[
  {
    "path": ".gitignore",
    "content": ".idea/\n"
  },
  {
    "path": "LICENSE",
    "content": "                                 Apache License\n                           Version 2.0, January 2004\n                        http://www.apache.org/licenses/\n\n   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION\n\n   1. Definitions.\n\n      \"License\" shall mean the terms and conditions for use, reproduction,\n      and distribution as defined by Sections 1 through 9 of this document.\n\n      \"Licensor\" shall mean the copyright owner or entity authorized by\n      the copyright owner that is granting the License.\n\n      \"Legal Entity\" shall mean the union of the acting entity and all\n      other entities that control, are controlled by, or are under common\n      control with that entity. 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  },
  {
    "path": "README.md",
    "content": "# Government Procurement Queries\n\nA collection of SQL queries that help\n\n- Selling to the government\n- Learning about competitors\n- Monitoring government spending\n\nThe quickest way to find out what it means exactly:\n\n* [Introduction to US Federal Government Contracts](/notebooks/contracts_intro.ipynb)\n\n\n## Usage\n\n### Data\n\n* [`data`](/data)\n\nThe data is collected from government websites and loaded to [Google BigQuery](https://cloud.google.com/bigquery/):\n\nData | BigQuery dataset | Source\n--- | --- | ---\nUS 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)\n\nFor the codebooks, see [`data`](/data).\n\n### Queries\n\n* [`queries`](/queries) \n\nAll queries are written for the BigQuery SQL dialect and stored in `.sql` files. Each file contains comments about its purpose and usage.\n\nYou can execute queries with:\n\n- [BigQuery Web GUI](https://bigquery.cloud.google.com/dataset/)\n- [Google Datalab](https://datalab.cloud.google.com/)\n- [Google Cloud Platform SDK](https://cloud.google.com/sdk/): `bq` tool (see `bq help query` for details)\n\nAll methods require a Google Account and a Google Cloud Project. Both are free. The first-time setup takes a couple of minutes.\n\nWeb GUI is the easiest to start with.\n\n*See also:* [Accessing BigQuery](https://github.com/antontarasenko/smq#usage)\n\n### Notebooks\n\n* [`notebooks`](/notebooks)\n\nJupyter (IPython) notebooks with replication code and comments:\n\n* [Introduction to US Federal Government Contracts](/notebooks/contracts_intro.ipynb)\n* [Finding Government Clients in Procurement History](/notebooks/contracts_for_vendors.ipynb)\n\n### Reports\n\n* [`reports`](/reports)\n\nExtracts that highlight particular findings, usually from notebooks.\n\n\n## Coming soon\n\n- More federal coverage: federal grands, loans, and other assistance\n- Subnational coverage: states and large cities\n- Notebooks for business intelligence and finding government customers\n\nTo receive updates, press \"Watch\" in the top right corner.\n\n\n## Related\n\n- [Social Media Queries](https://github.com/antontarasenko/smq) - A collection of SQL queries to social media datasets.\n\n\n## Contacts\n\nAnton Tarasenko\n\n* <mailto:antontarasenko@gmail.com>\n* <http://antontarasenko.com>\n"
  },
  {
    "path": "data/README.md",
    "content": "# Government Procurement Datasets\n\n* *The datasets are stored on BigQuery. See [README.md](../README.md) for details.*\n\nThe files in this this directory describe the variables used in the datasets. The files are named after the datasets: `<dataset>.<table>.md`.\n\nFor example, to find the description of the original variables used in US federal government contracts, open [`contracts.raw.md`](contracts.raw.md).\n"
  },
  {
    "path": "data/contracts.raw.md",
    "content": "# US Federal Government Contracts: Raw Data \n\nThe official codebook is available at USAspending.gov:\n\n* [USAspending.govDownloadsDataDictionary.pdf](https://www.usaspending.gov/DownloadCenter/Documents/USAspending.govDownloadsDataDictionary.pdf)\n\nAlso, the list of variables (225) with comments (numbers indicate the column number of the variable):\n\n## Transaction\n\n      1: unique_transaction_id\n      2: transaction_status\n      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.\n      4: baseandexercisedoptionsvalue\n      5: baseandalloptionsvalue\n\n## Buyer (agency)\n\nThe 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.\n\n     95: agencyid # A code for the governmental agency or bureau that executed or is otherwise responsible for the transaction.\n     96: piid # The unique identifier for each contract, agreement or order.\n     97: modnumber\n     98: transactionnumber\n     99: fiscal_year # The federal government fiscal year (starting October 1), determined by the “Signed Date” provided by FPDS.\n    100: idvagencyid\n    101: idvpiid\n    102: idvmodificationnumber\n      6: maj_agency_cat\n      7: mod_agency\n      8: maj_fund_agency_cat\n      9: contractingofficeagencyid\n     10: contractingofficeid\n     11: fundingrequestingagencyid\n     12: fundingrequestingofficeid\n     13: fundedbyforeignentity\n\n## Dates\n\nFormat is `MM/DD/YYYY`. For some fields, missing data is encoded as \"01/01/1900\".\n\n     14: signeddate\n     15: effectivedate\n     16: currentcompletiondate\n     17: ultimatecompletiondate\n     18: lastdatetoorder\n    225: last_modified_date\n\n## Contract\n\n     19: contractactiontype # Types of awards include Purchase Orders (PO), Delivery Orders (DO), BPA Calls and Definitive Contracts.\n     20: reasonformodification\n     21: typeofcontractpricing\n     22: priceevaluationpercentdifference\n     23: subcontractplan\n     24: lettercontract\n     25: multiyearcontract\n     26: performancebasedservicecontract\n     27: majorprogramcode\n     28: contingencyhumanitarianpeacekeepingoperation\n     29: contractfinancing # Type of financing used to effect payment (progress payments, advance payments, etc.).\n     30: costorpricingdata\n     31: costaccountingstandardsclause\n     32: descriptionofcontractrequirement\n     33: purchasecardaspaymentmethod\n     34: numberofactions\n     35: nationalinterestactioncode\n     36: progsourceagency\n     37: progsourceaccount\n     38: progsourcesubacct\n     39: account_title\n     40: rec_flag\n     41: typeofidc\n     42: multipleorsingleawardidc\n     43: programacronym\n\n## Vendor (winner, contractor, seller)\n\n     44: vendorname\n     45: vendoralternatename\n     46: vendorlegalorganizationname\n     47: vendordoingasbusinessname\n     48: divisionname\n     49: divisionnumberorofficecode\n     50: vendorenabled\n     51: vendorlocationdisableflag\n     52: ccrexception\n     53: streetaddress\n     54: streetaddress2\n     55: streetaddress3\n     56: city\n     57: state\n     58: zipcode\n     59: vendorcountrycode\n     60: vendor_state_code\n     61: vendor_cd\n     62: congressionaldistrict\n     63: vendorsitecode\n     64: vendoralternatesitecode\n     65: dunsnumber\n     66: parentdunsnumber\n     67: phoneno\n     68: faxno\n     69: registrationdate\n     70: renewaldate\n     71: mod_parent\n     72: locationcode # The code from the combined FIPS Pub. 10 and FIPS Pub. 55 that identifies the place where the work is being performed.\n     73: statecode\n\n## Vendor's details\n\n    119: organizationaltype # \"SOLE PROPRIETORSHIP\" and other types\n    120: numberofemployees\n    121: annualrevenue\n    122: firm8aflag\n    123: hubzoneflag\n    124: sdbflag\n    125: issbacertifiedsmalldisadvantagedbusiness\n    126: shelteredworkshopflag\n    127: hbcuflag\n    128: educationalinstitutionflag\n    129: womenownedflag\n    130: veteranownedflag\n    131: srdvobflag\n    132: localgovernmentflag\n    133: minorityinstitutionflag\n    134: aiobflag\n    135: stategovernmentflag\n    136: federalgovernmentflag\n    137: minorityownedbusinessflag\n    138: apaobflag\n    139: tribalgovernmentflag\n    140: baobflag\n    141: naobflag\n    142: saaobflag\n    143: nonprofitorganizationflag\n    144: isothernotforprofitorganization\n    145: isforprofitorganization\n    146: isfoundation\n    147: haobflag\n    148: ishispanicservicinginstitution\n    149: emergingsmallbusinessflag\n    150: hospitalflag\n    151: contractingofficerbusinesssizedetermination\n    152: is1862landgrantcollege\n    153: is1890landgrantcollege\n    154: is1994landgrantcollege\n    155: isveterinarycollege\n    156: isveterinaryhospital\n    157: isprivateuniversityorcollege\n    158: isschoolofforestry\n    159: isstatecontrolledinstitutionofhigherlearning\n    160: isserviceprovider\n    161: receivescontracts\n    162: receivesgrants\n    163: receivescontractsandgrants\n    164: isairportauthority\n    165: iscouncilofgovernments\n    166: ishousingauthoritiespublicortribal\n    167: isinterstateentity\n    168: isplanningcommission\n    169: isportauthority\n    170: istransitauthority\n    171: issubchapterscorporation\n    172: islimitedliabilitycorporation\n    173: isforeignownedandlocated\n    174: isarchitectureandengineering\n    175: isdotcertifieddisadvantagedbusinessenterprise\n    176: iscitylocalgovernment\n    177: iscommunitydevelopedcorporationownedfirm\n    178: iscommunitydevelopmentcorporation\n    179: isconstructionfirm\n    180: ismanufacturerofgoods\n    181: iscorporateentitynottaxexempt\n    182: iscountylocalgovernment\n    183: isdomesticshelter\n    184: isfederalgovernmentagency\n    185: isfederallyfundedresearchanddevelopmentcorp\n    186: isforeigngovernment\n    187: isindiantribe\n    188: isintermunicipallocalgovernment\n    189: isinternationalorganization\n    190: islaborsurplusareafirm\n    191: islocalgovernmentowned\n    192: ismunicipalitylocalgovernment\n    193: isnativehawaiianownedorganizationorfirm\n    194: isotherbusinessororganization\n    195: isotherminorityowned\n    196: ispartnershiporlimitedliabilitypartnership\n    197: isschooldistrictlocalgovernment\n    198: issmallagriculturalcooperative\n    199: issoleproprietorship\n    200: istownshiplocalgovernment\n    201: istriballyownedfirm\n    202: istribalcollege\n    203: isalaskannativeownedcorporationorfirm\n    204: iscorporateentitytaxexempt\n    205: iswomenownedsmallbusiness\n    206: isecondisadvwomenownedsmallbusiness\n    207: isjointventurewomenownedsmallbusiness\n    208: isjointventureecondisadvwomenownedsmallbusiness\n    209: walshhealyact\n    210: servicecontractact\n    211: davisbaconact\n    212: clingercohenact\n    213: otherstatutoryauthority\n\n## Vendor's contacts\n\n    214: prime_awardee_executive1\n    215: prime_awardee_executive1_compensation\n    216: prime_awardee_executive2\n    217: prime_awardee_executive2_compensation\n    218: prime_awardee_executive3\n    219: prime_awardee_executive3_compensation\n    220: prime_awardee_executive4\n    221: prime_awardee_executive4_compensation\n    222: prime_awardee_executive5\n    223: prime_awardee_executive5_compensation\n    224: interagencycontractingauthority\n\n## Place of performance\n\n     74: PlaceofPerformanceCity\n     75: pop_state_code # A two-part field \"CA: CALIFORNIA\". Data entry errors like \"CA: MONTANA\" happen.\n     76: placeofperformancecountrycode\n     77: placeofperformancezipcode\n     78: pop_cd\n     79: placeofperformancecongressionaldistrict\n\n## Product\n\n     80: psc_cat\n     81: productorservicecode # Encoded in two parts like \"F099: OTHER NAT RES MGMT & CONSERV\". Use the 4-symbol part for unique identification.\n     82: systemequipmentcode\n     83: claimantprogramcode\n     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.\n     85: informationtechnologycommercialitemcategory\n     86: gfe_gfp\n     87: useofepadesignatedproducts\n     88: recoveredmaterialclauses\n     89: seatransportation\n     90: contractbundling\n     91: consolidatedcontract\n     92: countryoforigin\n     93: placeofmanufacture\n     94: manufacturingorganizationtype\n\n## RFP, auction, bids\n\n    103: solicitationid\n    104: extentcompeted\n    105: reasonnotcompeted\n    106: numberofoffersreceived\n    107: commercialitemacquisitionprocedures\n    108: commercialitemtestprogram\n    109: smallbusinesscompetitivenessdemonstrationprogram\n    110: a76action\n    111: competitiveprocedures\n    112: solicitationprocedures\n    113: typeofsetaside\n    114: localareasetaside\n    115: evaluatedpreference\n    116: fedbizopps\n    117: research\n    118: statutoryexceptiontofairopportunity\n"
  },
  {
    "path": "notebooks/contracts_for_vendors.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Finding Government Clients in Procurement History\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"* *This notebook is part of the [Government Procurement Queries](https://github.com/antontarasenko/gpq) project*\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"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    \"\\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.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"*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.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 1,\n   \"metadata\": {\n    \"collapsed\": true\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import gcp.bigquery as bq\\n\",\n    \"import matplotlib.pyplot as mpl\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Government Agencies\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Depending on the amount, agencies buy immediately or issue solicitations. For solicitations, the bidder may secure large sales with a single contract:\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### The Top 10 most lucrative contracts\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 2,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\\n\",\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\",\n       \"    <br />(rows: 10, time: 3.1s,     4GB processed, job: job_BoXqJSlrql_LucbV0JuuRKI9ZEA)<br />\\n\",\n       \"    <script>\\n\",\n       \"      require(['extensions/charting', 'element!1_146628580574', 'style!/static/extensions/charting.css'],\\n\",\n       \"        function(charts, dom) {\\n\",\n       \"          charts.render(dom,\\n\",\n       \"            {\\n\",\n       \"              chartStyle:\\\"table\\\",\\n\",\n       \"              dataName:\\\"0\\\",\\n\",\n       \"              fields:\\\"agency_id,agency_name,first_signeddate,solicitationid,solicitation_offers,solicitation_transactions,solicitation_sum_dollarsobligated,vendors\\\",\\n\",\n       \"              totalRows:10,\\n\",\n       \"              rowsPerPage:25,\\n\",\n       \"     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{\\\"v\\\": \\\"N0001908R0056\\\"}, {\\\"v\\\": 1.0}, {\\\"v\\\": 217}, {\\\"v\\\": 7221293298.34}, {\\\"v\\\": \\\"MCDONNELL DOUGLAS CORPORATION\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"8900\\\"}, {\\\"v\\\": \\\"ENERGY, DEPARTMENT OF\\\"}, {\\\"v\\\": \\\"10/27/2015\\\"}, {\\\"v\\\": \\\"DE-RP02-06CH11357\\\"}, {\\\"v\\\": 1.0}, {\\\"v\\\": 765}, {\\\"v\\\": 6857171982.040004}, {\\\"v\\\": \\\"\\\\\\\"UCHICAGO ARGONNE, LLC\\\\\\\",UCHICAGO ARGONNE LIMITED LIABILITY COMPANY\\\"}]}], \\\"cols\\\": [{\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"agency_id\\\", \\\"label\\\": \\\"agency_id\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"agency_name\\\", \\\"label\\\": \\\"agency_name\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"first_signeddate\\\", \\\"label\\\": \\\"first_signeddate\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"solicitationid\\\", \\\"label\\\": \\\"solicitationid\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"solicitation_offers\\\", \\\"label\\\": \\\"solicitation_offers\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"solicitation_transactions\\\", \\\"label\\\": \\\"solicitation_transactions\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"solicitation_sum_dollarsobligated\\\", \\\"label\\\": \\\"solicitation_sum_dollarsobligated\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"vendors\\\", \\\"label\\\": \\\"vendors\\\"}]});\\n\",\n       \"        }\\n\",\n       \"      );\\n\",\n       \"    </script>\\n\",\n       \"  \"\n      ],\n      \"text/plain\": [\n       \"QueryResultsTable job_BoXqJSlrql_LucbV0JuuRKI9ZEA\"\n      ]\n     },\n     \"execution_count\": 2,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"%%sql\\n\",\n    \"select\\n\",\n    \"  substr(agencyid, 1, 4) agency_id,\\n\",\n    \"  first(substr(agencyid, 7)) agency_name,\\n\",\n    \"  first(signeddate) first_signeddate,\\n\",\n    \"  solicitationid,\\n\",\n    \"  avg(numberofoffersreceived) solicitation_offers, # expect all `numberofoffersreceived` to be the same within unique `solicitationid`\\n\",\n    \"  count(*) solicitation_transactions,\\n\",\n    \"  sum(dollarsobligated) solicitation_sum_dollarsobligated,\\n\",\n    \"  group_concat(unique(vendorname)) vendors,\\n\",\n    \"from\\n\",\n    \"  gpqueries:contracts.raw\\n\",\n    \"where\\n\",\n    \"  length(solicitationid) > 5\\n\",\n    \"group by\\n\",\n    \"  agency_id, solicitationid\\n\",\n    \"order by\\n\",\n    \"  solicitation_sum_dollarsobligated desc\\n\",\n    \"limit\\n\",\n    \"  10\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"But first you need to win a contract.\\n\",\n    \"\\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    \"\\n\",\n    \"Now, few offers per solicitation may imply several things:\\n\",\n    \"\\n\",\n    \"- Harsh contract requirements\\n\",\n    \"- Unique goods and services requested\\n\",\n    \"- The agency does not promote its solicitations\\n\",\n    \"\\n\",\n    \"These implications make some agencies more attractive for contractors. Let's find such agencies.