{
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   "source": [
    "%%html\n",
    "\n",
    "<script>\n",
    "  function code_toggle() {\n",
    "    if (code_shown){\n",
    "      $('div.input').hide('500');\n",
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    "    code_shown=false;\n",
    "    $('div.input').hide()\n",
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "<img src=\"http://www.nserc-crsng.gc.ca/_gui/wmms.gif\" alt=\"Canada logo\" align=\"right\">\n",
    "\n",
    "<br>\n",
    "\n",
    "<img src=\"http://www.triumf.ca/sites/default/files/styles/gallery_large/public/images/nserc_crsng.gif?itok=H7AhTN_F\" alt=\"NSERC logo\" align=\"right\" width = 90>\n",
    "\n",
    "\n",
    "\n",
    "# Exploring NSERC Awards Data\n",
    "\n",
    "\n",
    "Canada's [Open Government Portal](http://open.canada.ca/en) includes [NSERC Awards Data](http://open.canada.ca/data/en/dataset/c1b0f627-8c29-427c-ab73-33968ad9176e) from 1995 through 2016.\n",
    "\n",
    "The awards data (in .csv format) were copied to an [Amazon Web Services S3 bucket](http://docs.aws.amazon.com/AmazonS3/latest/dev/UsingBucket.html).\n",
    "\n",
    "> **Acknowledgement:** This notebook was constructed using JupyterHub service from [syzygy.ca](http://syzygy.ca) with assistance from [Ian Allison](https://github.com/ianabc) and India Heisz. -- [James Colliander](http://colliand.com)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the data from AWS S3 into Jupyter\n",
    "\n",
    "This process is loading NSERC Awards data starting with 1995 and moving to 2016..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017\n"
     ]
    }
   ],
   "source": [
    "## Thanks Ian Allison.\n",
    "## Install some python libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import sys\n",
    "\n",
    "## Build a data frame with NSERC Awards Data by iteratively reading CSV files hosted on AWS S3.\n",
    "## It would improve reproducibility if we imported from a definitive NSERC Awards Data.\n",
    "df = pd.DataFrame()\n",
    "\n",
    "startYear = 2017\n",
    "endYear   = 2018  # The last year is not included, so 2017 means we include the 2016 collection but not 2017.\n",
    "\n",
    "## some columns dropped here for convenience\n",
    "for year in range(startYear, endYear):\n",
    "#    file = 'https://s3.ca-central-1.amazonaws.com/open-data-ro/NSERC/NSERC_GRT_FYR' + str(year) + '_AWARD.csv.gz'\n",
    "# https://pims-open-data.s3-us-west-2.amazonaws.com/NSERC_GRT_FYR2008_AWARD.csv\n",
    "    file = 'https://pims-open-data.s3-us-west-2.amazonaws.com/NSERC_GRT_FYR' + str(year) + '_AWARD.csv'\n",
    "    df = df.append(pd.read_csv(file, \n",
    "                               usecols = [1, 2, 3, 4, 5, 7, 9, 11, 12, 13, 17, 28], \n",
    "                               encoding='latin-1'\n",
    "                              )\n",
    "                  )  \n",
    "    print(year)\n",
    " \n",
    "\n",
    "## Rename columns for better readability.\n",
    "df.columns = ['Name', 'Department', 'OrganizationID',\n",
    "                 'Institution', 'ProvinceEN', 'CountryEN',\n",
    "                 'FiscalYear', 'AwardAmount', 'ProgramID',\n",
    "                 'ProgramNameEN', 'Committee', 'ResearchSubjectEN']\n",
    "\n",
    "## Strip out any leading or trailing whitespace in the ProgramID column\n",
    "df['ProgramID'] = df['ProgramID'].str.strip();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "## via India Heisz\n",
    "## Define some methods\n",
    "## Plotly is not installed by default\n",
    "## TODO Remove plotly dependence or arrange for plotly installed as default on the hub\n",
    "import matplotlib.ticker as mtick\n",
    "# import plotly.graph_objs as go\n",
    "# import plotly.offline as py\n",
    "#  from plotly.offline import init_notebook_mode, iplot\n",
    "# import plotly.tools as tls\n",
    "import matplotlib.pylab as plt\n",
    "from matplotlib.backends.backend_agg import FigureCanvasAgg as FigureCanvas\n",
    "\n",
    "def nsercPlot (data):\n",
    "    fig, axes = plt.subplots()\n",
    "\n",
    "    xAxis = 'FiscalYear'\n",
    "    yAxis = 'AwardAmount'\n",
    "    \n",
    "    y = data.groupby(xAxis).sum()[yAxis]\n",
    "    x = y.index\n",
    "    \n",
    "    plt.xlabel(xAxis, fontsize=14)\n",
    "    plt.ylabel(yAxis, fontsize=14)\n",
    "    plt.title(title)\n",
    "      \n",
    "    plt.plot(x,y)\n",
    "    \n",
    "    init_notebook_mode(connected=True)\n",
    "    \n",
    "    axes.scatter(x,y,s=plotPointSizes,alpha=opacity)\n",
    "    canvas = FigureCanvas(fig)\n",
    "    plotly_fig = tls.mpl_to_plotly(fig)\n",
    "    py.iplot(plotly_fig)\n",
    "    \n",
    "    return;\n",
    "\n",
    "def viewAvailableSearch(column, searchString):\n",
    "    available = df.drop_duplicates(subset = column)\n",
    "    available = available[available[column].str.contains(searchString, na=False)]\n",
    "    sorted = available.sort_values(by=[column], ascending=[True])\n",
    "    print(sorted.to_string(columns= [column], index=False))\n",
    "    return;\n",
    "\n",
    "def overview(column, data):\n",
    "    mean = data[columnYouWantInformationOn].mean()\n",
    "    print('The mean of ' + str(columnYouWantInformationOn) + ' is ' + str(mean))\n",
    "\n",
    "    median = data[columnYouWantInformationOn].median()\n",
    "    print('The median of ' + str(columnYouWantInformationOn) + ' is ' + str(median))\n",
    "\n",
    "    standardDeviation = data[columnYouWantInformationOn].std()\n",
    "    print('The standard deviation of ' + str(columnYouWantInformationOn) + ' is ' + str(standardDeviation))\n",
    "\n",
    "    awardCount = data.AwardAmount.count()\n",
    "    print('The total number of awards for your selection is ' + str(awardCount))\n",
    "    return;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## First Look at the Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An exploration of the table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Department</th>\n",
       "      <th>OrganizationID</th>\n",
       "      <th>Institution</th>\n",
       "      <th>ProvinceEN</th>\n",
       "      <th>CountryEN</th>\n",
       "      <th>FiscalYear</th>\n",
       "      <th>AwardAmount</th>\n",
       "      <th>ProgramID</th>\n",
       "      <th>ProgramNameEN</th>\n",
       "      <th>Committee</th>\n",
       "      <th>ResearchSubjectEN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Aagaard, Mark</td>\n",
       "      <td>Electrical &amp; Computer Engineering</td>\n",
       "      <td>33</td>\n",
       "      <td>University of Waterloo</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>CANADA</td>\n",
       "      <td>2017</td>\n",
       "      <td>22000</td>\n",
       "      <td>RGPIN</td>\n",
       "      <td>Discovery Grants Program - Individual</td>\n",
       "      <td>1510</td>\n",
       "      <td>Computer hardware</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Aamodt, Tor</td>\n",
       "      <td>Electrical and Computer Engineering - Electric...</td>\n",
       "      <td>2</td>\n",
       "      <td>University of British Columbia</td>\n",
       "      <td>British Columbia</td>\n",
       "      <td>CANADA</td>\n",
       "      <td>2017</td>\n",
       "      <td>65000</td>\n",
       "      <td>RGPIN</td>\n",
       "      <td>Discovery Grants Program - Individual</td>\n",
       "      <td>1510</td>\n",
       "      <td>Distributed and parallel processing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Aamodt, Tor</td>\n",
       "      <td>Electrical and Computer Engineering</td>\n",
       "      <td>2</td>\n",
       "      <td>University of British Columbia</td>\n",
       "      <td>British Columbia</td>\n",
       "      <td>CANADA</td>\n",
       "      <td>2017</td>\n",
       "      <td>40000</td>\n",
       "      <td>RGPAS</td>\n",
       "      <td>Discovery Grants Program - Accelerator Supplem...</td>\n",
       "      <td>1559</td>\n",
       "      <td>Not available</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Aamodt, Tor</td>\n",
       "      <td>Electrical and Computer Engineering</td>\n",
       "      <td>2</td>\n",
       "      <td>University of British Columbia</td>\n",
       "      <td>British Columbia</td>\n",
       "      <td>CANADA</td>\n",
       "      <td>2017</td>\n",
       "      <td>245000</td>\n",
       "      <td>STPGP</td>\n",
       "      <td>Strategic Projects - Group</td>\n",
       "      <td>1588</td>\n",
       "      <td>Computer hardware</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Aamodt, Tor</td>\n",
       "      <td>Electrical and Computer Engineering - Electric...</td>\n",
       "      <td>2</td>\n",
       "      <td>University of British Columbia</td>\n",
       "      <td>British Columbia</td>\n",
       "      <td>CANADA</td>\n",
       "      <td>2017</td>\n",
       "      <td>150000</td>\n",
       "      <td>RTI</td>\n",
       "      <td>Research Tools and Instruments</td>\n",
       "      <td>1610</td>\n",
       "      <td>Computer architecture and design</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25546</td>\n",
       "      <td>Zwiazek, Janusz</td>\n",
       "      <td>Renewable Resources</td>\n",
       "      <td>9</td>\n",
       "      <td>University of Alberta</td>\n",
       "      <td>Alberta</td>\n",
       "      <td>CANADA</td>\n",
       "      <td>2017</td>\n",
       "      <td>122000</td>\n",
       "      <td>CRDPJ</td>\n",
       "      <td>Collaborative Research and Development Grants</td>\n",
       "      <td>96</td>\n",
       "      <td>Plant and treebiology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25547</td>\n",
       "      <td>Zwiazek, Janusz</td>\n",
