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Requirement import a Databricks notebook, in which complete the necessary work using your Databricks Community Edition account. Please compose your written notes directly in the

Requirement import a Databricks notebook, in which complete the necessary work using your Databricks Community Edition account. Please compose your written notes directly in the cells of the Databricks notebook and export the .dbc file for submission.

ZIP Code DataTax Year 2013 Documentation GuideContents

A. Overview

B. Nature of Changes

C. Population Definitions and Tax Return Addresses

D. Disclosure Protection Procedures

E. File Characteristics

F. Selected Income and Tax Items

G. Endnotes

A. OverviewThe Statistics of Income (SOI) division bases its ZIP code data on administrative records of individual income tax returns (Forms 1040) from the Internal Revenue Service (IRS) Individual Master File (IMF) system. Included in these data are returns filed during the 12-month period, January 1, 2014 to December 31, 2014. While the bulk of returns filed during the 12-month period are primarily for Tax Year 2013, the IRS received a limited number of returns for tax years before 2013 and these have been included within the ZIP code data.

B. Nature of ChangesThe following changes have been made to the Tax Year 2013 ZIP Code data:

  • Nearly 20 new variables have been added to the data. Please refer to section F for a complete list of variables and their corresponding names.

C. Population Definitions and Tax Return Addresses

  • ZIP Code data are based on population data that was filed and processed by the IRS during the 2014 calendar year.

  • State totals may not be comparable to State totals published elsewhere by SOI because of specific disclosure protection features in the ZIP code data.[1]

  • Data do not represent the full U.S. population because many individuals are not required to file an individual income tax return.

  • The address shown on the tax return may differ from the taxpayer's actual residence.

  • State codes were based on the ZIP code shown on the return.

  • Excluded were tax returns filed without a ZIP code and returns filed with a ZIP code that did not match the State code shown on the return.

  • Excluded were tax returns filed using Army Post Office (APO) and Fleet Post Office addresses, foreign addresses, and addresses in Puerto Rico, Guam, Virgin Islands, American Samoa, Marshall Islands, Northern Marianas, and Palau.

D. Disclosure Protection ProceduresSOI did not attempt to correct any ZIP codes on the returns; however, it did take the following precautions to avoid disclosing information about specific taxpayers:

  • ZIP codes with less than 100 returns and those identified as a single building or nonresidential ZIP code were categorized as "other" (99999).

  • Income and tax items with less than 20 returns for a particular AGI class were combined with another AGI class within the same ZIP Code. Collapsed AGI classes are identified with a double asterisk (**).

  • All number of returns variables have been rounded to the nearest 10.

  • Excluded from the data are items with less than 20 returns within a ZIP code.

  • Excluded from the data are tax returns with a negative adjusted gross income.

  • Excluded are tax returns representing a specified percentage of the total of any particular cell. For example, if one return represented 75 percent of the value of a given cell, the return was suppressed from the tabulation. The actual threshold percentage used cannot be released.

E. File Characteristics

The ZIP code data are available in three formats:

  1. Individual state excel files13zp##xx.xls (## = 01-51; xx = AL-WY)
  2. A comma separated file (.csv) with AGI classes 13zpallagi.csv
  3. A comma separated file[2] without AGI classes(The AGI_STUB variable has been set to zero for this file)13zpallnoagi.csv

For all the files, the money amounts are reported in thousands of dollars.