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Agencies with less competition at the solicitation stage\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 3,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\\n\",\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 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2.5518351577591756}, {\\\"v\\\": 1}, {\\\"v\\\": 1553}, {\\\"v\\\": 3963}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1443\\\"}, {\\\"v\\\": \\\"NATIONAL PARK SERVICE\\\"}, {\\\"v\\\": 2041876324.4999998}, {\\\"v\\\": 2.6069609507640066}, {\\\"v\\\": 2}, {\\\"v\\\": 2356}, {\\\"v\\\": 6142}]}, {\\\"c\\\": [{\\\"v\\\": \\\"6901\\\"}, {\\\"v\\\": \\\"IMMEDIATE OFFICE OF THE SECRETARY OF TRANSPORTATION\\\"}, {\\\"v\\\": 188927178.88000003}, {\\\"v\\\": 2.6153846153846154}, {\\\"v\\\": 1}, {\\\"v\\\": 260}, {\\\"v\\\": 680}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1434\\\"}, {\\\"v\\\": \\\"GEOLOGICAL SURVEY\\\"}, {\\\"v\\\": 458412175.68000007}, {\\\"v\\\": 2.6202290076335877}, {\\\"v\\\": 2}, {\\\"v\\\": 524}, {\\\"v\\\": 1373}]}, {\\\"c\\\": [{\\\"v\\\": \\\"4732\\\"}, {\\\"v\\\": \\\"FEDERAL ACQUISITION SERVICE\\\"}, {\\\"v\\\": 12768846013.689997}, {\\\"v\\\": 2.664648910411622}, {\\\"v\\\": 2}, {\\\"v\\\": 4130}, {\\\"v\\\": 11005}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1435\\\"}, {\\\"v\\\": \\\"BUREAU OF OCEAN ENERGY MANAGEMENT\\\"}, {\\\"v\\\": 141183058.28000003}, {\\\"v\\\": 2.6666666666666665}, {\\\"v\\\": 2}, {\\\"v\\\": 138}, {\\\"v\\\": 368}]}, {\\\"c\\\": [{\\\"v\\\": \\\"5000\\\"}, {\\\"v\\\": \\\"SECURITIES AND EXCHANGE COMMISSION\\\"}, {\\\"v\\\": 605144310.35}, {\\\"v\\\": 2.689855072463768}, {\\\"v\\\": 2}, {\\\"v\\\": 345}, {\\\"v\\\": 928}]}], \\\"cols\\\": [{\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"agency_id\\\", \\\"label\\\": \\\"agency_id\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"agency_name\\\", \\\"label\\\": \\\"agency_name\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"agency_sum_dollarsobligated\\\", \\\"label\\\": \\\"agency_sum_dollarsobligated\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"avg_solicitation_offers\\\", \\\"label\\\": \\\"avg_solicitation_offers\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"median_solicitation_offers\\\", \\\"label\\\": \\\"median_solicitation_offers\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"count_solicitations\\\", \\\"label\\\": \\\"count_solicitations\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"sum_solicitation_offers\\\", \\\"label\\\": \\\"sum_solicitation_offers\\\"}]});\\n\",\n       \"        }\\n\",\n       \"      );\\n\",\n       \"    </script>\\n\",\n       \"  \"\n      ],\n      \"text/plain\": [\n       \"QueryResultsTable job_pk9vPZcYky3wvavy7NQn8YsRKBg\"\n      ]\n     },\n     \"execution_count\": 3,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"%%sql\\n\",\n    \"select\\n\",\n    \"  agency_id, agency_name,\\n\",\n    \"  # the size of an opportunity\\n\",\n    \"  sum(solicitation_sum_dollarsobligated) agency_sum_dollarsobligated,\\n\",\n    \"  # summarizing the number of offers\\n\",\n    \"  avg(solicitation_offers) avg_solicitation_offers,\\n\",\n    \"  nth(11, quantiles(solicitation_offers, 21)) median_solicitation_offers,\\n\",\n    \"  count(solicitation_offers) count_solicitations,\\n\",\n    \"  sum(solicitation_offers) sum_solicitation_offers,\\n\",\n    \"from (\\n\",\n    \"  select\\n\",\n    \"    substr(agencyid, 1, 4) agency_id,\\n\",\n    \"    first(substr(agencyid, 7)) agency_name,\\n\",\n    \"    solicitationid,\\n\",\n    \"    first(numberofoffersreceived) solicitation_offers, # expect all `numberofoffersreceived` to be the same within unique `solicitationid`\\n\",\n    \"    count(*) solicitation_transactions,\\n\",\n    \"    sum(dollarsobligated) solicitation_sum_dollarsobligated,\\n\",\n    \"  from\\n\",\n    \"    gpqueries:contracts.raw\\n\",\n    \"  where\\n\",\n    \"    length(solicitationid) > 5\\n\",\n    \"  group by\\n\",\n    \"    agency_id, solicitationid\\n\",\n    \")\\n\",\n    \"where\\n\",\n    \"  # excluding solicitations that ended up in small sales\\n\",\n    \"  solicitation_sum_dollarsobligated > 100000\\n\",\n    \"group by\\n\",\n    \"  agency_id, agency_name\\n\",\n    \"having\\n\",\n    \"  # excluding agencies that bought a little in your product category\\n\",\n    \"  agency_sum_dollarsobligated > 1000000 and\\n\",\n    \"  count_solicitations > 100\\n\",\n    \"order by\\n\",\n    \"  avg_solicitation_offers asc\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"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    \"\\n\",\n    \"Tips to make these results more relevant for your business:\\n\",\n    \"\\n\",\n    \"- Specify your industry with variable `principalnaicscode`\\n\",\n    \"- Specify your product or service with `productorservicecode`\\n\",\n    \"- Specify your geography\\n\",\n    \"- Narrow the time range to recent contracts (variable `fiscal_year`)\\n\",\n    \"\\n\",\n    \"See the variables in [`data/contracts.raw.md`](https://github.com/antontarasenko/gpq/blob/master/data/contracts.raw.md).\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Agencies buying from your industry\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"You can find which agency buys most from the industry you work in. I use IT for example:\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 4,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\\n\",\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\",\n       \"    <br />(rows: 10, time: 0.5s, cached, job: job_f0HB89zbdddRrDtLrUSDzcyEPAA)<br />\\n\",\n       \"    <script>\\n\",\n       \"      require(['extensions/charting', 'element!3_146628580947', 'style!/static/extensions/charting.css'],\\n\",\n       \"        function(charts, dom) {\\n\",\n       \"          charts.render(dom,\\n\",\n       \"            {\\n\",\n       \"              chartStyle:\\\"table\\\",\\n\",\n       \"              dataName:\\\"2\\\",\\n\",\n       \"              fields:\\\"agency_id,agency_name,sum_dollarsobligated\\\",\\n\",\n       \"              totalRows:10,\\n\",\n       \"              rowsPerPage:25,\\n\",\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\",\n       \"      );\\n\",\n       \"    </script>\\n\",\n       \"  \"\n      ],\n      \"text/plain\": [\n       \"QueryResultsTable job_f0HB89zbdddRrDtLrUSDzcyEPAA\"\n      ]\n     },\n     \"execution_count\": 4,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"%%sql\\n\",\n    \"select\\n\",\n    \"  substr(agencyid, 1, 4) agency_id,\\n\",\n    \"  first(substr(agencyid, 7)) agency_name,\\n\",\n    \"  sum(dollarsobligated) sum_dollarsobligated,\\n\",\n    \"from\\n\",\n    \"  gpqueries:contracts.raw\\n\",\n    \"where\\n\",\n    \"  substr(principalnaicscode, 1, 2) = '51' # NAICS code for \\\"Information\\\"\\n\",\n    \"group by\\n\",\n    \"  agency_id\\n\",\n    \"order by\\n\",\n    \"  sum_dollarsobligated desc\\n\",\n    \"limit\\n\",\n    \"  10\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"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.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Timing\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Time is the second important factor to explore.\\n\",\n    \"\\n\",\n    \"One famous case is the September hike in government purchases:\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Government purchases hike in September\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 5,\n   \"metadata\": {\n    \"collapsed\": true\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"%%sql --module gpq\\n\",\n    \"\\n\",\n    \"define query amount_by_month\\n\",\n    \"select\\n\",\n    \"  substr(signeddate, 1, 2) month,\\n\",\n    \"  count(*) transactions,\\n\",\n    \"  sum(dollarsobligated) sum_dollarsobligated,\\n\",\n    \"from\\n\",\n    \"  gpqueries:contracts.raw\\n\",\n    \"group by\\n\",\n    \"  month\\n\",\n    \"order by\\n\",\n    \"  month asc\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 6,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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X/605/Uvn17rV279pTbj+84JR37dDtz5sxarQLbvXu3Jk6c6Jn7pptu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\\nKGMAACyjjAEAsIwyBgDAMsoYAADL/h9dhReT6BLyAgAAAABJRU5ErkJggg==\\n\",\n      \"text/plain\": [\n       \"<matplotlib.figure.Figure at 0x7fc13017ff50>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"df = bq.Query(gpq.amount_by_month).to_dataframe()\\n\",\n    \"plt = df.set_index('month')['sum_dollarsobligated'].plot(kind='bar', title='Government purchases by month')\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"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.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Seasonal sales in your industry\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 7,\n   \"metadata\": {\n    \"collapsed\": true\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"%%sql --module gpq\\n\",\n    \"\\n\",\n    \"define query seasonal_sales\\n\",\n    \"select\\n\",\n    \"  substr(signeddate, 1, 2) month,\\n\",\n    \"  count(*) transactions,\\n\",\n    \"  sum(dollarsobligated) sum_dollarsobligated,\\n\",\n    \"from\\n\",\n    \"  gpqueries:contracts.raw\\n\",\n    \"where\\n\",\n    \"  substr(principalnaicscode, 1, 2) = '11' # NAICS code for agriculture\\n\",\n    \"  # principalnaicscode contains 'software' # simpler query\\n\",\n    \"group by\\n\",\n    \"  month\\n\",\n    \"order by\\n\",\n    \"  month asc\\n\",\n    \"ignore case\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 8,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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ADH9cOHD9e6deuUmZkp6dzjl56efs2fPn+qxMREvfLKK44Xmfz8/Cpv\\nPK72QhgQEKCjR486fbF8++23lZOTo8LCQq1YscLxRiMkJEQHDhzQ/v37VVpaqqVLl161ODw8PHTf\\nffdpwYIFys3NVWVlpfbu3es4ov1qOYqLi+Xn5ycfHx8dPHhQa9eudUz76quvlJmZqfLycjVo0EA3\\n3XST6tWr5/i0+/zzzzsOtsvJydEnn3wi6dzm5/NF1rBhQ3l6elbZnXFeeHi4Dh8+rNTUVFVUVGjr\\n1q369ttvde+99151vZ1XUlIif39/eXt7KzMzs8pBQjExMfroo48c62HJkiXVGvO8+Ph4ffrpp/rg\\ngw9UUVGhwsJCx6b982/ez5w5o8OHD+vdd9+94jgBAQGXfOf4rrvucmwK3rlzp2PT+pUUFxerQYMG\\n8vPzU2Fh4TXdl5iYGK1YsUKnTp1STk6Oo8glqUOHDvLx8dGqVatUXl6uzz//XB9//LEGDBigevXq\\nKTY29op/u/3799cf//hH5eTk6OTJk1q1apVj3BMnTigtLU0//vijvLy85Ovre9nHHzXHrdZ+ZWWl\\n/P39tXHjRm3atEmbNm1y/PEGBQVpyZIl2rBhg5544glJkp+fn824tcJDDz2k3/72t1q9erV69eql\\nnj17avbs2Xr66afVsWNHSee2RjRo0EB9+vTRqFGjNHDgwCqbN9u3by9fX1/l5eWpd+/ejut/9atf\\nad68eZo7d666dOmifv36aePGjY7plyuna/2e48XzX3h59OjRioqK0tixY9W5c2eNGDHC8cbA2W1j\\nYmJkjFHXrl01ZMiQKy5/wIABGjt2rPr27asWLVo4jrZt2bKlJkyYoDFjxqhfv34KDQ11el+mTZum\\nNm3aaOjQoeratasWLVrkKOGrZZ02bZo2b96sTp06adasWYqLi3NMO336tJ599ll16dJFUVFRatKk\\niX7zm99Ikp5++mm1aNFCw4cPV2hoqMaOHatDhw5JOrfpe8yYMerYsaPuv/9+jRw5Ul26dLkkc+PG\\njbV8+XKtWbNG3bp105o1a7RixYpLNidfyaxZs/S73/1OnTt31rJly6psNbnjjjs0Y8YMPfnkk7rn\\nnnvk5+enW265pcrxBVdz6623auXKlXrjjTfUpUsXDR482FHGY8aMkbe3t3r27Knp06c7jnO43Pod\\nOnSoDhw4oC5dumjixImSpJSUFP31r39VWFiYUlNTHbtmrmT06NH68ccf1bVrV40YMaLK0dAXL+9i\\nEyZMUHBwsOO5HBMT41gH3t7eWr58uXbu3Klu3bpp3rx5eumll9SyZUtJ0rPPPnvFv93hw4erV69e\\njuv69u3rWGZlZaXefPNN9e7dW926ddMXX3zh2AoJOzyMk48G2dnZmjp1qk6cOKF69epp2LBhevDB\\nBy+Zb/78+dq5c6d8fHy0YMEC3XXXXdUKcOTIEY0fP16bN2+WJN1///0aPXq0Y7/S/v37FRIS4jgY\\nycPDQ4sXL5aXl5cmTZp0rfcXqLbIyEg999xz6t69u+0odUJJSYnCwsK0fft2NW/e3HYca9auXaut\\nW7fqj3/8o+0oqEFOPxl7enpq+vTpSk1N1bp16/T222/r4MGDVeZJT09XVlaWtm/frrlz52rWrFnV\\nWvjkyZM1YsQIfffdd7r33nv17rvv6uWXX9b69euVkJCgAQMGOL5Tl5GRoZiYGMXExCg/P1/jxo37\\nCXcXgDv56KOPdObMGZWUlGjBggW6884761wR5+Xl6csvv5QxRt9++61+//vfV/kUi7rB6dHUgYGB\\nCgwMlHRu31Lr1q2Vm5tb5TD4tLQ0xw8ndOjQQUVFRTp+/HiVo0Mv50pfT1q9evUl1/Xr10/9+vVz\\nFhdwGX468PpLS0vT1KlTJZ3b7fHKK69YTlTzysrKNGvWLB05ckT+/v6Ki4vT/fffbzsWatg1fbXp\\nyJEj2r9/v9q3b1/l+osPoQ8ODlZOTo7TMgbc2eWOQodrzZ8/X/Pnz7cdw6rbbrvNsZsOdVe1D+Aq\\nLi7WY489ppSUFDVs2PB6ZgIAoE6pVhmXl5frscceU0JCwmWPKgwKCqryfbbs7Gyn30MsL+fH1QEA\\nkKq5mTolJUV33HGHRo8efdnpUVFRevvttxUbG6u9e/fK39/f6SbqggLXfRc1MPBm5eUVuWw8VyBT\\n9bhjJsk9c5GpeshUfe6Y60bPFBh482Wvd1rG//jHP7R582a1adNGgwYNkoeHh5588kkdO3ZMHh4e\\nSkxMVHh4uNLT0xUdHS0fHx+98MILLgkNAEBd4LSMO3fuXOWH/K9k5syZLgkEAEBd41a/wAUAQF1E\\nGQMAYBllDACAZZQxAACWUcYAAFhGGQMAYBllDACAZZQxAACWUcYAAFhGGQMAYBllDACAZZQxAACW\\nUcYAAFhGGQMAYBllDACAZZQxAACWUcYAAFhGGQMAYBllDACAZZQxAACWUcYAAFhGGQMAYBllDACA\\nZZQxAACWUcYAAFhGGQMAYJmX7QAAUFtVVFTo0KFvnc5XUOCn/PzTTudr2bKVPD09XRENtQxlDAA/\\n0aFD3+rxhe/Jt1HQzx6r5GSuXpsyUK1b/9IFyVDbUMYA8DP4NgqSX5PmtmOglmOfMQAAllHGAABY\\nRhkDAGAZZQwAgGWUMQAAllHGAABYRhkDAGAZZQwAgGWUMQAAllHGAABYRhkDAGAZZQwAgGWUMQAA\\nllHGAABYRhkDAGAZZQwAgGWUMQAAllHGAABYRhkDAGAZZQwAgGWUMQAAllHGAABYRhkDAGAZZQwA\\ngGWUMQAAllHGAABYRhkDAGAZZQwAgGWUMQAAllHGAABYRhkDAGAZZQwAgGWUMQAAllHGAABYRhkD\\nAGAZZQwAgGWUMQAAllHGAABYRhkDAGCZ0zJOSUlRjx49FB8ff9npGRkZCg0N1eDBgzV48GAtW7bM\\n5SEBALiReTmbYciQIUpKStLUqVOvOE9oaKiWL1/u0mAAANQVTj8Zh4aGyt/fvyayAABQJ7lkn/Ge\\nPXuUkJCg5ORkHThwwBVDAgBQZzjdTO1M27Zt9fHHH8vHx0fp6emaMGGCtm3b5opsAADUCT+7jBs2\\nbOj4f3h4uObMmaPCwkI1btz4qrdr0sRXXl6eP3fxDoGBN7tsLFchU/W4YybJPXORqXpqKlNBgZ9L\\nx2va1K/G12ddfvyuxfXOVK0yNsZccdrx48cVEBAgScrMzJQkp0UsSQUFJdVZdLUEBt6svLwil43n\\nCmSqHnfMJLlnLjJVT01mys8/7fLxanJ91vXHr7pcmelKpe60jCdPnqzPP/9chYWFuvfeezVp0iSV\\nlZXJw8NDiYmJ2rZtm9auXSsvLy81aNBAixcvdklgAADqCqdlvGjRoqtOHzlypEaOHOmyQAAA1DX8\\nAhcAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZRxgAAWEYZAwBg\\nGWUMAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZRxgAA\\nWEYZAwBgGWUMAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEA\\nAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZRxgAAWEYZAwBgGWUM\\nAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZRxgAAWEYZ\\nAwBgGWUMAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZR\\nxgAAWEYZAwBgGWUMAIBlTss4JSVFPXr0UHx8/BXnmT9/vvr27auEhATt27fPpQEBALjROS3jIUOG\\naM2aNVecnp6erqysLG3fvl1z587VrFmzXBoQAIAbndMyDg0Nlb+//xWnp6WladCgQZKkDh06qKio\\nSMePH3ddQgAAbnA/e59xbm6umjVr5rgcHBysnJycnzssAAB1BgdwAQBgmdfPHSAoKEjZ2dmOy9nZ\\n2QoODnZ6uyZNfOXl5flzF+8QGHizy8ZyFTJVjztmktwzF5mqp6YyFRT4uXS8pk39anx91uXH71pc\\n70zVKmNjzBWnRUVF6e2331ZsbKz27t0rf39/BQQEOB2zoKCk+imdCAy8WXl5RS4bzxXIVD3umEly\\nz1xkqp6azJSff9rl49Xk+qzrj191uTLTlUrdaRlPnjxZn3/+uQoLC3Xvvfdq0qRJKisrk4eHhxIT\\nExUeHq709HRFR0fLx8dHL7zwgksCAwBQVzgt40WLFjkdZObMmS4JAwBAXcQBXAAAWEYZAwBgGWUM\\nAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZRxgAAWEYZ\\nAwBgGWUMAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZRxgAAWEYZAwBgGWUMAIBllDEAAJZ5\\n2Q4AwP1UVFTo0KFvnc5XUOCn/PzTV52nZctW8vT0dFU04IZEGQO4xKFD3+rxhe/Jt1HQzxqn5GSu\\nXpsyUK1b//JnZ3LlGwSJNwlwL5QxgMvybRQkvybNbcdwcNUbBMm1bxIAV6CMAdQa7vYGAXAVDuAC\\nAMAyyhgAAMsoYwAALKOMAQCwjDIGAMAyyhgAAMsoYwAALKOMAQCwjDIGAMAyyhgAAMsoYwAALKOM\\nAQCwjDIGAMAyyhgAAMs4hSJgWUVFhQ4d+tbpfAUFfsrPP33VeVq2bCVPT09XRQNQQyhjwLJDh77V\\n4wvfk2+joJ81TsnJXL02ZaBat/6li5IBqCmUMeAGfBsFya9Jc9sxAFjCPmMAACyjjAEAsIwyBgDA\\nMsoYAADLKGMAACyjjAEAsIwyBgDAMsoYAADLKGMAACzjF7huAK78bWOJ3zcGgJpGGd8AXPXbxhK/\\nbwwANlDGNwh+29i56m5BkDhDEoCaRRmjzmALAgB3RRmjTmELAgB3xNHUAABYRhkDAGAZZQwAgGWU\\nMQAAllHGAABYRhkDAGAZZQwAgGWUMQAAllWrjHfu3KmYmBj169dPK1euvGR6RkaGQkNDNXjwYA0e\\nPFjLli1zeVAAAG5UTn+Bq7KyUvPmzdObb76poKAgDR06VFFRUWrdunWV+UJDQ7V8+fLrFhQAgBuV\\n00/GmZmZatGihZo3by5vb2/FxcUpLS2tJrIBAFAnOC3jnJwc3XrrrY7LwcHBys3NvWS+PXv2KCEh\\nQcnJyTpw4IBrUwIAcANzyYki2rZtq48//lg+Pj5KT0/XhAkTtG3bNlcMDQDADc9pGQcHB+vYsWOO\\nyzk5OQoKqnoKuoYNGzr+Hx4erjlz5qiwsFCNGze+4rhNmvjKy8t154INDLzZZWO5Sk1lKijwc+l4\\nTZv61ej6rOvryZW5yFR9rsjljpmuVV1+7bwW1zuT0zJu166dsrKydPToUQUGBio1NVWvvPJKlXmO\\nHz+ugIAASef2MUu6ahFLUkFByU/NfInAwJuVl1fksvFcoSYz5eefdvl4Pzd7RUWFDh361ul8TZv6\\nVSt/y5at5On58968ueN6Oj+Oq5Dp2sb7ubncMdO1qOuvndXlykxXKnWnZezp6akZM2Zo7NixMsZo\\n6NChat26tdatWycPDw8lJiZq27ZtWrt2rby8vNSgQQMtXrzYJaFRex069K0eX/iefBsFOZ/ZiZKT\\nuXptykC1bv1LFyQDAPdTrX3GvXv3Vu/evatcN2LECMf/R44cqZEjR7o2GWo930ZB8mvS3HYMAHB7\\n/AIXAACWUcYAAFhGGQMAYBllDACAZZQxAACWueQXuAAA7qG63/GXzv1oibPvSrviO/5wjjIGgBsI\\n3/GvnShjALjB8B3/2od9xgAAWEYZAwBgGWUMAIBl7DMGANRJ1T3yvCaOOqeMAQB1kquOPHfFUeeU\\nMQCgznKXI8/ZZwwAgGWUMQAAllHGAABYRhkDAGAZZQwAgGWUMQAAllHGAABYRhkDAGAZZQwAgGWU\\nMQAAllHGAABYxm9TAwCuq+qeHUmqmTMkuSO3LmN3Or0VAOCncdXZkSTXnCHJHbl1GbvT6a0AAD+d\\nu5wdyV25dRlL7vcA8mkdAOBqbl/G7oZP6wAAV6OMfwJ3+7QOAKjd+GoTAACWUcYAAFhGGQMAYBll\\nDACAZZSnbZA8AAAL2klEQVQxAACWUcYAAFhGGQMAYBllDACAZZQxAACWUcYAAFhGGQMAYBllDACA\\nZZQxAACWUcYAAFhGGQMAYBllDACAZZQxAACWUcYAAFhGGQMAYBllDACAZZQxAACWUcYAAFhGGQMA\\nYBllDACAZZQxAACWUcYAAFhGGQMAYBllDACAZZQxAACWUcYAAFhGGQMAYBllDACAZZQxAACWUcYA\\nAFhGGQMAYBllDACAZZQxAACWVauMd+7cqZiYGPXr108rV6687Dzz589X3759lZCQoH379rk0JAAA\\nNzKnZVxZWal58+ZpzZo12rJli1JTU3Xw4MEq86SnpysrK0vbt2/X3LlzNWvWrOsWGACAG43TMs7M\\nzFSLFi3UvHlzeXt7Ky4uTmlpaVXmSUtL06BBgyRJHTp0UFFRkY4fP359EgMAcINxWsY5OTm69dZb\\nHZeDg4OVm5tbZZ7c3Fw1a9asyjw5OTkujAkAwI3Ly3YAZ0pO5jqfqQbGcPV47pjJleO4cqwbPZOr\\nxiNTzY/jyrHIVLPjuHI8V4zhYYwxV5th7969WrJkidasWSNJjgO4kpOTHfPMnDlT3bp1U2xsrCQp\\nJiZGb731lgICAn52QAAAbnRON1O3a9dOWVlZOnr0qEpLS5WamqqoqKgq80RFRWnTpk2SzpW3v78/\\nRQwAQDU53Uzt6empGTNmaOzYsTLGaOjQoWrdurXWrVsnDw8PJSYmKjw8XOnp6YqOjpaPj49eeOGF\\nmsgOAMANwelmagAAcH3xC1wAAFhGGQMAYBllDACAZZQxAACWUcYAAFhGGcOqEydO2I5QKxQUFNiO\\nAOA6umHK+KGHHrK27NOnT2vRokWaMmWKNm/eXGXa7NmzrWTKzs7WM888o5dffllFRUWaPn264uPj\\nNWXKFGsFWFhYWOVfQUGBhg0bppMnT6qwsNBKpp07dzr+X1RUpJSUFMXHx2vy5MnWTnby8ssvKz8/\\nX5L01VdfKSoqSsOHD1dERIQyMjKsZJKkwYMHa9myZcrKyrKW4WJfffWVkpKS9PTTT+uHH37Qr3/9\\na3Xu3Fn33Xef/vd//9dKpuLiYr322muKi4tT586d1a1bNw0fPlwbNmywkge1Q636nvG//vWvy15v\\njNG4ceP0ySef1HCicyZNmqQWLVro7rvv1vr16+Xt7a1Fixapfv36Gjx4sDZu3FjjmcaMGaOoqCj9\\n+OOP2rBhg4YMGaL4+Hjt2LFDGRkZWrJkSY1nCgkJ0W233VblupycHAUHB8vDw+OSs4HVhAsfn2ee\\neUYBAQEaPny4PvzwQ2VkZGjZsmU1nik+Pt7xpi4pKUlTpkxR+/bt9d1332ny5MnWXtQjIyPVr18/\\nvf/++woICNCAAQPUv39/BQcHW8kjSUOHDtWkSZNUVFSkhQsXavr06YqJidGnn36qV199Ve+8806N\\nZxo/fryio6PVo0cPvf/++yopKVFcXJxef/11BQcH66mnnqrxTNK5N5srVqzQjh07lJ+fLw8PDzVt\\n2lRRUVFKTk6Wv7+/lVxX8tBDD2n16tU1vtzTp09rxYoVys7OVu/evRUfH++YNnv27Ov3AcvUIiEh\\nISYpKcmMGjXqkn/t2rWzlmvgwIFVLi9btswkJiaa/Px8M2jQIOuZwsPDq0xLSEio4TTnrFmzxowd\\nO9bs37/fcV1ERISVLOdd+Phc/DhefLmmxMTEmLKyMmOMMcOGDasybcCAATYiGWOqrqsvvvjCzJo1\\ny/To0cOMGjXKrFu3zkqmC5/L7vI8j4+Pr3J5yJAhxhhjKioqTL9+/WxEMsYYM3bsWLNixQqTm5vr\\nuC43N9esWLHC/PrXv7aS6euvv77sv6+++sr07NnTSqaJEyeahQsXmg8//NA88sgjZuLEiebs2bPG\\nGHNdX8/d/qxNF2rdurXmzp2rli1bXjItPDy85gP9f6WlpaqsrFS9eue2+o8fP17BwcEaNWqUSkpK\\nrGQyF2zwSEhIqDKtoqKipuNIksaOHavY2Fg9//zzatasmR577DF5eHhYyXLeiRMn9Pvf/17GGBUV\\nFckY48hUWVlpJdMDDzyg5ORkPfzww7rnnns0f/589e3bV5999plCQkKsZLpYaGioQkNDNWPGDO3a\\ntUvvv/++EhMTazyHl5eXPvnkE506dUrGGO3YsUN9+vRRRkaGvL29azyPJPn6+mr37t0KDQ3Vjh07\\n1LhxY0lSvXr1qvxd1rQjR444TvhzXmBgoJKTk/Xuu+9ayTR06FCFhYVddr2cOnXKQiIpKyvLseWw\\nT58+ev311/Xggw/q9ddfv67LrVVlPHHixCu+QM6YMaOG0/yfiIgIffbZZ+rRo4fjuiFDhiggIEDz\\n58+3kikqKkrFxcVq2LChnnzyScf1hw8f1u23324lkyQ1a9ZMv/vd75SWlqaxY8fqzJkz1rJI0vDh\\nw1VcXCzp3GNWUFCgpk2bKi8vT3fddZeVTElJSWrTpo3Wrl2rw4cPq7y8XIcPH1afPn00fvx4K5kk\\nXfZNsKenp3r37q3evXvXfCCdO2PcwoULFRQUpLVr1+qZZ57RtGnT1KJFC82ZM8dKptmzZ+vZZ5/V\\n4cOHdccdd+j555+XJOXn52vkyJFWMklS8+bNtWrVKg0ePNhxIp/jx49rw4YNVc5ZX5Pc8QOWrQ9X\\ntWqfsSQdPHhQaWlpys09d/7IoKAgRUVFqXXr1uSqZZlKSkr0i1/8Qn379nWLTDk5OfLw8HCr9ZST\\nkyNJCg4Otp7pwlzu+pwyxrjFunLH59TJkye1cuVKpaWlOQ4QvOWWWxQZGank5GQ1atSoxjN98MEH\\natOmjVq1anXJtPNbOWraSy+9pF69elX5cCWdO9hz/vz52r59+3VZbq0q41WrVmnLli2Ki4tzHDSS\\nk5Oj1NRUxcXFVTnHcl3P5Y6ZVq5c6Vi+u2RatWqVUlNTFRsb6zaZ3HE9Se77nNq6davbPX7ulsmZ\\nd999V/fdd5/tGFXUuUzXbW/0ddC3b19TWlp6yfVnz5410dHRFhKd4465yFQ9ZKo+d8xFJte4+OA3\\nd1DXMtWqfcYeHh7Kzc1V8+bNq1yfl5dn9UAgd8xFJjK5mjvmIlP1XfgVnYvZ+k49mf5PrSrjlJQU\\njRkzRi1atHAccHDs2DFlZWVZPYDLHXORiUx1IReZqu/EiRNas2bNJd8nNsZoxIgRZLKcqVbtM5bO\\nfd0kMzOzyoEt7dq1k6enJ7nIRKY6mItM1ZOSkqIhQ4YoNDT0kmmTJ0/WokWLyGQxU60rYwAAbjQ3\\nzG9TAwBQW1HGAABYRhkDAGAZZQzAISMjQ7t27XJcPnr0qLp162YxEVA3UMYAHDIyMi45Fantk3kA\\ndUGt+p4xUNeFhIToiSee0I4dO1RYWKi5c+dq165d2rVrlyoqKvTaa685fud35cqVjvMit2vXTjNm\\nzJCPj4+WLl2q7777TkVFRfr+++/VokULvfbaazp8+LDWrVsnY4w+++wzxcbGKjY2VsYYLV68WDt3\\n7tSZM2f03HPPqVOnTjZXA3DD4ZMxUMs0atRI69ev19NPP61HH31UXbp00aZNm5SQkKDly5dLktLT\\n07V582a988472rx5syoqKrRs2TLHGF9//bVeeeUVvf/++yorK9N7772nNm3aaMSIEUpISNDGjRv1\\n8MMPS5IKCwvVqVMnbdy4UY8++qgWLlxo5X4DNzLKGKhl+vfvL0lq27atPD09Haeaa9u2rbKysiRJ\\nn332meLi4uTr6yvp3Kki//73vzvGuOeee+Tn5ydJat++vb7//vsrLq9hw4aOZdx9991XnRfAT0MZ\\nA7WIh4eHbrrpJknnTlZfv359xzRPT0+Vl5dXa5xrud2F89arV08VFRXXGhuAE5QxUItc/IN5V/oB\\nve7du2vr1q0qKSmRMUbr169Xr169nI7v5+en06dP/6RlAvjpKGOgFrn4yOYrHencu3dvDRw4UImJ\\niRo4cKAkady4cU7H79OnjzIzMzV48GCtWrXqmpYJ4Kfjt6kBALCMT8YAAFhGGQMAYBllDACAZZQx\\nAACWUcYAAFhGGQMAYBllDACAZZQxAACW/T9hs6CK4aHYOwAAAABJRU5ErkJggg==\\n\",\n      \"text/plain\": [\n       \"<matplotlib.figure.Figure at 0x7fc1301e7710>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"df = bq.Query(gpq.seasonal_sales).to_dataframe()\\n\",\n    \"plt = df.set_index('month')['sum_dollarsobligated'].plot(kind='bar', title='Government purchases of agricultural goods')\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"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.