Full Code of antontarasenko/gpq for AI

Repository: antontarasenko/gpq
Branch: master
Commit: bfa7e1c7198c
Files: 13
Total size: 363.9 KB

Directory structure:
gitextract_f9a20iw4/

├── .gitignore
├── LICENSE
├── README.md
├── data/
│   ├── README.md
│   └── contracts.raw.md
├── notebooks/
│   ├── contracts_for_vendors.ipynb
│   └── contracts_intro.ipynb
└── queries/
    ├── most-popular-products.sql
    ├── search-in-descriptions.sql
    ├── smb-friendly-agencies.sql
    ├── studying-competitors.sql
    ├── studying-industry.sql
    └── what-agencies-buy.sql

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FILE CONTENTS
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FILE: .gitignore
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.idea/


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================================================
FILE: README.md
================================================
# Government Procurement Queries

A collection of SQL queries that help

- Selling to the government
- Learning about competitors
- Monitoring government spending

The quickest way to find out what it means exactly:

* [Introduction to US Federal Government Contracts](/notebooks/contracts_intro.ipynb)


## Usage

### Data

* [`data`](/data)

The data is collected from government websites and loaded to [Google BigQuery](https://cloud.google.com/bigquery/):

Data | BigQuery dataset | Source
--- | --- | ---
US Federal Government contracts (2000–2016) | [gpqueries:contracts](https://bigquery.cloud.google.com/dataset/gpqueries:contracts) | [USASpending.gov](https://www.usaspending.gov/DownloadCenter/Pages/dataarchives.aspx)

For the codebooks, see [`data`](/data).

### Queries

* [`queries`](/queries) 

All queries are written for the BigQuery SQL dialect and stored in `.sql` files. Each file contains comments about its purpose and usage.

You can execute queries with:

- [BigQuery Web GUI](https://bigquery.cloud.google.com/dataset/)
- [Google Datalab](https://datalab.cloud.google.com/)
- [Google Cloud Platform SDK](https://cloud.google.com/sdk/): `bq` tool (see `bq help query` for details)

All methods require a Google Account and a Google Cloud Project. Both are free. The first-time setup takes a couple of minutes.

Web GUI is the easiest to start with.

*See also:* [Accessing BigQuery](https://github.com/antontarasenko/smq#usage)

### Notebooks

* [`notebooks`](/notebooks)

Jupyter (IPython) notebooks with replication code and comments:

* [Introduction to US Federal Government Contracts](/notebooks/contracts_intro.ipynb)
* [Finding Government Clients in Procurement History](/notebooks/contracts_for_vendors.ipynb)

### Reports

* [`reports`](/reports)

Extracts that highlight particular findings, usually from notebooks.


## Coming soon

- More federal coverage: federal grands, loans, and other assistance
- Subnational coverage: states and large cities
- Notebooks for business intelligence and finding government customers

To receive updates, press "Watch" in the top right corner.


## Related

- [Social Media Queries](https://github.com/antontarasenko/smq) - A collection of SQL queries to social media datasets.


## Contacts

Anton Tarasenko

* <mailto:antontarasenko@gmail.com>
* <http://antontarasenko.com>


================================================
FILE: data/README.md
================================================
# Government Procurement Datasets

* *The datasets are stored on BigQuery. See [README.md](../README.md) for details.*

The files in this this directory describe the variables used in the datasets. The files are named after the datasets: `<dataset>.<table>.md`.

For example, to find the description of the original variables used in US federal government contracts, open [`contracts.raw.md`](contracts.raw.md).


================================================
FILE: data/contracts.raw.md
================================================
# US Federal Government Contracts: Raw Data 

The official codebook is available at USAspending.gov:

* [USAspending.govDownloadsDataDictionary.pdf](https://www.usaspending.gov/DownloadCenter/Documents/USAspending.govDownloadsDataDictionary.pdf)

Also, the list of variables (225) with comments (numbers indicate the column number of the variable):

## Transaction

      1: unique_transaction_id
      2: transaction_status
      3: dollarsobligated # The net dollar amount that is obligated or de-obligated by this transaction. If the net is a de-obligation, the amount will be negative.
      4: baseandexercisedoptionsvalue
      5: baseandalloptionsvalue

## Buyer (agency)

The agency name consists of two parts: 4-digit numerical identificator and text title. An example: "9700: DEPT OF DEFENSE". Text name may vary, but the number identifies an agency uniquely.