F. Selected Income and Tax Items

VARIABLE NAME DESCRIPTION VALUE/LINE REFERENCE Type
STATEFIPS The State Federal Information Processing System (FIPS) code 01-56 Char
STATE The State associated with the ZIP code Two-digit State abbreviation code Char
ZIPCODE 5-digit Zip code Char
AGI_STUB Size of adjusted gross income 1 = $1 under $25,000 2 = $25,000 under $50,000 3 = $50,000 under $75,000 4 = $75,000 under $100,000 5 = $100,000 under $200,000 6 = $200,000 or more Num
N1 Number of returns Num
MARS1 Number of single returns Filing status is single Num
MARS2 Number of joint returns Filing status is married filing jointly Num
MARS4 Number of head of household returns Filing status is head of household Num
PREP Number of returns with paid preparer's signature Num
N2 Number of exemptions 1040:6d Num
NUMDEP Number of dependents 1040:6c Num
A00100 Adjust gross income (AGI) [2] 1040:37 / 1040A:21 / 1040EZ:4 Num
N02650 Number of returns with total income 1040:22 / 1040A:15 / 1040EZ:4 Num
A02650 Total income amount 1040:22 / 1040A:15 / 1040EZ:4 Num
N00200 Number of returns with salaries and wages 1040:7 / 1040A:7 / 1040EZ:1 Num
A00200 Salaries and wages amount 1040:7 / 1040A:7 / 1040EZ:1 Num
N00300 Number of returns with taxable interest 1040:8a / 1040A:8a / 1040EZ:2 Num
A00300 Taxable interest amount 1040:8a / 1040A:8a / 1040EZ:2 Num
N00600 Number of returns with ordinary dividends 1040:9a / 1040A:9a Num
A00600 Ordinary dividends amount 1040:9a / 1040A:9a Num
N00650 Number of returns with qualified dividends 1040:9b / 1040A:9b Num
A00650 Qualified dividends amount [3] 1040:9b / 1040A:9b Num
N00700 Number of returns with state and local income tax refunds 1040:10 Num
A00700 State and local income tax refunds amount 1040:10 Num
N00900 Number of returns with business or professional net income (less loss) 1040:12 Num
A00900 Business or professional net income (less loss) amount 1040:12 Num
N01000 Number of returns with net capital gain (less loss) 1040:13 1040A:10 Num
A01000 Net capital gain (less loss) amount 1040:13 1040A:10 Num
N01400 Number of returns with taxable individual retirement arrangements distributions 1040:15b / 1040:11b Num
A01400 Taxable individual retirement arrangements distributions amount 1040:15b / 1040:11b Num
N01700 Number of returns with taxable pensions and annuities 1040:16b / 1040A:12b Num
A01700 Taxable pensions and annuities amount 1040:16b / 1040A:12b Num
SCHF Number of farm returns 1040:18 Num
N02300 Number of returns with unemployment compensation 1040:19 / 1040A:13 / 1040EZ:3 Num
A02300 Unemployment compensation amount [4] 1040:19 / 1040A:13 / 1040EZ:3 Num
N02500 Number of returns with taxable Social Security benefits 1040:20b / 1040A:14b Num
A02500 Taxable Social Security benefits amount 1040:20b / 1040A:14b Num
N26270 Number of returns with partnership/S-corp net income (less loss) Schedule E:32 Num
A26270 Partnership/S-corp net income (less loss) amount Schedule E:32 Num
N02900 Number of returns with total statutory adjustments 1040:36 / 1040A:20 Num
A02900 Total statutory adjustments amount 1040:36 / 1040A:20 Num
N03220 Number of returns with educator expenses 1040:23 / 1040A:16 Num
A03220 Educator expenses amount 1040:23 / 1040A:16 Num
N03300 Number of returns with self-employment retirement plans 1040:28 Num
A03300 Self-employment retirement plans amount 1040:28 Num
N03270 Number of returns with self-employment health insurance deduction 1040:29 Num
A03270 Self-employment health insurance deduction amount 1040:29 Num
N03150 Number of returns with IRA payments 1040:32 / 1040A:17 Num
A03150 IRA payments amount 1040:32 / 1040A:17 Num
N03210 Number of returns with student loan interest deduction 1040:33 / 1040A:18 Num
A03210 Student loan interest deduction amount 1040:33 / 1040A:18 Num
N03230 Number of returns with tuition and fees deduction 1040:34 / 1040A:19 Num
A03230 Tuition and fees deduction amount 1040:34 / 1040A:19 Num
N03240 Returns with domestic production activities deduction 1040:35 Num
A03240 Domestic production activities deduction amount 1040:35 Num
N04470 Number of returns with itemized deductions 1040:40 Num
A04470 Total itemized deductions amount 1040:40 Num
A00101 Amount of AGI for itemized returns 1040:37 Num
N18425 Number of returns with State and local income taxes Schedule A:5a Num
A18425 State and local income taxes amount Schedule A:5a Num
N18450 Number of returns with State and local general sales tax Schedule A:5b Num
A18450 State and local general sales tax amount Schedule A:5b Num
N18500 Number of returns with real estate taxes Schedule A:6 Num
A18500 Real estate taxes amount Schedule A:6 Num
N18300 Number of returns with taxes paid Schedule A:9 Num
A18300 Taxes paid amount Schedule A:9 Num
N19300 Number of returns with mortgage interest paid Schedule A:10 Num
A19300 Mortgage interest paid amount Schedule A:10 Num
N19700 Number of returns with contributions Schedule A:19 Num
A19700 Contributions amount Schedule A:19 Num
N04800 Number of returns with taxable income 1040:43 / 1040A:27 / 1040EZ:6 Num
A04800 Taxable income amount 1040:43 / 1040A:27 / 1040EZ:6 Num
N05800 Number of returns with income tax before credits 1040:46 / 1040A:28 / 1040EZ:10 Num
A05800 Income tax before credits amount 1040:46 / 1040A:28 / 1040EZ:10 Num
N09600 Number of returns with alternative minimum tax 1040:45 Num
A09600 Alternative minimum tax amount 1040:45 Num
N07100 Number of returns with total tax credits 1040:54 / 1040A:34 Num
A07100 Total tax credits amount 1040:54 / 1040A:34 Num
N07300 Number of returns with foreign tax credit 1040:47 Num
A07300 Foreign tax credit amount 1040:47 Num
N07180 Number of returns with child and dependent care credit 1040:48 / 1040A:29 Num
A07180 Child and dependent care credit amount 1040:48 / 1040A:29 Num
N07230 Number of returns with nonrefundable education credit 1040:49 / 1040A:31 Num
A07230 Nonrefundable education credit amount 1040:49 / 1040A:31 Num
N07240 Number of returns with retirement savings contribution credit 1040:50 / 1040A:32 Num
A07240 Retirement savings contribution credit amount 1040:50 / 1040A:32 Num
N07220 Number of returns with child tax credit 1040:51 / 1040A:33 Num
A07220 Child tax credit amount 1040:51 / 1040A:33 Num
N07260 Number of returns with residential energy tax credit 1040:52 Num
A07260 Residential energy tax credit amount 1040:52 Num
N09400 Number of returns with self-employment tax 1040:56 Num
A09400 Self-employment tax amount 1040:56 Num
N10600 Number of returns with total tax payments 1040:72 / 1040A:41 / 1040EZ:9 Num
A10600 Total tax payments amount 1040:72 / 1040A:41 / 1040EZ:9 Num
N59660 Number of returns with earned income credit 1040:64a / 1040A:38a / 1040EZ:8b Num
A59660 Earned income credit amount [5] 1040:64a / 1040A:38a / 1040EZ:8b Num
N59720 Number of returns with excess earned income credit 1040:64a / 1040A:38a / 1040EZ:8b Num
A59720 Excess earned income credit (refundable) amount [6] 1040:64a / 1040A:38a / 1040EZ:8b Num
N11070 Number of returns with additional child tax credit 1040:65 / 1040A:39 Num
A11070 Additional child tax credit amount 1040:65 / 1040A:39 Num
N10960 Number of returns with refundable education credit 1040:66 / 1040A:40 Num
A10960 Refundable education credit amount 1040:66 / 1040A:40 Num
N06500 Number of returns with income tax 1040:55 / 1040A:35 / 1040EZ:10 Num
A06500 Income tax amount [7] 1040:55 / 1040A:35 / 1040EZ:10 Num
N10300 Number of returns with tax liability 1040:61 / 1040A:35 / 1040EZ: 10 Num
A10300 Total tax liability amount [8] 1040:61 / 1040A:35 / 1040EZ: 10 Num
N85330 Number of returns with Additional Medicare tax 1040:60a Num
A85330 Additional Medicare tax 1040:60a Num
N85300 Number of returns with net investment income tax 1040:60b Num
A85300 Net investment income tax 1040:60b Num
N11901 Number of returns with tax due at time of filing 1040:76 / 1040A:45 / 1040EZ:12 Num
A11901 Tax due at time of filing amount [9] 1040:76 / 1040A:45 / 1040EZ:12 Num
N11902 Number of returns with overpayments refunded 1040:73 / 1040A:42 / 1040EZ:11a Num
A11902 Overpayments refunded amount [10] 1040:73 / 1040A:42 / 1040EZ:11a Num