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Trending goods and services\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 9,\n   \"metadata\": {\n    \"collapsed\": true\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"%%sql --module gpq\\n\",\n    \"\\n\",\n    \"define query trending_psc\\n\",\n    \"select\\n\",\n    \"  productorservice_id, productorservice_name,\\n\",\n    \"  last(sum_dollarsobligated) / first(sum_dollarsobligated) growth_ratio,\\n\",\n    \"  sum(sum_dollarsobligated) total_dollarsobligated\\n\",\n    \"from (\\n\",\n    \"  select\\n\",\n    \"    fiscal_year,\\n\",\n    \"    substr(productorservicecode, 1, 4) productorservice_id,\\n\",\n    \"    first(productorservicecode) productorservice_name,\\n\",\n    \"    count(*) transactions,\\n\",\n    \"    sum(dollarsobligated) sum_dollarsobligated,\\n\",\n    \"  from\\n\",\n    \"    gpqueries:contracts.raw\\n\",\n    \"  where\\n\",\n    \"    fiscal_year > 2010 and fiscal_year < 2016\\n\",\n    \"    # substr(agencyid, 1, 4) != '9700' # include/exclude DoD\\n\",\n    \"  group by\\n\",\n    \"    productorservice_id, fiscal_year\\n\",\n    \"  order by\\n\",\n    \"    productorservice_id, fiscal_year asc\\n\",\n    \")\\n\",\n    \"group by\\n\",\n    \"  productorservice_id, productorservice_name\\n\",\n    \"having\\n\",\n    \"  total_dollarsobligated > 10000000 and\\n\",\n    \"  first(sum_dollarsobligated) > 1000000\\n\",\n    \"order by\\n\",\n    \"  growth_ratio desc\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 10,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"image/png\": 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YUVW3f79u0BSj33hw8fZufOncTHxwPw/PlztakspfXh48ePsbCwUP4u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\\nAAAAAElFTkSuQmCC\\n\",\n      \"text/plain\": [\n       \"<matplotlib.figure.Figure at 0x7fc12b7bf990>\"\n      ]\n     },\n     \"metadata\": {},\n     \"output_type\": \"display_data\"\n    }\n   ],\n   \"source\": [\n    \"df = bq.Query(gpq.trending_psc).to_dataframe()[:20]\\n\",\n    \"plt = df.set_index('productorservice_name')['growth_ratio'].plot(kind='barh', \\\\\\n\",\n    \"                                                                           title='Goods and services sorted by 5-year growth in government purchases')\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"In the recent years, agencies buy more construction services. These service groups grow fast and in large volumes.\\n\",\n    \"\\n\",\n    \"You can re-run the query to see the full list of services sorted by growth rate.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Products\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"The variable `productorservicecode` narrowly encodes the products that agencies buy in each transaction. For codes, see [FPDS.gov](https://www.fpds.gov/wiki/index.php/PSC,_NAICS_and_more) (\\\"PSC Codes\\\"). I show how to find transactions in a broad group (2-digit PSC code):\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Transactions related to a particular product\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 11,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\\n\",\n       \"    <div class=\\\"bqtv\\\" id=\\\"4_146628581747\\\"><table><tr><th>agencyid</th><th>signeddate</th><th>dollarsobligated</th><th>descriptionofcontractrequirement</th></tr><tr><td>7200: AGENCY FOR INTERNATIONAL DEVELOPMENT</td><td>12/14/2012</td><td>7360000.0</td><td>IGF::CL::IGF - THE PURPOSE OF THIS CONTRACT IS TO STRENGTHEN THE RESILIENCY AND SUSTAINABILITY OF EAST AFRICAN ECONOMIES, TRANS-BOUNDARY FRESHWATER ECOSYSTEMS, AND COMMUNITIES, TARGETING THREE KEY DEVELOPMENT CHALLENGES OF EAST AFRICA THAT ARE LIKEWISE HIGH PRIORITY AREAS FOR THE U.S. GOVERNMENT (USG) AS DESCRIBED IN DETAIL IN SECTION C, STATEMENT OF WORK.</td></tr><tr><td>7200: AGENCY FOR INTERNATIONAL DEVELOPMENT</td><td>07/16/2014</td><td>6030000.0</td><td>IGF::OT::IGF; USAID ENVIRONMENT&amp;BIODIVERSITY TEAM REQUESTS TO INCREMENTALLY FUND PREPARED CONTRACT WITH $6,030,000.</td></tr><tr><td>7200: AGENCY FOR INTERNATIONAL DEVELOPMENT</td><td>08/13/2015</td><td>3718750.0</td><td>IGF::OT::IGF - THIS ACTIVITY WILL LEAD TO STRENGTHENING OF THE PUBLIC DEBT MARKET; ENABLING ACCESS TO NEW AND EFFICIENTLY PRICED SOURCES OF FUNDS FOR THE GOP AS WELL AS OTHER BORROWERS; AND IMPROVED FINANCIAL MANAGEMENT PRACTICES WITHIN THE GOP FOR TAPPING DEMESTIC AND INTERNATIONAL DEBT MARKETS. THE TOTAL ESTIMATED COST FOR THE ACTIVITY IS $18,413,012 OVER FOUR YEARS, OF WHICH $3,718,750 WILL BE USED TO INITIATE THIS ACTIVITY.</td></tr><tr><td>7200: AGENCY FOR INTERNATIONAL DEVELOPMENT</td><td>09/01/2015</td><td>3708539.0</td><td>IGF::OT::IGF; USAID ENVIRONMENT&amp;BIODIVERSITY TEAM REQUESTS RAAO TO INCREMENTALLY FUND TETRA TECH ARD BY $3,708,539 IN SUPPORT OF ONGOING ACTIVITIES UNDER PREPARED PROJECT.</td></tr><tr><td>7200: AGENCY FOR INTERNATIONAL DEVELOPMENT</td><td>09/27/2015</td><td>3249000.0</td><td>IGF::OT::IGF TASK ORDER NUMBER 2 UNDER THE GROWTH, ENTERPRISE, EMPLOYMENT AND LIVELIHOODS (GEEL) IDIQ.</td></tr><tr><td>1630: EMPLOYMENT AND TRAINING ADMINISTRATION</td><td>04/19/2012</td><td>2762010.0</td><td>TO PROVIDE COMPREHENSIVE COORDINATION OF GRANTEES CONDUCTING EVALUATIONS OF THEIR WORKFORCE INNOVATION FUND GRANTS AS WELL AS OTHER RELATED ACTIVITIES</td></tr><tr><td>7200: AGENCY FOR INTERNATIONAL DEVELOPMENT</td><td>03/02/2015</td><td>2125000.0</td><td>IGF::OT::IGF THE PURPOSE OF THIS REQM IS TO INCREMENTALLY FUND  THE OBLIGATED AMOUNT BY $2,125,000 FROM $2,000,000 TO  $4,125,000.</td></tr><tr><td>7200: AGENCY FOR INTERNATIONAL DEVELOPMENT</td><td>03/14/2014</td><td>2000000.0</td><td>IGF::OT::IGF THE PURPOSE OF THIS REQUISITION IS TO RESERVE FUNDS OF $2 MILLION FOR PUNJAB ENABLING ENVIRONMENT PROJECT (PEEP) CONTRACT.</td></tr><tr><td>1900: STATE, DEPARTMENT OF</td><td>09/28/2012</td><td>1871242.43</td><td>TV CO-OPS</td></tr><tr><td>2700: FEDERAL COMMUNICATIONS COMMISSION</td><td>04/03/2015</td><td>1850000.0</td><td>FCC AUCTIONS - ISAS BIDDING SYSTEM REQUIREMENTS IGF::OT::IGF</td></tr><tr><td>1630: EMPLOYMENT AND TRAINING ADMINISTRATION</td><td>06/30/2011</td><td>999698.0</td><td>THIRD TASK ORDER FOR THE EVALAUTION OF STATE DEMONSTRATIONS PROJECTS OF UNEMPLOYMENT INSURANCE AND WIS</td></tr><tr><td>1323: BUREAU OF THE CENSUS</td><td>08/08/2011</td><td>948519.06</td><td>FIELD REGIONAL OFFICE STRUCTURE TRANSITION</td></tr><tr><td>2044: UNITED STATES MINT</td><td>10/08/2010</td><td>798600.0</td><td>UPGRADE RED OAK KNOWLEDGE BASE SYSTEM IN ACCORDANCE WITH THE SOW AND RED OAKS PROPOSAL DATED APRIL 21, 2008.  BASE CONTRACT AWARDED AT $504,000.00, WITH OPTIONS TOTAL VALUE IS $2,476,300.00.</td></tr><tr><td>6930: FEDERAL RAILROAD ADMINISTRATION</td><td>06/09/2011</td><td>749458.0</td><td>ADD NEW FUNCTIONALITY TO THE GENERALIZED TRAIN MOVEMENT SIMULATOR (GTMS)  ABILITY TO SIMULATE REVERSE TRAIN MOVEMENTS AND MORE COMPLEX OPERATING ENVIRONMENTS UNDER A FULL RANGE OF SIGNALLIG SYSTEMS.   DEVELOP 2 CASE STUDIES TO VALIDATE AND VERIFY GTMS OUTPUT METRICS, INCLUDING ONE CASE STUDY ON THE NORTHEAST CORRIDOR.</td></tr><tr><td>2700: FEDERAL COMMUNICATIONS COMMISSION</td><td>06/20/2014</td><td>700000.0</td><td>FCC AUCTIONS - ISAS BIDDING SYSTEM REQUIREMENTS IGF::OT::IGF</td></tr><tr><td>7530: CENTERS FOR MEDICARE AND MEDICAID SERVICES</td><td>09/10/2014</td><td>680700.0</td><td>ADDITIONAL WORK FOR SECURITY COMPLIANCE</td></tr><tr><td>1900: STATE, DEPARTMENT OF</td><td>09/28/2012</td><td>637354.36</td><td>TV CO-OPS</td></tr><tr><td>7001: OFFICE OF PROCUREMENT OPERATIONS</td><td>03/28/2012</td><td>601991.0</td><td>DIVISION: EXPLOSIVES THRUST: EXPLOSIVE DETECTION PROGRAM: NEXT GEN PASSENGER CHECKPOINT PROJECT: SHOE SCANNER DETECTION PERFORMER: QUANTUM MAGNETICS (QM) APPROPRIATION YEAR: FY11 (13) BUDGET AUTHORITY: THREE-YEAR FUNDS PROJECT MANAGER: STEVE SURKO, 202-254-6876 LEAD SUPPORT STAFF: MELISSA BABIN. 202-254-6081  ALC: 70-08-1513 TAS: 70130800  DESCRIPTION: THE PURPOSE OF THIS ACTION IS CHANGE THE COTR FOR THIS AWARD FROM STEVE SURKO TO FRED MYERS.</td></tr><tr><td>12K2: AGRICULTURAL MARKETING SERVICE</td><td>09/30/2014</td><td>544101.95</td><td>DIGITAL IMAGING PROTOTYPE SYSTEM  IGF::OT::IGF</td></tr><tr><td>2700: FEDERAL COMMUNICATIONS COMMISSION</td><td>09/28/2015</td><td>528000.0</td><td>FCC AUCTIONS - ISAS BIDDING SYSTEM REQUIREMENTS IGF::OT::IGF</td></tr><tr><td>7530: CENTERS FOR MEDICARE AND MEDICAID SERVICES</td><td>09/16/2015</td><td>520951.0</td><td>EXERCISE AND FUND OPTION PERIOD 5</td></tr><tr><td>8900: ENERGY, DEPARTMENT OF</td><td>01/28/2011</td><td>512063.0</td><td>TAS::89 0251::TAS ADVANCED REMEDIATION TECHNOLOGY (ART) CONTRACT MODIFICATION TO ADD INCREMENTAL FUNDING</td></tr><tr><td>7530: CENTERS FOR MEDICARE AND MEDICAID SERVICES</td><td>09/26/2012</td><td>489579.0</td><td>TAS OFFICE OF INSPECTOR GENERAL HOTLINE</td></tr><tr><td>7008: U.S. COAST GUARD</td><td>09/26/2011</td><td>464797.0</td><td>MUSTANG DRYSUITS</td></tr><tr><td>3600: VETERANS AFFAIRS, DEPARTMENT OF</td><td>04/11/2012</td><td>452833.29</td><td>PRE PROJECT PLANNER - EXERCISE OPTION YEAR 2</td></tr></table></div>\\n\",\n       \"    <br />(rows: 515, time: 1.3s,     6GB processed, job: job_lGMdhgqpWqMZGbfywbUYOtaCHb0)<br />\\n\",\n       \"    <script>\\n\",\n       \"      require(['extensions/charting', 'element!4_146628581747', 'style!/static/extensions/charting.css'],\\n\",\n       \"        function(charts, dom) {\\n\",\n       \"          charts.render(dom,\\n\",\n       \"            {\\n\",\n       \"              chartStyle:\\\"paged_table\\\",\\n\",\n       \"              dataName:\\\"3\\\",\\n\",\n       \"              fields:\\\"agencyid,signeddate,dollarsobligated,descriptionofcontractrequirement\\\",\\n\",\n       \"              totalRows:515,\\n\",\n       \"              rowsPerPage:25,\\n\",\n       \"            }, {}, {\\\"rows\\\": [{\\\"c\\\": [{\\\"v\\\": \\\"7200: AGENCY FOR INTERNATIONAL DEVELOPMENT\\\"}, {\\\"v\\\": \\\"12/14/2012\\\"}, {\\\"v\\\": 7360000.0}, {\\\"v\\\": \\\"IGF::CL::IGF - THE PURPOSE OF THIS CONTRACT IS TO STRENGTHEN THE RESILIENCY AND SUSTAINABILITY OF EAST AFRICAN ECONOMIES, TRANS-BOUNDARY FRESHWATER ECOSYSTEMS, AND COMMUNITIES, TARGETING THREE KEY DEVELOPMENT CHALLENGES OF EAST AFRICA THAT ARE LIKEWISE HIGH PRIORITY AREAS FOR THE U.S. GOVERNMENT (USG) AS DESCRIBED IN DETAIL IN SECTION C, STATEMENT OF WORK.\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"7200: AGENCY FOR INTERNATIONAL DEVELOPMENT\\\"}, {\\\"v\\\": \\\"07/16/2014\\\"}, {\\\"v\\\": 6030000.0}, {\\\"v\\\": \\\"IGF::OT::IGF; USAID ENVIRONMENT&BIODIVERSITY TEAM REQUESTS TO INCREMENTALLY FUND PREPARED CONTRACT WITH $6,030,000.\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"7200: AGENCY FOR INTERNATIONAL DEVELOPMENT\\\"}, {\\\"v\\\": \\\"08/13/2015\\\"}, {\\\"v\\\": 3718750.0}, {\\\"v\\\": \\\"IGF::OT::IGF - THIS ACTIVITY WILL LEAD TO STRENGTHENING OF THE PUBLIC DEBT MARKET; ENABLING ACCESS TO NEW AND EFFICIENTLY PRICED SOURCES OF FUNDS FOR THE GOP AS WELL AS OTHER BORROWERS; AND IMPROVED FINANCIAL MANAGEMENT PRACTICES WITHIN THE GOP FOR TAPPING DEMESTIC AND INTERNATIONAL DEBT MARKETS. 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It's simple and flexible after you learn a dozen or so variables mentioned here. And it's free.\\n\",\n    \"\\n\",\n    \"Try it yourself with:\\n\",\n    \"\\n\",\n    \"- [The dataset description](https://github.com/antontarasenko/gpq/blob/master/data/contracts.raw.md)\\n\",\n    \"- [GPQ Project](https://github.com/antontarasenko/qpq)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Contacts\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Anton Tarasenko\\n\",\n    \"\\n\",\n    \"- [antontarasenko.com](http://antontarasenko.com)\\n\",\n    \"- [antontarasenko@gmail.com](mailto:antontarasenko@gmail.com)\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 2\",\n   \"language\": \"python\",\n   \"name\": \"python2\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 2\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython2\",\n   \"version\": \"2.7.9\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 0\n}\n"
  },
  {
    "path": "notebooks/contracts_intro.ipynb",
    "content": "{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"# Introduction to US Federal Government Contracts\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"* *This notebook is part of the [Government Procurement Queries](https://github.com/antontarasenko/gpq) project*\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## The Dataset\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"The BigQuery dataset (17 years of data, 45mn transactions, $6.7tn worth of goods and services):\\n\",\n    \"\\n\",\n    \"- [gpqueries:contracts](https://bigquery.cloud.google.com/dataset/gpqueries:contracts)\\n\",\n    \"\\n\",\n    \"*Important:* You need a Google account and a Google Cloud project to access the data (both free). Google offers you to create a new project when you open BigQuery. Do it. Then you'll need to follow Google's instructions and enable BigQuery in this project.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Table `gpqueries:contracts.raw`\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Table [`gpqueries:contracts.raw`](https://bigquery.cloud.google.com/table/gpqueries:contracts.raw) contains the unmodified data from the [USASpending.gov archives](https://www.usaspending.gov/DownloadCenter/Pages/dataarchives.aspx). It's constructed from `<year>_All_Contracts_Full_20160515.csv.zip` files and includes contracts from 2000 to May 15, 2016.\\n\",\n    \"\\n\",\n    \"Table `gpqueries:contracts.raw` contains 45M rows and 225 columns.\\n\",\n    \"\\n\",\n    \"Each row refers to a transaction (a purchase or refund) made by a federal agency. It may be a pizza or an airplane.\\n\",\n    \"\\n\",\n    \"The columns are grouped into categories:\\n\",\n    \"\\n\",\n    \"- Transaction: `unique_transaction_id`-`baseandalloptionsvalue`\\n\",\n    \"- Buyer (government agency): `maj_agency_cat`-`fundedbyforeignentity`\\n\",\n    \"- Dates: `signeddate`-`lastdatetoorder`, `last_modified_date`\\n\",\n    \"- Contract: `contractactiontype`-`programacronym`\\n\",\n    \"- Contractor (supplier, vendor): `vendorname`-`statecode`\\n\",\n    \"- Place of performance: `PlaceofPerformanceCity`-`placeofperformancecongressionaldistrict`\\n\",\n    \"- Product or service bought: `psc_cat`-`manufacturingorganizationtype`\\n\",\n    \"- General contract information: `agencyid`-`idvmodificationnumber`\\n\",\n    \"- Competitive procedure: `solicitationid`-`statutoryexceptiontofairopportunity`\\n\",\n    \"- Contractor details: `organizationaltype`-`otherstatutoryauthority`\\n\",\n    \"- Contractor's executives: `prime_awardee_executive1`-`interagencycontractingauthority`\\n\",\n    \"\\n\",\n    \"Detailed description for each variable is available in the official codebook:\\n\",\n    \"\\n\",\n    \"- [`USAspending.govDownloadsDataDictionary.pdf`](https://www.usaspending.gov/DownloadCenter/Documents/USAspending.govDownloadsDataDictionary.pdf)\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Queries\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### BigQuery Web GUI\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"You can execute queries mentioned here at <https://bigquery.cloud.google.com/table/gpqueries:contracts.raw> (press \\\"Compose query\\\").\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Datalab\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"This notebook was written in Google Datalab. You may need the libraries imported below to replicate it:\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 1,\n   \"metadata\": {\n    \"collapsed\": true\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"import gcp.bigquery as bq\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Within Datalab, you can define queries with [`sql` magic](https://github.com/catherinedevlin/ipython-sql) like this:\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 2,\n   \"metadata\": {\n    \"collapsed\": true\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"%%sql --module gpq\\n\",\n    \"\\n\",\n    \"define query totals\\n\",\n    \"select\\n\",\n    \"  count(*) transactions,\\n\",\n    \"  sum(dollarsobligated) sum_dollarsobligated,\\n\",\n    \"  count(unique(dunsnumber)) vendors,\\n\",\n    \"  count(unique(solicitationid)) purchase_procedures\\n\",\n    \"from \\n\",\n    \"  gpqueries:contracts.raw\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"And execute with `bq` to get a dataframe:\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 3,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>transactions</th>\\n\",\n       \"      <th>sum_dollarsobligated</th>\\n\",\n       \"      <th>vendors</th>\\n\",\n       \"      <th>purchase_procedures</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>44500941</td>\\n\",\n       \"      <td>6.653578e+12</td>\\n\",\n       \"      <td>621532</td>\\n\",\n       \"      <td>2223674</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"</div>\"\n      ],\n      \"text/plain\": [\n       \"   transactions  sum_dollarsobligated  vendors  purchase_procedures\\n\",\n       \"0      44500941          6.653578e+12   621532              2223674\"\n      ]\n     },\n     \"execution_count\": 3,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"bq.Query(gpq.totals).to_dataframe()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Which means we're dealing with 44.5M transactions totalling 6.7 trillion dollars. These purchases came from 622k vendors that won 2.2mn solicitations issued by government agencies.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Data Mining Government Clients\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Suppose you want to start selling to the government. While [FBO.gov](http://www.fbo.gov/) publishes government RFPs and you can apply there, government agencies often issue requests when they've already chosen the supplier. Agencies go through FBO.gov because it's a mandatory step for deals north of $25K. But winning at this stage is unlikely if an RFP is already tailored for another supplier.\\n\",\n    \"\\n\",\n    \"Reaching warm leads in advance would increase chances of winning a government contract. The contracts data helps identify the warm leads by looking at purchases in the previous years.\\n\",\n    \"\\n\",\n    \"There're several ways of searching through those years.