       "      <td>Renewable Resources</td>\n",
       "      <td>9</td>\n",
       "      <td>University of Alberta</td>\n",
       "      <td>Alberta</td>\n",
       "      <td>CANADA</td>\n",
       "      <td>2017</td>\n",
       "      <td>100000</td>\n",
       "      <td>CRDPJ</td>\n",
       "      <td>Collaborative Research and Development Grants</td>\n",
       "      <td>96</td>\n",
       "      <td>Plant and treebiology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25548</td>\n",
       "      <td>Zwiazek, Janusz</td>\n",
       "      <td>Renewable Resources</td>\n",
       "      <td>9</td>\n",
       "      <td>University of Alberta</td>\n",
       "      <td>Alberta</td>\n",
       "      <td>CANADA</td>\n",
       "      <td>2017</td>\n",
       "      <td>103600</td>\n",
       "      <td>CRDPJ</td>\n",
       "      <td>Collaborative Research and Development Grants</td>\n",
       "      <td>96</td>\n",
       "      <td>Not available</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25549</td>\n",
       "      <td>Zwimpfer, Charlotte</td>\n",
       "      <td>Botany</td>\n",
       "      <td>2</td>\n",
       "      <td>University of British Columbia</td>\n",
       "      <td>British Columbia</td>\n",
       "      <td>CANADA</td>\n",
       "      <td>2017</td>\n",
       "      <td>4500</td>\n",
       "      <td>URU</td>\n",
       "      <td>University Undergraduate Student Research Awards</td>\n",
       "      <td>996</td>\n",
       "      <td>Evolution and ecology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25550</td>\n",
       "      <td>Zytner, Richard</td>\n",
       "      <td>Engineering, School of</td>\n",
       "      <td>24</td>\n",
       "      <td>University of Guelph</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>CANADA</td>\n",
       "      <td>2017</td>\n",
       "      <td>20000</td>\n",
       "      <td>RGPIN</td>\n",
       "      <td>Discovery Grants Program - Individual</td>\n",
       "      <td>1509</td>\n",
       "      <td>Bioremediation</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25551 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Name                                         Department  \\\n",
       "0            Aagaard, Mark                  Electrical & Computer Engineering   \n",
       "1              Aamodt, Tor  Electrical and Computer Engineering - Electric...   \n",
       "2              Aamodt, Tor                Electrical and Computer Engineering   \n",
       "3              Aamodt, Tor                Electrical and Computer Engineering   \n",
       "4              Aamodt, Tor  Electrical and Computer Engineering - Electric...   \n",
       "...                    ...                                                ...   \n",
       "25546      Zwiazek, Janusz                                Renewable Resources   \n",
       "25547      Zwiazek, Janusz                                Renewable Resources   \n",
       "25548      Zwiazek, Janusz                                Renewable Resources   \n",
       "25549  Zwimpfer, Charlotte                                             Botany   \n",
       "25550      Zytner, Richard                             Engineering, School of   \n",
       "\n",
       "       OrganizationID                     Institution        ProvinceEN  \\\n",
       "0                  33          University of Waterloo           Ontario   \n",
       "1                   2  University of British Columbia  British Columbia   \n",
       "2                   2  University of British Columbia  British Columbia   \n",
       "3                   2  University of British Columbia  British Columbia   \n",
       "4                   2  University of British Columbia  British Columbia   \n",
       "...               ...                             ...               ...   \n",
       "25546               9           University of Alberta           Alberta   \n",
       "25547               9           University of Alberta           Alberta   \n",
       "25548               9           University of Alberta           Alberta   \n",
       "25549               2  University of British Columbia  British Columbia   \n",
       "25550              24            University of Guelph           Ontario   \n",
       "\n",
       "      CountryEN  FiscalYear  AwardAmount ProgramID  \\\n",
       "0        CANADA        2017        22000     RGPIN   \n",
       "1        CANADA        2017        65000     RGPIN   \n",
       "2        CANADA        2017        40000     RGPAS   \n",
       "3        CANADA        2017       245000     STPGP   \n",
       "4        CANADA        2017       150000       RTI   \n",
       "...         ...         ...          ...       ...   \n",
       "25546    CANADA        2017       122000     CRDPJ   \n",
       "25547    CANADA        2017       100000     CRDPJ   \n",
       "25548    CANADA        2017       103600     CRDPJ   \n",
       "25549    CANADA        2017         4500       URU   \n",
       "25550    CANADA        2017        20000     RGPIN   \n",
       "\n",
       "                                           ProgramNameEN  Committee  \\\n",
       "0                  Discovery Grants Program - Individual       1510   \n",
       "1                  Discovery Grants Program - Individual       1510   \n",
       "2      Discovery Grants Program - Accelerator Supplem...       1559   \n",
       "3                             Strategic Projects - Group       1588   \n",
       "4                         Research Tools and Instruments       1610   \n",
       "...                                                  ...        ...   \n",
       "25546      Collaborative Research and Development Grants         96   \n",
       "25547      Collaborative Research and Development Grants         96   \n",
       "25548      Collaborative Research and Development Grants         96   \n",
       "25549   University Undergraduate Student Research Awards        996   \n",
       "25550              Discovery Grants Program - Individual       1509   \n",
       "\n",
       "                         ResearchSubjectEN  \n",
       "0                        Computer hardware  \n",
       "1      Distributed and parallel processing  \n",
       "2                            Not available  \n",
       "3                        Computer hardware  \n",
       "4         Computer architecture and design  \n",
       "...                                    ...  \n",
       "25546                Plant and treebiology  \n",
       "25547                Plant and treebiology  \n",
       "25548                        Not available  \n",
       "25549                Evolution and ecology  \n",
       "25550                       Bioremediation  \n",
       "\n",
       "[25551 rows x 12 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df\n",
    "## Display the dataframe on the screen as a table. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Number of rows in Awards Data Frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25551"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Number of rows representing all award reports from NSERC during 1995-2016\n",
    "len(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Columns of Data Frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Name', 'Department', 'OrganizationID', 'Institution', 'ProvinceEN',\n",
       "       'CountryEN', 'FiscalYear', 'AwardAmount', 'ProgramID', 'ProgramNameEN',\n",
       "       'Committee', 'ResearchSubjectEN'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Money flowed out of NSERC? We have a data set that reports NSERC disbursements with data to answer:\n",
    "> When? Who received it? Which university? Province? How much? Which NSERC program?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Values in Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Electrical & Computer Engineering',\n",
       "       'Electrical and Computer Engineering - Electrical and Computer Engineering',\n",
       "       'Electrical and Computer Engineering', ...,\n",
       "       'Ted Rogers School of Management - Ted Rogers School of Management',\n",
       "       'Ted Rogers School of Management',\n",
       "       'Dept. of Chemistry, Fac. of Science'], dtype=object)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Department'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Number of unique departments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2096"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Number of unique departments\n",
    "len(df['Department'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Ontario', 'British Columbia', 'Québec',\n",
       "       'Newfoundland and Labrador', 'Manitoba', nan,\n",
       "       'Prince Edward Island', 'Nova Scotia', 'Pennsylvania', 'Alberta',\n",
       "       'Saskatchewan', 'Massachusetts', 'New Brunswick', 'Minnesota',\n",
       "       'New York', 'New Jersey', 'Washington', 'California', 'Colorado',\n",
       "       'North Carolina', 'Texas', 'Connecticut', 'Illinois',\n",
       "       'Rhode Island', 'District of Columbia', 'Oregon', 'Michigan',\n",
       "       'Georgia', 'Hawaii', 'Indiana', 'Missouri', 'New Mexico',\n",
       "       'Maryland', 'Wisconsin', 'Arizona', 'Nunavut', 'Florida',\n",
       "       'Northwest Territories', 'Nebraska', 'Iowa', 'Louisiana', 'Yukon',\n",
       "       'New Hampshire', 'Alaska', 'Tennessee'], dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['ProvinceEN'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "98"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# How many unique ProgramID values?\n",
    "len(df['ProgramID'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "98"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Mismatch in program labels?\n",