     95: agencyid # A code for the governmental agency or bureau that executed or is otherwise responsible for the transaction.
     96: piid # The unique identifier for each contract, agreement or order.
     97: modnumber
     98: transactionnumber
     99: fiscal_year # The federal government fiscal year (starting October 1), determined by the “Signed Date” provided by FPDS.
    100: idvagencyid
    101: idvpiid
    102: idvmodificationnumber
      6: maj_agency_cat
      7: mod_agency
      8: maj_fund_agency_cat
      9: contractingofficeagencyid
     10: contractingofficeid
     11: fundingrequestingagencyid
     12: fundingrequestingofficeid
     13: fundedbyforeignentity

## Dates

Format is `MM/DD/YYYY`. For some fields, missing data is encoded as "01/01/1900".

     14: signeddate
     15: effectivedate
     16: currentcompletiondate
     17: ultimatecompletiondate
     18: lastdatetoorder
    225: last_modified_date

## Contract

     19: contractactiontype # Types of awards include Purchase Orders (PO), Delivery Orders (DO), BPA Calls and Definitive Contracts.
     20: reasonformodification
     21: typeofcontractpricing
     22: priceevaluationpercentdifference
     23: subcontractplan
     24: lettercontract
     25: multiyearcontract
     26: performancebasedservicecontract
     27: majorprogramcode
     28: contingencyhumanitarianpeacekeepingoperation
     29: contractfinancing # Type of financing used to effect payment (progress payments, advance payments, etc.).
     30: costorpricingdata
     31: costaccountingstandardsclause
     32: descriptionofcontractrequirement
     33: purchasecardaspaymentmethod
     34: numberofactions
     35: nationalinterestactioncode
     36: progsourceagency
     37: progsourceaccount
     38: progsourcesubacct
     39: account_title
     40: rec_flag
     41: typeofidc
     42: multipleorsingleawardidc
     43: programacronym

## Vendor (winner, contractor, seller)

     44: vendorname
     45: vendoralternatename
     46: vendorlegalorganizationname
     47: vendordoingasbusinessname
     48: divisionname
     49: divisionnumberorofficecode
     50: vendorenabled
     51: vendorlocationdisableflag
     52: ccrexception
     53: streetaddress
     54: streetaddress2
     55: streetaddress3
     56: city
     57: state
     58: zipcode
     59: vendorcountrycode
     60: vendor_state_code
     61: vendor_cd
     62: congressionaldistrict
     63: vendorsitecode
     64: vendoralternatesitecode
     65: dunsnumber
     66: parentdunsnumber
     67: phoneno
     68: faxno
     69: registrationdate
     70: renewaldate
     71: mod_parent
     72: locationcode # The code from the combined FIPS Pub. 10 and FIPS Pub. 55 that identifies the place where the work is being performed.
     73: statecode

## Vendor's details

    119: organizationaltype # "SOLE PROPRIETORSHIP" and other types
    120: numberofemployees
    121: annualrevenue
    122: firm8aflag
    123: hubzoneflag
    124: sdbflag
    125: issbacertifiedsmalldisadvantagedbusiness
    126: shelteredworkshopflag
    127: hbcuflag
    128: educationalinstitutionflag
    129: womenownedflag
    130: veteranownedflag
    131: srdvobflag
    132: localgovernmentflag
    133: minorityinstitutionflag
    134: aiobflag
    135: stategovernmentflag
    136: federalgovernmentflag
    137: minorityownedbusinessflag
    138: apaobflag
    139: tribalgovernmentflag
    140: baobflag
    141: naobflag
    142: saaobflag
    143: nonprofitorganizationflag
    144: isothernotforprofitorganization
    145: isforprofitorganization
    146: isfoundation
    147: haobflag
    148: ishispanicservicinginstitution
    149: emergingsmallbusinessflag
    150: hospitalflag
    151: contractingofficerbusinesssizedetermination
    152: is1862landgrantcollege
    153: is1890landgrantcollege
    154: is1994landgrantcollege
    155: isveterinarycollege
    156: isveterinaryhospital
    157: isprivateuniversityorcollege
    158: isschoolofforestry
    159: isstatecontrolledinstitutionofhigherlearning
    160: isserviceprovider
    161: receivescontracts
    162: receivesgrants
    163: receivescontractsandgrants
    164: isairportauthority
    165: iscouncilofgovernments
    166: ishousingauthoritiespublicortribal
    167: isinterstateentity
    168: isplanningcommission
    169: isportauthority
    170: istransitauthority
    171: issubchapterscorporation
    172: islimitedliabilitycorporation
    173: isforeignownedandlocated
    174: isarchitectureandengineering
    175: isdotcertifieddisadvantagedbusinessenterprise
    176: iscitylocalgovernment
    177: iscommunitydevelopedcorporationownedfirm
    178: iscommunitydevelopmentcorporation
    179: isconstructionfirm
    180: ismanufacturerofgoods
    181: iscorporateentitynottaxexempt
    182: iscountylocalgovernment
    183: isdomesticshelter
    184: isfederalgovernmentagency
    185: isfederallyfundedresearchanddevelopmentcorp
    186: isforeigngovernment
    187: isindiantribe
    188: isintermunicipallocalgovernment
    189: isinternationalorganization
    190: islaborsurplusareafirm
    191: islocalgovernmentowned
    192: ismunicipalitylocalgovernment
    193: isnativehawaiianownedorganizationorfirm
    194: isotherbusinessororganization
    195: isotherminorityowned
    196: ispartnershiporlimitedliabilitypartnership
    197: isschooldistrictlocalgovernment
    198: issmallagriculturalcooperative
    199: issoleproprietorship
    200: istownshiplocalgovernment
    201: istriballyownedfirm
    202: istribalcollege
    203: isalaskannativeownedcorporationorfirm
    204: iscorporateentitytaxexempt
    205: iswomenownedsmallbusiness
    206: isecondisadvwomenownedsmallbusiness
    207: isjointventurewomenownedsmallbusiness
    208: isjointventureecondisadvwomenownedsmallbusiness
    209: walshhealyact
    210: servicecontractact
    211: davisbaconact
    212: clingercohenact
    213: otherstatutoryauthority

