welcome-pacific-EVALUATED.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Welcome to PyHEP 2020!\n",
    "\n",
    "This is the third workshop in the series, and it's already a little different."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.bar([\"2018\", \"2019\", \"2020\"], [68, 55, 1000])\n",
    "plt.ylabel(\"Number of participants\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas\n",
    "df = pandas.read_csv(\"~/tmp/pyhep2020-survey-results.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4f0708bc10>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fix_collaboration_names = lambda x: {\n",
    "    \"alice\": \"ALICE\",\n",
    "    \"Alice\": \"ALICE\",\n",
    "    \"ALICE\": \"ALICE\",\n",
    "    \"ALICE member\": \"ALICE\",\n",
    "    \"ATLAS\": \"ATLAS\",\n",
    "    \"ATLAS, BELLE2\": \"ATLAS;BELLE\",\n",
    "    \"ATLAS, Darkside\": \"ATLAS;DarkSide\",\n",
    "    \"ATLAS, FCC, IDEA\": \"ATLAS;FCC;IDEA\",\n",
    "    \"ATLAS, IRIS-HEP\": \"ATLAS;IRIS-HEP\",\n",
    "    \"ATLAS, KM3NeT\": \"ATLAS;KM3NeT\",\n",
    "    \"BaBar, HFLAV, PDG, LHCb, FNAL-E989\": \"BaBar;HFLAV;PDG;LHCb;g-2\",\n",
    "    \"Belle\": \"BELLE\",\n",
    "    \"BELLE\": \"BELLE\",\n",
    "    \"Belle2\": \"BELLE\",\n",
    "    \"Belle, ARA\": \"BELLE;ARA\",\n",
    "    \"Belle / Belle II\": \"BELLE\",\n",
    "    \"Belle, Belle II\": \"BELLE\",\n",
    "    \"belle II\": \"BELLE\",\n",
    "    \"Belle II\": \"BELLE\",\n",
    "    \"Belle II and GAMBIT\": \"BELLE;GAMBIT\",\n",
    "    \"Belle II, CMS\": \"BELLE;CMS\",\n",
    "    \"BELLE I & II\": \"BELLE\",\n",
    "    \"BNL-STAR collaboration\": \"STAR\",\n",
    "    \"cms\": \"CMS\",\n",
    "    \"Cms\": \"CMS\",\n",
    "    \"CMS\": \"CMS\",\n",
    "    \"CMS, ALICE\": \"CMS;ALICE\",\n",
    "    \"CMS, DUNE\": \"CMS;DUNE\",\n",
    "    \"CMS Experiment\": \"CMS\",\n",
    "    \"CMS, SModelS\": \"CMS;SModelS\",\n",
    "    \"COMET\": \"COMET\",\n",
    "    \"COMET MEG\": \"COMET;MEG\",\n",
    "    \"COMPASS\": \"COMPASS\",\n",
    "    \"CRESST, COSINUS\": \"CRESST;COSINUS\",\n",
    "    \"CUORE/CUPID\": \"CUORE\",\n",