    "## TODO: Match ProgramNameEN to ProgramID; Find outliers\n",
    "len(df['ProgramNameEN'].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Programs by AwardAmount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>AwardAmount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProgramNameEN</th>\n",
       "      <th>FiscalYear</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Discovery Grants Program - Individual</td>\n",
       "      <td>2017</td>\n",
       "      <td>340998868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Canada Research Chairs</td>\n",
       "      <td>2017</td>\n",
       "      <td>108311474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Collaborative Research and Development Grants</td>\n",
       "      <td>2017</td>\n",
       "      <td>102355491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Canada First Research Excellence Fund</td>\n",
       "      <td>2017</td>\n",
       "      <td>101820801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Strategic Projects - Group</td>\n",
       "      <td>2017</td>\n",
       "      <td>45001328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>JSPS Researcher Exchange Program</td>\n",
       "      <td>2017</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Aboriginal Ambassadors in the Natural Sciences and Engineering Supplement</td>\n",
       "      <td>2017</td>\n",
       "      <td>8891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Connect Grants Level 2 for colleges Ontario</td>\n",
       "      <td>2017</td>\n",
       "      <td>8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>NSERC Student Ambassadors</td>\n",
       "      <td>2017</td>\n",
       "      <td>8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Connect Grants Level 2 for colleges Quebec</td>\n",
       "      <td>2017</td>\n",
       "      <td>6237</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                               AwardAmount\n",
       "ProgramNameEN                                      FiscalYear             \n",
       "Discovery Grants Program - Individual              2017          340998868\n",
       "Canada Research Chairs                             2017          108311474\n",
       "Collaborative Research and Development Grants      2017          102355491\n",
       "Canada First Research Excellence Fund              2017          101820801\n",
       "Strategic Projects - Group                         2017           45001328\n",
       "...                                                                    ...\n",
       "JSPS Researcher Exchange Program               ... 2017              10000\n",
       "Aboriginal Ambassadors in the Natural Sciences ... 2017               8891\n",
       "Connect Grants Level 2 for colleges Ontario        2017               8000\n",
       "NSERC Student Ambassadors                          2017               8000\n",
       "Connect Grants Level 2 for colleges Quebec         2017               6237\n",
       "\n",
       "[98 rows x 1 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Identify programs that have received the most funding\n",
    "pd.pivot_table(df, index=['ProgramNameEN','FiscalYear'], aggfunc=sum,\n",
    "               values = ['AwardAmount']\n",
    "              ).sort_values(by=['AwardAmount'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>AwardAmount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FiscalYear</th>\n",
       "      <th>ProgramNameEN</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td rowspan=\"11\" valign=\"top\">2017</td>\n",
       "      <td>Discovery Grants Program - Individual</td>\n",
       "      <td>340998868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Canada Research Chairs</td>\n",
       "      <td>108311474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Collaborative Research and Development Grants</td>\n",
       "      <td>102355491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Canada First Research Excellence Fund</td>\n",
       "      <td>101820801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Strategic Projects - Group</td>\n",
       "      <td>45001328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>JSPS Researcher Exchange Program</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Aboriginal Ambassadors in the Natural Sciences and Engineering Supplement</td>\n",
       "      <td>8891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Connect Grants Level 2 for colleges Ontario</td>\n",
       "      <td>8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>NSERC Student Ambassadors</td>\n",
       "      <td>8000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Connect Grants Level 2 for colleges Quebec</td>\n",
       "      <td>6237</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                               AwardAmount\n",
       "FiscalYear ProgramNameEN                                                  \n",
       "2017       Discovery Grants Program - Individual                 340998868\n",
       "           Canada Research Chairs                                108311474\n",
       "           Collaborative Research and Development Grants         102355491\n",
       "           Canada First Research Excellence Fund                 101820801\n",
       "           Strategic Projects - Group                             45001328\n",
       "...                                                                    ...\n",
       "           JSPS Researcher Exchange Program               ...        10000\n",
       "           Aboriginal Ambassadors in the Natural Sciences ...         8891\n",
       "           Connect Grants Level 2 for colleges Ontario                8000\n",
       "           NSERC Student Ambassadors                                  8000\n",
       "           Connect Grants Level 2 for colleges Quebec                 6237\n",
       "\n",
       "[98 rows x 1 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Identify programs that have received the most funding\n",
    "pd.pivot_table(df, index=['FiscalYear', 'ProgramNameEN'], aggfunc=sum,\n",
    "               values = ['AwardAmount']\n",
    "              ).sort_values(by=['AwardAmount'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "programYear = pd.pivot_table(df, index=['ProgramNameEN','FiscalYear'], aggfunc=sum,\n",
    "               values = ['AwardAmount']\n",
    "              ).sort_values(by=['AwardAmount'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Export this table as a CSV file.\n",
    "programYear.to_csv('program-year.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Big Winners"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ProgramNameEN\n",
       "Discovery Grants Program - Individual                                                                   340998868\n",
       "Canada Research Chairs                                                                                  108311474\n",
       "Collaborative Research and Development Grants                                                           102355491\n",
       "Canada First Research Excellence Fund                                                                   101820801\n",
       "Strategic Projects - Group                                                                               45001328\n",
       "Networks of Centres of Excellence                                                                        31315000\n",
       "Industrial Research Chairs                                                                               29788775\n",
       "Alexander Graham Bell Canada Graduate Scholarships - Doctoral                                            28355366\n",
       "Engage Grants Program                                                                                    28214847\n",
       "Research Tools and Instruments                                                                           27616707\n",
       "Collaborative Research and Training Experience                                                           24100517\n",
       "Postgraduate Scholarships - Doctoral                                                                     21283058\n",
       "Subatomic Physics Envelope - Project                                                                     17673700\n",
       "College and Community Innovation Program                                                                 15479624\n",
       "University Undergraduate Student Research Awards                                                         15425203\n",
       "Postdoctoral Fellowships                                                                                 15148612\n",
       "Discovery Grants Program - Accelerator Supplements                                                       14957501\n",
       "Canada Excellence Research Chairs                                                                        14816667\n",
       "Alexander Graham Bell Canada Graduate Scholarships - Master's                                            13722918\n",
       "Strategic Network Grants Program                                                                         11923365\n",
       "Centres of Excellence for Commercialization and Research - Group                                         11752676\n",
       "Applied Research and Development Grants - Level 2                                                        10858337\n",
       "Collaborative Health Research Projects                                                                   10049634\n",
       "PromoScience                                                                                              9834488\n",