## Vendor's contacts

    214: prime_awardee_executive1
    215: prime_awardee_executive1_compensation
    216: prime_awardee_executive2
    217: prime_awardee_executive2_compensation
    218: prime_awardee_executive3
    219: prime_awardee_executive3_compensation
    220: prime_awardee_executive4
    221: prime_awardee_executive4_compensation
    222: prime_awardee_executive5
    223: prime_awardee_executive5_compensation
    224: interagencycontractingauthority

## Place of performance

     74: PlaceofPerformanceCity
     75: pop_state_code # A two-part field "CA: CALIFORNIA". Data entry errors like "CA: MONTANA" happen.
     76: placeofperformancecountrycode
     77: placeofperformancezipcode
     78: pop_cd
     79: placeofperformancecongressionaldistrict

## Product

     80: psc_cat
     81: productorservicecode # Encoded in two parts like "F099: OTHER NAT RES MGMT & CONSERV". Use the 4-symbol part for unique identification.
     82: systemequipmentcode
     83: claimantprogramcode
     84: principalnaicscode # The industry in which the contractor does business. Two-part identification: "115310: SUPPORT ACTIVITIES FOR FORESTRY", where the number refers to NAICS classification. Mostly 6-digit codes.
     85: informationtechnologycommercialitemcategory
     86: gfe_gfp
     87: useofepadesignatedproducts
     88: recoveredmaterialclauses
     89: seatransportation
     90: contractbundling
     91: consolidatedcontract
     92: countryoforigin
     93: placeofmanufacture
     94: manufacturingorganizationtype

## RFP, auction, bids

    103: solicitationid
    104: extentcompeted
    105: reasonnotcompeted
    106: numberofoffersreceived
    107: commercialitemacquisitionprocedures
    108: commercialitemtestprogram
    109: smallbusinesscompetitivenessdemonstrationprogram
    110: a76action
    111: competitiveprocedures
    112: solicitationprocedures
    113: typeofsetaside
    114: localareasetaside
    115: evaluatedpreference
    116: fedbizopps
    117: research
    118: statutoryexceptiontofairopportunity