    "    \"DarkSide\": \"DarkSide\",\n",
    "    \"DUNE\": \"DUNE\",\n",
    "    \"DUNE (SAND), NICA\": \"DUNE;NICA\",\n",
    "    \"I am currently associated with Belle and Belle 2 experiments.\": \"BELLE\",\n",
    "    \"I am in a team that they are in collaboration with CMS and I am going to join in a CERN group.\": \"CMS\",\n",
    "    \"ICARUS and DUNE\": \"ICARUS;DUNE\",\n",
    "    \"I'm associated with CMS experiment\": \"CMS\",\n",
    "    \"ISOLDE\": \"ISOLDE\",\n",
    "    \"Iuac\": \"Iuac\",\n",
    "    \"Just switched from CMS to CTA\": \"CTA\",\n",
    "    \"KEK\": \"KEK\",\n",
    "    \"key4hep\": \"key4hep\",\n",
    "    \"lhcb\": \"LHCb\",\n",
    "    \"LHCb\": \"LHCb\",\n",
    "    \"LHCb SHiP\": \"LHCb;SHiP\",\n",
    "    \"LHCb, SHiP\": \"LHCb;SHiP\",\n",
    "    \"LHCb, TORCH\": \"LHCb;TORCH\",\n",
    "    \"LUX, NEST\": \"LUX;NEST\",\n",
    "    \"Mu2e\": \"Mu2e\",\n",
    "    \"Mu2e, a few small instrumentation efforts outside Mu2e\": \"Mu2e\",\n",
    "    \"Mu2e, Muon g-2\": \"Mu2e;g-2\",\n",
    "    \"Mu2e, NEWS-G\": \"Mu2e;NEWS-G\",\n",
    "    \"MUon RAdiography of Mt VESuvius (MURAVES)\": \"MURAVES\",\n",
    "    \"NA61/SHINE Experiment\": \"NA61\",\n",
    "    \"NOvA\": \"NOvA\",\n",
    "    \"NOvA, DUNE\": \"NOvA;DUNE\",\n",
    "    \"RENO,BELLE2, etc\": \"RENO;BELLE\",\n",
    "    \"ROOT\": \"ROOT\",\n",
    "    \"STAR\": \"STAR\",\n",
    "    \"SuperCDMS\": \"SuperCDMS\",\n",
    "    \"Super CDMS\": \"SuperCDMS\",\n",
    "    \"Super-Kamiokande, T2K, DUNE\": \"Super-Kamiokande;T2K;DUNE\",\n",
    "    \"T2K\": \"T2K\",\n",
    "    \"UCNA\": \"UCNA\",\n",
    "    \"XENON (direct dark matter search)\": \"XENON\",\n",
    "    \"XENON    NEST\": \"XENON;NEST\",\n",
    "    \"Yes. Belle and Belle II\": \"BELLE\",\n",
    "    \"Yes, Belle II collaboration. :)\": \"BELLE\",\n",
    "    \"yes, CMS\": \"CMS\",\n",
    "    \"Yes: CMS\": \"CMS\",\n",
    "    \"Yes, with ATLAS.\": \"ATLAS\",\n",
    "}.get(x, \"Other or none\")\n",
    "pandas.DataFrame(df[\n",