       "Applied Research and Development Grants - Level 1                                                         9061665\n",
       "Experience Awards (previously Industrial Undergraduate Student Research Awards)                           8335634\n",
       "Vanier Canada Graduate Scholarship Tri-Council - Doctoral 3 years                                         8287499\n",
       "Technology Access Centre                                                                                  7249999\n",
       "Major Resources Support Program - Infrastructure                                                          6500000\n",
       "Idea to Innovation                                                                                        6152182\n",
       "Business-led Networks of Centres of Excellence - Group                                                    6096500\n",
       "Automotive Partnership Canada Project                                                                     4837606\n",
       "Thematic Resources Support in Mathematics and Statistics                                                  4337726\n",
       "Subatomic Physics Envelope - Individual                                                                   4245220\n",
       "Industrial Research Chairs for Colleges Grants                                                            3799810\n",
       "Cooperative Activities                                                                                    3664866\n",
       "Banting Postdoctoral Fellowships Tri-council                                                              3138333\n",
       "Climate Change and Atmospheric Research                                                                   2958731\n",
       "Subatomic Physics Envelope - Major Resources Support Program                                              2380000\n",
       "Discovery Grants Program - Northern Research Supplement                                                   2108850\n",
       "DND/NSERC Discovery Grant Supplement                                                                      2000000\n",
       "Chairs in Design Engineering - Research                                                                   1807500\n",
       "Department of National Defence / NSERC Research Partnership                                               1521245\n",
       "EWR Steacie Fellowships - Supplement                                                                      1500000\n",
       "Applied Research and Development Grants - Level 3                                                         1473259\n",
       "Engage Plus Grants Program                                                                                1417974\n",
       "Canada 150 Research Chairs                                                                                1359118\n",
       "Applied Research Tools and Instruments Grants                                                             1284997\n",
       "Discovery Grants Program - Group                                                                          1100800\n",
       "Canadian Institute for Theoretical Astrophysics Support Program                                           1100000\n",
       "Name: AwardAmount, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Historical Program recipents of most NSERC funds: 1995 -- 2016\n",
    "df.groupby(['ProgramNameEN']).sum()['AwardAmount'].sort_values(ascending=False).head(n=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name\n",
       "Zink, Laura             9868590\n",
       "Forrest, Tracey         9207594\n",
       "Babiuk, Lorne           9118877\n",
       "Wallace, Douglas        9090372\n",
       "Hayter, Nancy           9079166\n",
       "                         ...   \n",
       "Bourbonnais, Normand    1229120\n",
       "Sargent, Edward         1226589\n",
       "Soucy, Josée            1217966\n",
       "Blowes, David           1197444\n",
       "Colliander, James       1195450\n",
       "Name: AwardAmount, Length: 70, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Historical PI recipents of most NSERC funds: 1995 -- 2016\n",
    "df.groupby(['Name']).sum()['AwardAmount'].sort_values(ascending=False).head(n=70)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Discovery and Not Discovery Budgets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Total Budget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Reported Dollars')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = (df.groupby(['FiscalYear']).sum()['AwardAmount'].plot(kind=\"bar\", title=\"Total Expenditures vs. Time\"))\n",
    "ax.set_ylabel(\"Reported Dollars\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FiscalYear\n",
       "1995     451159747\n",
       "1996     434116337\n",
       "1997     417146970\n",
       "1998     477141539\n",
       "1999     526133116\n",
       "2000     537934451\n",
       "2001     554698568\n",
       "2002     615320903\n",
       "2003     696997644\n",
       "2004     765643760\n",
       "2005     820640167\n",
       "2006     854567999\n",
       "2007     968713281\n",
       "2008     980889930\n",
       "2009    1003483757\n",
       "2010    1026366682\n",
       "2011    1035205511\n",
       "2012    1021894152\n",
       "2013    1018139165\n",
       "2014    1038149414\n",
       "2015    1068044894\n",
       "2016    1142066427\n",
       "Name: AwardAmount, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Total Annual Budget\n",
    "df.groupby(['FiscalYear']).sum()['AwardAmount']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Not Discovery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Reported Dollars')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## The ~ operator negates the condition.\n",
    "ax = (df.loc[~(df['ProgramNameEN'].str.contains('iscovery'))].groupby(['FiscalYear']).sum()['AwardAmount'].plot(kind=\"bar\", title=\"Not containing 'iscovery' vs. Time\"))\n",
    "ax.set_ylabel(\"Reported Dollars\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FiscalYear\n",
       "1995    267113329\n",
       "1996    247533171\n",
       "1997    227810152\n",
       "1998    266731883\n",
       "1999    299956302\n",
       "2000    294508093\n",
       "2001    316537927\n",
       "2002    357333281\n",
       "2003    423803197\n",
       "2004    488699482\n",
       "2005    519567082\n",
       "2006    545233090\n",
       "2007    655321429\n",
       "2008    664642572\n",
       "2009    680426976\n",
       "2010    702101715\n",
       "2011    705872398\n",
       "2012    685991741\n",
       "2013    681486392\n",
       "2014    698064881\n",
       "2015    727279990\n",
       "2016    791496311\n",
       "Name: AwardAmount, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[~(df['ProgramNameEN'].str.contains('iscovery'))].groupby(['FiscalYear']).sum()['AwardAmount']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Discovery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Reported Dollars')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "ax = (df.loc[(df['ProgramNameEN'].str.contains('iscovery'))].groupby(['FiscalYear']).sum()['AwardAmount']\n",
    "      .plot(kind=\"bar\", title=\"Containing 'iscovery' vs. Time\"))\n",
    "ax.set_ylabel(\"Reported Dollars\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FiscalYear\n",
       "1995    184046418\n",
       "1996    186583166\n",
       "1997    189336818\n",
       "1998    210409656\n",
       "1999    226176814\n",
       "2000    243426358\n",
       "2001    238160641\n",
       "2002    257987622\n",
       "2003    273194447\n",
       "2004    276944278\n",
       "2005    301073085\n",
       "2006    309334909\n",
       "2007    313391852\n",
       "2008    316247358\n",
       "2009    323056781\n",
       "2010    324264967\n",
       "2011    329333113\n",
       "2012    335902411\n",
       "2013    336652773\n",
       "2014    340084533\n",
       "2015    340764904\n",
       "2016    350570116\n",
       "Name: AwardAmount, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[(df['ProgramNameEN'].str.contains('iscovery'))].groupby(['FiscalYear']).sum()['AwardAmount']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "disc = df.loc[(df['ProgramNameEN'].str.contains('iscovery'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Discovery Grants Program - Individual',\n",
       "       'Discovery Grants Program - Group',\n",
       "       'Discovery Grants Program - Project',\n",
       "       'Discovery Grants Program - Institutes and Initiatives',\n",
       "       'Discovery Grants Program - Multidisciplinary Network Groups',\n",
       "       'Discovery Grants Program - Ship Time',\n",
       "       'Discovery Grants Program - Accelerator Grant',\n",
       "       'Discovery Grants Program - Leadership Support',\n",
       "       'Discovery Grants Program - Northern Research Supplement',\n",
       "       'Discovery Grants Program - Accelerator Supplements',\n",
       "       'Discovery Frontiers - Northern Earth System Research',\n",
       "       'Discovery Frontiers - Advancing Big Data Science in Genomics Research                               ',\n",
       "       'Discovery Frontiers - Digging into Data                                                             ',\n",
       "       'Discovery Development Grant',\n",
       "       'Discovery Frontiers - New Materials for Clean Energy and Energy Efficiency'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "disc['ProgramNameEN'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d73f550>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Distribution of Discovery Funding Across Programs\n",