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FILE: notebooks/contracts_for_vendors.ipynb
================================================
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Finding Government Clients in Procurement History"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* *This notebook is part of the [Government Procurement Queries](https://github.com/antontarasenko/gpq) project*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finding clients among hundreds of government agencies may be burdensome. The history of government purchases helps narrow search to several agencies that have already bought goods and services like yours. I show how to do it with BigQuery.\n",
    "\n",
    "You can re-run these examples with your parameters. Practical results often require specifying your company's industry, location, and size in the `where` clause."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note:* If you haven't read the [previous part](http://nbviewer.jupyter.org/github/antontarasenko/gpq/blob/master/notebooks/contracts_intro.ipynb) of this series, I strongly recommend starting there. It describes how to re-run the code with your parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import gcp.bigquery as bq\n",
    "import matplotlib.pyplot as mpl"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Government Agencies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Depending on the amount, agencies buy immediately or issue solicitations. For solicitations, the bidder may secure large sales with a single contract:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Top 10 most lucrative contracts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bqtv\" id=\"1_146628580574\"><table><tr><th>agency_id</th><th>agency_name</th><th>first_signeddate</th><th>solicitationid</th><th>solicitation_offers</th><th>solicitation_transactions</th><th>solicitation_sum_dollarsobligated</th><th>vendors</th></tr><tr><td>9700</td><td>DEPT OF DEFENSE</td><td>11/23/2015</td><td>H9400207R0007</td><td>2.0</td><td>2138</td><td>35417842914.8</td><td>\"HEALTH NET FEDERAL SERVICES, INC\",\"HUMANA MILITARY HEALTHCARE SERVICES, INC.\",\"UNITEDHEALTH MILITARY &amp; VETERANS SERVICES, LLC\",\"HEALTH NET FEDERAL SERVICES, LLC\"</td></tr><tr><td>8900</td><td>ENERGY, DEPARTMENT OF</td><td>02/25/2016</td><td>DE-RP52-06NA27344</td><td>3.0</td><td>601</td><td>14123504697.0</td><td>LAWRENCE LIVERMORE NATIONAL SECURITY LIMITED LIABILITY COMPANY</td></tr><tr><td>9700</td><td>DEPT OF DEFENSE</td><td>01/20/2016</td><td>W58RGZ10R0010</td><td>1.0</td><td>306</td><td>10394971573.2</td><td>SIKORSKY AIRCRAFT CORPORATION</td></tr><tr><td>9700</td><td>DEPT OF DEFENSE</td><td>02/23/2007</td><td>M6785407R5000</td><td>10.0</td><td>1210</td><td>10256596597.4</td><td>OSHKOSH TRUCK CORPORATION (0270),INTERNATIONAL MILITARY AND GOVERMENT LIMITED LIABILITY COMPANY,STEWART AND STEVENSON TACTICAL VEHICLE SYSTEMS LIMITED PARTNERSHIP,PROTECTED VEHICLES INCORPORATED,FORCE PROTECTION INDUSTRIES INCORPORATED,GENERAL DYNAMICS LAND SYSTEMS CANADA CORPORATION,BAE SYSTEMS LAND AND ARMAMENTS INCORPORATED (3796)</td></tr><tr><td>9700</td><td>DEPT OF DEFENSE</td><td>06/01/2006</td><td>N0002404R2205</td><td>1.0</td><td>1067</td><td>10000633404.7</td><td>NORTHROP GRUMMAN SHIP SYSTEMS INCORPORATED,HUNTINGTON INGALLS INCORPORATED,\"NORTHROP GRUMMAN SHIP SYSTEMS, INC.\"</td></tr><tr><td>9700</td><td>DEPT OF DEFENSE</td><td>10/30/2015</td><td>N0002408R2103</td><td>3.0</td><td>161</td><td>8402203523.97</td><td>BECHTEL MARINE PROPULSION CORPORATION</td></tr><tr><td>9700</td><td>DEPT OF DEFENSE</td><td>01/28/2016</td><td>N0002410R2301</td><td>2.0</td><td>479</td><td>7927626649.0</td><td>\"AUSTAL USA, LLC\",LOCKHEED MARTIN CORPORATION</td></tr><tr><td>8900</td><td>ENERGY, DEPARTMENT OF</td><td>04/15/2009</td><td>DE-RP11-08PN38002</td><td>3.0</td><td>133</td><td>7510173633.38</td><td>BECHTEL MARINE PROPULSION CORPORATION</td></tr><tr><td>9700</td><td>DEPT OF DEFENSE</td><td>01/29/2013</td><td>N0001908R0056</td><td>1.0</td><td>217</td><td>7221293298.34</td><td>MCDONNELL DOUGLAS CORPORATION</td></tr><tr><td>8900</td><td>ENERGY, DEPARTMENT OF</td><td>10/27/2015</td><td>DE-RP02-06CH11357</td><td>1.0</td><td>765</td><td>6857171982.04</td><td>\"UCHICAGO ARGONNE, LLC\",UCHICAGO ARGONNE LIMITED LIABILITY COMPANY</td></tr></table></div>\n",