G. Endnotes:

[1] For complete individual income tax tabulations at the State level, see the historic table posted to Tax Stats at http://www.irs.gov/uac/SOI-Tax-Stats---Historic-Table-2.

[2] Does not include returns with adjusted gross deficit.

[3] "Qualified dividends" are ordinary dividends received in tax years beginning after 2002 that meet certain conditions and receive preferential tax rates. The maximum qualified dividends tax rate is 15%.

[4] Includes the Alaskan permanent fund, reported by residents of Alaska on Forms 1040A and 1040EZ's.

This fund only applies to statistics in the totals, and the state of Alaska.

[5] Earned income credit includes both the refundable and non-refundable portions. The non-refundable portion could reduce income tax and certain related taxes to zero. The earned income credit amounts in excess of total tax liability, or amounts when there was no tax liability at all, were refundable. See footnote 6 below for explanation of the refundable portion of the earned income credit.

[6] The refundable portion of the earned income credit equals total income tax minus the earned income credit. If the result is negative, this amount is considered the refundable portion. No other refundable credits were taken into account for this calculation.

[7] Income tax reflects the amount reported on Form 1040 line 55. It also includes data from Form 1040A and 1040EZ filers.

[8] "Total tax liability" differs from "Income tax", in that "Total tax liability" includes the taxes from recapture of certain prior-year credits, tax applicable to individual retirement arrangements (IRA's), social security taxes on self-employment income and on certain tip income, advanced earned income payments, household employment taxes, and certain other taxes listed in the Form 1040 instructions.

[9] Reflects payments to or withholdings made to "Total tax liability". This is the amount the tax filer owes when the income tax return is filed.

[10] The amount of overpayments the tax filer requested to have refunded.

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