    "(disc.groupby(['ProgramNameEN','FiscalYear']).sum()\n",
    " ['AwardAmount'].unstack()).plot(\n",
    "    kind=\"bar\", stacked=False, cmap=\"viridis\", alpha=0.7, figsize=(16, 8), width=1, \n",
    "    title=\"Total dollars invested by Evaluation Group Committee\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The bulk of the historical expenses in Discovyer took place in \"Discovery Grants Program - Individual\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Not Discovery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "notdisc = df.loc[~(df['ProgramNameEN'].str.contains('iscovery'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Postgraduate Scholarships',\n",
       "       'Industrial Undergraduate Student Research Awards',\n",
       "       'Postdoctoral Fellowships', 'Industrial Postgraduate Scholarships',\n",
       "       '1967 Science and Engineering Scholarships',\n",
       "       'University Undergraduate Student Research Awards',\n",
       "       'Collaborative Research and Development Grants',\n",
       "       'Canada International Fellowships (H)',\n",
       "       'Infrastructure Grants (H)', 'Strategic Projects - Group',\n",
       "       'Research Tools and Instruments - Category 1 (<$150,000)',\n",
       "       \"Women's Faculty Awards - Salary (H)\",\n",
       "       \"Women's Faculty Awards (H)\",\n",
       "       'Industrially Oriented Research Grants',\n",
       "       'International: North American Research Fellowships',\n",
       "       'International : Workshops', 'Networks of Centres of Excellence',\n",
       "       'Industrial Research Chairs', 'Miscellaneous Grants',\n",
       "       'Conference Grants (H)', 'Strategic Grants - Individual (H)',\n",
       "       'Workshops and Seminars (H)', 'Collaborative Project Grants (H)',\n",
       "       'Industrial Research Fellowships', 'Cooperative Activities',\n",
       "       'University-Industry Affiliations (H)',\n",
       "       'Strategic Grants - Equipment (H)',\n",
       "       'Subatomic Physics Envelope - Project',\n",
       "       'Bilateral Exchange Program (H)',\n",
       "       'Research Reorientation Associateships (H)',\n",
       "       'Subatomic Physics Envelope - Individual',\n",
       "       'Subatomic Physics Envelope - Major Facilities Access',\n",
       "       'Subatomic Physics Envelope -  Group',\n",
       "       'Collaborative Research and Development Grants - Government (H)',\n",
       "       'University Research Fellowships (H)', 'Attachés de recherche (H)',\n",
       "       'Miscellaneous',\n",
       "       'Subatomic Physics Envelope - Research Tools and Instruments',\n",
       "       'Research Tools and Instruments - Category 2 ($150,000 - $325,000)',\n",
       "       'Special Postgraduate Scholarships for Employed Scientists and Engineers (H)',\n",
       "       'EWR Steacie Fellowships - Supplement',\n",
       "       'New Faculty Support Grants',\n",
       "       'Collaborative Special Project Grants',\n",
       "       'Senior Industrial Fellowships (H)', 'Other Government Chairs (H)',\n",
       "       'Research Tools and Instruments - Category 3 (>$325,000)',\n",
       "       'Research Networks',\n",
       "       \"NSERC/SSHRC Master's Scholarships in Science Policy (H)\",\n",
       "       'Canadian Microelectronics Corporation',\n",
       "       'Intellectual Property Mobilization - Infrastructure',\n",
       "       'Postgraduate Scholarships in Science Librarianship and Documentation (H)',\n",
       "       'Chairs for Women in Science and Engineering - Project',\n",
       "       'Foreign Researcher Awards (H)',\n",
       "       'Request for Applications Program (H)',\n",
       "       'Subatomic Physics Envelope - Conference (H)', 'CARNET',\n",
       "       'Shared Equipment and Facilities Grants (H)',\n",
       "       'Major Facilities Access Grants',\n",
       "       'Department of National Defence / NSERC Research Partnership',\n",
       "       'National Research Council / NSERC Research Partnership',\n",
       "       'Technology Partnerships Program',\n",
       "       'Agriculture and Agri-Food Canada Research Partnership',\n",
       "       'Chairs in the Management of Technological Change',\n",
       "       'Canadian Forest Service Research Partnership',\n",
       "       'Canadian Space Agency Research Partnership',\n",
       "       'Micronet Research Partnership',\n",
       "       'Networks of Centres of Excellence - Letters of Intent',\n",
       "       'Doctoral Prizes',\n",
       "       'Canadian Wildlife Service Research Partnership',\n",
       "       'International Opportunity Fund',\n",
       "       'Parental Leave - Research Grants', 'University Faculty Award',\n",
       "       'Genomics Projects', 'Tri-Council Workshop/Networking Program',\n",
       "       'Collaborative Research Opportunities Grants',\n",
       "       'Collaborative Health Research Projects',\n",
       "       'Miscellaneous - Scholarships and Fellowships - Project',\n",
       "       'Chairs in Design Engineering - Research', 'PromoScience',\n",
       "       'Canada Research Chairs',\n",
       "       'Gerhard Herzberg Canada Gold Medal for Science and Engineering',\n",
       "       'Presidential Fund',\n",
       "       'NRCan - Earth Sciences Sector/NSERC Research Partnership - Project',\n",
       "       'Fuel Cell Technology Program',\n",
       "       'Michael Smith Award for Science Promotion - Organization',\n",
       "       'Students Promoting Awareness of Research Knowledge',\n",
       "       'Fuel Cell Postgraduate Stipends',\n",
       "       'Michael Smith Award for Science Promotion - Individual',\n",
       "       'Fuel Cell Technology Program - Chair Project',\n",
       "       'Northern Research Chairs Program - Grant', 'Perimeter Institute',\n",
       "       'Synergy Awards', 'NSERC/Energy Sector, Natural Resources Canada',\n",
       "       'NanoIP - Project', 'NSERC - EMPOWR Microelectronics HQP Training',\n",
       "       'Research Management Funds - Group',\n",
       "       'Alexander Graham Bell Canada Graduate Scholarships - Doctoral',\n",
       "       \"Alexander Graham Bell Canada Graduate Scholarships - Master's\",\n",
       "       'Special Research Opportunity Program - Pre-research',\n",
       "       'Idea to Innovation', 'Summer Program in Japan',\n",
       "       'Strategic Projects BIOCAP', 'New Media Initiatives',\n",
       "       \"Postgraduate Scholarships - Master's\",\n",
       "       'Postgraduate Scholarships - Doctoral', 'Summer Program in Taiwan',\n",
       "       'Northern Research Internships',\n",
       "       'Research Capacity Development in Small Universities',\n",
       "       'College and Community Innovation Pilot Program',\n",
       "       'Special Research Opportunity Program - Project',\n",
       "       'Joint Infrastructure Interdependencies Research Program',\n",
       "       'Special Research Opportunity Program - Northern Research',\n",
       "       'Innovation Challenge Award', 'Northern Research Chair Program',\n",
       "       'Special Research Opportunity Program - Inter-American Collaboration in Materials Research',\n",
       "       'Centres for Research in Youth, Science Teaching and Learning',\n",
       "       'Brockhouse Canada Prize for Interdisciplinary Research in Science and Engineering',\n",
       "       'Regional Office Discretionary Funds - Atlantic',\n",
       "       'Regional Office Discretionary Funds - Prairie',\n",
       "       'Regional Office Discretionary Funds - British Columbia',\n",
       "       'Quantum Works Innovation Platform', 'John C. Polanyi Award',\n",
       "       'Strategic Projects Supplemental Competition',\n",
       "       'NRC-NSERC-BDC Nanotechnology Initiative',\n",
       "       \"Government of Canada's Program for International Polar Year\",\n",
       "       'Subatomic Physics Envelope - Major Resources Support Program',\n",
       "       'Major Resources Support Program - Infrastructure',\n",
       "       \"Industrial Scholarship in Partnership with the FQRNT - Master's\",\n",
       "       'Strategic Workshops Program',\n",
       "       'Miscellaneous Grants - Dissemination',\n",
       "       'Centres of Excellence for Commercialization and Research - Group',\n",
       "       'Industrial Scholarship in Partnership with the FQRNT- Doctoral',\n",
       "       'College and Community Innovation Program',\n",
       "       'NSERC/NRCan/AECL Generation IV Energy Technologies Program',\n",
       "       'Canadian Graduate Scholarships Foreign Study Supplements',\n",
       "       'Regional Opportunities Fund - Quebec',\n",
       "       'Business-led Networks of Centres of Excellence - Group',\n",
       "       'Industrial R&D Internships',\n",
       "       'Collaborative Research and Training Experience                                                      ',\n",
       "       'Vanier Canada Graduate Scholarships - Doctoral                                                      ',\n",
       "       'Regional Opportunities Fund - Ontario                                                               ',\n",
       "       'Interaction Grants Program                                                                          ',\n",
       "       'Engage Grants Program                                                                               ',\n",
       "       'Alternative Radiopharmaceuticals for Medical Imaging                                                ',\n",
       "       'Aboriginal Ambassadors in the Natural Sciences and Engineering Supplement                           ',\n",
       "       'Special Research Opportunities - Canada-Israel Program                                              ',\n",