       "    <br />(rows: 10, time: 3.1s,     4GB processed, job: job_BoXqJSlrql_LucbV0JuuRKI9ZEA)<br />\n",
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       "        }\n",
       "      );\n",
       "    </script>\n",
       "  "
      ],
      "text/plain": [
       "QueryResultsTable job_BoXqJSlrql_LucbV0JuuRKI9ZEA"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "select\n",
    "  substr(agencyid, 1, 4) agency_id,\n",
    "  first(substr(agencyid, 7)) agency_name,\n",
    "  first(signeddate) first_signeddate,\n",
    "  solicitationid,\n",
    "  avg(numberofoffersreceived) solicitation_offers, # expect all `numberofoffersreceived` to be the same within unique `solicitationid`\n",
    "  count(*) solicitation_transactions,\n",
    "  sum(dollarsobligated) solicitation_sum_dollarsobligated,\n",
    "  group_concat(unique(vendorname)) vendors,\n",
    "from\n",
    "  gpqueries:contracts.raw\n",
    "where\n",
    "  length(solicitationid) > 5\n",
    "group by\n",
    "  agency_id, solicitationid\n",
    "order by\n",
    "  solicitation_sum_dollarsobligated desc\n",
    "limit\n",
    "  10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But first you need to win a contract.\n",
    "\n",
    "One important consideration is competition. As a seller, you'd like fewer competitors. The data allows finding the agencies that issue solicitations attracting fewer offers.\n",
    "\n",
    "Now, few offers per solicitation may imply several things:\n",
    "\n",
    "- Harsh contract requirements\n",
    "- Unique goods and services requested\n",
    "- The agency does not promote its solicitations\n",
    "\n",
    "These implications make some agencies more attractive for contractors. Let's find such agencies."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Agencies with less competition at the solicitation stage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "\n",
       "    <div class=\"bqtv\" id=\"2_146628580863\"><table><tr><th>agency_id</th><th>agency_name</th><th>agency_sum_dollarsobligated</th><th>avg_solicitation_offers</th><th>median_solicitation_offers</th><th>count_solicitations</th><th>sum_solicitation_offers</th></tr><tr><td>6100</td><td>CONSUMER PRODUCT SAFETY COMMISSION</td><td>66289886.11</td><td>1.30434782609</td><td>1</td><td>161</td><td>210</td></tr><tr><td>9568</td><td>BROADCASTING BOARD OF GOVERNORS</td><td>167934458.85</td><td>1.74456521739</td><td>1</td><td>184</td><td>321</td></tr><tr><td>7523</td><td>CENTERS FOR DISEASE CONTROL AND PREVENTION</td><td>31842073031.7</td><td>1.76565777645</td><td>1</td><td>3337</td><td>5892</td></tr><tr><td>12G2</td><td>FOOD SAFETY AND INSPECTION SERVICE</td><td>217063936.83</td><td>1.85620915033</td><td>1</td><td>153</td><td>284</td></tr><tr><td>4900</td><td>NATIONAL SCIENCE FOUNDATION</td><td>631997416.94</td><td>1.90441176471</td><td>1</td><td>136</td><td>259</td></tr><tr><td>4740</td><td>PUBLIC BUILDINGS SERVICE</td><td>16321326527.9</td><td>2.06177306798</td><td>1</td><td>7738</td><td>15954</td></tr><tr><td>7526</td><td>HEALTH RESOURCES AND SERVICES ADMINISTRATION</td><td>303363614.76</td><td>2.1043956044</td><td>1</td><td>182</td><td>383</td></tr><tr><td>1524</td><td>DRUG ENFORCEMENT ADMINISTRATION</td><td>443825648.97</td><td>2.10714285714</td><td>1</td><td>140</td><td>295</td></tr><tr><td>3100</td><td>NUCLEAR REGULATORY COMMISSION</td><td>553886185.3</td><td>2.15245478036</td><td>1</td><td>387</td><td>833</td></tr><tr><td>1450</td><td>BUREAU OF INDIAN AFFAIRS</td><td>498829922.28</td><td>2.2641815235</td><td>2</td><td>617</td><td>1397</td></tr><tr><td>7524</td><td>FOOD AND DRUG ADMINISTRATION</td><td>1143487095.13</td><td>2.35782747604</td><td>1</td><td>313</td><td>738</td></tr><tr><td>12H2</td><td>AGRICULTURAL RESEARCH SERVICE</td><td>268090574.1</td><td>2.38641686183</td><td>1</td><td>427</td><td>1019</td></tr><tr><td>7527</td><td>INDIAN HEALTH SERVICE</td><td>1228071094.8</td><td>2.45252525253</td><td>1</td><td>495</td><td>1214</td></tr><tr><td>7009</td><td>U.S. SECRET SERVICE</td><td>374036083.19</td><td>2.47848101266</td><td>1</td><td>395</td><td>979</td></tr><tr><td>7008</td><td>U.S. COAST