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Who Buys What You Make\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"The goods and services bought in each transaction are encoded in the variable `productorservicecode`. Top ten product categories according to this variable:\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 4,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\\n\",\n       \"    <div class=\\\"bqtv\\\" id=\\\"1_146516669151\\\"><table><tr><th>product_id</th><th>product_name</th><th>transactions</th><th>sum_dollarsobligated</th></tr><tr><td>1510</td><td>AIRCRAFT, FIXED WING</td><td>34373</td><td>2.84778910095e+11</td></tr><tr><td>M181</td><td>OPER OF GOVT R&amp;D GOCO FACILITIES</td><td>11705</td><td>2.09034830695e+11</td></tr><tr><td>R425</td><td>ENGINEERING AND TECHNICAL SERVICES</td><td>540128</td><td>2.01977381246e+11</td></tr><tr><td>D399</td><td>OTHER ADP &amp; TELECOMMUNICATIONS SVCS</td><td>544069</td><td>1.79749708292e+11</td></tr><tr><td>R499</td><td>OTHER PROFESSIONAL SERVICES</td><td>821788</td><td>1.63569940538e+11</td></tr><tr><td>9130</td><td>LIQUID PROPELLANTS -PETROLEUM BASE</td><td>193267</td><td>1.47092818248e+11</td></tr><tr><td>Q201</td><td>GENERAL HEALTH CARE SERVICES</td><td>157188</td><td>1.43893967601e+11</td></tr><tr><td>6505</td><td>DRUGS AND BIOLOGICALS</td><td>1857244</td><td>1.40279701467e+11</td></tr><tr><td>R706</td><td>LOGISTICS SUPPORT SERVICES</td><td>147238</td><td>1.17202582504e+11</td></tr><tr><td>R408</td><td>PROGRAM MANAGEMENT/SUPPORT SERVICES</td><td>270904</td><td>89610029462.5</td></tr></table></div>\\n\",\n       \"    <br />(rows: 10, time: 0.6s, cached, job: job_5OYeRQNV79dkoo0LffBT7Ba6N2Y)<br />\\n\",\n       \"    <script>\\n\",\n       \"      require(['extensions/charting', 'element!1_146516669151', 'style!/static/extensions/charting.css'],\\n\",\n       \"        function(charts, dom) {\\n\",\n       \"          charts.render(dom,\\n\",\n       \"            {\\n\",\n       \"              chartStyle:\\\"table\\\",\\n\",\n       \"              dataName:\\\"0\\\",\\n\",\n       \"              fields:\\\"product_id,product_name,transactions,sum_dollarsobligated\\\",\\n\",\n       \"              totalRows:10,\\n\",\n       \"              rowsPerPage:25,\\n\",\n       \"            }, {}, {\\\"rows\\\": [{\\\"c\\\": [{\\\"v\\\": \\\"1510\\\"}, {\\\"v\\\": \\\"AIRCRAFT, FIXED WING\\\"}, {\\\"v\\\": 34373}, {\\\"v\\\": 284778910095.4602}]}, {\\\"c\\\": [{\\\"v\\\": \\\"M181\\\"}, {\\\"v\\\": \\\"OPER OF GOVT R&D GOCO FACILITIES\\\"}, {\\\"v\\\": 11705}, {\\\"v\\\": 209034830694.56012}]}, {\\\"c\\\": [{\\\"v\\\": \\\"R425\\\"}, {\\\"v\\\": \\\"ENGINEERING AND TECHNICAL SERVICES\\\"}, {\\\"v\\\": 540128}, {\\\"v\\\": 201977381245.85016}]}, {\\\"c\\\": [{\\\"v\\\": \\\"D399\\\"}, {\\\"v\\\": \\\"OTHER ADP & TELECOMMUNICATIONS SVCS\\\"}, {\\\"v\\\": 544069}, {\\\"v\\\": 179749708292.17014}]}, {\\\"c\\\": [{\\\"v\\\": \\\"R499\\\"}, {\\\"v\\\": \\\"OTHER PROFESSIONAL SERVICES\\\"}, {\\\"v\\\": 821788}, {\\\"v\\\": 163569940537.66}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9130\\\"}, 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\\\"transactions\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"sum_dollarsobligated\\\", \\\"label\\\": \\\"sum_dollarsobligated\\\"}]});\\n\",\n       \"        }\\n\",\n       \"      );\\n\",\n       \"    </script>\\n\",\n       \"  \"\n      ],\n      \"text/plain\": [\n       \"QueryResultsTable job_5OYeRQNV79dkoo0LffBT7Ba6N2Y\"\n      ]\n     },\n     \"execution_count\": 4,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"%%sql\\n\",\n    \"select\\n\",\n    \"  substr(productorservicecode, 1, 4) product_id,\\n\",\n    \"  first(substr(productorservicecode, 7)) product_name,\\n\",\n    \"  count(*) transactions,\\n\",\n    \"  sum(dollarsobligated) sum_dollarsobligated\\n\",\n    \"from\\n\",\n    \"  gpqueries:contracts.raw\\n\",\n    \"group by\\n\",\n    \"  product_id\\n\",\n    \"order by\\n\",\n    \"  sum_dollarsobligated desc\\n\",\n    \"limit 10\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"You can find agencies that buy products like yours. If it's \\\"software\\\":\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 5,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\\n\",\n       \"    <div class=\\\"bqtv\\\" id=\\\"2_146516669255\\\"><table><tr><th>agency_id</th><th>agency_name</th><th>transactions</th><th>sum_dollarsobligated</th></tr><tr><td>9700</td><td>DEPT OF DEFENSE</td><td>245015</td><td>31756394755.4</td></tr><tr><td>3600</td><td>VETERANS AFFAIRS, DEPARTMENT OF</td><td>21223</td><td>3213678011.54</td></tr><tr><td>2050</td><td>INTERNAL REVENUE SERVICE</td><td>13292</td><td>2625458725.97</td></tr><tr><td>2800</td><td>SOCIAL SECURITY ADMINISTRATION</td><td>7038</td><td>2383445352.45</td></tr><tr><td>4735</td><td>FEDERAL ACQUISITION SERVICE</td><td>15064</td><td>2374494872.16</td></tr><tr><td>7014</td><td>U.S. CUSTOMS AND BORDER PROTECTION</td><td>3456</td><td>1816831446.67</td></tr><tr><td>1900</td><td>STATE, DEPARTMENT OF</td><td>14964</td><td>1395765461.73</td></tr><tr><td>1549</td><td>FEDERAL BUREAU OF INVESTIGATION</td><td>4673</td><td>1104923392.94</td></tr><tr><td>7001</td><td>OFFICE OF PROCUREMENT OPERATIONS</td><td>2604</td><td>1076395157.89</td></tr><tr><td>1501</td><td>OFFICES, BOARDS AND DIVISIONS</td><td>4617</td><td>1057842936.58</td></tr><tr><td>1205</td><td>USDA, OFFICE OF THE CHIEF FINANCIAL OFFICER</td><td>7812</td><td>943296547.34</td></tr><tr><td>7529</td><td>NATIONAL INSTITUTES OF HEALTH</td><td>8434</td><td>829980910.42</td></tr><tr><td>6800</td><td>ENVIRONMENTAL PROTECTION AGENCY</td><td>8291</td><td>790956089.3</td></tr><tr><td>4732</td><td>FEDERAL ACQUISITION SERVICE</td><td>3335</td><td>766033684.66</td></tr><tr><td>7013</td><td>TRANSPORTATION SECURITY ADMINISTRATION</td><td>2182</td><td>740364381.42</td></tr><tr><td>1406</td><td>OFFICE OF POLICY, BUDGET AND ADMINISTRATION</td><td>5080</td><td>724577419.11</td></tr><tr><td>1323</td><td>BUREAU OF THE CENSUS</td><td>3101</td><td>591701336.21</td></tr><tr><td>2036</td><td>BUREAU OF THE FISCAL SERVICE</td><td>7385</td><td>582297546.58</td></tr><tr><td>1330</td><td>NATIONAL OCEANIC AND ATMOSPHERIC ADMINISTRATION</td><td>10758</td><td>578208631.36</td></tr><tr><td>7008</td><td>U.S. COAST GUARD</td><td>4265</td><td>574943946.72</td></tr><tr><td>6920</td><td>FEDERAL AVIATION ADMINISTRATION</td><td>1491</td><td>534520819.72</td></tr><tr><td>7530</td><td>CENTERS FOR MEDICARE AND MEDICAID SERVICES</td><td>926</td><td>519913926.84</td></tr><tr><td>1344</td><td>PATENT AND TRADEMARK OFFICE</td><td>3382</td><td>443011847.34</td></tr><tr><td>7012</td><td>U.S. IMMIGRATION AND CUSTOMS ENFORCEMENT</td><td>2989</td><td>441316095.41</td></tr><tr><td>8000</td><td>NATIONAL AERONAUTICS AND SPACE ADMINISTRATION</td><td>10679</td><td>430834604.06</td></tr></table></div>\\n\",\n       \"    <br />(rows: 206, time: 0.6s, cached, job: job_1jg_ZQ5tFKg8pHFGX6fnuYGiDaY)<br />\\n\",\n       \"    <script>\\n\",\n 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{\\\"v\\\": 4617}, {\\\"v\\\": 1057842936.5800005}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1205\\\"}, {\\\"v\\\": \\\"USDA, OFFICE OF THE CHIEF FINANCIAL OFFICER\\\"}, {\\\"v\\\": 7812}, {\\\"v\\\": 943296547.3400006}]}, {\\\"c\\\": [{\\\"v\\\": \\\"7529\\\"}, {\\\"v\\\": \\\"NATIONAL INSTITUTES OF HEALTH\\\"}, {\\\"v\\\": 8434}, {\\\"v\\\": 829980910.4200011}]}, {\\\"c\\\": [{\\\"v\\\": \\\"6800\\\"}, {\\\"v\\\": \\\"ENVIRONMENTAL PROTECTION AGENCY\\\"}, {\\\"v\\\": 8291}, {\\\"v\\\": 790956089.2999991}]}, {\\\"c\\\": [{\\\"v\\\": \\\"4732\\\"}, {\\\"v\\\": \\\"FEDERAL ACQUISITION SERVICE\\\"}, {\\\"v\\\": 3335}, {\\\"v\\\": 766033684.66}]}, {\\\"c\\\": [{\\\"v\\\": \\\"7013\\\"}, {\\\"v\\\": \\\"TRANSPORTATION SECURITY ADMINISTRATION\\\"}, {\\\"v\\\": 2182}, {\\\"v\\\": 740364381.4200004}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1406\\\"}, {\\\"v\\\": \\\"OFFICE OF POLICY, BUDGET AND ADMINISTRATION\\\"}, {\\\"v\\\": 5080}, {\\\"v\\\": 724577419.1099998}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1323\\\"}, {\\\"v\\\": \\\"BUREAU OF THE CENSUS\\\"}, {\\\"v\\\": 3101}, {\\\"v\\\": 591701336.2099986}]}, {\\\"c\\\": [{\\\"v\\\": \\\"2036\\\"}, {\\\"v\\\": \\\"BUREAU OF THE FISCAL SERVICE\\\"}, {\\\"v\\\": 7385}, {\\\"v\\\": 582297546.5800003}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1330\\\"}, {\\\"v\\\": \\\"NATIONAL OCEANIC AND ATMOSPHERIC ADMINISTRATION\\\"}, {\\\"v\\\": 10758}, {\\\"v\\\": 578208631.3599999}]}, {\\\"c\\\": [{\\\"v\\\": \\\"7008\\\"}, {\\\"v\\\": \\\"U.S. COAST GUARD\\\"}, {\\\"v\\\": 4265}, {\\\"v\\\": 574943946.7199997}]}, {\\\"c\\\": [{\\\"v\\\": \\\"6920\\\"}, {\\\"v\\\": \\\"FEDERAL AVIATION ADMINISTRATION\\\"}, {\\\"v\\\": 1491}, {\\\"v\\\": 534520819.71999973}]}, {\\\"c\\\": [{\\\"v\\\": \\\"7530\\\"}, {\\\"v\\\": \\\"CENTERS FOR MEDICARE AND MEDICAID SERVICES\\\"}, {\\\"v\\\": 926}, {\\\"v\\\": 519913926.84}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1344\\\"}, {\\\"v\\\": \\\"PATENT AND TRADEMARK OFFICE\\\"}, {\\\"v\\\": 3382}, {\\\"v\\\": 443011847.34}]}, {\\\"c\\\": [{\\\"v\\\": \\\"7012\\\"}, {\\\"v\\\": \\\"U.S. IMMIGRATION AND CUSTOMS ENFORCEMENT\\\"}, {\\\"v\\\": 2989}, {\\\"v\\\": 441316095.4100002}]}, {\\\"c\\\": [{\\\"v\\\": \\\"8000\\\"}, {\\\"v\\\": \\\"NATIONAL AERONAUTICS AND SPACE ADMINISTRATION\\\"}, {\\\"v\\\": 10679}, {\\\"v\\\": 430834604.05999947}]}], \\\"cols\\\": [{\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"agency_id\\\", \\\"label\\\": \\\"agency_id\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"agency_name\\\", \\\"label\\\": \\\"agency_name\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"transactions\\\", \\\"label\\\": \\\"transactions\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"sum_dollarsobligated\\\", \\\"label\\\": \\\"sum_dollarsobligated\\\"}]});\\n\",\n       \"        }\\n\",\n       \"      );\\n\",\n       \"    </script>\\n\",\n       \"  \"\n      ],\n      \"text/plain\": [\n       \"QueryResultsTable job_1jg_ZQ5tFKg8pHFGX6fnuYGiDaY\"\n      ]\n     },\n     \"execution_count\": 5,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"%%sql\\n\",\n    \"select\\n\",\n    \"  substr(agencyid, 1, 4) agency_id,\\n\",\n    \"  first(substr(agencyid, 7)) agency_name,\\n\",\n    \"  count(*) transactions,\\n\",\n    \"  sum(dollarsobligated) sum_dollarsobligated\\n\",\n    \"from\\n\",\n    \"  gpqueries:contracts.raw\\n\",\n    \"where\\n\",\n    \"  productorservicecode contains 'software'\\n\",\n    \"group by\\n\",\n    \"  agency_id\\n\",\n    \"order by\\n\",\n    \"  sum_dollarsobligated desc\\n\",\n    \"ignore case\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### What Firms in Your Industry Sell to the Government\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Another way to find customers is the variable `principalnaicscode` that encodes the industry in which the vendor does business.\\n\",\n    \"\\n\",\n    \"The list of NAICS codes is available at [Census.gov](http://www.census.gov/cgi-bin/sssd/naics/naicsrch?chart=2012), but you can do text search in the table. Let's find who bought software from distributors in 2015:\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 6,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\\n\",\n       \"    <div class=\\\"bqtv\\\" id=\\\"3_146516669403\\\"><table><tr><th>agency_id</th><th>agency_name</th><th>naics_id</th><th>naics_name</th><th>transactions</th><th>sum_dollarsobligated</th></tr><tr><td>9700</td><td>DEPT OF DEFENSE</td><td>511210</td><td>SOFTWARE PUBLISHERS</td><td>7907</td><td>1086588808.06</td></tr><tr><td>9700</td><td>DEPT OF DEFENSE</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>5313</td><td>451131013.69</td></tr><tr><td>9700</td><td>DEPT OF DEFENSE</td><td>423430</td><td>COMPUTER AND COMPUTER PERIPHERAL EQUIPMENT AND SOFTWARE MERCHANT WHOLESALERS</td><td>2073</td><td>246620960.81</td></tr><tr><td>7014</td><td>U.S. CUSTOMS AND BORDER PROTECTION</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>294</td><td>195178029.07</td></tr><tr><td>2800</td><td>SOCIAL SECURITY ADMINISTRATION</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>201</td><td>165682384.14</td></tr><tr><td>2050</td><td>INTERNAL REVENUE SERVICE</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>272</td><td>105303702.28</td></tr><tr><td>1549</td><td>FEDERAL BUREAU OF INVESTIGATION</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>147</td><td>94253371.19</td></tr><tr><td>1900</td><td>STATE, DEPARTMENT OF</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>1196</td><td>91138323.46</td></tr><tr><td>2800</td><td>SOCIAL SECURITY ADMINISTRATION</td><td>511210</td><td>SOFTWARE PUBLISHERS</td><td>244</td><td>89509652.8</td></tr><tr><td>3600</td><td>VETERANS AFFAIRS, DEPARTMENT OF</td><td>511210</td><td>SOFTWARE PUBLISHERS</td><td>630</td><td>87867702.88</td></tr><tr><td>7001</td><td>OFFICE OF PROCUREMENT OPERATIONS</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>115</td><td>85158432.43</td></tr><tr><td>2050</td><td>INTERNAL REVENUE SERVICE</td><td>511210</td><td>SOFTWARE PUBLISHERS</td><td>321</td><td>82585967.45</td></tr><tr><td>6920</td><td>FEDERAL AVIATION ADMINISTRATION</td><td>423430</td><td>COMPUTER AND COMPUTER PERIPHERAL EQUIPMENT AND SOFTWARE MERCHANT WHOLESALERS</td><td>320</td><td>81678563.94</td></tr><tr><td>1501</td><td>OFFICES, BOARDS AND DIVISIONS</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>124</td><td>75303017.16</td></tr><tr><td>7013</td><td>TRANSPORTATION SECURITY ADMINISTRATION</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>130</td><td>72338222.09</td></tr><tr><td>1344</td><td>PATENT AND TRADEMARK OFFICE</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>179</td><td>60555711.83</td></tr><tr><td>1900</td><td>STATE, DEPARTMENT OF</td><td>423430</td><td>COMPUTER AND COMPUTER PERIPHERAL EQUIPMENT AND SOFTWARE MERCHANT WHOLESALERS</td><td>1449</td><td>59498401.27</td></tr><tr><td>9700</td><td>DEPT OF DEFENSE</td><td>334614</td><td>SOFTWARE AND OTHER PRERECORDED COMPACT DISC, TAPE, AND RECORD REPRODUCING </td><td>847</td><td>54775397.52</td></tr><tr><td>7529</td><td>NATIONAL INSTITUTES OF HEALTH</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>212</td><td>54773671.43</td></tr><tr><td>1900</td><td>STATE, DEPARTMENT OF</td><td>511210</td><td>SOFTWARE PUBLISHERS</td><td>357</td><td>39829177.68</td></tr><tr><td>6800</td><td>ENVIRONMENTAL PROTECTION AGENCY</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>260</td><td>39649773.39</td></tr><tr><td>7200</td><td>AGENCY FOR INTERNATIONAL DEVELOPMENT</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>63</td><td>37272308.46</td></tr><tr><td>1205</td><td>USDA, OFFICE OF THE CHIEF FINANCIAL OFFICER</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>263</td><td>35421398.98</td></tr><tr><td>3600</td><td>VETERANS AFFAIRS, DEPARTMENT OF</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>471</td><td>34401225.47</td></tr><tr><td>4732</td><td>FEDERAL ACQUISITION SERVICE</td><td>443120</td><td>COMPUTER AND SOFTWARE STORES</td><td>757</td><td>34066865.64</td></tr></table></div>\\n\",\n       \"    <br />(rows: 463, time: 1.0s, cached, job: job_tyO5qqBhadXXwwH8p2u9qTutzoA)<br />\\n\",\n       \"    <script>\\n\",\n       \"      require(['extensions/charting', 'element!3_146516669403', 'style!/static/extensions/charting.css'],\\n\",\n       \"        function(charts, dom) {\\n\",\n       \"          charts.render(dom,\\n\",\n       \"            {\\n\",\n       \"              chartStyle:\\\"paged_table\\\",\\n\",\n       \"              dataName:\\\"2\\\",\\n\",\n       \"              fields:\\\"agency_id,agency_name,naics_id,naics_name,transactions,sum_dollarsobligated\\\",\\n\",\n       \"              totalRows:463,\\n\",\n       \"              rowsPerPage:25,\\n\",\n       \"            }, {}, {\\\"rows\\\": [{\\\"c\\\": [{\\\"v\\\": \\\"9700\\\"}, {\\\"v\\\": \\\"DEPT OF DEFENSE\\\"}, {\\\"v\\\": \\\"511210\\\"}, {\\\"v\\\": \\\"SOFTWARE PUBLISHERS\\\"}, {\\\"v\\\": 7907}, {\\\"v\\\": 1086588808.0600002}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700\\\"}, {\\\"v\\\": \\\"DEPT OF DEFENSE\\\"}, {\\\"v\\\": \\\"443120\\\"}, {\\\"v\\\": \\\"COMPUTER AND SOFTWARE STORES\\\"}, {\\\"v\\\": 5313}, {\\\"v\\\": 451131013.68999994}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700\\\"}, {\\\"v\\\": \\\"DEPT OF DEFENSE\\\"}, {\\\"v\\\": \\\"423430\\\"}, {\\\"v\\\": \\\"COMPUTER AND COMPUTER PERIPHERAL EQUIPMENT AND SOFTWARE MERCHANT WHOLESALERS\\\"}, {\\\"v\\\": 2073}, {\\\"v\\\": 246620960.81000003}]}, {\\\"c\\\": [{\\\"v\\\": \\\"7014\\\"}, {\\\"v\\\": \\\"U.S. CUSTOMS AND BORDER PROTECTION\\\"}, {\\\"v\\\": \\\"443120\\\"}, {\\\"v\\\": \\\"COMPUTER AND SOFTWARE STORES\\\"}, {\\\"v\\\": 294}, {\\\"v\\\": 195178029.07000002}]}, {\\\"c\\\": [{\\\"v\\\": \\\"2800\\\"}, {\\\"v\\\": \\\"SOCIAL SECURITY 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OTHER PRERECORDED COMPACT DISC, TAPE, AND RECORD REPRODUCING \\\"}, {\\\"v\\\": 847}, {\\\"v\\\": 54775397.52}]}, {\\\"c\\\": [{\\\"v\\\": \\\"7529\\\"}, {\\\"v\\\": \\\"NATIONAL INSTITUTES OF HEALTH\\\"}, {\\\"v\\\": \\\"443120\\\"}, {\\\"v\\\": \\\"COMPUTER AND SOFTWARE STORES\\\"}, {\\\"v\\\": 212}, {\\\"v\\\": 54773671.42999999}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1900\\\"}, {\\\"v\\\": \\\"STATE, DEPARTMENT OF\\\"}, {\\\"v\\\": \\\"511210\\\"}, {\\\"v\\\": \\\"SOFTWARE PUBLISHERS\\\"}, {\\\"v\\\": 357}, {\\\"v\\\": 39829177.68000001}]}, {\\\"c\\\": [{\\\"v\\\": \\\"6800\\\"}, {\\\"v\\\": \\\"ENVIRONMENTAL PROTECTION AGENCY\\\"}, {\\\"v\\\": \\\"443120\\\"}, {\\\"v\\\": \\\"COMPUTER AND SOFTWARE STORES\\\"}, {\\\"v\\\": 260}, {\\\"v\\\": 39649773.38999999}]}, {\\\"c\\\": [{\\\"v\\\": \\\"7200\\\"}, {\\\"v\\\": \\\"AGENCY FOR INTERNATIONAL DEVELOPMENT\\\"}, {\\\"v\\\": \\\"443120\\\"}, {\\\"v\\\": \\\"COMPUTER AND SOFTWARE STORES\\\"}, {\\\"v\\\": 63}, {\\\"v\\\": 37272308.45999999}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1205\\\"}, {\\\"v\\\": \\\"USDA, OFFICE OF THE CHIEF FINANCIAL OFFICER\\\"}, {\\\"v\\\": \\\"443120\\\"}, {\\\"v\\\": \\\"COMPUTER AND SOFTWARE STORES\\\"}, {\\\"v\\\": 263}, {\\\"v\\\": 35421398.98000001}]}, {\\\"c\\\": [{\\\"v\\\": \\\"3600\\\"}, {\\\"v\\\": \\\"VETERANS AFFAIRS, DEPARTMENT OF\\\"}, {\\\"v\\\": \\\"443120\\\"}, {\\\"v\\\": \\\"COMPUTER AND SOFTWARE STORES\\\"}, {\\\"v\\\": 471}, {\\\"v\\\": 34401225.470000006}]}, {\\\"c\\\": [{\\\"v\\\": \\\"4732\\\"}, {\\\"v\\\": \\\"FEDERAL ACQUISITION SERVICE\\\"}, {\\\"v\\\": \\\"443120\\\"}, {\\\"v\\\": \\\"COMPUTER AND SOFTWARE STORES\\\"}, {\\\"v\\\": 757}, {\\\"v\\\": 34066865.639999986}]}], \\\"cols\\\": [{\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"agency_id\\\", \\\"label\\\": \\\"agency_id\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"agency_name\\\", \\\"label\\\": \\\"agency_name\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"naics_id\\\", \\\"label\\\": \\\"naics_id\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"naics_name\\\", \\\"label\\\": \\\"naics_name\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"transactions\\\", \\\"label\\\": \\\"transactions\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"sum_dollarsobligated\\\", \\\"label\\\": \\\"sum_dollarsobligated\\\"}]});\\n\",\n       \"        }\\n\",\n       \"      );\\n\",\n       \"    </script>\\n\",\n       \"  \"\n      ],\n      \"text/plain\": [\n       \"QueryResultsTable job_tyO5qqBhadXXwwH8p2u9qTutzoA\"\n      ]\n     },\n     \"execution_count\": 6,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"%%sql\\n\",\n    \"select\\n\",\n    \"  substr(agencyid, 1, 4) agency_id,\\n\",\n    \"  first(substr(agencyid, 7)) agency_name,\\n\",\n    \"  substr(principalnaicscode, 1, 6) naics_id,\\n\",\n    \"  first(substr(principalnaicscode, 9)) naics_name,\\n\",\n    \"  count(*) transactions,\\n\",\n    \"  sum(dollarsobligated) sum_dollarsobligated\\n\",\n    \"from\\n\",\n    \"  gpqueries:contracts.raw\\n\",\n    \"where\\n\",\n    \"  principalnaicscode contains 'software' and\\n\",\n    \"  fiscal_year = 2015\\n\",\n    \"group by\\n\",\n    \"  agency_id, naics_id\\n\",\n    \"order by\\n\",\n    \"  sum_dollarsobligated desc\\n\",\n    \"ignore case\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Inspecting Specific Transactions\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"You can learn details from looking at transactions for a specific `(agency, NAICS)` pair. For example, what software does TSA buy?