       "       'NSERC Awards for Science Promotion - Individual                                                     ',\n",
       "       'Strategic Research Networks Program  Letters of Intent                                              ',\n",
       "       'JSPS Researcher Exchange Program                                                                    ',\n",
       "       'Automotive Partnership Canada Project                                                               ',\n",
       "       'Industrial R&D Fellowships (IRDF)',\n",
       "       'Applied Research Tools and Instruments Grants',\n",
       "       'Regional Office Discretionary Funds',\n",
       "       'Canada Excellence Research Chairs',\n",
       "       'College and Community Innovation Program - Entry Level',\n",
       "       'G8 Initiative Research Councils on Multilateral Research Funding',\n",
       "       'Applied Research and Development Grants - Level 1',\n",
       "       'Banting Postdoctoral Fellowships', 'Technology Access Centre',\n",
       "       'Industrial Research Chairs for Colleges Grants',\n",
       "       'Parental Leave - Scholarships & Fellowships',\n",
       "       'Technology Access Centre  - Letters of Intent',\n",
       "       'Applied Research and Development Grants - Level 2',\n",
       "       'College - University Idea to Innovation Grants',\n",
       "       'Climate Change and Atmospheric Research',\n",
       "       'Industrial Undergraduate Student Research Awards Program',\n",
       "       'Applied Research and Development Grants - Level 3',\n",
       "       'Unique Initiatives Fund',\n",
       "       'Partnership Workshops Grants - Colleges',\n",
       "       'Business-led Networks of Centres of Excellence - Letters of Intent                                  ',\n",
       "       'Fellowship Innovation Platform                                                                      ',\n",
       "       'Banting Postdoctoral Fellowships Tri-council                                                        ',\n",
       "       'Vanier Canada Graduate Scholarship Tri-Council - Doctoral 3 years                                   ',\n",
       "       'Undergraduate Student Research Awards Program - Colleges                                            ',\n",
       "       'Engage Plus Grants Program                                                                          ',\n",
       "       'EWR Steacie Fellowships - Salary                                                                    ',\n",
       "       'College Special Initiatives                                                                         ',\n",
       "       'Partnerships Innovation Platform                                                                    ',\n",
       "       'Thematic Resources Support in Mathematics and Statistics            ',\n",
       "       'Belmont Forum Arctic Observing and Research                                                         ',\n",
       "       'College Synergy Awards                                                                              ',\n",
       "       'Research Tools and Instruments',\n",
       "       'Canada First Research Excellence Fund',\n",
       "       'Engage Plus Grants for colleges',\n",
       "       'Experience Awards (previously Industrial Undergraduate Student Research Awards)',\n",
       "       'Connect Grants Level 1', 'Connect Grants Level 2',\n",
       "       'Strategic Network Grants Program', 'Connect Grants Level 3',\n",
       "       'WaterWorks Joint Call',\n",
       "       'Canadian Institute for Theoretical Astrophysics Support Program',\n",
       "       'Engage Plus Grants for Colleges'], dtype=object)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "notdisc['ProgramNameEN'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x120a21b70>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Distribution of Discovery Funding Across Programs\n",
    "(notdisc.groupby(['ProgramNameEN','FiscalYear']).sum()\n",
    " ['AwardAmount'].unstack()).plot(\n",
    "    kind=\"bar\", stacked=True, cmap=\"viridis\", alpha=0.7, figsize=(16, 8), width=1, \n",
    "    title=\"Reported Dollars invested across programs outside of Discovery\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation Group (EG) Committees"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://wwejubwfy.s3.amazonaws.com/NSERC_-_Selection_Committees_and_Evaluation_Groups_2018-04-12_14-37-32.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Reported Dollars')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "committee = 1504\n",
    "ax = df.loc[df['Committee'] == committee].groupby(['FiscalYear']).sum()['AwardAmount'].plot(\n",
    "    kind=\"bar\", title=\"committee vs. Time\")\n",
    "ax.set_ylabel(\"Reported Dollars\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "EvaluationGroups = df.loc[(df['Committee']==1501) \n",
    "                                   | (df['Committee']==1502)\n",
    "                                   | (df['Committee']==1503)\n",
    "                                   | (df['Committee']==1504) \n",
    "                                   | (df['Committee']==1505)\n",
    "                                   | (df['Committee']==1506)\n",
    "                                   | (df['Committee']==1507)\n",
    "                                   | (df['Committee']==1508)\n",
    "                                   | (df['Committee']==1509)\n",
    "                                   | (df['Committee']==1510)\n",
    "                                   | (df['Committee']==1511)\n",
    "                                   | (df['Committee']==1512)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 2009 is an outlier so drop it. 2010 is also a bit weird.\n",
    "EG = EvaluationGroups.loc[~(EvaluationGroups['FiscalYear']==2009)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2010, 2011, 2012, 2013, 2014, 2015, 2016])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "EG['FiscalYear'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Total Reported Dollars vs Fiscal Year separated by EG Committee"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12bb8bda0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Total investment dollars vs Fiscal Year separated by Evaluation Group Committee\n",
    "(EG.groupby(['Committee','FiscalYear']).sum()\n",
    " ['AwardAmount'].unstack()).plot(\n",
    "    kind=\"bar\", stacked=False, cmap=\"viridis\", alpha=0.7, figsize=(16, 8), width=1, \n",
    "    title=\"Total dollars invested by Evaluation Group Committee\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Discipline Dynamics? The number and age of PIs served by each committee and each fiscal year changes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Number of Awards vs Fiscal Year separated by EG Committee"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11e5b0080>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Number of Awards vs Fiscal Year separated by Evaluation Group Committee\n",
    "(EG.groupby(['Committee','FiscalYear']).count()\n",
    " ['AwardAmount'].unstack()).plot(\n",
    "    kind=\"bar\", stacked=False, cmap=\"viridis\", alpha=0.7, figsize=(16, 8), width=1, \n",
    "    title=\"Number of Awards by Evaluation Group Committee\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculuate an average? Divide the total dollars spent on a committee during a fiscal year \n",
    "by the number of awards given in that committee during that fiscal year."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Average Award Size vs. Fiscal Year separated by EG Committee"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12065bf98>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Total Dollars invested divided by number of awards vs. Fiscal Year separated by Evaluation Group Committee\n",
    "((EG.groupby(['Committee','FiscalYear']).sum()\n",
    " ['AwardAmount'])/(EvaluationGroups.groupby(['Committee','FiscalYear']).count()\n",
    " ['AwardAmount'])).unstack().plot(\n",
    "    kind=\"bar\", stacked=False, cmap=\"viridis\", alpha=0.7, figsize=(16, 8), width=1, \n",
    "    title=\"Average Award Amount by Evaluation Group Committee\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate using .mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x120346da0>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Mean vs Fiscal Year separated by Evaluation Group Committee\n",
    "(EG.groupby(['Committee','FiscalYear']).mean()\n",
    " ['AwardAmount'].unstack()).plot(\n",
    "    kind=\"bar\", stacked=False, cmap=\"viridis\", alpha=0.7, figsize=(16, 8), width=1, \n",