GUARD</td><td>4107719713.92</td><td>2.491966759</td><td>1</td><td>1805</td><td>4498</td></tr><tr><td>7555</td><td>PROGRAM SUPPORT CENTER</td><td>2343596436.96</td><td>2.5</td><td>1</td><td>542</td><td>1355</td></tr><tr><td>2050</td><td>INTERNAL REVENUE SERVICE</td><td>1382296420.74</td><td>2.50571428571</td><td>1</td><td>350</td><td>877</td></tr><tr><td>6940</td><td>NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION</td><td>157240402.48</td><td>2.53636363636</td><td>2</td><td>110</td><td>279</td></tr><tr><td>2800</td><td>SOCIAL SECURITY ADMINISTRATION</td><td>3828737579.48</td><td>2.55183515776</td><td>1</td><td>1553</td><td>3963</td></tr><tr><td>1443</td><td>NATIONAL PARK SERVICE</td><td>2041876324.5</td><td>2.60696095076</td><td>2</td><td>2356</td><td>6142</td></tr><tr><td>6901</td><td>IMMEDIATE OFFICE OF THE SECRETARY OF TRANSPORTATION</td><td>188927178.88</td><td>2.61538461538</td><td>1</td><td>260</td><td>680</td></tr><tr><td>1434</td><td>GEOLOGICAL SURVEY</td><td>458412175.68</td><td>2.62022900763</td><td>2</td><td>524</td><td>1373</td></tr><tr><td>4732</td><td>FEDERAL ACQUISITION SERVICE</td><td>12768846013.7</td><td>2.66464891041</td><td>2</td><td>4130</td><td>11005</td></tr><tr><td>1435</td><td>BUREAU OF OCEAN ENERGY MANAGEMENT</td><td>141183058.28</td><td>2.66666666667</td><td>2</td><td>138</td><td>368</td></tr><tr><td>5000</td><td>SECURITIES AND EXCHANGE COMMISSION</td><td>605144310.35</td><td>2.68985507246</td><td>2</td><td>345</td><td>928</td></tr></table></div>\n",
       "    <br />(rows: 78, time: 2.5s,     2GB processed, job: job_pk9vPZcYky3wvavy7NQn8YsRKBg)<br />\n",
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       "        }\n",
       "      );\n",
       "    </script>\n",
       "  "
      ],
      "text/plain": [
       "QueryResultsTable job_pk9vPZcYky3wvavy7NQn8YsRKBg"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "select\n",
    "  agency_id, agency_name,\n",
    "  # the size of an opportunity\n",
    "  sum(solicitation_sum_dollarsobligated) agency_sum_dollarsobligated,\n",
    "  # summarizing the number of offers\n",
    "  avg(solicitation_offers) avg_solicitation_offers,\n",
    "  nth(11, quantiles(solicitation_offers, 21)) median_solicitation_offers,\n",
    "  count(solicitation_offers) count_solicitations,\n",
    "  sum(solicitation_offers) sum_solicitation_offers,\n",
    "from (\n",
    "  select\n",
    "    substr(agencyid, 1, 4) agency_id,\n",
    "    first(substr(agencyid, 7)) agency_name,\n",
    "    solicitationid,\n",
    "    first(numberofoffersreceived) solicitation_offers, # expect all `numberofoffersreceived` to be the same within unique `solicitationid`\n",
    "    count(*) solicitation_transactions,\n",
    "    sum(dollarsobligated) solicitation_sum_dollarsobligated,\n",
    "  from\n",
    "    gpqueries:contracts.raw\n",
    "  where\n",
    "    length(solicitationid) > 5\n",
    "  group by\n",
    "    agency_id, solicitationid\n",
    ")\n",
    "where\n",
    "  # excluding solicitations that ended up in small sales\n",
    "  solicitation_sum_dollarsobligated > 100000\n",
    "group by\n",
    "  agency_id, agency_name\n",
    "having\n",
    "  # excluding agencies that bought a little in your product category\n",
    "  agency_sum_dollarsobligated > 1000000 and\n",
    "  count_solicitations > 100\n",
    "order by\n",
    "  avg_solicitation_offers asc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The variable `avg_solicitation_offers` is the mean number of offers received by an agency for all solicitations issued since 2000. It varies in the interval from 1 to 10, so solicitations issued by certain agencies are indeed easier to win than others.\n",
    "\n",
    "Tips to make these results more relevant for your business:\n",
    "\n",
    "- Specify your industry with variable `principalnaicscode`\n",
    "- Specify your product or service with `productorservicecode`\n",
    "- Specify your geography\n",
    "- Narrow the time range to recent contracts (variable `fiscal_year`)\n",
    "\n",
