People.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import display, HTML\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import util, assign, grants, people, transactions, grantPlanning\n",
    "import settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mygrantsjson is             toydata/mygrants.json  dated  Nov-22\n",
      "projects spreadsheet is     toydata/projects.xlsx\n",
      "people.json is              toydata/people.json\n",
      "assign.json is              toydata/assignFTE.json\n",
      "transactions spreadsheet is toydata/transactions.xlsx\n",
      "This run is from Jun-22 to Mar-23\n"
     ]
    }
   ],
   "source": [
    "import util, settings\n",
    "util.print_settings()\n",
    "run = util.run(settings.RUN_START, settings.RUN_END)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "gr = grants.grants(settings.MYGRANTS, settings.GRANTS_DATE)\n",
    "gr.from_projects  (settings.PROJECTS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "People found: ['Bloggs', 'Jones', 'Vivaldi']\n"
     ]
    }
   ],
   "source": [
    "pe = people.people(settings.PEOPLE)\n",
    "print('People found:', pe.all_names())\n",
    "# Restrict attention to just these\n",
    "#pe.set_names(['Bloggs', 'Jones'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "an = assign.assign(settings.ASSIGN, gr, pe, run)\n",
    "tr = transactions.transactions(settings.TRANSACTIONS, gr, pe, run)\n",
    "gpa = grantPlanning.grants_people_assign(gr, pe, an, tr, run)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for person in gpa.people.people_name_set:\n",
    "    gpa.plot_person(person)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}