\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 7,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\\n\",\n       \"    <div class=\\\"bqtv\\\" id=\\\"4_146516669506\\\"><table><tr><th>fiscal_year</th><th>dollarsobligated</th><th>vendorname</th><th>city</th><th>state</th><th>annualrevenue</th><th>numberofemployees</th><th>descriptionofcontractrequirement</th></tr><tr><td>2003</td><td>75480.0</td><td>INTERNATIONAL BUSINESS MACHINE</td><td>BETHESDA</td><td>MD</td><td>0.0</td><td>0</td><td></td></tr><tr><td>2003</td><td>64800.0</td><td>AVAYA INC</td><td>ARLINGTON</td><td>VA</td><td>0.0</td><td>0</td><td></td></tr><tr><td>2016</td><td>0.0</td><td>IMMIXTECHNOLOGY, INC.</td><td>MCLEAN</td><td>VA</td><td>31929440.0</td><td>162</td><td>CLOSEOUT SERVICE</td></tr><tr><td>2008</td><td>5483.8</td><td>SPECTRUM SYSTEMS, INC.</td><td>FAIRFAX</td><td>VA</td><td>17000000.0</td><td>25</td><td>IT SECURITY  PR TO FUND ANNUAL LICENSE RENEWAL FOR SPIDYNAMICS WEBINSPECT IN THE AMOUNT OF $4,500  PR AMENDED- TO MATCH LOWEST QUOTE AND TO EXTEND  SERVICE THROUGH 12/31/2009.</td></tr><tr><td>2007</td><td>557880.0</td><td>GTSI CORPORATION</td><td>CHANTILLY</td><td>VA</td><td>900000000.0</td><td>850</td><td>THIS PROCUREMENT REQUEST IS FOR 250 D620 TRACE MACHINES FOR THE FSDS PER THE ATTACHED CONFIGURATION.  DELIVERY SCHEDULE AS FOLLOWS: DEC 18 - 25 JAN 8    - 25 JAN 15  - 50 JAN 29  - 50 FEB 12 - 50 FEB 26 - 50</td></tr><tr><td>2004</td><td>1640913.0</td><td>INTERNATIONAL BUSINESS MACHINE</td><td>BETHESDA</td><td>MD</td><td>0.0</td><td>0</td><td>IT SERVICES</td></tr><tr><td>2013</td><td>36372.5</td><td>IMMIXTECHNOLOGY, INC.</td><td>MCLEAN</td><td>VA</td><td>31929440.0</td><td>162</td><td>THE PURPOSE OF THIS BPA CALL IS TO PURCHASE A QUANTITY OF 250 POE WITH BATTERY BACKUP (PART # 8602806-001)TERMINAL CLOCK PRODUCTS.</td></tr><tr><td>2013</td><td>5373123.87</td><td>INTERNATIONAL BUSINESS MACHINE</td><td>BETHESDA</td><td>MD</td><td>0.0</td><td>0</td><td>IGF::OT::IGF SUBJECT: APPLICATION SUPPORT TEAM (AST) - OASIS II WORK ORDER</td></tr><tr><td>2008</td><td>16077.46</td><td>SPRINT COMMUNICATIONS COMPANY L.P.</td><td>RESTON</td><td>VA</td><td>38927998976.0</td><td>56001</td><td>QSEC AIRTIME FOR A BASE AND TWO ADDITIONAL OPTION PERIODS.</td></tr><tr><td>2005</td><td>100000.0</td><td>ORACLE CORPORATION</td><td>RESTON</td><td>VA</td><td>0.0</td><td>0</td><td>AFSP ORACLE SUPPORT</td></tr><tr><td>2016</td><td>0.0</td><td>INTERNATIONAL BUSINESS MACHINE</td><td>BETHESDA</td><td>MD</td><td>0.0</td><td>0</td><td>IGF::CT::IGF THE PURPOSE OF MODIFICATION P00004 TO OASIS II TASK ORDER #21 (HSTS03-14-J-SAS001) IS TO REALLOCATE AMONG TWO CLIN 10001 LABOR CATEGORIES FOR THE OPTION PERIOD 1.</td></tr><tr><td>2016</td><td>0.0</td><td>INTERNATIONAL BUSINESS MACHINE</td><td>BETHESDA</td><td>MD</td><td>0.0</td><td>0</td><td>IGF::CT::IGF THIS PURPOSE OF THIS MODIFICATION IS TO DISASSOCIATE FISCAL YEAR 2015/2016 LINE OF ACCOUNTING (LOA), DEOBLIGATE PERVIOUS CLINS AND ADD NEW SUB-CLINS WITH FISCAL YEAR 2016 LINE OF ACCOUNTING (LOA). THIS IS A TIME AND MATERIALS TASK ORDER ISSUED AGAINST BPA HSTS03-13-A-CIO549 TO PROVIDE SUPPORT AND MAINTENANCE FOR THE AUTOMATED TIME AND ATTENDANCE (T&amp;A) SYSTEM FOR THE TRANSPORTATION SECURITY OFFICER STAFF IN ACCORDANCE WITH THE INCLUDED PERFORMANCE WORK STATEMENT AND TERMS AND CONDITIONS.</td></tr><tr><td>2016</td><td>411498.48</td><td>INTERNATIONAL BUSINESS MACHINE</td><td>BETHESDA</td><td>MD</td><td>0.0</td><td>0</td><td>IGF::OT::IGF RAPID APPLICATION DEVELOPMENT (RAD) II CONTINUED SUPPORT SERVICES</td></tr><tr><td>2005</td><td>317680.0</td><td>INTERNATIONAL BUSINESS MACHINE</td><td>BETHESDA</td><td>MD</td><td>0.0</td><td>0</td><td></td></tr><tr><td>2005</td><td>413075.0</td><td>INTERNATIONAL BUSINESS MACHINE</td><td>BETHESDA</td><td>MD</td><td>0.0</td><td>0</td><td>IT SERVICES</td></tr><tr><td>2008</td><td>1834.02</td><td>TESSCO INCORPORATED</td><td>HUNT VALLEY</td><td>MD</td><td>513000000.0</td><td>592</td><td>MOBILE AMPLIFIERS</td></tr><tr><td>2008</td><td>14906.67</td><td>NETPRO COMPUTING, INC.</td><td>PHOENIX</td><td>AZ</td><td>9731484.0</td><td>88</td><td>SOFTWARE MAINTENANCE TO PROVIDE FY08 FUNDING IN THE AMOUNT OF $16,500 FOR  IT SOFTWARE MAINTENANCE FOR  NETPRO FOR THE PERIOD NOV 22, 2007 TO DEC 31, 2008.</td></tr><tr><td>2007</td><td>0.0</td><td>TALX CORPORATION</td><td>SAINT LOUIS</td><td>MO</td><td>45820000.0</td><td>878</td><td>TALX - ADDITIONAL FUNDS TO EXTEND TASK ORDER WITH USDA FOR THE TALX UC EXPESS PROGRAM. FUNDS SHALL COVER 4TH QUARTER OF FY06</td></tr><tr><td>2007</td><td>3939.74</td><td>POLYCOM, INC</td><td>PLEASANTON</td><td>CA</td><td>465959000.0</td><td>1271</td><td>THE PURPOSE OF THIS PROCUREMENT IS TO EXTEND THE POLYCOM PREMIER PLUS SERVICE MAINTENANCE AGREEMENT ON TWO (2) VIDEO CONFERENCING UNITS FOR AN ADDITIONAL YEAR.  PRESENT AGREEMENT EXPIRES ON 3-15-07.  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FUNDS SHALL COVER 4TH QUARTER OF FY06\\\"}]}, {\\\"c\\\": [{\\\"v\\\": 2007}, {\\\"v\\\": 3939.74}, {\\\"v\\\": \\\"POLYCOM, INC\\\"}, {\\\"v\\\": \\\"PLEASANTON\\\"}, {\\\"v\\\": \\\"CA\\\"}, {\\\"v\\\": 465959000.0}, {\\\"v\\\": 1271}, {\\\"v\\\": \\\"THE PURPOSE OF THIS PROCUREMENT IS TO EXTEND THE POLYCOM PREMIER PLUS SERVICE MAINTENANCE AGREEMENT ON TWO (2) VIDEO CONFERENCING UNITS FOR AN ADDITIONAL YEAR.  PRESENT AGREEMENT EXPIRES ON 3-15-07.  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IGF::CT::IGF</td></tr><tr><td>1501: OFFICES, BOARDS AND DIVISIONS</td><td>9500000.0</td><td>PALANTIR TECHNOLOGIES INC.</td><td>IGF::OT::IGF</td></tr><tr><td>9700: DEPT OF DEFENSE</td><td>9125264.2</td><td>PALANTIR TECHNOLOGIES INCORPORATED</td><td>IFAP</td></tr><tr><td>9700: DEPT OF DEFENSE</td><td>7180568.16</td><td>PALANTIR TECHNOLOGIES INCORPORATED</td><td>PALANTIR SW LICENSE MAINTENANCE SUPPORT RENEWAL.</td></tr><tr><td>1501: OFFICES, BOARDS AND DIVISIONS</td><td>6500000.0</td><td>PALANTIR TECHNOLOGIES INC.</td><td>IGF::OT::IGF</td></tr><tr><td>5000: SECURITIES AND EXCHANGE COMMISSION</td><td>5999999.98</td><td>PALANTIR TECHNOLOGIES INC.</td><td>IGF::OT::IGF FOR OTHER FUNCTIONS PROVIDE AND IMPLEMENT A COTS SOLUTION FOR THE AGENCY'S ENTERPRISE DATA ANALYTICS</td></tr><tr><td>7012: U.S. IMMIGRATION AND CUSTOMS ENFORCEMENT</td><td>5936000.0</td><td>PALANTIR TECHNOLOGIES INCORPORATED</td><td>PALANTIR SOFTWARE, SERVICE, AND SUPPORT FOR HSI PERSONNEL</td></tr><tr><td>9700: DEPT OF DEFENSE</td><td>5724116.36</td><td>PALANTIR TECHNOLOGIES INCORPORATED</td><td>PALANTIR GOTHAM SERVER LICENSES AND ASSOCIATED FIELD SERVICE REPRESENTATIVE SUPPORT.</td></tr><tr><td>9700: DEPT OF DEFENSE</td><td>5717851.36</td><td>PALANTIR TECHNOLOGIES INCORPORATED</td><td>PALANTIR GOTHAM LICENSES AND FIELD SERVICE REPRESENTATIVE SUPPORT</td></tr><tr><td>9700: DEPT OF DEFENSE</td><td>5646384.24</td><td>PALANTIR TECHNOLOGIES INCORPORATED</td><td>PURCHASE OF PALANTIR SOFTWARE LICENSES&amp;FSR SUPPORT</td></tr><tr><td>7012: U.S. IMMIGRATION AND CUSTOMS ENFORCEMENT</td><td>5038025.59</td><td>PALANTIR TECHNOLOGIES INC.</td><td>IGF::OT::IGF FALCON OPERATIONS AND MAINTENANCE (O&amp;M) SUPPORT SERVICES FOR PALANTIR GOVERNMENT, A PROPRIETARY SOFTWARE PRODUCT OF PALANTIR TECHNOLOGIES, INC.</td></tr><tr><td>9700: DEPT OF DEFENSE</td><td>4700000.0</td><td>PALANTIR TECHNOLOGIES INCORPORATED</td><td>NEW WORK MOD</td></tr><tr><td>1501: OFFICES, BOARDS AND DIVISIONS</td><td>4690647.07</td><td>PALANTIR TECHNOLOGIES INC.</td><td>IGF::OT::IGF</td></tr><tr><td>9700: DEPT OF DEFENSE</td><td>4661082.38</td><td>PALANTIR TECHNOLOGIES INCORPORATED</td><td>IGF::OT::IGF PALANTIR MARINES IFAP III CORE LICENSES.</td></tr><tr><td>1501: OFFICES, BOARDS AND DIVISIONS</td><td>4579393.0</td><td>PALANTIR TECHNOLOGIES INC.</td><td>IGF::OT::IGF,EOUSA PALANTIR</td></tr><tr><td>1549: FEDERAL BUREAU OF INVESTIGATION</td><td>3609995.45</td><td>PALANTIR TECHNOLOGIES INCORPORATED</td><td>COMPUTER TOOL USAGE LICENSES</td></tr><tr><td>9700: DEPT OF DEFENSE</td><td>3271065.56</td><td>PALANTIR TECHNOLOGIES INC.</td><td>IGF::OT::IGF CAG/GMSC FSR SUPPORT</td></tr><tr><td>9700: DEPT OF DEFENSE</td><td>3203190.77</td><td>PALANTIR TECHNOLOGIES INC.</td><td>IGF::OT::IGF, TWO (2) 8-CORE PERPETUAL LICENSES</td></tr></table></div>\\n\",\n       \"    <br />(rows: 100, time: 0.8s, cached, job: job_GHwVcGuA_3SqI6q4FiMMI4k9yqY)<br />\\n\",\n       \"    <script>\\n\",\n       \"      require(['extensions/charting', 'element!5_146516669631', 'style!/static/extensions/charting.css'],\\n\",\n       \"        function(charts, dom) {\\n\",\n       \"          charts.render(dom,\\n\",\n       \"            {\\n\",\n       \"              chartStyle:\\\"paged_table\\\",\\n\",\n       \"              dataName:\\\"4\\\",\\n\",\n       \"              fields:\\\"agencyid,dollarsobligated,vendorname,descriptionofcontractrequirement\\\",\\n\",\n       \"              totalRows:100,\\n\",\n       \"              rowsPerPage:25,\\n\",\n       \"            }, {}, {\\\"rows\\\": [{\\\"c\\\": [{\\\"v\\\": \\\"9700: DEPT OF DEFENSE\\\"}, {\\\"v\\\": 22401901.14}, {\\\"v\\\": \\\"PALANTIR TECHNOLOGIES INCORPORATED\\\"}, {\\\"v\\\": \\\"PROCUREMENT OF PALANTIR GOTHAM SOFTWARE AND ASSOCIATED SUPPORT\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700: DEPT OF DEFENSE\\\"}, {\\\"v\\\": 19243057.44}, {\\\"v\\\": \\\"PALANTIR TECHNOLOGIES INCORPORATED\\\"}, {\\\"v\\\": \\\"PALANTIR CORE SERVER LICENSES AND HARDWARE\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1549: FEDERAL BUREAU OF INVESTIGATION\\\"}, {\\\"v\\\": 14891225.66}, {\\\"v\\\": \\\"PALANTIR TECHNOLOGIES INC.\\\"}, {\\\"v\\\": \\\"UNLIMITED LICENSE\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"7012: U.S. IMMIGRATION AND CUSTOMS ENFORCEMENT\\\"}, {\\\"v\\\": 12472821.2}, {\\\"v\\\": \\\"PALANTIR USG, INC.\\\"}, {\\\"v\\\": \\\"ICE COTS BASED, WEB-ENABLED INVESTIGATIVE CASE MANAGEMENT (ICM) SYSTEM FOR ICE TECS MOD PROGRAM OFFICE.  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[{\\\"v\\\": \\\"7012: U.S. IMMIGRATION AND CUSTOMS ENFORCEMENT\\\"}, {\\\"v\\\": 5038025.59}, {\\\"v\\\": \\\"PALANTIR TECHNOLOGIES INC.\\\"}, {\\\"v\\\": \\\"IGF::OT::IGF FALCON OPERATIONS AND MAINTENANCE (O&M) SUPPORT SERVICES FOR PALANTIR GOVERNMENT, A PROPRIETARY SOFTWARE PRODUCT OF PALANTIR TECHNOLOGIES, INC.\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700: DEPT OF DEFENSE\\\"}, {\\\"v\\\": 4700000.0}, {\\\"v\\\": \\\"PALANTIR TECHNOLOGIES INCORPORATED\\\"}, {\\\"v\\\": \\\"NEW WORK MOD\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1501: OFFICES, BOARDS AND DIVISIONS\\\"}, {\\\"v\\\": 4690647.07}, {\\\"v\\\": \\\"PALANTIR TECHNOLOGIES INC.\\\"}, {\\\"v\\\": \\\"IGF::OT::IGF\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700: DEPT OF DEFENSE\\\"}, {\\\"v\\\": 4661082.38}, {\\\"v\\\": \\\"PALANTIR TECHNOLOGIES INCORPORATED\\\"}, {\\\"v\\\": \\\"IGF::OT::IGF PALANTIR MARINES IFAP III CORE LICENSES.\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1501: OFFICES, BOARDS AND DIVISIONS\\\"}, {\\\"v\\\": 4579393.0}, {\\\"v\\\": \\\"PALANTIR TECHNOLOGIES INC.\\\"}, {\\\"v\\\": \\\"IGF::OT::IGF,EOUSA PALANTIR\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1549: FEDERAL BUREAU OF INVESTIGATION\\\"}, {\\\"v\\\": 3609995.45}, {\\\"v\\\": \\\"PALANTIR TECHNOLOGIES INCORPORATED\\\"}, {\\\"v\\\": \\\"COMPUTER TOOL USAGE LICENSES\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700: DEPT OF DEFENSE\\\"}, {\\\"v\\\": 3271065.56}, {\\\"v\\\": \\\"PALANTIR TECHNOLOGIES INC.\\\"}, {\\\"v\\\": \\\"IGF::OT::IGF CAG/GMSC FSR SUPPORT\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700: DEPT OF DEFENSE\\\"}, {\\\"v\\\": 3203190.77}, {\\\"v\\\": \\\"PALANTIR TECHNOLOGIES INC.\\\"}, {\\\"v\\\": \\\"IGF::OT::IGF, TWO (2) 8-CORE PERPETUAL LICENSES\\\"}]}], \\\"cols\\\": [{\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"agencyid\\\", \\\"label\\\": \\\"agencyid\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"dollarsobligated\\\", \\\"label\\\": \\\"dollarsobligated\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"vendorname\\\", \\\"label\\\": \\\"vendorname\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"descriptionofcontractrequirement\\\", \\\"label\\\": \\\"descriptionofcontractrequirement\\\"}]});\\n\",\n       \"        }\\n\",\n       \"      );\\n\",\n       \"    </script>\\n\",\n       \"  \"\n      ],\n      \"text/plain\": [\n       \"QueryResultsTable job_GHwVcGuA_3SqI6q4FiMMI4k9yqY\"\n      ]\n     },\n     \"execution_count\": 8,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"%%sql\\n\",\n    \"select\\n\",\n    \"  agencyid,\\n\",\n    \"  dollarsobligated,\\n\",\n    \"  vendorname,\\n\",\n    \"  descriptionofcontractrequirement\\n\",\n    \"from\\n\",\n    \"  gpqueries:contracts.raw\\n\",\n    \"where\\n\",\n    \"  vendorname contains 'tableau' or\\n\",\n    \"  vendorname contains 'socrata' or\\n\",\n    \"  vendorname contains 'palantir' or\\n\",\n    \"  vendorname contains 'revolution analytics' or\\n\",\n    \"  vendorname contains 'mathworks' or\\n\",\n    \"  vendorname contains 'statacorp' or\\n\",\n    \"  vendorname contains 'mathworks'\\n\",\n    \"order by\\n\",\n    \"  dollarsobligated desc\\n\",\n    \"limit\\n\",\n    \"  100\\n\",\n    \"ignore case\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Searching Through Descriptions\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Full-text search and regular expressions for the variable `descriptionofcontractrequirement` narrow results for relevant product groups:\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 9,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\\n\",\n       \"    <div class=\\\"bqtv\\\" id=\\\"6_146516669779\\\"><table><tr><th>agencyid</th><th>dollarsobligated</th><th>descriptionofcontractrequirement</th></tr><tr><td>9700: DEPT 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OF DEFENSE\\\"}, {\\\"v\\\": 4315.0}, {\\\"v\\\": \\\"NIKON D3 DIGITAL SLR BODY CAMERA\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700: DEPT OF DEFENSE\\\"}, {\\\"v\\\": 26285.6}, {\\\"v\\\": \\\"BODY CAMERA'S\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1443: NATIONAL PARK SERVICE\\\"}, {\\\"v\\\": 14605.4}, {\\\"v\\\": \\\"VIEVU BODY CAMERAS\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"2036: BUREAU OF THE FISCAL SERVICE\\\"}, {\\\"v\\\": 23970.0}, {\\\"v\\\": \\\"BODY CAMERAS\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1443: NATIONAL PARK SERVICE\\\"}, {\\\"v\\\": 14850.0}, {\\\"v\\\": \\\"LARO LE BODY CAMERAS\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"3600: VETERANS AFFAIRS, DEPARTMENT OF\\\"}, {\\\"v\\\": 5648.0}, {\\\"v\\\": \\\"16 BODY CAMERAS FOR POLICE DEPT AT LEXINGTON VAMC\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700: DEPT OF DEFENSE\\\"}, {\\\"v\\\": 48667.5}, {\\\"v\\\": \\\"DES BODY CAMERAS\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700: DEPT OF DEFENSE\\\"}, {\\\"v\\\": 58290.0}, {\\\"v\\\": \\\"NIKON D300S BODY CAMERA\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1443: NATIONAL PARK SERVICE\\\"}, {\\\"v\\\": 4855.03}, {\\\"v\\\": \\\"MEVE-TASER AXON BODY CAMERAS\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700: DEPT OF DEFENSE\\\"}, {\\\"v\\\": 0.0}, {\\\"v\\\": \\\"POLICE BODY CAMERA SYSTEM\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1448: U.S. FISH AND WILDLIFE SERVICE\\\"}, {\\\"v\\\": 17133.6}, {\\\"v\\\": \\\"RLE-15-0065-BODY CAMERAS\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"3600: VETERANS AFFAIRS, DEPARTMENT OF\\\"}, {\\\"v\\\": 7375.0}, {\\\"v\\\": \\\"PURCHASE BODY CAMERAS FOR POLICE DEPARTMENT\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1443: NATIONAL PARK SERVICE\\\"}, {\\\"v\\\": 8010.0}, {\\\"v\\\": \\\"G: LOWTX, PURCHASE FIRSTVU BODY CAMERA(S)\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1443: NATIONAL PARK SERVICE\\\"}, {\\\"v\\\": 0.0}, {\\\"v\\\": \\\"X:NOGRN, WEARABLE BODY CAMERAS, BOSTON NATIONAL HISTORICAL PARK, CHARLESTOWN, MA, 02129\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700: DEPT OF DEFENSE\\\"}, {\\\"v\\\": 12989.34}, {\\\"v\\\": \\\"IN-CAR AND BODY CAMERAS FOR POLICE DEPARTMENT\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700: DEPT OF DEFENSE\\\"}, {\\\"v\\\": 0.0}, {\\\"v\\\": \\\"NIKON D300 BODY CAMERA,\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"7524: FOOD AND DRUG ADMINISTRATION\\\"}, {\\\"v\\\": 4420.0}, {\\\"v\\\": \\\"IGF::OT::IGF BODY CAMERA\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1448: U.S. FISH AND WILDLIFE SERVICE\\\"}, {\\\"v\\\": 68260.25}, {\\\"v\\\": \\\"BODY CAMERAS FOR RLE IGF::OT::IGF\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"7009: U.S. SECRET SERVICE\\\"}, {\\\"v\\\": 6959.96}, {\\\"v\\\": \\\"11-FSD-PR-NIKON D3X BODY CAMERA FOR USE IN THE FORENSICS SERVICES DIVISION.\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"9700: DEPT OF DEFENSE\\\"}, {\\\"v\\\": 22564.15}, {\\\"v\\\": \\\"POLICE BODY CAMERA SYSTEM\\\"}]}, {\\\"c\\\": [{\\\"v\\\": \\\"1443: NATIONAL PARK SERVICE\\\"}, {\\\"v\\\": 9266.3}, {\\\"v\\\": \\\"CANY-TASER BODY CAMERAS\\\"}]}], \\\"cols\\\": [{\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"agencyid\\\", \\\"label\\\": \\\"agencyid\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"dollarsobligated\\\", \\\"label\\\": \\\"dollarsobligated\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"descriptionofcontractrequirement\\\", \\\"label\\\": \\\"descriptionofcontractrequirement\\\"}]});\\n\",\n       \"        }\\n\",\n       \"      );\\n\",\n       \"    </script>\\n\",\n       \"  \"\n      ],\n      \"text/plain\": [\n       \"QueryResultsTable job_wIUPYZekHe4jwd-oHsy76OSUD4c\"\n      ]\n     },\n     \"execution_count\": 9,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"%%sql\\n\",\n    \"select\\n\",\n    \"  agencyid,\\n\",\n    \"  dollarsobligated,\\n\",\n    \"  descriptionofcontractrequirement\\n\",\n    \"from\\n\",\n    \"  gpqueries:contracts.raw\\n\",\n    \"where\\n\",\n    \"  descriptionofcontractrequirement contains 'body camera'\\n\",\n    \"limit\\n\",\n    \"  100\\n\",\n    \"ignore case\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Some rows of `descriptionofcontractrequirement` contain codes like \\\"IGF::CT::IGF\\\". These codes classify the purchase into three groups of \\\"[Inherently Governmental Functions](https://www.fpds.gov/fpdsng_cms/index.php/en/newsroom/108-nherently-governmental-functions.html)\\\" (IGF):\\n\",\n    \"\\n\",\n    \"1. IGF::CT::IGF for Critical Functions\\n\",\n    \"2. IGF::CL::IGF for Closely Associated\\n\",\n    \"3. IGF::OT::IGF for Other Functions\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Narrowing Your Geography\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"You can find local opportunities using variables for vendors (`city`, `state`) and services sold (`PlaceofPerformanceCity`, `pop_state_code`). The states where most contracts are delivered in:\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 10,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\\n\",\n       \"    <div class=\\\"bqtv\\\" id=\\\"7_146516669984\\\"><table><tr><th>state_code</th><th>state_name</th><th>sum_dollarsobligated</th></tr><tr><td>CA</td><td> </td><td>7.12598903911e+11</td></tr><tr><td>VA</td><td> VIRGINIA</td><td>6.97817723705e+11</td></tr><tr><td>:</td><td></td><td>6.67791793514e+11</td></tr><tr><td>TX</td><td> TEXAS</td><td>5.12968110673e+11</td></tr><tr><td>MD</td><td> MARYLAND</td><td>3.51494588833e+11</td></tr><tr><td>DC</td><td> DISTRICT OF COLUMBIA</td><td>2.58102498463e+11</td></tr><tr><td>PA</td><td> PENNSYLVANIA</td><td>2.10745481833e+11</td></tr><tr><td>FL</td><td> FLORIDA</td><td>2.10241041129e+11</td></tr><tr><td>MA</td><td> MASSACHUSETTS</td><td>1.84166810727e+11</td></tr><tr><td>AZ</td><td> ARIZONA</td><td>1.68027358301e+11</td></tr><tr><td>CT</td><td> CONNECTICUT</td><td>1.6160664469e+11</td></tr><tr><td>MO</td><td> MISSOURI</td><td>1.58477274895e+11</td></tr><tr><td>NY</td><td> NEW YORK</td><td>1.50885801473e+11</td></tr><tr><td>WA</td><td> WASHINGTON</td><td>1.45630044425e+11</td></tr><tr><td>GA</td><td> GEORGIA</td><td>1.40264459673e+11</td></tr><tr><td>AL</td><td> ALABAMA</td><td>1.39065794738e+11</td></tr><tr><td>CO</td><td> COLORADO</td><td>1.19793072249e+11</td></tr><tr><td>IL</td><td> ILLINOIS</td><td>1.19266682187e+11</td></tr><tr><td>NM</td><td> NEW MEXICO</td><td>1.11178508246e+11</td></tr><tr><td>TN</td><td> TENNESSEE</td><td>1.08883193392e+11</td></tr><tr><td>OH</td><td> OHIO</td><td>1.07798459749e+11</td></tr><tr><td>NJ</td><td> NEW JERSEY</td><td>1.06487949719e+11</td></tr><tr><td>SC</td><td> SOUTH CAROLINA</td><td>87058229568.8</td></tr><tr><td>KY</td><td> KENTUCKY</td><td>85713398240.4</td></tr><tr><td>MI</td><td> MICHIGAN</td><td>81600382916.1</td></tr></table></div>\\n\",\n       \"    <br />(rows: 89, time: 1.5s, cached, job: job_xz8OgI40jd2GPlDk9J5fqZjxTDY)<br />\\n\",\n       \"    <script>\\n\",\n       \"      require(['extensions/charting', 'element!7_146516669984', 'style!/static/extensions/charting.css'],\\n\",\n       \"        function(charts, dom) {\\n\",\n       \"          charts.render(dom,\\n\",\n       \"            {\\n\",\n       \"              chartStyle:\\\"paged_table\\\",\\n\",\n       \"              dataName:\\\"6\\\",\\n\",\n       \"              fields:\\\"state_code,state_name,sum_dollarsobligated\\\",\\n\",\n       \"              totalRows:89,\\n\",\n       \"              rowsPerPage:25,\\n\",\n       \"            }, {}, {\\\"rows\\\": [{\\\"c\\\": [{\\\"v\\\": \\\"CA\\\"}, {\\\"v\\\": \\\" \\\"}, {\\\"v\\\": 712598903910.6709}]}, {\\\"c\\\": [{\\\"v\\\": \\\"VA\\\"}, {\\\"v\\\": \\\" VIRGINIA\\\"}, {\\\"v\\\": 697817723705.3901}]}, {\\\"c\\\": [{\\\"v\\\": \\\":\\\"}, {\\\"v\\\": \\\"\\\"}, {\\\"v\\\": 667791793513.7485}]}, {\\\"c\\\": [{\\\"v\\\": \\\"TX\\\"}, {\\\"v\\\": \\\" TEXAS\\\"}, {\\\"v\\\": 512968110672.57043}]}, {\\\"c\\\": [{\\\"v\\\": \\\"MD\\\"}, {\\\"v\\\": \\\" MARYLAND\\\"}, {\\\"v\\\": 351494588832.51935}]}, {\\\"c\\\": [{\\\"v\\\": \\\"DC\\\"}, {\\\"v\\\": \\\" DISTRICT OF COLUMBIA\\\"}, {\\\"v\\\": 258102498463.2103}]}, {\\\"c\\\": [{\\\"v\\\": \\\"PA\\\"}, {\\\"v\\\": \\\" PENNSYLVANIA\\\"}, {\\\"v\\\": 210745481833.37125}]}, {\\\"c\\\": [{\\\"v\\\": \\\"FL\\\"}, {\\\"v\\\": \\\" FLORIDA\\\"}, {\\\"v\\\": 210241041129.29965}]}, {\\\"c\\\": [{\\\"v\\\": \\\"MA\\\"}, {\\\"v\\\": \\\" MASSACHUSETTS\\\"}, {\\\"v\\\": 184166810726.58}]}, {\\\"c\\\": [{\\\"v\\\": \\\"AZ\\\"}, {\\\"v\\\": \\\" ARIZONA\\\"}, {\\\"v\\\": 168027358300.96024}]}, {\\\"c\\\": [{\\\"v\\\": \\\"CT\\\"}, {\\\"v\\\": \\\" CONNECTICUT\\\"}, {\\\"v\\\": 161606644689.70013}]}, {\\\"c\\\": [{\\\"v\\\": \\\"MO\\\"}, {\\\"v\\\": \\\" MISSOURI\\\"}, {\\\"v\\\": 158477274894.61005}]}, {\\\"c\\\": [{\\\"v\\\": \\\"NY\\\"}, {\\\"v\\\": \\\" NEW YORK\\\"}, {\\\"v\\\": 150885801472.92984}]}, {\\\"c\\\": [{\\\"v\\\": \\\"WA\\\"}, {\\\"v\\\": \\\" WASHINGTON\\\"}, {\\\"v\\\": 145630044425.0001}]}, {\\\"c\\\": [{\\\"v\\\": \\\"GA\\\"}, {\\\"v\\\": \\\" GEORGIA\\\"}, {\\\"v\\\": 140264459672.98993}]}, {\\\"c\\\": [{\\\"v\\\": \\\"AL\\\"}, {\\\"v\\\": \\\" ALABAMA\\\"}, {\\\"v\\\": 139065794738.24985}]}, {\\\"c\\\": [{\\\"v\\\": \\\"CO\\\"}, {\\\"v\\\": \\\" COLORADO\\\"}, {\\\"v\\\": 119793072248.78992}]}, {\\\"c\\\": [{\\\"v\\\": \\\"IL\\\"}, {\\\"v\\\": \\\" ILLINOIS\\\"}, {\\\"v\\\": 119266682186.78993}]}, {\\\"c\\\": [{\\\"v\\\": \\\"NM\\\"}, {\\\"v\\\": \\\" NEW MEXICO\\\"}, {\\\"v\\\": 111178508245.8199}]}, {\\\"c\\\": [{\\\"v\\\": \\\"TN\\\"}, {\\\"v\\\": \\\" TENNESSEE\\\"}, {\\\"v\\\": 108883193392.05989}]}, {\\\"c\\\": [{\\\"v\\\": \\\"OH\\\"}, {\\\"v\\\": \\\" OHIO\\\"}, {\\\"v\\\": 107798459749.37006}]}, {\\\"c\\\": [{\\\"v\\\": \\\"NJ\\\"}, {\\\"v\\\": \\\" NEW JERSEY\\\"}, {\\\"v\\\": 106487949719.40999}]}, {\\\"c\\\": [{\\\"v\\\": \\\"SC\\\"}, {\\\"v\\\": \\\" SOUTH CAROLINA\\\"}, {\\\"v\\\": 87058229568.83003}]}, {\\\"c\\\": [{\\\"v\\\": \\\"KY\\\"}, {\\\"v\\\": \\\" KENTUCKY\\\"}, {\\\"v\\\": 85713398240.40002}]}, {\\\"c\\\": [{\\\"v\\\": \\\"MI\\\"}, {\\\"v\\\": \\\" MICHIGAN\\\"}, {\\\"v\\\": 81600382916.09999}]}], \\\"cols\\\": [{\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"state_code\\\", \\\"label\\\": \\\"state_code\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"state_name\\\", \\\"label\\\": \\\"state_name\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"sum_dollarsobligated\\\", \\\"label\\\": \\\"sum_dollarsobligated\\\"}]});\\n\",\n       \"        }\\n\",\n       \"      );\\n\",\n       \"    </script>\\n\",\n       \"  \"\n      ],\n      \"text/plain\": [\n       \"QueryResultsTable job_xz8OgI40jd2GPlDk9J5fqZjxTDY\"\n      ]\n     },\n     \"execution_count\": 10,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"%%sql\\n\",\n    \"select\\n\",\n    \"  substr(pop_state_code, 1, 2) state_code,\\n\",\n    \"  first(substr(pop_state_code, 4)) state_name,\\n\",\n    \"  sum(dollarsobligated) sum_dollarsobligated\\n\",\n    \"from\\n\",\n    \"  gpqueries:contracts.raw\\n\",\n    \"group by\\n\",\n    \"  state_code\\n\",\n    \"order by\\n\",\n    \"  sum_dollarsobligated desc\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Facts about Government Contracting\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Let's check some popular statements about government contracting.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Small Businesses Win Most Contracts\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Contractors had to report their revenue and the number of employees. It makes easy to check if small business is welcomed in government contracting:\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 11,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [],\n   \"source\": [\n    \"%%sql --module gpq\\n\",\n    \"\\n\",\n    \"define query vendor_size_by_agency\\n\",\n    \"select\\n\",\n    \"  substr(agencyid, 1, 4) agency_id,\\n\",\n    \"  first(substr(agencyid, 7)) agency_name,\\n\",\n    \"  nth(11, quantiles(annualrevenue, 21)) vendor_median_annualrevenue,\\n\",\n    \"  nth(11, quantiles(numberofemployees, 21)) vendor_median_numberofemployees,\\n\",\n    \"  count(*) transactions,\\n\",\n    \"  sum(dollarsobligated) sum_dollarsobligated\\n\",\n    \"from\\n\",\n    \"  gpqueries:contracts.raw\\n\",\n    \"group by\\n\",\n    \"  agency_id\\n\",\n    \"having\\n\",\n    \"  transactions > 1000 and\\n\",\n    \"  sum_dollarsobligated > 10e6\\n\",\n    \"order by\\n\",\n    \"  vendor_median_annualrevenue asc\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 12,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"<div>\\n\",\n       \"<table border=\\\"1\\\" class=\\\"dataframe\\\">\\n\",\n       \"  <thead>\\n\",\n       \"    <tr style=\\\"text-align: right;\\\">\\n\",\n       \"      <th></th>\\n\",\n       \"      <th>agency_id</th>\\n\",\n       \"      <th>agency_name</th>\\n\",\n       \"      <th>vendor_median_annualrevenue</th>\\n\",\n       \"      <th>vendor_median_numberofemployees</th>\\n\",\n       \"      <th>transactions</th>\\n\",\n       \"      <th>sum_dollarsobligated</th>\\n\",\n       \"    </tr>\\n\",\n       \"  </thead>\\n\",\n       \"  <tbody>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>0</th>\\n\",\n       \"      <td>1242</td>\\n\",\n       \"      <td>ANIMAL AND PLANT HEALTH INSPECTION SERVICE</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0</td>\\n\",\n       \"      <td>1268</td>\\n\",\n       \"      <td>1.418465e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>1</th>\\n\",\n       \"      <td>1528</td>\\n\",\n       \"      <td>IMMIGRATION AND NATURALIZATION SERVICE</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0</td>\\n\",\n       \"      <td>4858</td>\\n\",\n       \"      <td>1.808390e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>2</th>\\n\",\n       \"      <td>5800</td>\\n\",\n       \"      <td>FEDERAL EMERGENCY MANAGEMENT AGENCY</td>\\n\",\n       \"      <td>0.0</td>\\n\",\n       \"      <td>0</td>\\n\",\n       \"      <td>3857</td>\\n\",\n       \"      <td>7.360614e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>3</th>\\n\",\n       \"      <td>1900</td>\\n\",\n       \"      <td>STATE, DEPARTMENT OF</td>\\n\",\n       \"      <td>1000.0</td>\\n\",\n       \"      <td>10</td>\\n\",\n       \"      <td>906835</td>\\n\",\n       \"      <td>9.612514e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>4</th>\\n\",\n       \"      <td>9568</td>\\n\",\n       \"      <td>BROADCASTING BOARD OF GOVERNORS</td>\\n\",\n       \"      <td>1000.0</td>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>86580</td>\\n\",\n       \"      <td>1.719051e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>5</th>\\n\",\n       \"      <td>7200</td>\\n\",\n       \"      <td>AGENCY FOR INTERNATIONAL DEVELOPMENT</td>\\n\",\n       \"      <td>1000.0</td>\\n\",\n       \"      <td>10</td>\\n\",\n       \"      <td>112903</td>\\n\",\n       \"      <td>5.683631e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>6</th>\\n\",\n       \"      <td>2800</td>\\n\",\n       \"      <td>SOCIAL SECURITY ADMINISTRATION</td>\\n\",\n       \"      <td>81000.0</td>\\n\",\n       \"      <td>1</td>\\n\",\n       \"      <td>140669</td>\\n\",\n       \"      <td>1.636968e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>7</th>\\n\",\n       \"      <td>1226</td>\\n\",\n       \"      <td>FOREST SERVICE</td>\\n\",\n       \"      <td>100000.0</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>24686</td>\\n\",\n       \"      <td>1.554254e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>8</th>\\n\",\n       \"      <td>12E3</td>\\n\",\n       \"      <td>RURAL HOUSING SERVICE</td>\\n\",\n       \"      <td>110000.0</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>87659</td>\\n\",\n       \"      <td>1.124532e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>9</th>\\n\",\n       \"      <td>2028</td>\\n\",\n       \"      <td>U.S. SECRET SERVICE</td>\\n\",\n       \"      <td>110000.0</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>1144</td>\\n\",\n       \"      <td>1.870609e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>10</th>\\n\",\n       \"      <td>2001</td>\\n\",\n       \"      <td>DEPARTMENTAL OFFICES</td>\\n\",\n       \"      <td>128000.0</td>\\n\",\n       \"      <td>5</td>\\n\",\n       \"      <td>17514</td>\\n\",\n       \"      <td>2.408785e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>11</th>\\n\",\n       \"      <td>4500</td>\\n\",\n       \"      <td>EQUAL EMPLOYMENT OPPORTUNITY COMMISSION</td>\\n\",\n       \"      <td>150000.0</td>\\n\",\n       \"      <td>3</td>\\n\",\n       \"      <td>32309</td>\\n\",\n       \"      <td>7.296316e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>12</th>\\n\",\n       \"      <td>9524</td>\\n\",\n       \"      <td>NATIONAL MEDIATION BOARD</td>\\n\",\n       \"      <td>150000.0</td>\\n\",\n       \"      <td>2</td>\\n\",\n       \"      <td>1578</td>\\n\",\n       \"      <td>1.539304e+07</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>13</th>\\n\",\n       \"      <td>1560</td>\\n\",\n       \"      <td>ATF ACQUISITION AND PROPERTY MGMT DIV</td>\\n\",\n       \"      <td>500000.0</td>\\n\",\n       \"      <td>7</td>\\n\",\n       \"      <td>43268</td>\\n\",\n       \"      <td>2.834267e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>14</th>\\n\",\n       \"      <td>1227</td>\\n\",\n       \"      <td>SOIL CONSERVATION SERVICE</td>\\n\",\n       \"      <td>600000.0</td>\\n\",\n       \"      <td>10</td>\\n\",\n       \"      <td>1202</td>\\n\",\n       \"      <td>2.188730e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>15</th>\\n\",\n       \"      <td>2026</td>\\n\",\n       \"      <td>FINANCIAL CRIME ENFORCEMENT NETWORK</td>\\n\",\n       \"      <td>700000.0</td>\\n\",\n       \"      <td>10</td>\\n\",\n       \"      <td>5555</td>\\n\",\n       \"      <td>1.951988e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>16</th>\\n\",\n       \"      <td>2022</td>\\n\",\n       \"      <td>ALCOHOL AND TOBACCO TAX AND TRADE BUREAU</td>\\n\",\n       \"      <td>757000.0</td>\\n\",\n       \"      <td>11</td>\\n\",\n       \"      <td>1850</td>\\n\",\n       \"      <td>3.831141e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>17</th>\\n\",\n       \"      <td>12C2</td>\\n\",\n       \"      <td>FOREST SERVICE</td>\\n\",\n       \"      <td>850000.0</td>\\n\",\n       \"      <td>10</td>\\n\",\n       \"      <td>431521</td>\\n\",\n       \"      <td>1.722469e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>18</th>\\n\",\n       \"      <td>7520</td>\\n\",\n       \"      <td>PUBLIC HEALTH SERVICE</td>\\n\",\n       \"      <td>890000.0</td>\\n\",\n       \"      <td>11</td>\\n\",\n       \"      <td>10775</td>\\n\",\n       \"      <td>1.076623e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>19</th>\\n\",\n       \"      <td>6950</td>\\n\",\n       \"      <td>UNITED STATES COAST GUARD</td>\\n\",\n       \"      <td>1100000.0</td>\\n\",\n       \"      <td>15</td>\\n\",\n       \"      <td>25750</td>\\n\",\n       \"      <td>2.632710e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>20</th>\\n\",\n       \"      <td>1422</td>\\n\",\n       \"      <td>BUREAU OF LAND MANAGEMENT</td>\\n\",\n       \"      <td>1100000.0</td>\\n\",\n       \"      <td>12</td>\\n\",\n       \"      <td>173546</td>\\n\",\n       \"      <td>4.997679e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>21</th>\\n\",\n       \"      <td>2024</td>\\n\",\n       \"      <td>FEDERAL LAW ENFORCEMENT TRAINING CENTER</td>\\n\",\n       \"      <td>1100000.0</td>\\n\",\n       \"      <td>20</td>\\n\",\n       \"      <td>3227</td>\\n\",\n       \"      <td>2.085935e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>22</th>\\n\",\n       \"      <td>6100</td>\\n\",\n       \"      <td>CONSUMER PRODUCT SAFETY COMMISSION</td>\\n\",\n       \"      <td>1100000.0</td>\\n\",\n       \"      <td>26</td>\\n\",\n       \"      <td>11533</td>\\n\",\n       \"      <td>2.786294e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>23</th>\\n\",\n       \"      <td>1438</td>\\n\",\n       \"      <td>OFFICE OF SURFACE MINING, RECLAMATION AND ENFO...</td>\\n\",\n       \"      <td>1100000.0</td>\\n\",\n       \"      <td>10</td>\\n\",\n       \"      <td>11108</td>\\n\",\n       \"      <td>1.894074e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>24</th>\\n\",\n       \"      <td>1153</td>\\n\",\n       \"      <td>UNITED STATES TRADE AND DEVELOPMENT AGENCY</td>\\n\",\n       \"      <td>1183519.0</td>\\n\",\n       \"      <td>10</td>\\n\",\n       \"      <td>2032</td>\\n\",\n       \"      <td>1.256019e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>25</th>\\n\",\n       \"      <td>1230</td>\\n\",\n       \"      <td>AGRICULTURAL RESEARCH SERVICE</td>\\n\",\n       \"      <td>1300000.0</td>\\n\",\n       \"      <td>12</td>\\n\",\n       \"      <td>3171</td>\\n\",\n       \"      <td>3.087970e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>26</th>\\n\",\n       \"      <td>2046</td>\\n\",\n       \"      <td>OFFICE OF THE COMPTROLLER OF THE CURRENCY</td>\\n\",\n       \"      <td>1400000.0</td>\\n\",\n       \"      <td>22</td>\\n\",\n       \"      <td>14898</td>\\n\",\n       \"      <td>1.668664e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>27</th>\\n\",\n       \"      <td>1603</td>\\n\",\n       \"      <td>OFFICE OF THE SOLICITOR</td>\\n\",\n       \"      <td>1440000.0</td>\\n\",\n       \"      <td>21</td>\\n\",\n       \"      <td>1748</td>\\n\",\n       \"      <td>5.414278e+07</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>28</th>\\n\",\n       \"      <td>4740</td>\\n\",\n       \"      <td>PUBLIC BUILDINGS SERVICE</td>\\n\",\n       \"      <td>1573150.0</td>\\n\",\n       \"      <td>7</td>\\n\",\n       \"      <td>1488711</td>\\n\",\n       \"      <td>9.933295e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>29</th>\\n\",\n       \"      <td>12C3</td>\\n\",\n       \"      <td>NATURAL RESOURCES CONSERVATION SERVICE</td>\\n\",\n       \"      <td>1631681.0</td>\\n\",\n       \"      <td>20</td>\\n\",\n       \"      <td>44705</td>\\n\",\n       \"      <td>1.585386e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>...</th>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"      <td>...