    "See the variables in [`data/contracts.raw.md`](https://github.com/antontarasenko/gpq/blob/master/data/contracts.raw.md)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Agencies buying from your industry"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can find which agency buys most from the industry you work in. I use IT for example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bqtv\" id=\"3_146628580947\"><table><tr><th>agency_id</th><th>agency_name</th><th>sum_dollarsobligated</th></tr><tr><td>9700</td><td>DEPT OF DEFENSE</td><td>85953216539.9</td></tr><tr><td>8000</td><td>NATIONAL AERONAUTICS AND SPACE ADMINISTRATION</td><td>6630191673.9</td></tr><tr><td>3600</td><td>VETERANS AFFAIRS, DEPARTMENT OF</td><td>4543307804.78</td></tr><tr><td>4735</td><td>FEDERAL ACQUISITION SERVICE</td><td>4094123949.54</td></tr><tr><td>6920</td><td>FEDERAL AVIATION ADMINISTRATION</td><td>3062695172.33</td></tr><tr><td>7530</td><td>CENTERS FOR MEDICARE AND MEDICAID SERVICES</td><td>2475477427.69</td></tr><tr><td>7014</td><td>U.S. CUSTOMS AND BORDER PROTECTION</td><td>2315550083.17</td></tr><tr><td>1344</td><td>PATENT AND TRADEMARK OFFICE</td><td>2229125129.98</td></tr><tr><td>1900</td><td>STATE, DEPARTMENT OF</td><td>1986148969.6</td></tr><tr><td>2050</td><td>INTERNAL REVENUE SERVICE</td><td>1753405642.9</td></tr></table></div>\n",
       "    <br />(rows: 10, time: 0.5s, cached, job: job_f0HB89zbdddRrDtLrUSDzcyEPAA)<br />\n",
       "    <script>\n",
       "      require(['extensions/charting', 'element!3_146628580947', 'style!/static/extensions/charting.css'],\n",
       "        function(charts, dom) {\n",
       "          charts.render(dom,\n",
       "            {\n",
       "              chartStyle:\"table\",\n",
       "              dataName:\"2\",\n",
       "              fields:\"agency_id,agency_name,sum_dollarsobligated\",\n",
       "              totalRows:10,\n",
       "              rowsPerPage:25,\n",
       "            }, {}, {\"rows\": [{\"c\": [{\"v\": \"9700\"}, {\"v\": \"DEPT OF DEFENSE\"}, {\"v\": 85953216539.94995}]}, {\"c\": [{\"v\": \"8000\"}, {\"v\": \"NATIONAL AERONAUTICS AND SPACE ADMINISTRATION\"}, {\"v\": 6630191673.899991}]}, {\"c\": [{\"v\": \"3600\"}, {\"v\": \"VETERANS AFFAIRS, DEPARTMENT OF\"}, {\"v\": 4543307804.780002}]}, {\"c\": [{\"v\": \"4735\"}, {\"v\": \"FEDERAL ACQUISITION SERVICE\"}, {\"v\": 4094123949.5400023}]}, {\"c\": [{\"v\": \"6920\"}, {\"v\": \"FEDERAL AVIATION ADMINISTRATION\"}, {\"v\": 3062695172.3299985}]}, {\"c\": [{\"v\": \"7530\"}, {\"v\": \"CENTERS FOR MEDICARE AND MEDICAID SERVICES\"}, {\"v\": 2475477427.6899996}]}, {\"c\": [{\"v\": \"7014\"}, {\"v\": \"U.S. CUSTOMS AND BORDER PROTECTION\"}, {\"v\": 2315550083.17}]}, {\"c\": [{\"v\": \"1344\"}, {\"v\": \"PATENT AND TRADEMARK OFFICE\"}, {\"v\": 2229125129.979999}]}, {\"c\": [{\"v\": \"1900\"}, {\"v\": \"STATE, DEPARTMENT OF\"}, {\"v\": 1986148969.5999992}]}, {\"c\": [{\"v\": \"2050\"}, {\"v\": \"INTERNAL REVENUE SERVICE\"}, {\"v\": 1753405642.9000027}]}], \"cols\": [{\"type\": \"string\", \"id\": \"agency_id\", \"label\": \"agency_id\"}, {\"type\": \"string\", \"id\": \"agency_name\", \"label\": \"agency_name\"}, {\"type\": \"number\", \"id\": \"sum_dollarsobligated\", \"label\": \"sum_dollarsobligated\"}]});\n",
       "        }\n",
       "      );\n",
       "    </script>\n",
       "  "
      ],
      "text/plain": [
       "QueryResultsTable job_f0HB89zbdddRrDtLrUSDzcyEPAA"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "select\n",
    "  substr(agencyid, 1, 4) agency_id,\n",
    "  first(substr(agencyid, 7)) agency_name,\n",
    "  sum(dollarsobligated) sum_dollarsobligated,\n",
    "from\n",
    "  gpqueries:contracts.raw\n",
    "where\n",
    "  substr(principalnaicscode, 1, 2) = '51' # NAICS code for \"Information\"\n",
    "group by\n",
    "  agency_id\n",
    "order by\n",
    "  sum_dollarsobligated desc\n",
    "limit\n",
    "  10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All agencies buy IT and consulting, so you can use other factors to choose the leads. But suppliers in other industries have to find the agency that \"specializes\" in buying their type of products. This is where the above query becomes useful."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Timing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Time is the second important factor to explore.\n",