    "    title=\"Number of Awards by Evaluation Group Committee\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1232bac88>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AAGiUIAoAAECjhuwYUQAAgOFo586d6evryw9/+MOhLqURxx13XMaPH5+RI0cO+jGCKAAAQAf19fVl1KhRmThxYkopQ13OIVVrzYMPPpi+vr485znPGfTjTM0FAADooB/+8Ic56aSThn0ITZJSSk466aQD7v4KogAAAB12NITQXQ7muQqiAAAANMoxogAAAA045phjMmnSpCdv33zzzXnggQfy13/911m6dGlHtvGud70rxx9/fEaPHp0VK1bk4x//eJJk+/btOfvss3Pbbbcd0LGch4ogCgAA0ICf+ImfyJ133vmUZRMnTsyUKVM6vq23vOUtWbZsWW677bb8wi/8Qt75znfmTW9609MOoY899lhGjHj6MdLUXAAAgCFy++2357WvfW2S5POf/3wmT56cyZMn5+yzz84jjzySJPmTP/mTTJo0KWeddVYWLVqUJPnzP//znHvuuTnrrLMya9as/Md//MdTxi2l5IMf/GDe/va3Z9WqVVmxYkV+93d/N0ly77335qKLLsqLXvSinH/++bnnnnuSJMuXL8/UqVNz9tln51WvelW2bt2aJHnHO96RX/u1X8uFF16YefPmdeR564gCAAA04Ac/+EEmT56cJHnOc56Tf/iHf3jK/e9973tzzTXX5GUve1l27NiR4447Lp/+9Kdz880350tf+lKe+cxnZtu2bUmSmTNn5i1veUuSVlC89tpr85u/+ZtPGe+FL3xhLrrookybNi0333xzjj322CTJggUL8hd/8Rf5qZ/6qdxxxx1529vels985jM5//zzM3369JRS8qEPfShXX3113vOe9yRJ1qxZky984Qs57rjjOrIvBFEAAIAGDDQ1t7+XvexlufzyyzNnzpzMnDkz48ePz2233ZZ58+blmc98ZpJkzJgxSZK7774773jHO/LQQw9lx44dueiiiwYc861vfWs+/elP55WvfGWS5KGHHsrKlSsza9asJ9d57LHHkiTf/e53M3v27GzZsiU/+tGPcsYZZzy5zowZMzoWQhNTcwEAAA4LixYtyl/8xV/kBz/4QV7ykpdk/fr1qbUOeHmUN77xjfnABz6Qr3/96/mDP/iDvV7Hs6urK11d/xn7aq05+eSTc+eddz75c/fddydphdbf/u3fzte//vX82Z/92VPGfNazntXR5yqIAgAAHAa+/e1vZ9KkSfm93/u9TJkyJevXr8+rXvWqfOQjH3nyGNBdU3MfeeSR9PT0ZOfOnbn++usHvY0TTzwxPT09T04LfuKJJ3LXXXclSR5++OGcdtppqbVm2bJlHX52TyWIAgAAHAaWLFmSF7zgBTnrrLPyEz/xE3n1q1+diy++ONOnT8+UKVMyefLkvPe9702S/NEf/VGmTp2aCy+8MGeeeeYBbedjH/tYPvShD+Wss87K85///Nxyyy1JWpd+ed3rXpdXvOIVGTt2bMefX3+l1npIN7A3U6ZMqatWrRqSbQMAABwq69atS29v71CX0aiBnnMp5au11gGvTaMjCgAAQKMEUQAAABrl8i1HkSe2nLH/lRrWNe6eoS4BAABomI4oAAAAjRJEAQAAaJQgCgAAQKMcIwoAAHAIXdj1Sx0d75+euGmf92/cuDGXXXZZtmzZkq6urixYsCALFy7Mtm3bcskll2TDhg2ZOHFibrzxxpx44olZv3595s2bl9WrV+fKK6/MFVdc8eRYt956axYuXJjHH388b37zm7No0aKOPAcdUQAAgGFkxIgRufrqq7Nu3bqsXLky11xzTdauXZvFixdn2rRpuffeezNt2rQsXrw4STJmzJgsXbr0KQE0SR5//PG89a1vzac//emsXbs2N9xwQ9auXduRGgVRAACAYaSnpyfnnHNOkmTUqFHp7e3Npk2bsnz58sydOzdJMnfu3Nx8881Jku7u7px77rkZOXLkU8b58pe/nJ/+6Z/Oc5/73Bx77LG59NJLs3z58o7UKIgCAAAMUxs2bMiaNWsyderU3Hfffenp6UnSCqtbt27d52M3bdqU008//cnb48ePz6ZNmzpSlyAKAAAwDO3YsSOzZs3KkiVLMnr06AN+fK11j2WllE6UJogCAAAMNzt37sysWbMyZ86czJw5M0kyduzYbN68OUmyefPmdHd373OM8ePHZ+PGjU/e7uvry6mnntqR+gRRAACAYaTWmvnz56e3tzeXX375k8unT5+eZcuWJUmWLVuWGTNm7HOcc889N/fee2/+7d/+LT/+8Y/zsY99LNOnT+9IjS7fAgAAcAjt73IrnXbHHXfkuuuuy6RJkzJ58uQkyVVXXZVFixZl9uzZufbaazNhwoTcdFOrri1btmTKlCnZvn17urq6smTJkqxduzajR4/OBz7wgVx00UV5/PHH86Y3vSnPf/7zO1KjIAoAADCMnHfeeQMe35kkK1as2GPZuHHj0tfXN+D6r3nNa/Ka17ymo/Ulg5iaW0o5vZTyuVLKulLKN0opCwdY54JSysOllDvbP+/seKUAAAAMC4PpiD6W5HdqratLKaOSfLWU8k+11t2vZPrPtdbXdr5EAAAAhpP9dkRrrZtrravbvz+SZF2S0w51YQAAAAxPB3TW3FLKxCRnJ/nSAHe/tJRyVynl06WUAY9gLaUsKKWsKqWsuv/++w+4WAAAAI58gw6ipZTjk/xdkrfXWrfvdvfqJM+utZ6V5P1Jbh5ojFrrh2utU2qtU0455ZSDrRkAAIAj2KCCaCllZFoh9Ppa69/vfn+tdXutdUf7908lGVlKObmjlQIAADAs7PdkRaWUkuTaJOtqrX+6l3XGJbmv1lpLKS9OK+A+2NFKAQAAjkAX/twfd3S8f/qXd+zz/o0bN+ayyy7Lli1b0tXVlQULFmThwoXZtm1bLrnkkmzYsCETJ07MjTfemBNPPDHr16/PvHnzsnr16lx55ZW54oornhzrTW96U2655ZZ0d3fn7rvv7thzGExH9GVJfjXJz/e7PMtrSim/Xkr59fY6r09ydynlriRLk1xa93bhGgAAAA6ZESNG5Oqrr866deuycuXKXHPNNVm7dm0WL16cadOm5d577820adOyePHiJMmYMWOydOnSpwTQXd74xjfm1ltv7XyN+1uh1vrFJGU/63wgyQc6VRQAAAAHp6enJz09PUmSUaNGpbe3N5s2bcry5ctz++23J0nmzp2bCy64IO95z3vS3d2d7u7ufPKTn9xjrPPPPz8bNmzoeI0HdNZcAAAAjhwbNmzImjVrMnXq1Nx3331PBtSenp5s3bp1yOoSRAEAAIahHTt2ZNasWVmyZElGjx491OU8hSAKAAAwzOzcuTOzZs3KnDlzMnPmzCTJ2LFjs3nz5iTJ5s2b093dPWT1CaIAAADDSK018+fPT29vby6//PInl0+fPj3Lli1LkixbtiwzZswYqhJThurktlOmTKmrVq0akm0frZ7YcsZQl7CHrnH3DHUJAADQUevWrUtvb++Qbf+LX/xiXv7yl2fSpEnp6mr1Hq+66qpMnTo1s2fPzne/+91MmDAhN910U8aMGZMtW7ZkypQp2b59e7q6unL88cdn7dq1GT16dN7whjfk9ttvzwMPPJCxY8fm3e9+d+bPn7/HNgd6zqWUr9ZapwxU437PmgsAAMCR47zzzsveGo4rVqzYY9m4cePS19c34Po33HBDR2vbxdRcAAAAGiWIAgAA0ChBFAAAgEYJogAAADRKEAUAAKBRgigAAACNcvkWAACAQ+ic3/g/HR1v9Qd/e5/3b9y4MZdddlm2bNmSrq6uLFiwIAsXLsy2bdtyySWXZMOGDZk4cWJuvPHGnHjiiVm/fn3mzZuX1atX58orr8wVV1yxz3E6QUcUAABgGBkxYkSuvvrqrFu3LitXrsw111yTtWvXZvHixZk2bVruvffeTJs2LYsXL06SjBkzJkuXLn0ygO5vnE4QRAEAAIaRnp6enHPOOUmSUaNGpbe3N5s2bcry5cszd+7cJMncuXNz8803J0m6u7tz7rnnZuTIkYMapxMEUQAAgGFqw4YNWbNmTaZOnZr77rsvPT09SVohc+vWrQc1TicIogAAAMPQjh07MmvWrCxZsiSjR48e8nH6E0QBAACGmZ07d2bWrFmZM2dOZs6cmSQZO3ZsNm/enCTZvHlzuru7D2qcThBEAQAAhpFaa+bPn5/e3t5cfvnlTy6fPn16li1bliRZtmxZZsyYcVDjdEKptXZ0wMGaMmVKXbVq1ZBs+2j1xJYzhrqEPXSNu2eoSwAAgI5at25dent7h2z7X/ziF/Pyl788kyZNSldXq/d41VVXZerUqZk9e3a++93vZsKECbnpppsyZsyYbNmyJVOmTMn27dvT1dWV448/PmvXrs3Xvva1Acd5zWtes8c2B3rOpZSv1lqnDFSj64gCAAAMI+edd1721nBcsWLFHsvGjRuXvr6+Axrn6TI1FwAAgEYNi46oKacAAABHDh1RAAAAGiWIAgAA0ChBFAAAgEYJogAAADRqWJysCAAA4HD13KVXd3S87/zW7+zz/o0bN+ayyy7Lli1b0tXVlQULFmThwoXZtm1bLrnkkmzYsCETJ07MjTfemBNPPDHr16/PvHnzsnr16lx55ZW54oorkiQ//OEPc/755+dHP/pRHnvssbz+9a/Pu9/97o48Bx1RAACAYWTEiBG5+uqrs27duqxcuTLXXHNN1q5dm8WLF2fatGm59957M23atCxevDhJMmbMmCxduvTJALrLM57xjHz2s5/NXXfdlTvvvDO33nprVq5c2ZEaBVEAAIBhpKenJ+ecc06SZNSoUent7c2mTZuyfPnyzJ07N0kyd+7c3HzzzUmS7u7unHvuuRk5cuRTximl5Pjjj0+S7Ny5Mzt37kwppSM1CqIAAADD1IYNG7JmzZpMnTo19913X3p6epK0wurWrVv3+/jHH388kydPTnd3dy688MJMnTq1I3UJogAAAMPQjh07MmvWrCxZsiSjR48+qDGOOeaY3Hnnnenr68uXv/zl3H333R2pTRAFAAAYZnbu3JlZs2Zlzpw5mTlzZpJk7Nix2bx5c5Jk8+bN6e7uHvR4J5xwQi644ILceuutHalPEAUAABhGaq2ZP39+ent7c/nllz+5fPr06Vm2bFmSZNmyZZkxY8Y+x7n//vvz0EMPJUl+8IMf5LbbbsuZZ57ZkRpdvgUAAOAQ2t/lVjrtjjvuyHXXXZdJkyZl8uTJSZKrrroqixYtyuzZs3PttddmwoQJuemmm5IkW7ZsyZQpU7J9+/Z0dXVlyZIlWbt2bTZv3py5c+fm8ccfzxNPPJHZs2fnta99bUdqFEQBAACGkfPOOy+11gHvW7FixR7Lxo0bl76+vj2Wv/CFL8yaNWs6Xl9iai4AAAANE0QBAABolCAKAABAowRRAAAAGiWIAgAA0ChBFAAAgEa5fAsAAMAh9OJbf7+j43354qv2ef/GjRtz2WWXZcuWLenq6sqCBQuycOHCbNu2LZdcckk2bNiQiRMn5sYbb8yJJ56Y9evXZ968eVm9enWuvPLKXHHFFU8Z7/HHH8+UKVNy2mmn5ZZbbunIc9ARBQAAGEZGjBiRq6++OuvWrcvKlStzzTXXZO3atVm8eHGmTZuWe++9N9OmTcvixYuTJGPGjMnSpUv3CKC7vO9970tvb29HaxREAQAAhpGenp6cc845SZJRo0alt7c3mzZtyvLlyzN37twkydy5c3PzzTcnSbq7u3Puuedm5MiRe4zV19eXT37yk3nzm9/c0RoFUQAAgGFqw4YNWbNmTaZOnZr77rsvPT09SVphdevWrft9/Nvf/vb8yZ/8Sbq6OhsdBVEAAIBhaMeOHZk1a1aWLFmS0aNHH/Djb7nllnR3d+dFL3pRx2sTRAEAAIaZnTt3ZtasWZkzZ05mzpyZJBk7dmw2b96cJNm8eXO6u7v3OcYdd9yRT3ziE5k4cWIuvfTSfPazn82v/MqvdKQ+QRQAAGAYqbVm/vz56e3tzeWXX/7k8unTp2fZsmVJkmXLlmXGjBn7HOd//+//nb6+vmzYsCEf+9jH8vM///P56Ec/2pEaXb4FAADgENrf5VY67Y477sh1112XSZMmZfLkyUmSq666KosWLcrs2bNz7bXXZsKECbnpppuSJFu2bLB4ErUAACAASURBVMmUKVOyffv2dHV1ZcmSJVm7du1BTecdLEEUAABgGDnvvPNSax3wvhUrVuyxbNy4cenr69vnmBdccEEuuOCCTpSXxNRcAAAAGiaIAgAA0ChBFAAAgEYJogAAADRKEAUAAKBRgigAAACNcvkWAACAQ+h963+ho+MtPPO2fd6/cePGXHbZZdmyZUu6urqyYMGCLFy4MNu2bcsll1ySDRs2ZOLEibnxxhtz4oknZv369Zk3b15Wr16dK6+8MldcccWTY02cODGjRo3KMccckxEjRmTVqlUdeQ46ogAAAMPIiBEjcvXVV2fdunVZuXJlrrnmmqxduzaLFy/OtGnTcu+992batGlZvHhxkmTMmDFZunTpUwJof5/73Ody5513diyEJjqiR5X3PzRhqEvYw8JxQ10BAAAMLz09Penp6UmSjBo1Kr29vdm0aVOWL1+e22+/PUkyd+7cXHDBBXnPe96T7u7udHd355Of/GRjNeqIAgAADFMbNmzImjVrMnXq1Nx3331PBtSenp5s3bp1v48vpeRVr3pVXvSiF+XDH/5wx+rSEQUAABiGduzYkVmzZmXJkiUZPXr0QY1xxx135NRTT83WrVtz4YUX5swzz8z555//tGvTEQUAABhmdu7cmVmzZmXOnDmZOXNmkmTs2LHZvHlzkmTz5s3p7u7e7zinnnpqkqS7uzuve93r8uUvf7kj9QmiAAAAw0itNfPnz09vb28uv/zyJ5dPnz49y5YtS5IsW7YsM2bM2Oc4jz76aB555JEnf//MZz6TF7zgBR2p0dRcAACAQ2h/l1vptDvuuCPXXXddJk2alMmTJydJrrrqqixatCizZ8/OtddemwkTJuSmm25KkmzZsiVTpkzJ9u3b09XVlSVLlmTt2rV54IEH8rrXvS5J8thjj+WXf/mXc/HFF3ekRkEUAABgGDnvvPNSax3wvhUrVuyxbNy4cenr69tj+ejRo3PXXXd1vL7E1FwAAAAaJogCAADQKEEUAACARgmiAAAANGq/QbSUcnop5XOllHWllG+UUhYOsE4ppSwtpXyrlPK1Uso5h6ZcAAAAjnSDOWvuY0l+p9a6upQyKslXSyn/VGtd22+dVyd5XvtnapIPtv8LAAAAT7HfjmitdXOtdXX790eSrEty2m6rzUjy17VlZZITSik9Ha8WAADgCPPEljM6+rM/GzduzCtf+cr09vbm+c9/ft73vvclSbZt25YLL7wwz3ve83LhhRfm+9//fpJk/fr1eelLX5pnPOMZee973/uUsR566KG8/vWvz5lnnpne3t7867/+a0f2yQEdI1pKmZjk7CRf2u2u05Js7He7L3uGVQAAAA6xESNG5Oqrr866deuycuXKXHPNNVm7dm0WL16cadOm5d577820adOyePHiJMmYMWOydOnSXHHFFXuMtXDhwlx88cVZv3597rrrrvT29nakxkEH0VLK8Un+Lsnba63bd797gIfscQXVUsqCUsqqUsqq+++//8AqBQAAYL96enpyzjmt0/aMGjUqvb292bRpU5YvX565c+cmSebOnZubb745SdLd3Z1zzz03I0eOfMo427dvzxe+8IXMnz8/SXLsscfmhBNO6EiNgwqipZSRaYXQ62utfz/AKn1JTu93e3yS7+2+Uq31w7XWKbXWKaeccsrB1AsAAMAgbdiwIWvWrMnUqVNz3333paendQRlT09Ptm7dus/Hfuc738kpp5ySefPm5eyzz86b3/zmPProox2pazBnzS1Jrk2yrtb6p3tZ7RNJLmufPfclSR6utW7uSIUAAAAcsB07dmTWrFlZsmRJRo8efcCPf+yxx7J69er8xm/8RtasWZNnPetZT07nfboG0xF9WZJfTfLzpZQ72z+vKaX8einl19vrfCrJd5J8K8mfJ/lvHakOAACAA7Zz587MmjUrc+bMycyZM5MkY8eOzebNrX7h5s2b093dvc8xxo8fn/Hjx2fq1NYFUV7/+tdn9erVHalvv5dvqbV+MQMfA9p/nZrkrR2pCAAAgINWa838+fPT29ubyy+//Mnl06dPz7Jly7Jo0aIsW7YsM2bM2Oc448aNy+mnn55vfvOb+Zmf+ZmsWLEiP/uzP9uRGgdzHVEAAAAOUte4exrd3h133JHrrrsukyZNyuTJk5MkV111VRYtWpTZs2fn2muvzYQJE3LTTTclSbZs2ZIpU6Zk+/bt6erqypIlS7J27dqMHj0673//+zNnzpz8+Mc/znOf+9z85V/+ZUdqFEQBAACGkfPOOy+tSat7WrFixR7Lxo0bl76+vgHXnzx5clatWtXR+pIDvI4oAAAAPF2CKAAAAI0SRAEAADpsb1Njh6ODea6CKAAAQAcdd9xxefDBB4+KMFprzYMPPpjjjjvugB7nZEUAAAAdNH78+PT19eX+++8f6lIacdxxx2X8+PEH9BhBFAAAoINGjhyZ5zznOUNdxmHN1FwAAAAaJYgCAADQKEEUAACARgmiAAAANEoQBQAAoFGCKAAAAI0SRAEAAGiU64gCB+2JLWcMdQl76Bp3z1CXAADAfuiIAgAA0ChBFAAAgEYNi6m5739owlCXsIeF44a6AgAAgMOTjigAAACNEkQBAABolCAKAABAowRRAAAAGiWIAgAA0ChBFAAAgEYJogAAADRKEAUAAKBRgigAAACNEkQBAABolCAKAABAowRRAAAAGiWIAgAA0ChBFAAAgEYJogAAADRKEAUAAKBRgigAAACNEkQBAABolCAKAABAowRRAAAAGiWIAgAA0ChBFAAAgEYJogAAADRKEAUAAKBRgigAAACNEkQBAABolCAKAABAowRRAAAAGiWIAgAA0ChBFAAAgEYJogAAADRKEAUAAKBRgigAAACNEkQBAABolCAKAABAowRRAAAAGiWIAgAA0ChBFAAAgEYJogAAADRqxFAXQHOu3/DioS5hDwvPHOoKAACApumIAgAA0ChBFAAAgEYJogAAADRKEAUAAKBRgigAAACNEkQBAABolCAKAABAowRRAAAAGiWIAgAA0ChBFAAAgEaNGOoCgCPX+x+aMNQl7GHhuKGuAACA/dERBQAAoFH7DaKllI+UUraWUu7ey/0XlFIeLqXc2f55Z+fLBAAAYLgYzNTcv0rygSR/vY91/rnW+tqOVAQAAMCwtt+OaK31C0m2NVALAAAAR4FOHSP60lLKXaWUT5dSnr+3lUopC0opq0opq+6///4ObRoAAIAjSSeC6Ookz661npXk/Ulu3tuKtdYP11qn1FqnnHLKKR3YNAAAAEeapx1Ea63ba6072r9/KsnIUsrJT7syAAAAhqWnHURLKeNKKaX9+4vbYz74dMcFAABgeNrvWXNLKTckuSDJyaWUviR/kGRkktRaP5Tk9Ul+o5TyWJIfJLm01loPWcUAAAAc0fYbRGutb9jP/R9I6/IuAAAAsF+dOmsuAAAADIogCgAAQKMEUQAAABoliAIAANAoQRQAAIBGCaIAAAA0ShAFAACgUfu9juiR4PoNLx7qEvaw8MyhrgAAAODwpCMKAABAowRRAAAAGiWIAgAA0ChBFAAAgEYJogAAADRqWJw1F+Bw9sSWM4a6hAF1jbtnqEsAAI5SOqIAAAA0ShAFAACgUYIoAAAAjRJEAQAAaJQgCgAAQKMEUQAAABrl8i0AADAILscFnaMjCgAAQKMEUQAAABplai4AHGEOx+mBpgYCcCB0RAEAAGiUIAoAAECjBFEAAAAaJYgCAADQKEEUAACARgmiAAAANEoQBQAAoFGCKAAAAI0SRAEAAGiUIAoAAECjBFEAAAAaJYgCAADQKEEUAACARgmiAAAANEoQBQAAoFGCKAAAAI0SRAEAAGiUIAoAAECjRgx1AcCR6/oNLx7qEvaw8MyhrgAAgP3REQUAAKBRgigAAACNEkQBAABolCAKAABAowRRAAAAGiWIAgAA0ChBFAAAgEYJogAAADRKEAUAAKBRgigAAACNEkQBAABo1IihLgBguHv/QxOGuoQBLRw31BUAAEcrQRSAw8YTW84Y6hL20DXunqEuAQ45nz2gaabmAgAA0ChBFAAAgEYJogAAADTKMaJHkQfuOWmoS9jTxUNdAAAA0DRBFAAABsFZ0KFzTM0FAACgUTqiAABAR7kkEPujIwoAAECjdEQB4AhzOB6n5hg1AA6EIAoDMJ0EAAAOHVNzAQAAaJQgCgAAQKMEUQAAABoliAIAANAoQRQAAIBG7TeIllI+UkrZWkq5ey/3l1LK0lLKt0opXyulnNP5MgEAABguBtMR/askF+/j/lcneV77Z0GSDz79sgAAABiu9htEa61fSLJtH6vMSPLXtWVlkhNKKT2dKhAAAIDhZUQHxjgtycZ+t/vayzbvvmIpZUFaXdNMmDChA5sGAAA4Mj2x5YyhLmEPXePuaWY7HRijDLCsDrRirfXDtdYptdYpp5xySgc2DQAAwJGmE0G0L8np/W6PT/K9DowLAADAMNSJIPqJJJe1z577kiQP11r3mJYLAAAAySCOES2l3JDkgiQnl1L6kvxBkpFJUmv9UJJPJXlNkm8l+Y8k8w5VsQAAABz59htEa61v2M/9NclbO1bRQXjgnpOGcvMD29cFbwAAAI5inZiaCwAAAIMmiAIAANAoQRQAAIBGCaIAAAA0ShAFAACgUYIoAAAAjRJEAQAAaJQgCgAAQKMEUQAAABoliAIAANCoEUNdAADs8v6HJgx1CXtYOG6oK4BDz2cPaJqOKAAAAI3SEQUAADpKl5390REFAACgUYIoAAAAjTI1F+AQu37Di4e6hAEtPHOoKwAAjlY6ogAAADRKEAUAAKBRgigAAACNcowoDMApxwGGhye2nDHUJeyha9w9Q10CB8kx/9A5gihw0B6456ShLmFPFw91AQAA7I+puQAAADRKEAUAAKBRgigAAACNcowoABxhDscTpjhZCsCBO5pPkKkjCgAAQKMEUQAAABoliAIAANAoQRQAAIBGCaIAAAA0ShAFAACgUYIoAAAAjRJEAQAAaJQgCgAAQKMEUQAAABoliAIAANAoQRQAAIBGCaIAAAA0ShAFAACgUYIoAAAAjRJEAQAAaJQgCgAAQKNGDHUBAADA8HL9hhcPdQl7WHjmUFdAf4LoUeSEdRrgAMCehAagaZIJAAAAjdIRBeCwoSsDAEcHHVEAAAAapSMKAAxb739owlCXsIeF44a6AoChpyMKAABAowRRAAAAGiWIAgAA0CjHiMIAnLkTAIBD7Wj+m1NHFAAAgEYJogAAADRKEAUAAKBRgigAAACNEkQBAABo1LA4a+4J6+RpAACAI4UEBwAAQKOGRUcU4HD2wD0nDXUJA7t4qAsAAI5WgigAAAyCLxahc0zNBQAAoFGCKAAAAI0SRAEAAGiUIAoAAECjBFEAAAAa5ay5AHCEOSzP3OmsnQAcAEEUOGgnrDOpAgCAA+evSAAAABoliAIAANCoQQXRUsrFpZRvllK+VUpZNMD9byyl3F9KubP98+bOlwoAAMBwsN9jREspxyS5JsmFSfqSfKWU8ola69rdVv14rfVth6BGAAAAhpHBdERfnORbtdbv1Fp/nORjSWYc2rIAAAAYrgZz1tzTkmzsd7svydQB1ptVSjk/yT1JfrvWunGAdQAAGnP9hhcPdQl7WHjmUFcAMPQG0xEtAyyru93+xyQTa60vTHJbkmUDDlTKglLKqlLKqvvvv//AKgUAAGBYGExHtC/J6f1uj0/yvf4r1Fof7Hfzz5O8Z6CBaq0fTvLhJJkyZcruYRYAABgGHrjnpKEuYU8XD3UB9DeYjuhXkjyvlPKcUsqxSS5N8on+K5RSevrdnJ5kXedKBAAAYDjZb0e01vpYKeVtSf5vkmOSfKTW+o1Syh8mWVVr/USS3yqlTE/yWJJtSd54CGsGAADgCDaYqbmptX4qyad2W/bOfr//jyT/o7OlAQDQBNMogaYNZmouAAAAdIwgCgAAQKMGNTUXAJpgeiAAHB0EUQAAgCFwNH8Ba2ouAAAAjRJEAQAAaJSpuTCAo3maBAAAHGo6ogAAADRKEAUAAKBRgigAAACNEkQBAABolCAKAABAowRRAAAAGiWIAgAA0ChBFAAAgEaNGOoCAIa7E9b5zg9gOPD/c+gcQfQoctJdjw51CQAAAKbmAgAA0CxBFAAAgEYJogAAADTKMaIAcIRxwpTBe+Cek4a6hD1dPNQFAAw9/5IBAADQKEEUAACARpmaCwAAdJRDCNifYRFEXR8TAADgyDEsgigwNHwJBADAwdAzBwAAoFE6ogAARznH8wFNE0QBAACGwNH8JdDR+8wBAAAYEjqiABw2juZvhgHgaOJffAAAABoliAIAANAoU3NhAKYHAgDAoeOvbQAAABoliAIAANAoQRQAAIBGCaIAAAA0ShAFAACgUYIoAAAAjRJEAQAAaJTriAIAw5brQgMcngRRgEPspLseHeoSAAAOK4IoAAAMgi8WoXPMVwEAAKBROqIAAEBH6R6zPzqiAAAANEpHFACOMDoNABzpBFEAAIAhcDR/sSiIAgAc5Y7mP4aBoeEYUQAAABqlIwrAYUNXBgCODoLo0WTlXUNdwRHDH8MAAHDomJoLAABAo3REgYOnyw4AwEHQEQUAAKBRw6MjqisDAABwxBgeQRQAYABOPgdweDI1FwAAgEYJogAAADRKEAUAAKBRjhEFONScUA0A4CkEUQAAGAxfLA6efcV+mJoLAABAo3REAQAAhsJR3DkWRAE4fBzF/yAfEPuJTvOeAhomiMJA/IMMAACHjGNEAQAAaJSOKAAwfJnhAnBY0hEFAACgUYIoAAAAjRpUEC2lXFxK+WYp5VullEUD3P+MUsrH2/d/qZQysdOFAgAAMDzsN4iWUo5Jck2SVyf52SRvKKX87G6rzU/y/VrrTyf5P0ne0+lCAQAAGB4G0xF9cZJv1Vq/U2v9cZKPJZmx2zozkixr//63SaaVUkrnygQAAGC4GMxZc09LsrHf7b4kU/e2Tq31sVLKw0lOSvJA/5VKKQuSLGjf3FFK+ebBFH0InZzdaj5YR0EO78i+sp8Gz74aHPtp8Ib5vrKfBs9nb3C8pwbPe2pwvKcGx34avMPxs/fsvd0xmCA6UCX1INZJrfXDST48iG0OiVLKqlrrlKGu40hgXw2O/TR49tXg2E+DYz8Nnn01OPbT4NlXg2M/DY79NHhH2r4azNTcviSn97s9Psn39rZOKWVEkp9Msq0TBQIAADC8DCaIfiXJ80opzymlHJvk0iSf2G2dTySZ2/799Uk+W2vdoyMKAAAA+52a2z7m821J/m+SY5J8pNb6jVLKHyZZVWv9RJJrk1xXSvlWWp3QSw9l0YfQYTtt+DBkXw2O/TR49tXg2E+DYz8Nnn01OPbT4NlX/6+9+4/Zq67POP6+BNYIreAEYVIZymyoc1IZrdtgiNsCyASRLMG5BYbRLWNxzG1uhJltLhvDsEXYkjmx/JjLgIiRWAiObsNiRKWdpbRACQYkIFhk45fIj1l67Y9znjx3n96FD0Lvc+7nXK/kSe/7e+4+/eTq8+N8zvd7f09NcqpJTnVTlZUycRkRERERERGTVFmaGxEREREREfGySSMaERERERERE5VGNCIiIiIiIiYqjWhERERERERMVBrRiIiIiIiImKgXvH3LUEk6w/alXdfRF5IOBQ4Ebrb95Mj48bb/vbvK+kXSCsC210l6M3A8cKft6zourfckfdb2aV3X0WeSjgJWALfZXt11PX0i6e3AZttPSHolcDZwOHAHcK7txzstsCck/T5wte37u66lz0bum/6g7f+U9H7gF4DNwEW2f9hpgT0j6RDgvcDrga3At4Ar8n23PUnHASfTnE8ZeBD4Ys6jYqhy+5adkHSf7YO6rqMP2hOX36P5BbwMOMv2F9tj620f3mV9fSHpL4B30Vzg+Q/g7cAa4FeA623/TXfV9YukVXOHgHcCNwDYPmniRfWQpLW2V7SPP0TzfXg1cCxwje3zuqyvTyTdDhzW3vv6IuAp4PPAL7fjp3RaYE9Iehz4AXA3cAVwle2Hu62qfyT9G83P8j2Bx4CFwBdovp5k+/QOy+uV9hzhROBG4ARgA/AoTWN6pu013VXXH5IuAJYAnwW+0w4vBk4DvmX7rK5qmyaS/tz2X3VdR1+0FzcWA/9l+96R8Q/YvqSzwooG3YhK2rizQ8AS2wsmWU9fSdoE/LztJyUdTHNy96+2L5R0i+23dVpgT7Q5LQMWAFuAxSOzMzfbfmunBfaIpPU0M1Uraa4Ki+ak+H0Atm/srrr+GP3+krQOOMH2w5L2Ar5h+2e6rbA/JG22vbR9vN0FMkkbbC/rrrr+kHQL8LM0F8hOBU4Cvknz/fcF29/vsLzekLTR9lsl7Q48ALzO9nOSBNyan+ezZn73tfnsCVxn+xhJB9HM9uUcAZB0l+0lY8YF3GX7TR2UNXUyUTRL0rnAUcB6motBF9j+x/bYVEwUDX1p7v7AcTRX7kYJ+Nrky+mt3WaW49q+V9IxwOcl/SRNVtHYavs54ClJd9t+AsD205K2dVxb3xwBnAX8GfBR2xskPZ0GdAevkPRqmvfza2bmyvYPJG3ttrTeuW3kLRW3SjrC9n9LWgJkGeUs294GrAZWS9qDZiXHrwN/B+zXZXE98op2ee5eNLOiewOP0Fxo3KPLwnpqd+A5mnwWAdi+r/36isYzklbYXjtnfDnwTBcF9ZWkJ3Z2CHjlJGvpuROBt7Urgf4SuFzSG21/hCk5Px96I3otsND2hrkHJK2ZfDm9tUXSspmc2pnRdwOXAJmRmfV/kva0/RTNjAMAkvYG0oiOaE+EPynpqvbP75GfR+PsTTNbJcCSDrC9RdJCpuSXzAR9ELhQ0seA/wG+Lul+4P72WDS2+7pp3+u4CljVrt6IxsXAncBuNBfMrpJ0D/BzwJVdFtZDK4F1kr4BHA18AkDSfjTNezR+C/iUpEXMLs19PfBEeyxmPQYst/3Q3APtz/Vo7G57K4DtxySdCFzUnlv9WLel1Qx6aW7USFpMM9u3ZcyxI23f1EFZvSNpge1nx4zvC/yE7U0dlDUVJP0qcKTtc7quZRq0y9/2t/3trmvpm/Yk7400Fza+M+5EZsgkLbF9V9d1TANJrwOw/aCkfWiWM983ZkZr8CT9NLCUZiO1O7uup88kHUCzWZFofkbtcG41dJL+Glg17ntN0ids/2kHZfWOpGuB8+euJmvzO8d27++OMvhGtF2bv4LtdzBb66EHM0dyqklOdcmqJjnVJaua5FSTnOqS1Usj6dA08PFizaxisf30mGMH2n5g8lW9OINeCifpWOCfaLYZn/nPWgz8lKQzc3uERnKqSU51yaomOdUlq5rkVJOc6pLVy2I1kA14CtK0zxrXgI5YNLFCXoJBz4hK2gy8a3S743b8DTS7vi3tpLCeSU41yakuWdUkp7pkVZOcapJTXbKqkfQPOzsEnG77VZOsZ1pl19yaaclp0DOitO8hGjP+ANkVb1RyqklOdcmqJjnVJaua5FSTnOqSVc0ZwB8BO+wlQbNrdbReoGnfZ5K19Nl8yGnojeglNDu9XUmzsyI0O5i9j2bHvGgkp5rkVJesapJTXbKqSU41yakuWdWso9nMaYfbA7a33ohZadprpj6nQS/NBZC0FHgPIzuY0ezUdUenhfVMcqpJTnXJqiY51SWrmuRUk5zqktULk/TjwDPtLd7ieUi6AfjYTpr2b9t+Qwdl9c58yGnwjWhERERERPRDmvaa+ZBT7+8vsytJOn7k8d6SVkraKOlySft3WVufJKea5FSXrGqSU12yqklONcmpLlnVjMnp4uQ0nu1Hprm5mpT5kNOgG1Hg3JHHfw9sAU6kWcf/6U4q6qfkVJOc6pJVTXKqS1Y1yakmOdUlq5q5OX2X5DRWmvaa+ZDToJfmSlpv+/D28Qbby0aObfd8yJJTTXKqS1Y1yakuWdUkp5rkVJesapJT3ZysVtJc3PgMcArwDtsnd1lfX8yHnIa+a+5rJf0hzRvrXyVJnu3Mhz5bPCo51SSnumRVk5zqklVNcqpJTnXJqiY5/WiOGGnSPynp9E6r6a+pzGnojehngEXt438B9gUelnQAsKGzqvonOdUkp7pkVZOc6pJVTXKqSU51yaomOdWlaa+Z+pwG3Yja/vhOxrdI+vKk6+mr5FSTnOqSVU1yqktWNcmpJjnVJaua5PSipGmvmfqcBv0e0ecj6T7bB3VdR98lp5rkVJesapJTXbKqSU41yakuWdUkpzpJZ9i+tOs6+m5achp0Iypp484OAUtsL5hkPX2VnGqSU12yqklOdcmqJjnVJKe6ZFWTnF4eadprpiWnQS/NBfYHjgMenTMu4GuTL6e3klNNcqpLVjXJqS5Z1SSnmuRUl6xqklPRCzTtU3FbkkmYDzkNvRG9Flhoe4d11JLWTL6c3kpONcmpLlnVJKe6ZFWTnGqSU12yqklOdWnaa6Y+p0EvzY2IiIiIiP6QdDFwqe2vjjl2ue33d1BW78yHnNKIRkRERERExERNxT1mIiIiIiIiYv5IIxoRERERERETlUY0IiIGT9IBkq6UdLekOyRdJ2nJhP7t6yTt036cOTJ+sKTev8cnIiLiR5FGNCIiBk2SgKuBNbYPsf1m4BwmtP297RNsPwbsA5w5cuhgII1oRETMS2lEIyJi6N4J/ND2P88MtLdY+Kqk8yXdJmmTpFMBJB0j6UZJn5N0l6TzJP2GpLXt6w5pX3eZpE9J+rKkeyS9Q9IlkjZLumzm35J0r6R9gfOAQyRtkHR++/wX2+cfkbRbW886SRsl/c7I5/joyPjHJ5JaRETESzD0+4hGRES8BfjmmPFTgGXAYcC+wDpJX2mPHQYsBR4B7gFW2l4h6Szgw8AftK97NfBLwEnANcCRwAfbz7Vszj0FzwbeYnsZNA0v8Me2390+/23gcdvLkYBuagAAAZdJREFUJS0AbpK0GnhT+7GC5v5xqyQdbfsrRERE9FRmRCMiIsY7CrjC9nO2HwJuBJa3x9bZ/q7tZ4G7gdXt+CaaJbUzrnFzn7RNwEO2N9neBtw+53UVxwKnSdoA3Ay8hqYBPbb9uAVYDxzajkdERPRWZkQjImLobgd+bcy4nufvPDvyeNvI821s/7v12TGvGfe6CgEftn39doPSccDf2v70i/x8ERERncmMaEREDN0NwAJJH5oZkLQceBQ4tX1v5n7A0cDaXVjH94FFz/P8euB3Je3R1rhE0l7t+AckLWzHD5T02l1YZ0RExEuWGdGIiBg025b0XuACSWcDzwD30rzPcyFwK2DgT2xvkXToLqrjfyXdJOk24Es0O/dulXQrcBlwIc1y3vXtTr8PAyfbXi1pKfD1Zpgngd8Evrcr6oyIiHg5qHnrSkRERERERMRkZGluRERERERETFQa0YiIiIiIiJioNKIRERERERExUWlEIyIiIiIiYqLSiEZERERERMREpRGNiIiIiIiIiUojGhERERERERP1/z0pTpoT9lJUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## (Stacked) Sum vs Fiscal Year separated by Evaluation Group Committee\n",
    "(EG.groupby(['Committee','FiscalYear']).sum()\n",
    " ['AwardAmount'].unstack()).plot(\n",
    "    kind=\"bar\", stacked=True, cmap=\"viridis\", figsize=(16, 8), \n",
    "    title=\"Sum of Awards by Evaluation Group Committee\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore Funding of Major Programs by Institution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Canada Research Chairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "crc = df.loc[df['ProgramNameEN']=='Canada Research Chairs']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x128a41240>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## CRCs by Instititution\n",
    "(crc.groupby(['Institution','FiscalYear']).sum()\n",
    " ['AwardAmount'].unstack()).plot(\n",
    "    kind=\"bar\", stacked=True, cmap=\"viridis\", alpha=0.7, figsize=(24, 8), width=1, title=\"CRCs by Institution\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CRD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "crd = df.loc[df['ProgramNameEN'] == 'Collaborative Research and Development Grants']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12d2eb4a8>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Number of Awards vs Fiscal Year separated by Evaluation Group Committee\n",
    "(crd.groupby(['Institution','FiscalYear']).sum()\n",
    " ['AwardAmount'].unstack()).plot(\n",
    "    kind=\"bar\", stacked=True, cmap=\"viridis\", alpha=0.7, figsize=(24, 8), width=1, title = \"CRDs by Institution\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Strategic Projects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "strat = df.loc[df['ProgramNameEN'] == 'Strategic Projects - Group']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12e098518>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Strategic Project Awards vs Fiscal Year separated by Institution\n",
    "(strat.groupby(['Institution','FiscalYear']).sum()\n",
    " ['AwardAmount'].unstack()).plot(\n",
    "    kind=\"bar\", stacked=True, cmap=\"viridis\", alpha=0.7, figsize=(24, 8), width=1, \n",
    "    title=\"Strategic Projects -- Group by Institution\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Discovery Grants - Individual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "discov = df.loc[df['ProgramNameEN'] == 'Discovery Grants Program - Individual']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12f4d0470>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Strategic Project Awards vs Fiscal Year separated by Institution\n",
    "(discov.groupby(['Institution','FiscalYear']).sum()\n",
    " ['AwardAmount'].unstack()).plot(\n",
    "    kind=\"bar\", stacked=True, cmap=\"viridis\", alpha=0.7, figsize=(24, 8), width=1,\n",
    "    title=\"Discover Grants -- Individual by Institution\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}