</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>121</th>\\n\",\n       \"      <td>2044</td>\\n\",\n       \"      <td>UNITED STATES MINT</td>\\n\",\n       \"      <td>10000000.0</td>\\n\",\n       \"      <td>50</td>\\n\",\n       \"      <td>53574</td>\\n\",\n       \"      <td>3.109847e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>122</th>\\n\",\n       \"      <td>2700</td>\\n\",\n       \"      <td>FEDERAL COMMUNICATIONS COMMISSION</td>\\n\",\n       \"      <td>10000000.0</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>9954</td>\\n\",\n       \"      <td>1.160409e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>123</th>\\n\",\n       \"      <td>9507</td>\\n\",\n       \"      <td>COMMODITY FUTURES TRADING COMMISSION</td>\\n\",\n       \"      <td>10500000.0</td>\\n\",\n       \"      <td>140</td>\\n\",\n       \"      <td>5559</td>\\n\",\n       \"      <td>5.247360e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>124</th>\\n\",\n       \"      <td>4705</td>\\n\",\n       \"      <td>OFFICE OF THE ADMINISTRATOR(ACMD)</td>\\n\",\n       \"      <td>11000000.0</td>\\n\",\n       \"      <td>91</td>\\n\",\n       \"      <td>5894</td>\\n\",\n       \"      <td>1.319038e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>125</th>\\n\",\n       \"      <td>7529</td>\\n\",\n       \"      <td>NATIONAL INSTITUTES OF HEALTH</td>\\n\",\n       \"      <td>11000000.0</td>\\n\",\n       \"      <td>115</td>\\n\",\n       \"      <td>401609</td>\\n\",\n       \"      <td>6.319064e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>126</th>\\n\",\n       \"      <td>1540</td>\\n\",\n       \"      <td>FEDERAL PRISON SYSTEM</td>\\n\",\n       \"      <td>11000000.0</td>\\n\",\n       \"      <td>70</td>\\n\",\n       \"      <td>1019429</td>\\n\",\n       \"      <td>3.446292e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>127</th>\\n\",\n       \"      <td>1665</td>\\n\",\n       \"      <td>PENSION BENEFIT GUARANTY CORPORATION</td>\\n\",\n       \"      <td>11000000.0</td>\\n\",\n       \"      <td>200</td>\\n\",\n       \"      <td>12647</td>\\n\",\n       \"      <td>3.141358e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>128</th>\\n\",\n       \"      <td>7003</td>\\n\",\n       \"      <td>U.S. CITIZENSHIP AND IMMIGRATION SERVICES</td>\\n\",\n       \"      <td>11000000.0</td>\\n\",\n       \"      <td>72</td>\\n\",\n       \"      <td>37832</td>\\n\",\n       \"      <td>8.801395e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>129</th>\\n\",\n       \"      <td>1344</td>\\n\",\n       \"      <td>PATENT AND TRADEMARK OFFICE</td>\\n\",\n       \"      <td>11000645.0</td>\\n\",\n       \"      <td>88</td>\\n\",\n       \"      <td>30012</td>\\n\",\n       \"      <td>8.576179e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>130</th>\\n\",\n       \"      <td>3355</td>\\n\",\n       \"      <td>NATIONAL GALLERY OF ART</td>\\n\",\n       \"      <td>11500000.0</td>\\n\",\n       \"      <td>52</td>\\n\",\n       \"      <td>4034</td>\\n\",\n       \"      <td>3.882365e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>131</th>\\n\",\n       \"      <td>6000</td>\\n\",\n       \"      <td>RAILROAD RETIREMENT BOARD</td>\\n\",\n       \"      <td>12000000.0</td>\\n\",\n       \"      <td>130</td>\\n\",\n       \"      <td>5483</td>\\n\",\n       \"      <td>2.725028e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>132</th>\\n\",\n       \"      <td>19BM</td>\\n\",\n       \"      <td>INTERNATIONAL BOUNDARY AND WATER COMMISSION: U...</td>\\n\",\n       \"      <td>13209362.0</td>\\n\",\n       \"      <td>97</td>\\n\",\n       \"      <td>4832</td>\\n\",\n       \"      <td>6.288717e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>133</th>\\n\",\n       \"      <td>8961</td>\\n\",\n       \"      <td>FEDERAL ENERGY REGULATORY COMMISSION</td>\\n\",\n       \"      <td>14996000.0</td>\\n\",\n       \"      <td>58</td>\\n\",\n       \"      <td>5678</td>\\n\",\n       \"      <td>5.596401e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>134</th>\\n\",\n       \"      <td>4704</td>\\n\",\n       \"      <td>OFFICE OF INSPECTOR GENERAL</td>\\n\",\n       \"      <td>15000000.0</td>\\n\",\n       \"      <td>70</td>\\n\",\n       \"      <td>1134</td>\\n\",\n       \"      <td>3.663729e+07</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>135</th>\\n\",\n       \"      <td>3600</td>\\n\",\n       \"      <td>VETERANS AFFAIRS, DEPARTMENT OF</td>\\n\",\n       \"      <td>15000000.0</td>\\n\",\n       \"      <td>149</td>\\n\",\n       \"      <td>5285240</td>\\n\",\n       \"      <td>2.059998e+11</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>136</th>\\n\",\n       \"      <td>4732</td>\\n\",\n       \"      <td>FEDERAL ACQUISITION SERVICE</td>\\n\",\n       \"      <td>15000000.0</td>\\n\",\n       \"      <td>57</td>\\n\",\n       \"      <td>1413873</td>\\n\",\n       \"      <td>2.911922e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>137</th>\\n\",\n       \"      <td>8000</td>\\n\",\n       \"      <td>NATIONAL AERONAUTICS AND SPACE ADMINISTRATION</td>\\n\",\n       \"      <td>18000000.0</td>\\n\",\n       \"      <td>180</td>\\n\",\n       \"      <td>446963</td>\\n\",\n       \"      <td>2.112742e+11</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>138</th>\\n\",\n       \"      <td>1549</td>\\n\",\n       \"      <td>FEDERAL BUREAU OF INVESTIGATION</td>\\n\",\n       \"      <td>18000000.0</td>\\n\",\n       \"      <td>100</td>\\n\",\n       \"      <td>72815</td>\\n\",\n       \"      <td>1.711656e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>139</th>\\n\",\n       \"      <td>12D2</td>\\n\",\n       \"      <td>FARM SERVICE AGENCY</td>\\n\",\n       \"      <td>18000000.0</td>\\n\",\n       \"      <td>100</td>\\n\",\n       \"      <td>35722</td>\\n\",\n       \"      <td>1.874517e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>140</th>\\n\",\n       \"      <td>6940</td>\\n\",\n       \"      <td>NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION</td>\\n\",\n       \"      <td>19000000.0</td>\\n\",\n       \"      <td>120</td>\\n\",\n       \"      <td>12252</td>\\n\",\n       \"      <td>1.890718e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>141</th>\\n\",\n       \"      <td>6930</td>\\n\",\n       \"      <td>FEDERAL RAILROAD ADMINISTRATION</td>\\n\",\n       \"      <td>20000000.0</td>\\n\",\n       \"      <td>579</td>\\n\",\n       \"      <td>12444</td>\\n\",\n       \"      <td>8.030557e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>142</th>\\n\",\n       \"      <td>0559</td>\\n\",\n       \"      <td>GAO, EXCEPT COMPTROLLER GENERAL</td>\\n\",\n       \"      <td>20201548.0</td>\\n\",\n       \"      <td>189</td>\\n\",\n       \"      <td>2728</td>\\n\",\n       \"      <td>4.145613e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>143</th>\\n\",\n       \"      <td>7001</td>\\n\",\n       \"      <td>OFFICE OF PROCUREMENT OPERATIONS</td>\\n\",\n       \"      <td>20828724.0</td>\\n\",\n       \"      <td>383</td>\\n\",\n       \"      <td>71728</td>\\n\",\n       \"      <td>2.463028e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>144</th>\\n\",\n       \"      <td>7505</td>\\n\",\n       \"      <td>OFFICE OF ASSISTANT SECRETARY FOR ADMINISTRATI...</td>\\n\",\n       \"      <td>26106972.0</td>\\n\",\n       \"      <td>304</td>\\n\",\n       \"      <td>5181</td>\\n\",\n       \"      <td>1.413397e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>145</th>\\n\",\n       \"      <td>9000</td>\\n\",\n       \"      <td>SELECTIVE SERVICE SYSTEM</td>\\n\",\n       \"      <td>30457000.0</td>\\n\",\n       \"      <td>300</td>\\n\",\n       \"      <td>1141</td>\\n\",\n       \"      <td>2.356269e+07</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>146</th>\\n\",\n       \"      <td>7528</td>\\n\",\n       \"      <td>AGENCY FOR HEALTHCARE RESEARCH AND QUALITY</td>\\n\",\n       \"      <td>32800000.0</td>\\n\",\n       \"      <td>1200</td>\\n\",\n       \"      <td>6719</td>\\n\",\n       \"      <td>2.759358e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>147</th>\\n\",\n       \"      <td>1436</td>\\n\",\n       \"      <td>BUREAU OF SAFETY AND ENVIRONMENTAL ENFORCEMENT</td>\\n\",\n       \"      <td>32850550.0</td>\\n\",\n       \"      <td>141</td>\\n\",\n       \"      <td>2958</td>\\n\",\n       \"      <td>2.827946e+08</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>148</th>\\n\",\n       \"      <td>1524</td>\\n\",\n       \"      <td>DRUG ENFORCEMENT ADMINISTRATION</td>\\n\",\n       \"      <td>40000000.0</td>\\n\",\n       \"      <td>350</td>\\n\",\n       \"      <td>261796</td>\\n\",\n       \"      <td>6.429977e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>149</th>\\n\",\n       \"      <td>12K2</td>\\n\",\n       \"      <td>AGRICULTURAL MARKETING SERVICE</td>\\n\",\n       \"      <td>50000000.0</td>\\n\",\n       \"      <td>296</td>\\n\",\n       \"      <td>22835</td>\\n\",\n       \"      <td>1.623015e+10</td>\\n\",\n       \"    </tr>\\n\",\n       \"    <tr>\\n\",\n       \"      <th>150</th>\\n\",\n       \"      <td>1544</td>\\n\",\n       \"      <td>U.S. MARSHALS SERVICE</td>\\n\",\n       \"      <td>120000000.0</td>\\n\",\n       \"      <td>2000</td>\\n\",\n       \"      <td>78441</td>\\n\",\n       \"      <td>7.840888e+09</td>\\n\",\n       \"    </tr>\\n\",\n       \"  </tbody>\\n\",\n       \"</table>\\n\",\n       \"<p>151 rows × 6 columns</p>\\n\",\n       \"</div>\"\n      ],\n      \"text/plain\": [\n       \"    agency_id                                        agency_name  \\\\\\n\",\n       \"0        1242         ANIMAL AND PLANT HEALTH INSPECTION SERVICE   \\n\",\n       \"1        1528             IMMIGRATION AND NATURALIZATION SERVICE   \\n\",\n       \"2        5800                FEDERAL EMERGENCY MANAGEMENT AGENCY   \\n\",\n       \"3        1900                               STATE, DEPARTMENT OF   \\n\",\n       \"4        9568                    BROADCASTING BOARD OF GOVERNORS   \\n\",\n       \"5        7200               AGENCY FOR INTERNATIONAL DEVELOPMENT   \\n\",\n       \"6        2800                     SOCIAL SECURITY ADMINISTRATION   \\n\",\n       \"7        1226                                     FOREST SERVICE   \\n\",\n       \"8        12E3                              RURAL HOUSING SERVICE   \\n\",\n       \"9        2028                                U.S. SECRET SERVICE   \\n\",\n       \"10       2001                               DEPARTMENTAL OFFICES   \\n\",\n       \"11       4500            EQUAL EMPLOYMENT OPPORTUNITY COMMISSION   \\n\",\n       \"12       9524                           NATIONAL MEDIATION BOARD   \\n\",\n       \"13       1560              ATF ACQUISITION AND PROPERTY MGMT DIV   \\n\",\n       \"14       1227                          SOIL CONSERVATION SERVICE   \\n\",\n       \"15       2026                FINANCIAL CRIME ENFORCEMENT NETWORK   \\n\",\n       \"16       2022           ALCOHOL AND TOBACCO TAX AND TRADE BUREAU   \\n\",\n       \"17       12C2                                     FOREST SERVICE   \\n\",\n       \"18       7520                              PUBLIC HEALTH SERVICE   \\n\",\n       \"19       6950                          UNITED STATES COAST GUARD   \\n\",\n       \"20       1422                          BUREAU OF LAND MANAGEMENT   \\n\",\n       \"21       2024            FEDERAL LAW ENFORCEMENT TRAINING CENTER   \\n\",\n       \"22       6100                 CONSUMER PRODUCT SAFETY COMMISSION   \\n\",\n       \"23       1438  OFFICE OF SURFACE MINING, RECLAMATION AND ENFO...   \\n\",\n       \"24       1153         UNITED STATES TRADE AND DEVELOPMENT AGENCY   \\n\",\n       \"25       1230                      AGRICULTURAL RESEARCH SERVICE   \\n\",\n       \"26       2046          OFFICE OF THE COMPTROLLER OF THE CURRENCY   \\n\",\n       \"27       1603                            OFFICE OF THE SOLICITOR   \\n\",\n       \"28       4740                           PUBLIC BUILDINGS SERVICE   \\n\",\n       \"29       12C3             NATURAL RESOURCES CONSERVATION SERVICE   \\n\",\n       \"..        ...                                                ...   \\n\",\n       \"121      2044                                 UNITED STATES MINT   \\n\",\n       \"122      2700                  FEDERAL COMMUNICATIONS COMMISSION   \\n\",\n       \"123      9507               COMMODITY FUTURES TRADING COMMISSION   \\n\",\n       \"124      4705                  OFFICE OF THE ADMINISTRATOR(ACMD)   \\n\",\n       \"125      7529                      NATIONAL INSTITUTES OF HEALTH   \\n\",\n       \"126      1540                              FEDERAL PRISON SYSTEM   \\n\",\n       \"127      1665               PENSION BENEFIT GUARANTY CORPORATION   \\n\",\n       \"128      7003          U.S. CITIZENSHIP AND IMMIGRATION SERVICES   \\n\",\n       \"129      1344                        PATENT AND TRADEMARK OFFICE   \\n\",\n       \"130      3355                            NATIONAL GALLERY OF ART   \\n\",\n       \"131      6000                          RAILROAD RETIREMENT BOARD   \\n\",\n       \"132      19BM  INTERNATIONAL BOUNDARY AND WATER COMMISSION: U...   \\n\",\n       \"133      8961               FEDERAL ENERGY REGULATORY COMMISSION   \\n\",\n       \"134      4704                        OFFICE OF INSPECTOR GENERAL   \\n\",\n       \"135      3600                    VETERANS AFFAIRS, DEPARTMENT OF   \\n\",\n       \"136      4732                        FEDERAL ACQUISITION SERVICE   \\n\",\n       \"137      8000      NATIONAL AERONAUTICS AND SPACE ADMINISTRATION   \\n\",\n       \"138      1549                    FEDERAL BUREAU OF INVESTIGATION   \\n\",\n       \"139      12D2                                FARM SERVICE AGENCY   \\n\",\n       \"140      6940     NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION   \\n\",\n       \"141      6930                    FEDERAL RAILROAD ADMINISTRATION   \\n\",\n       \"142      0559                    GAO, EXCEPT COMPTROLLER GENERAL   \\n\",\n       \"143      7001                   OFFICE OF PROCUREMENT OPERATIONS   \\n\",\n       \"144      7505  OFFICE OF ASSISTANT SECRETARY FOR ADMINISTRATI...   \\n\",\n       \"145      9000                           SELECTIVE SERVICE SYSTEM   \\n\",\n       \"146      7528         AGENCY FOR HEALTHCARE RESEARCH AND QUALITY   \\n\",\n       \"147      1436     BUREAU OF SAFETY AND ENVIRONMENTAL ENFORCEMENT   \\n\",\n       \"148      1524                    DRUG ENFORCEMENT ADMINISTRATION   \\n\",\n       \"149      12K2                     AGRICULTURAL MARKETING SERVICE   \\n\",\n       \"150      1544                              U.S. MARSHALS SERVICE   \\n\",\n       \"\\n\",\n       \"     vendor_median_annualrevenue  vendor_median_numberofemployees  \\\\\\n\",\n       \"0                            0.0                                0   \\n\",\n       \"1                            0.0                                0   \\n\",\n       \"2                            0.0                                0   \\n\",\n       \"3                         1000.0                               10   \\n\",\n       \"4                         1000.0                                1   \\n\",\n       \"5                         1000.0                               10   \\n\",\n       \"6                        81000.0                                1   \\n\",\n       \"7                       100000.0                                2   \\n\",\n       \"8                       110000.0                                2   \\n\",\n       \"9                       110000.0                                2   \\n\",\n       \"10                      128000.0                                5   \\n\",\n       \"11                      150000.0                                3   \\n\",\n       \"12                      150000.0                                2   \\n\",\n       \"13                      500000.0                                7   \\n\",\n       \"14                      600000.0                               10   \\n\",\n       \"15                      700000.0                               10   \\n\",\n       \"16                      757000.0                               11   \\n\",\n       \"17                      850000.0                               10   \\n\",\n       \"18                      890000.0                               11   \\n\",\n       \"19                     1100000.0                               15   \\n\",\n       \"20                     1100000.0                               12   \\n\",\n       \"21                     1100000.0                               20   \\n\",\n       \"22                     1100000.0                               26   \\n\",\n       \"23                     1100000.0                               10   \\n\",\n       \"24                     1183519.0                               10   \\n\",\n       \"25                     1300000.0                               12   \\n\",\n       \"26                     1400000.0                               22   \\n\",\n       \"27                     1440000.0                               21   \\n\",\n       \"28                     1573150.0                                7   \\n\",\n       \"29                     1631681.0                               20   \\n\",\n       \"..                           ...                              ...   \\n\",\n       \"121                   10000000.0                               50   \\n\",\n       \"122                   10000000.0                              130   \\n\",\n       \"123                   10500000.0                              140   \\n\",\n       \"124                   11000000.0                               91   \\n\",\n       \"125                   11000000.0                              115   \\n\",\n       \"126                   11000000.0                               70   \\n\",\n       \"127                   11000000.0                              200   \\n\",\n       \"128                   11000000.0                               72   \\n\",\n       \"129                   11000645.0                               88   \\n\",\n       \"130                   11500000.0                               52   \\n\",\n       \"131                   12000000.0                              130   \\n\",\n       \"132                   13209362.0                               97   \\n\",\n       \"133                   14996000.0                               58   \\n\",\n       \"134                   15000000.0                               70   \\n\",\n       \"135                   15000000.0                              149   \\n\",\n       \"136                   15000000.0                               57   \\n\",\n       \"137                   18000000.0                              180   \\n\",\n       \"138                   18000000.0                              100   \\n\",\n       \"139                   18000000.0                              100   \\n\",\n       \"140                   19000000.0                              120   \\n\",\n       \"141                   20000000.0                              579   \\n\",\n       \"142                   20201548.0                              189   \\n\",\n       \"143                   20828724.0                              383   \\n\",\n       \"144                   26106972.0                              304   \\n\",\n       \"145                   30457000.0                              300   \\n\",\n       \"146                   32800000.0                             1200   \\n\",\n       \"147                   32850550.0                              141   \\n\",\n       \"148                   40000000.0                              350   \\n\",\n       \"149                   50000000.0                              296   \\n\",\n       \"150                  120000000.0                             2000   \\n\",\n       \"\\n\",\n       \"     transactions  sum_dollarsobligated  \\n\",\n       \"0            1268          1.418465e+08  \\n\",\n       \"1            4858          1.808390e+09  \\n\",\n       \"2            3857          7.360614e+08  \\n\",\n       \"3          906835          9.612514e+10  \\n\",\n       \"4           86580          1.719051e+09  \\n\",\n       \"5          112903          5.683631e+10  \\n\",\n       \"6          140669          1.636968e+10  \\n\",\n       \"7           24686          1.554254e+09  \\n\",\n       \"8           87659          1.124532e+09  \\n\",\n       \"9            1144          1.870609e+08  \\n\",\n       \"10          17514          2.408785e+09  \\n\",\n       \"11          32309          7.296316e+08  \\n\",\n       \"12           1578          1.539304e+07  \\n\",\n       \"13          43268          2.834267e+09  \\n\",\n       \"14           1202          2.188730e+08  \\n\",\n       \"15           5555          1.951988e+09  \\n\",\n       \"16           1850          3.831141e+08  \\n\",\n       \"17         431521          1.722469e+10  \\n\",\n       \"18          10775          1.076623e+09  \\n\",\n       \"19          25750          2.632710e+09  \\n\",\n       \"20         173546          4.997679e+09  \\n\",\n       \"21           3227          2.085935e+08  \\n\",\n       \"22          11533          2.786294e+08  \\n\",\n       \"23          11108          1.894074e+08  \\n\",\n       \"24           2032          1.256019e+08  \\n\",\n       \"25           3171          3.087970e+08  \\n\",\n       \"26          14898          1.668664e+09  \\n\",\n       \"27           1748          5.414278e+07  \\n\",\n       \"28        1488711          9.933295e+10  \\n\",\n       \"29          44705          1.585386e+09  \\n\",\n       \"..            ...                   ...  \\n\",\n       \"121         53574          3.109847e+10  \\n\",\n       \"122          9954          1.160409e+09  \\n\",\n       \"123          5559          5.247360e+08  \\n\",\n       \"124          5894          1.319038e+09  \\n\",\n       \"125        401609          6.319064e+10  \\n\",\n       \"126       1019429          3.446292e+10  \\n\",\n       \"127         12647          3.141358e+09  \\n\",\n       \"128         37832          8.801395e+09  \\n\",\n       \"129         30012          8.576179e+09  \\n\",\n       \"130          4034          3.882365e+08  \\n\",\n       \"131          5483          2.725028e+08  \\n\",\n       \"132          4832          6.288717e+08  \\n\",\n       \"133          5678          5.596401e+08  \\n\",\n       \"134          1134          3.663729e+07  \\n\",\n       \"135       5285240          2.059998e+11  \\n\",\n       \"136       1413873          2.911922e+10  \\n\",\n       \"137        446963          2.112742e+11  \\n\",\n       \"138         72815          1.711656e+10  \\n\",\n       \"139         35722          1.874517e+10  \\n\",\n       \"140         12252          1.890718e+09  \\n\",\n       \"141         12444          8.030557e+08  \\n\",\n       \"142          2728          4.145613e+08  \\n\",\n       \"143         71728          2.463028e+10  \\n\",\n       \"144          5181          1.413397e+10  \\n\",\n       \"145          1141          2.356269e+07  \\n\",\n       \"146          6719          2.759358e+09  \\n\",\n       \"147          2958          2.827946e+08  \\n\",\n       \"148        261796          6.429977e+09  \\n\",\n       \"149         22835          1.623015e+10  \\n\",\n       \"150         78441          7.840888e+09  \\n\",\n       \"\\n\",\n       \"[151 rows x 6 columns]\"\n      ]\n     },\n     \"execution_count\": 12,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"bq.Query(gpq.vendor_size_by_agency).to_dataframe()\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"The median shows the most likely supplier. Agencies on the top of the table actively employ vendors whose annual revenue is less than $1mn.\\n\",\n    \"\\n\",\n    \"The Department of Defence, the largest buyer with $4.5tn worth of goods and services bought over these 17 years, has the median vendor with $2.5mn in revenue and 20 employees. It means that half of the DoD's vendors have less than $2.5mn in revenue.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### Set-Aside Deals Take a Small Share\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Set-aside purchases are reserved for special categories of suppliers, like women-, minority-, and veteran-owned businesses. There's a lot of confusion about their share in transactions. We can settle this confusion with data:\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 13,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\\n\",\n       \"    <div class=\\\"bqtv\\\" id=\\\"8_146516670452\\\"><table><tr><th>womenownedflag</th><th>transactions</th><th>sum_dollarsobligated</th></tr><tr><td>N</td><td>40191975</td><td>6.4051823538e+12</td></tr><tr><td>Y</td><td>4308966</td><td>2.48395258992e+11</td></tr></table></div>\\n\",\n       \"    <br />(rows: 2, time: 1.8s, cached, job: job_iOFnq8ieeeHX2gxQWTCCr4ZOEuE)<br />\\n\",\n       \"    <script>\\n\",\n       \"      require(['extensions/charting', 'element!8_146516670452', 'style!/static/extensions/charting.css'],\\n\",\n       \"        function(charts, dom) {\\n\",\n       \"          charts.render(dom,\\n\",\n       \"            {\\n\",\n       \"              chartStyle:\\\"table\\\",\\n\",\n       \"              dataName:\\\"7\\\",\\n\",\n       \"              fields:\\\"womenownedflag,transactions,sum_dollarsobligated\\\",\\n\",\n       \"              totalRows:2,\\n\",\n       \"              rowsPerPage:25,\\n\",\n       \"            }, {}, {\\\"rows\\\": [{\\\"c\\\": [{\\\"v\\\": \\\"N\\\"}, {\\\"v\\\": 40191975}, {\\\"v\\\": 6405182353804.281}]}, {\\\"c\\\": [{\\\"v\\\": \\\"Y\\\"}, {\\\"v\\\": 4308966}, {\\\"v\\\": 248395258992.29}]}], \\\"cols\\\": [{\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"womenownedflag\\\", \\\"label\\\": \\\"womenownedflag\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"transactions\\\", \\\"label\\\": \\\"transactions\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"sum_dollarsobligated\\\", \\\"label\\\": \\\"sum_dollarsobligated\\\"}]});\\n\",\n       \"        }\\n\",\n       \"      );\\n\",\n       \"    </script>\\n\",\n       \"  \"\n      ],\n      \"text/plain\": [\n       \"QueryResultsTable job_iOFnq8ieeeHX2gxQWTCCr4ZOEuE\"\n      ]\n     },\n     \"execution_count\": 13,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"%%sql\\n\",\n    \"select\\n\",\n    \"  womenownedflag,\\n\",\n    \"  count(*) transactions,\\n\",\n    \"  sum(dollarsobligated) sum_dollarsobligated\\n\",\n    \"from\\n\",\n    \"  gpqueries:contracts.raw\\n\",\n    \"group by\\n\",\n    \"  womenownedflag\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Women-owned businesses make about one tenth of the transactions, but their share in terms of sales is only 3.7%.\\n\",\n    \"\\n\",\n    \"A cross-tabulation for major set-aside categories:\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 14,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\\n\",\n       \"    <div class=\\\"bqtv\\\" id=\\\"9_146516670582\\\"><table><tr><th>womenownedflag</th><th>veteranownedflag</th><th>minorityownedbusinessflag</th><th>transactions</th><th>sum_dollarsobligated</th></tr><tr><td>N</td><td>N</td><td>Y</td><td>2051978</td><td>2.70617792041e+11</td></tr><tr><td>N</td><td>N</td><td>N</td><td>35286333</td><td>5.91438262215e+12</td></tr><tr><td>N</td><td>Y</td><td>Y</td><td>494617</td><td>61028950046.2</td></tr><tr><td>N</td><td>Y</td><td>N</td><td>2359047</td><td>1.59152989569e+11</td></tr><tr><td>Y</td><td>N</td><td>Y</td><td>862336</td><td>80295343639.0</td></tr><tr><td>Y</td><td>N</td><td>N</td><td>3265163</td><td>1.53867438135e+11</td></tr><tr><td>Y</td><td>Y</td><td>Y</td><td>62597</td><td>5086157754.65</td></tr><tr><td>Y</td><td>Y</td><td>N</td><td>118870</td><td>9146319463.28</td></tr></table></div>\\n\",\n       \"    <br />(rows: 8, time: 0.6s, cached, job: job_Qh4DhmZZecFIWeF7Wlah0cQwfSM)<br />\\n\",\n       \"    <script>\\n\",\n       \"      require(['extensions/charting', 'element!9_146516670582', 'style!/static/extensions/charting.css'],\\n\",\n       \"        function(charts, dom) {\\n\",\n       \"          charts.render(dom,\\n\",\n       \"            {\\n\",\n       \"              chartStyle:\\\"table\\\",\\n\",\n       \"              dataName:\\\"8\\\",\\n\",\n       \"              fields:\\\"womenownedflag,veteranownedflag,minorityownedbusinessflag,transactions,sum_dollarsobligated\\\",\\n\",\n       \"              totalRows:8,\\n\",\n       \"              rowsPerPage:25,\\n\",\n       \"            }, {}, {\\\"rows\\\": [{\\\"c\\\": [{\\\"v\\\": \\\"N\\\"}, {\\\"v\\\": \\\"N\\\"}, {\\\"v\\\": \\\"Y\\\"}, {\\\"v\\\": 2051978}, {\\\"v\\\": 270617792041.41986}]}, {\\\"c\\\": [{\\\"v\\\": \\\"N\\\"}, {\\\"v\\\": \\\"N\\\"}, {\\\"v\\\": \\\"N\\\"}, {\\\"v\\\": 35286333}, {\\\"v\\\": 5914382622147.547}]}, {\\\"c\\\": [{\\\"v\\\": \\\"N\\\"}, {\\\"v\\\": \\\"Y\\\"}, {\\\"v\\\": \\\"Y\\\"}, {\\\"v\\\": 494617}, {\\\"v\\\": 61028950046.22998}]}, {\\\"c\\\": [{\\\"v\\\": \\\"N\\\"}, {\\\"v\\\": \\\"Y\\\"}, {\\\"v\\\": \\\"N\\\"}, {\\\"v\\\": 2359047}, {\\\"v\\\": 159152989569.08}]}, {\\\"c\\\": [{\\\"v\\\": \\\"Y\\\"}, {\\\"v\\\": \\\"N\\\"}, {\\\"v\\\": \\\"Y\\\"}, {\\\"v\\\": 862336}, {\\\"v\\\": 80295343639.02997}]}, {\\\"c\\\": [{\\\"v\\\": \\\"Y\\\"}, {\\\"v\\\": \\\"N\\\"}, {\\\"v\\\": \\\"N\\\"}, {\\\"v\\\": 3265163}, {\\\"v\\\": 153867438135.33017}]}, {\\\"c\\\": [{\\\"v\\\": \\\"Y\\\"}, {\\\"v\\\": \\\"Y\\\"}, {\\\"v\\\": \\\"Y\\\"}, {\\\"v\\\": 62597}, {\\\"v\\\": 5086157754.6500025}]}, {\\\"c\\\": [{\\\"v\\\": \\\"Y\\\"}, {\\\"v\\\": \\\"Y\\\"}, {\\\"v\\\": \\\"N\\\"}, {\\\"v\\\": 118870}, {\\\"v\\\": 9146319463.28}]}], \\\"cols\\\": [{\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"womenownedflag\\\", \\\"label\\\": \\\"womenownedflag\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"veteranownedflag\\\", \\\"label\\\": \\\"veteranownedflag\\\"}, {\\\"type\\\": \\\"string\\\", \\\"id\\\": \\\"minorityownedbusinessflag\\\", \\\"label\\\": \\\"minorityownedbusinessflag\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"transactions\\\", \\\"label\\\": \\\"transactions\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"sum_dollarsobligated\\\", \\\"label\\\": \\\"sum_dollarsobligated\\\"}]});\\n\",\n       \"        }\\n\",\n       \"      );\\n\",\n       \"    </script>\\n\",\n       \"  \"\n      ],\n      \"text/plain\": [\n       \"QueryResultsTable job_Qh4DhmZZecFIWeF7Wlah0cQwfSM\"\n      ]\n     },\n     \"execution_count\": 14,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"%%sql\\n\",\n    \"select\\n\",\n    \"  womenownedflag, veteranownedflag, minorityownedbusinessflag,\\n\",\n    \"  count(*) transactions,\\n\",\n    \"  sum(dollarsobligated) sum_dollarsobligated\\n\",\n    \"from\\n\",\n    \"  gpqueries:contracts.raw\\n\",\n    \"group by\\n\",\n    \"  womenownedflag, veteranownedflag, minorityownedbusinessflag\\n\",\n    \"order by\\n\",\n    \"  womenownedflag, veteranownedflag, minorityownedbusinessflag desc\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"For example, firms owned by women, veterans, and minorities (all represented at the same time) sell $5bn in goods and services. That's 0.07% of all government purchases.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"### New Vendors Emerge Each Year\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Becoming a government contractor may seem difficult at first, but let's see how many new contractors the government had in 2015.\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 15,\n   \"metadata\": {\n    \"collapsed\": false\n   },\n   \"outputs\": [\n    {\n     \"data\": {\n      \"text/html\": [\n       \"\\n\",\n       \"    <div class=\\\"bqtv\\\" id=\\\"10_146516670749\\\"><table><tr><th>new_vendors</th><th>old_vendors</th></tr><tr><td>18258</td><td>131537</td></tr></table></div>\\n\",\n       \"    <br />(rows: 1, time: 0.7s, cached, job: job_OjFASl4YsdPFMqmG63vz8lXqgzc)<br />\\n\",\n       \"    <script>\\n\",\n       \"      require(['extensions/charting', 'element!10_146516670749', 'style!/static/extensions/charting.css'],\\n\",\n       \"        function(charts, dom) {\\n\",\n       \"          charts.render(dom,\\n\",\n       \"            {\\n\",\n       \"              chartStyle:\\\"table\\\",\\n\",\n       \"              dataName:\\\"9\\\",\\n\",\n       \"              fields:\\\"new_vendors,old_vendors\\\",\\n\",\n       \"              totalRows:1,\\n\",\n       \"              rowsPerPage:25,\\n\",\n       \"            }, {}, {\\\"rows\\\": [{\\\"c\\\": [{\\\"v\\\": 18258}, {\\\"v\\\": 131537}]}], \\\"cols\\\": [{\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"new_vendors\\\", \\\"label\\\": \\\"new_vendors\\\"}, {\\\"type\\\": \\\"number\\\", \\\"id\\\": \\\"old_vendors\\\", \\\"label\\\": \\\"old_vendors\\\"}]});\\n\",\n       \"        }\\n\",\n       \"      );\\n\",\n       \"    </script>\\n\",\n       \"  \"\n      ],\n      \"text/plain\": [\n       \"QueryResultsTable job_OjFASl4YsdPFMqmG63vz8lXqgzc\"\n      ]\n     },\n     \"execution_count\": 15,\n     \"metadata\": {},\n     \"output_type\": \"execute_result\"\n    }\n   ],\n   \"source\": [\n    \"%%sql\\n\",\n    \"select\\n\",\n    \"  sum(if(before2015.dunsnumber is null, 1, 0)) new_vendors,\\n\",\n    \"  sum(if(before2015.dunsnumber is null, 0, 1)) old_vendors\\n\",\n    \"from\\n\",\n    \"  flatten((select unique(dunsnumber) dunsnumber from gpqueries:contracts.raw where fiscal_year = 2015), dunsnumber) in2015\\n\",\n    \"left join\\n\",\n    \"  flatten((select unique(dunsnumber) dunsnumber from gpqueries:contracts.raw where fiscal_year < 2015), dunsnumber) before2015\\n\",\n    \"  on before2015.dunsnumber = in2015.dunsnumber\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"(The variable `dunsnumber` refers to the unique number each contractor obtains at [SAM.gov](https://www.sam.gov/portal/SAM/). It identifies unique contractors better than `vendorname`, which varies.)\\n\",\n    \"\\n\",\n    \"In 2015, 12% of the suppliers turned out to be companies that had never sold to the government.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## More\\n\",\n    \"\\n\",\n    \"This was a short intro to government contracting data.\\n\",\n    \"\\n\",\n    \"For more, check the [Government Procurement Queries](https://github.com/antontarasenko/gpq) project.\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"## Contacts\"\n   ]\n  },\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"Anton Tarasenko\\n\",\n    \"\\n\",\n    \"<mailto:antontarasenko@gmail.com>\\n\",\n    \"\\n\",\n    \"<http://antontarasenko.com>\\n\",\n    \"\\n\"\n   ]\n  }\n ],\n \"metadata\": {\n  \"kernelspec\": {\n   \"display_name\": \"Python 2\",\n   \"language\": \"python\",\n   \"name\": \"python2\"\n  },\n  \"language_info\": {\n   \"codemirror_mode\": {\n    \"name\": \"ipython\",\n    \"version\": 2\n   },\n   \"file_extension\": \".py\",\n   \"mimetype\": \"text/x-python\",\n   \"name\": \"python\",\n   \"nbconvert_exporter\": \"python\",\n   \"pygments_lexer\": \"ipython2\",\n   \"version\": \"2.7.9\"\n  }\n },\n \"nbformat\": 4,\n \"nbformat_minor\": 0\n}\n"
  },
  {
    "path": "queries/most-popular-products.sql",
    "content": "# What government agencies spend most money on\n# You can add geographical variables to `group by` to find out where agencies buy products from\nselect\n  substr(productorservicecode, 1, 4) product_id,\n  first(substr(productorservicecode, 7)) product_name,\n  count(*) transactions,\n  sum(dollarsobligated) sum_dollarsobligated\nfrom\n  gpqueries:contracts.raw\ngroup by\n  product_id\norder by\n  sum_dollarsobligated desc"
  },
  {
    "path": "queries/search-in-descriptions.sql",
    "content": "# Searching specific terms in the \"description of contract requirement\" field\n# Ususally yield the closest to what you can know about potential government customers\n# Add more conditions to `where` to narrow results by geography and dates\nselect\n  agencyid,\n  dollarsobligated,\n  descriptionofcontractrequirement\nfrom\n  gpqueries:contracts.raw\nwhere\n  descriptionofcontractrequirement contains 'body camera'\nignore case"
  },
  {
    "path": "queries/smb-friendly-agencies.sql",
    "content": "# Finding agencies that often buy from small and medium businesses\n# New contractors may find selling to these agencies easier than to the others\n# The vendor median revenue is used for ranking.\nselect\n  substr(agencyid, 1, 4) agency_id,\n  first(substr(agencyid, 7)) agency_name,\n  nth(11, quantiles(annualrevenue, 21)) vendor_median_annualrevenue,\n  nth(11, quantiles(numberofemployees, 21)) vendor_median_numberofemployees,\n  count(*) transactions,\n  sum(dollarsobligated) sum_dollarsobligated\nfrom\n  gpqueries:contracts.raw\ngroup by\n  agency_id\nhaving\n  transactions > 1000 and\n  sum_dollarsobligated > 10e6\norder by\n  vendor_median_annualrevenue asc"
  },
  {
    "path": "queries/studying-competitors.sql",
    "content": "# Specifying \"vendor name\" to find out what other firms in your industry sell to the government\n# Data analytics vendors are used for example\nselect\n  agencyid,\n  dollarsobligated,\n  vendorname,\n  descriptionofcontractrequirement\nfrom\n  gpqueries:contracts.raw\nwhere\n  vendorname contains 'tableau' or\n  vendorname contains 'socrata' or\n  vendorname contains 'palantir' or\n  vendorname contains 'revolution analytics' or\n  vendorname contains 'mathworks' or\n  vendorname contains 'statacorp' or\n  vendorname contains 'mathworks'\norder by\n  dollarsobligated desc\nignore case"
  },
  {
    "path": "queries/studying-industry.sql",
    "content": "# Using NAICS codes and breakdown by agency, check how agencies buy goods and services in your industry\nselect\n  substr(agencyid, 1, 4) agency_id,\n  first(substr(agencyid, 7)) agency_name,\n  substr(principalnaicscode, 1, 6) naics_id,\n  first(substr(principalnaicscode, 9)) naics_name,\n  count(*) transactions,\n  sum(dollarsobligated) sum_dollarsobligated\nfrom\n  gpqueries:contracts.raw\nwhere\n  principalnaicscode contains 'software' and\n  fiscal_year = 2015\ngroup by\n  agency_id, naics_id\norder by\n  sum_dollarsobligated desc\nignore case"
  },
  {
    "path": "queries/what-agencies-buy.sql",
    "content": "# Finding out what specific agencies buy and use\n# Restrict the timeframe with \"fiscal_year\" in `where` to get the recent trends\nselect\n  fiscal_year,\n  dollarsobligated,\n  vendorname, city, state, annualrevenue, numberofemployees,\n  descriptionofcontractrequirement\nfrom\n  gpqueries:contracts.raw\nwhere\n  agencyid contains 'transportation security administration' and\n  principalnaicscode contains 'computer and software stores'\nignore case"
  }
]