    "\n",
    "One famous case is the September hike in government purchases:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Government purchases hike in September"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%%sql --module gpq\n",
    "\n",
    "define query amount_by_month\n",
    "select\n",
    "  substr(signeddate, 1, 2) month,\n",
    "  count(*) transactions,\n",
    "  sum(dollarsobligated) sum_dollarsobligated,\n",
    "from\n",
    "  gpqueries:contracts.raw\n",
    "group by\n",
    "  month\n",
    "order by\n",
    "  month asc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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hQ4ZIkrZt26aoqCjP+KlTp6p///6Kj4+XdOxPGyZMmKC4uDiNHz/e58cFGoIBAwbo8ccf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\nKGMAACyjjAEAsIwyBgDAMsoYAADL/h9dhReT6BLyAgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc13017ff50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = bq.Query(gpq.amount_by_month).to_dataframe()\n",
    "plt = df.set_index('month')['sum_dollarsobligated'].plot(kind='bar', title='Government purchases by month')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "September is the last month of a fiscal year. In September, agencies spend the remainder of their annual budget to avoid further budget cuts by the Treasury. It's worth exploring this opportunity in advance because late appearances leave no time for mandatory solicitation procedures."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seasonal sales in your industry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%%sql --module gpq\n",
    "\n",
    "define query seasonal_sales\n",
    "select\n",
    "  substr(signeddate, 1, 2) month,\n",
    "  count(*) transactions,\n",
    "  sum(dollarsobligated) sum_dollarsobligated,\n",
    "from\n",
    "  gpqueries:contracts.raw\n",
    "where\n",
    "  substr(principalnaicscode, 1, 2) = '11' # NAICS code for agriculture\n",
    "  # principalnaicscode contains 'software' # simpler query\n",
    "group by\n",
    "  month\n",
    "order by\n",
    "  month asc\n",
    "ignore case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jjAEAsIwyBgDAMsoYAADLKGMAACzjF7huAK78bWOJ3zcGgJpGGd8AXPXbxhK/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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc1301e7710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = bq.Query(gpq.seasonal_sales).to_dataframe()\n",
    "plt = df.set_index('month')['sum_dollarsobligated'].plot(kind='bar', title='Government purchases of agricultural goods')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Agriculture has evident seasonality, which makes it a good example for timing. Agencies do shopping in the summer, but the overall volume is small: under $8bn in 17 years."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trending goods and services"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%%sql --module gpq\n",
    "\n",
    "define query trending_psc\n",
    "select\n",
    "  productorservice_id, productorservice_name,\n",
    "  last(sum_dollarsobligated) / first(sum_dollarsobligated) growth_ratio,\n",
    "  sum(sum_dollarsobligated) total_dollarsobligated\n",
    "from (\n",
    "  select\n",
    "    fiscal_year,\n",
    "    substr(productorservicecode, 1, 4) productorservice_id,\n",
    "    first(productorservicecode) productorservice_name,\n",
    "    count(*) transactions,\n",
    "    sum(dollarsobligated) sum_dollarsobligated,\n",
    "  from\n",
    "    gpqueries:contracts.raw\n",
    "  where\n",
    "    fiscal_year > 2010 and fiscal_year < 2016\n",
    "    # substr(agencyid, 1, 4) != '9700' # include/exclude DoD\n",
    "  group by\n",
    "    productorservice_id, fiscal_year\n",
    "  order by\n",
    "    productorservice_id, fiscal_year asc\n",
    ")\n",
    "group by\n",
    "  productorservice_id, productorservice_name\n",
    "having\n",
    "  total_dollarsobligated > 10000000 and\n",
    "  first(sum_dollarsobligated) > 1000000\n",
    "order by\n",
    "  growth_ratio desc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fmZkZzZs3L/Jr/7fffouurq7ytAFA48aNsbW1VSv3/fffc+zYMeUmUpN79+5x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\n/z