Main St, Gilbert, AZ, 85218	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-21912	PRV	Joan Estrada	1989-09-22	—	7264451391	5173 Highland Ave, Nashville, TN, 37298	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29066	PRV	Aaron Freeman	1945-07-07	—	9792565843	6995 Oak St, Mesa, AZ, 85216	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25868	PRV	George E James	1951-11-26	—	3958203155	4063 Willow Ct # 191, Columbus, OH, 43203	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27999	PRV	Alexander W King	1974-02-01	UHC-17995-02	2749452516	2968 Main St, Phoenix, AZ, 85071	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
PRV-20887	PRV	Judith Pena	1939-08-25	UHC-47584-45	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27569	PRV	Day O Kathleen	1966-11-21	—	4146753098	3932 Meadow Ln Apt 31, Tampa, FL, 33660	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24779	PRV	Joshua Porter	1966-08-05	—	—	6813 Maple Ave, Scottsdale, AZ, 85226	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22290	PRV	Carlos Hamilton	1956-01-21	UHC-99654-35	6424132000	7313 Desert Sky Blvd, Tampa, FL, 33635	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23284	PRV	Pamela Rojas	1976-04-09	UHC-38278-60	—	2815 Elm St, Plano, TX, 75010	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-23928	PRV	Kelyl Hart	1972-01-16	—	3387784809	1560 Canyon Rd Apt 25, Miami, FL, 33199	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23927	PRV	Kelyl Hart	1972-01-16	—	3387784809	1560 Canyon Rd Apt 25, Miami, FL, 33199	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-26170	PRV	Nick Alexander	1955-02-23	UHC-81486-07	5466950028	6174 Central Ave, San Diego, CA, 92154	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20075	PRV	Madison H Boyd	1997-10-09	—	4957631430	5761 Central Ave Apt 32, Nashville, TN, 37230	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more

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