    "    [\"Professional life: Are you associated with one or more experimental or theoretical collaborations? (E.g. ATLAS, CMS, DUNE, USQCD...)\"]\n",
    "].applymap(fix_collaboration_names).iloc[:, 0].str.split(\";\").tolist()).stack().value_counts(ascending=True).plot.barh(figsize=(10, 20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"collaboration-logos.png\" width=\"1000px\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "options = [\n",
    "    \"General physics (student)\",\n",
    "    \"High-energy collider physics\",\n",
    "    \"Neutrino physics\",\n",
    "    \"Physics of nuclei or exotic atoms\",\n",
    "    \"Precision frontier\",\n",
    "    \"Direct dark matter searches\",\n",
    "    \"Astroparticle physics\",\n",
    "    \"Astronomy\",\n",
    "    \"Theory/simulations\",\n",
    "    \"Instrumentation\",\n",
    "    \"Other, not listed above\",\n",
    "]\n",
    "def explode(responses):\n",
    "    responses = [response.strip() for response in responses.split(\";\")]\n",
    "    return [1.0 if option in responses else 0.0 for option in options]\n",
    "exploded = df[[\"Professional life: If you're involved in physics, what area(s) do you study?\"]].fillna(\"\").applymap(explode)\n",
    "indicator = pandas.DataFrame(exploded.iloc[:, 0].tolist(), columns=options)\n",
    "indicator.div(indicator.sum(axis=1), axis=0).sum(axis=0).iloc[::-1].plot.barh();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4f06af9ad0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Hz9qa9UmSJM1EUy5UAs8GflVVHxppqKo7quqMJLOSvDfJ9UlWJXktQJIFSS5L8mlgdfP9G0n+OcltSU5NcnyS65KsTvKE5rhjk1yb5MYklyTZq2lfkuScJMub2dITm/Z3JfmLkbqSvHtknyRJ0nQ2FUPlk4Ebxtn3amBdVR0MHAy8Jsnjm32HAG+tqv2a708B/gKYB/wJ8KSqOgQ4G3hj0+dK4OlVdSDwWeDkrnPtC/xBM+47kmwPfBRYCJBkOzozqJ9qd7mSJEn9b8o//Z3kg8AzgV8BdwAHJDmu2T0HmNvsu66qbu869PqqurMZ43vAxU37auDIZvvRwOeSDAAPBbqPX1ZV64H1SX4E7FVVa5L8JMmBwF7AjVX1k3HqXgQsApi1255b/gNIkiT1gak4U3kL8NSRL1X158BRwJ5AgDdW1fzm3+OraiQs3jNqnPVd2w90fX+AB8P2GcCZVTUPeC2wwzjHb+g65mzgBOBPgXPGu4iqWlpVQ1U1NGunORu5XEmSpP43FUPlpcAOSV7f1bZT83kR8PpmKZokT0qyc4tzzQHWNtsLJ3jMl4Bj6Cy/X9Ti3JIkSVPGlFv+rqpK8iLg/UlOBn5MZxby/wPOBwaBG5qnxH8MvKjF6ZYA5ydZC1wDPH7j3aGqfpXkMuC/q2pDi3NLkiRNGamqXtcwrTQP6NwA/FFVfXcix8wemFsDC0/buoVJM5hv1JGkyZNkRVUNjW6fisvffSvJfsC/A/820UApSZI0HUy55e9+VlW3Ar+7ucfN23sOw86kSJKkKcyZSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa76msQ+sXruOwcXLel2G1JfW+ApTSZoSnKmUJElSa4ZKSZIktbbJUJlkQ5KVSW5Ocn6SnTbnBEnem+SWJO/d8jI3T5I3jVfnxvZJkiRpy0xkpvK+qppfVfsDvwJe170zyaxNHP9a4KlV9ZaJFJRkMu7zfBMwXnDc2D5JkiRtgc1d/r4CeGKSBUkuS/JpYHWSWc2M5PVJViV5LUCSC4GdgWuTvCzJnkm+0PS7PslhTb8lSZYmuRg4r/uEzbmWJ/l8km8n+VSSNPuOSnJjktVJzkkyO8mJwKOAy5JcNmqs39qX5BXN8Tcnec9YF53k1CS3Ntf2vqbt2CTXNue/JMleSbZL8t0kezZ9tkvy70n22MzfWZIkaUqZ8KxgM4P4XOBrTdMhwP5VdXuSRcC6qjo4yWzgm0kurqoXJLm7quY3Y3waeH9VXZnkscBFwO814x0EPLOq7hvj9AcCTwZ+CHwTOCzJMHAucFRV3ZbkPOD1VXVakr8Ejqyqu7oHqarTu/cleRTwnubcPwMuTvKiqrqg67ofDrwY2LeqKsnDml1XAk9v2v4MOLmq/k+STwLHA6cBRwM3ja6jGXcRsAhg1m57burnlyRJ6msTmancMclKYBj4D+CjTft1VXV7s/0c4JVNv2uB3YG5Y4x1NHBm0+9CYLckuzb7LhwnUI6c6wdV9QCwEhgE9gFur6rbmj4fB46YwPV0OxhYXlU/rqpfA58aY4yfA78Ezk7yEuDepv3RwEVJVgNvoRN6Ac4BXtlsvwr42FgnrqqlVTVUVUOzdpqzmWVLkiT1l4nMVN43MtM4oll9vqe7CXhjVV20ibG2Aw4dHR7HGG+09V3bG+jUnU2cayI2OUZV/TrJIcBRwMuBNwDPBs4A/rGqLkyyAFjS9P+/Sf4rybOBp9GZtZQkSZrWJutPCl0EvD7J9gBJnpRk5zH6XUwnlNH0mz9Gn4n6NjCY5InN9z8BvtFs/wLYdcyj/ue+a4FnJdmjeeDoFV1jjNS4CzCnqr5K5yGfkZrnAGub7YWjznE28Engn6tqw+ZemCRJ0lQzWaHybOBW4IYkNwMfZuxZ0BOBoeaBl1sZ9ST55qiqXwJ/CpzfLEE/AHyo2b0U+NfRD+qM3ldVdwJ/BVwG3ATcUFX/Mqr/rsBXkqyiEzjf3LQvac59BTD6nskLgV0YZ+lbkiRpuklV9bqGaSfJEJ0Hkg6fSP/ZA3NrYOFpW7kqaWryNY2S1F+SrKiqodHtvvt7kiVZDLyezbiXct7ecxj2f5ySJGkK8zWNk6yqTq2qx1XVlb2uRZIkaVsxVEqSJKk1Q6UkSZJaM1RKkiSpNUOlJEmSWjNUSpIkqTVDpSRJklozVEqSJKk1Q6UkSZJaM1RKkiSpNV/T2AdWr13H4OJlvS5D04TvypYk9YIzlZIkSWrNUClJkqTWJhQqkwwmuXlU25IkJ23iuKEkpzfbC5I8Y3MLTLImyR4ba09yUJLbkxyY5AVJFm/uecY594IkX5mMsSRJkqazrXpPZVUNA8PN1wXA3cBVk3mOJAcAnwdeVlU3AjcCF07mOSRJkrRxk7L8nWR5kvckuS7JbUkOb9oXJPlKkkHgdcCbk6xMcniSPZN8Icn1zb/DmmN2T3JxkhuTfBjIRk79e8AFwJ9U1XXN8SckObPZPjfJ6UmuSvL9JMc17dslOSvJLU19X+3ad0ySbye5EnhJ1zU+PMkFSVYluaYJsyMzth9val6T5CVJ/v8kq5N8Lcn2k/EbS5Ik9bPJvKfyIVV1CPAm4B3dO6pqDfAh4P1VNb+qrgA+0Hw/GHgpcHbT/R3AlVV1IJ0Zx8du5Jz/Aryhqq7cSJ8B4JnA84FTm7aXAIPAPODPgEMBkuwAfAQ4FjgceGTXOKcAN1bVAcBfA+d17XsC8DzghcAngcuqah5wX9P+W5IsSjKcZHjDves2Ur4kSVL/m2iorAm0f7H5XEEnsG3K0cCZSVbSCY+7JdkVOIJOMKOqlgE/28gYlwB/lmTWRvpcUFUPVNWtwF5N2zOB85v2/wQua9r3BW6vqu9WVY3U0XXMJ5q6LgV2TzKn2fevVXU/sBqYBXytaV/NOL9FVS2tqqGqGpq105yxukiSJE0ZEw2VPwF+Z1Tbw4G7ur6vbz43MLF7NbcDDm1mLudX1d5V9Ytm33ghdrQ3NJ9nbaTP+q7tjPocy3jnHuuYkb7rAarqAeD+JpACPIB/C1SSJM0AEwqVVXU3cGeSo6BzfyFwDLCxZefRfgHs2vX9Yh4MhSSZ32xeDhzftD2X3w6z3R4AXgHsk+Sdm1HLlcBLm3sr96LzEBHAt4HHJ3lC8/0VXcd017UAuKuqfr4Z55QkSZq2NueeylcCb2uWqy8FTqmq723G8V8GXjzyoA5wIjDUPPhyK50HeaBz7+IRSW4AngP8x8YGrar1dO5lfEGSP59gLV8AfgDcDHwYuBZYV1W/BBYBy5oHde7oOmbJSL107s1cOMFzSZIkTXt5cKV2ZkmyS1XdnWR34DrgsOb+ym1u9sDcGlh4Wi9OrWnI1zRKkramJCuqamh0+0y+3+8rSR4GPBR4V68CJcC8vecwbBCQJElT2IwNlVW1oNc1SJIkTRe++1uSJEmtGSolSZLUmqFSkiRJrRkqJUmS1JqhUpIkSa0ZKiVJktSaoVKSJEmtGSolSZLUmqFSkiRJrc3YN+r0k9Vr1zG4eFmvy1ALvm9bkjTTOVMpSZKk1gyVkiRJam1Gh8okG5KsTHJTkhuSPGOSxj07yX7N9poke0zGuJIkSf1qpt9TeV9VzQdI8gfA3wPP6u6QZFZVbdicQavqzyavREmSpP43o2cqR9kN+BlAkgVJLkvyaWB103ZBkhVJbkmyqGl7QTPTuTLJd5Lc3rQvTzLUqwuRJEna1mb6TOWOSVYCOwADwLO79h0C7F9VtzffX1VVP02yI3B9ki9U1YXAhQBJ/hn4xkRP3ATTRQCzdtuz/ZVIkiT10EyfqbyvquZX1b7AMcB5SdLsu64rUAKcmOQm4BrgMcDckR1JTm7G+uBET1xVS6tqqKqGZu00p/2VSJIk9dBMn6n8jaq6unmgZmTa8J6RfUkWAEcDh1bVvUmW05ndJMlRwB8BR2zTgiVJkvqIobKRZF9gFvCTMXbPAX7WBMp9gac3xzwOOAs4pqru22bFSpIk9ZmZHipH7qkECLCwqjY8uAL+G18DXpdkFfAdOkvgACcAuwNfao75YVX94VavWpIkqc/M6FBZVbPGaV8OLO/6vh547hhdlwOnjHH8gq7twVZFSpIkTQEzOlT2i3l7z2HYd0dLkqQpbKY//S1JkqRJYKiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLXmu7/7wOq16xhcvKzXZUxLa3ynuiRJ24QzlZIkSWqtVahM8sgkn03yvSS3JvlqkidNRmFJliQ5aQL91iRZnWRVkm8kedxknH+Mc+yxsRqTvDPJ0ZN9bkmSpKlgi0NlkgBfApZX1ROqaj/gr4G9Jqu4zXBkVR0ALAfe1oPzU1Vvr6pLenFuSZKkXmszU3kkcH9VfWikoapWVtUVzazdyubf2iQfA0jyv5Nc17R/OMmspv2YJDckuSnJv3WdY78ky5N8P8mJE6jpamDvZsw9k3whyfXNv8Oa9iVJPpHk0iTfTfKapn1Bkq+MDJTkzCQndI39lqb265I8cfSJk5yb5Lhm++AkVzXXc12SXSf2k0qSJE1NbR7U2R9YMdaOqno78PYkc4ArgDOT/B7wMuCwqro/yVnA8Un+FfgIcERV3Z7k4V1D7UsnvO4KfCfJP1XV/Rup6Rjggmb7A8D7q+rKJI8FLgJ+r9l3APB0YGfgxiQTeUrm51V1SJJXAqcBzx+rU5KHAp8DXlZV1yfZDbhvjH6LgEUAs3bbcwKnlyRJ6l9b7envZnn8U3SC3YokbwAOAq7v7GJH4Ed0wt3lVXU7QFX9tGuYZVW1Hlif5Ed0ltZ/MMbpLkuyVzPeyPL30XRmOkf67NY1Y/gvVXUfcF+Sy4BDgP/exCV9puvz/Rvptw9wZ1Vd31zPz8fqVFVLgaUAswfm1ibOLUmS1NfahMpbgOM2sn8J8IOq+ljzPcDHq+qvujsleQEwXqha37W9gfHrPRK4BzgXeCfwl3SW9g9twmP3+RjjfAX8mv95O8AOY/QZa3u0bGK/JEnStNPmnspLgdkj9yTCb+4lfFaS5wO/D3TfB/lvwHFJHtH0fXjzpPbVwLOSPH6kfUuKacLjm4BXNmNcDLyhq7b5Xd1fmGSHJLsDC4DrgTvozGzObpbtjxp1ipd1fV69kVK+DTwqycHNeXdN4t8DlSRJ09oWh52qqiQvBk5Lshj4JbCGTrBbCjwKuK6ZGbywqt6e5G3AxUm2A+4H/ryqrmnuL/xi0/4jOoF0S2q6M8lngD+nE2g/mGRVc52XA69rul4HLAMeC7yrqn4IkOSfgVXAd4EbRw0/O8m1dIL4KzZSw6+SvAw4I8mOdO6nPBq4e0uuSZIkaSpI1cxaqU2yBLi7qt7X61pGzB6YWwMLT+t1GdOSb9SRJGlyJVlRVUOj212W7QPz9p7DsOFHkiRNYTMuVFbVkl7XIEmSNN347m9JkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmsz7jWN/Wj12nUMLl7W6zL6yhrfhS5J0pTiTKUkSZJam9GhMskjk3w2yfeS3Jrkq0kWJfnKOP3PTrLftq5TkiSp383Y5e8kAb4EfLyqXt60zQeOHe+YqvqzbVSeJEnSlDKTZyqPBO6vqg+NNFTVSuAKYJckn0/y7SSfagIoSZYnGWq2707y7iQ3JbkmyV5N+7FJrk1yY5JLRtolSZKms5kcKvcHVoyz70DgTcB+wO8Ch43RZ2fgmqp6CnA58Jqm/Urg6VV1IPBZ4OSxTtAssw8nGd5w77otvwpJkqQ+MJND5cZcV1U/qKoHgJXA4Bh9fgWM3Hu5oqvPo4GLkqwG3gI8eawTVNXSqhqqqqFZO82ZzNolSZK2uZkcKm8BDhpn3/qu7Q2Mfe/p/VVVY/Q5AzizquYBrwV2mIRaJUmS+tpMDpWXArOTjCxbk+Rg4Fktx50DrG22F7YcS5IkaUqYsaGymWV8MfD7zZ8UugVYAvyw5dBLgPOTXAHc1XIsSZKkKSEPrmuEz6cAACAASURBVOCqV2YPzK2Bhaf1uoy+4ht1JEnqT0lWVNXQ6PYZ+3cq+8m8vecwbIiSJElT2Ixd/pYkSdLkMVRKkiSpNUOlJEmSWjNUSpIkqTVDpSRJklozVEqSJKk1Q6UkSZJaM1RKkiSpNUOlJEmSWjNUSpIkqTVDpSRJklrz3d99YPXadQwuXtbrMvrKGt+FLknSlOJMpSRJklqbdqEyyWCSm0e1LUlyUpLlSYZajP3OJEe3r1KSJGl6cfl7lCSzqmrDWPuq6u3buh5JkqSpYNrNVE5Eku2SfDzJ3zbf725mIa8FDk3y9iTXJ7k5ydIkafqdm+S4ZntNklOS3JBkdZJ9m/adk5zTHH9jkhf27EIlSZK2kZkYKh8CfAq4rare1rTtDNxcVU+rqiuBM6vq4KraH9gReP44Y91VVU8F/gk4qWl7K3BpVR0MHAm8N8nOW+tiJEmS+sF0DJW1ifYP0wmQ7+7atwH4Qtf3I5Ncm2Q18GzgyeOM+cXmcwUw2Gw/B1icZCWwHNgBeOzoA5MsSjKcZHjDves2fkWSJEl9bjqGyp8AvzOq7eHAXc32VXRC4w5d+385ch9l034WcFxVzQM+QicYjmV987mBB+9PDfDSqprf/HtsVX1r9IFVtbSqhqpqaNZOczbzEiVJkvrLtAuVVXU3cGeSowCSPBw4Briy6fJR4KvA+UnGelBpJEDelWQX4LjNLOEi4I1d92EeuJnHS5IkTTnTLlQ2Xgm8rVmCvhQ4paq+N7Kzqv4RuAH4RJL/8RtU1X/TmZ1cDVwAXL+Z534XsD2wqvnTRu/a4quQJEmaIlI13i2I2lZmD8ytgYWn9bqMvuIbdSRJ6k9JVlTVb/3db/9OZR+Yt/cchg1RkiRpCpuuy9+SJEnahgyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWDJWSJElqzVApSZKk1gyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWfPd3H1i9dh2Di5f1uoxtao3vOpckaVpxplKSJEmt9SxUJqkk/9D1/aQkSzZxzIIkz+j6fm6S41rWsSbJHm3G6Brr7skYR5Ikaarp5UzleuAlmxnoFgDP2FSniUiHM7WSJEmToJeh6tfAUuDNo3ck2TPJF5Jc3/w7LMkg8DrgzUlWJjm86X5EkquSfL971jLJW5pjVyU5pWkbTPKtJGcBNwCPGXXeC5KsSHJLkkVd7XcneXeSm5Jck2Svpv3xSa5uzvOurv4DSS5v6ry5q1ZJkqRpqdczdR8Ejk8yZ1T7B4D3V9XBwEuBs6tqDfChpn1+VV3R9B0Angk8HzgVIMlzgLnAIcB84KAkRzT99wHOq6oDq+qOUed9VVUdBAwBJybZvWnfGbimqp4CXA68pqvOf2rq/M+ucf4XcFFVzQeeAqzc3B9GkiRpKunp099V9fMk5wEnAvd17Toa2C/JyPfdkuw6zjAXVNUDwK0jM4jAc5p/Nzbfd6ETMv8DuKOqrhlnrBOTvLjZfkxzzE+AXwFfadpXAL/fbB9GJ/QCfAJ4T7N9PXBOku2b+n4rVDYzoYsAZu225zjlSJIkTQ398CeFTqOzFP2xrrbtgEOrqjto0hUyu63v7tL1+fdV9eFRxw8C94w1SJIFdMLsoVV1b5LlwA7N7vurqprtDfzP360Ypaoub2ZGnwd8Isl7q+q8UX2W0ln+Z/bA3N8aQ5IkaSrp9fI3VfVT4J+BV3c1Xwy8YeRLkvnN5i+A8WYsu10EvCrJLs3xeyd5xCaOmQP8rAmU+wJPn8B5vgm8vNk+vqvexwE/qqqPAB8FnjqBsSRJkqasnofKxj8A3U+BnwgMNQ/Z3ErnAR2ALwMvHvWgzm+pqouBTwNXJ1kNfJ5Nh9GvAQ9Jsgp4FzDeEnm3vwD+PMn1dELpiAXAyiQ30lke/8AExpIkSZqy8uCqrnpl9sDcGlh4Wq/L2KZ8o44kSVNTkhVVNTS6vV9mKiVJkjSF9cODOjPevL3nMOzMnSRJmsKcqZQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIkteZrGvvA6rXrGFy8rNdlbFNrfC2lJEnTijOVkiRJam3az1Qm2R34t+brI4ENwI+b74dU1a+6+r4OuLeqztu2VUqSJE1t0z5UVtVPgPkASZYAd1fV+8bp+6FtWJokSdK0MSOXv5O8Jsn1SW5K8oUkOzXtS5KclOQRSVY0bU9JUkke23z/XpKdkhyb5NokNya5JMleXWOck2R5ku8nObF3VypJkrRtzMhQCXyxqg6uqqcA3wJe3b2zqn4E7JBkN+BwYBg4PMnjgB9V1b3AlcDTq+pA4LPAyV1D7Av8AXAI8I4k22/1K5IkSeqhab/8PY79k/wt8DBgF+CiMfpcBRwGHAH8HXAMEOCKZv+jgc8lGQAeCtzedeyyqloPrE/yI2Av4AfdgydZBCwCmLXbnpN0WZIkSb0xU2cqzwXeUFXzgFOAHcbocwWdWcrHAf8CPAV4JnB5s/8M4MxmjNeOGmN91/YGxgjvVbW0qoaqamjWTnPaXY0kSVKPzdRQuStwZ7Msffw4fS4H/jfw3ap6APgp8IfAN5v9c4C1zfbCrVirJElS35upofJvgGuBrwPfHqtDVa1pNkdmJq8E/ruqftZ8XwKcn+QK4K6tVqkkSdIUkKrqdQ0z3uyBuTWw8LRel7FN+UYdSZKmpiQrqmpodPtMnamUJEnSJJqpT3/3lXl7z2HYmTtJkjSFOVMpSZKk1gyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWDJWSJElqzVApSZKk1gyVkiRJas1QKUmSpNYMlZIkSWrN1zT2gdVr1zG4eFmvy5g0a3zlpCRJM44zlZIkSWrNUClJkqTWZnSoTPLWJLckWZVkZZKnbcEYL0iyeGvUJ0mSNFXM2HsqkxwKPB94alWtT7IH8NDNHaeqLgQunOz6JEmSppKZPFM5ANxVVesBququqvphkjVJ3pPkuubfEwGSHJvk2iQ3JrkkyV5N+wlJzmy2z01yepKrknw/yXE9uzpJkqRtaCaHyouBxyS5LclZSZ7Vte/nVXUIcCZwWtN2JfD0qjoQ+Cxw8jjjDgDPpDMLeup4J0+yKMlwkuEN965rey2SJEk9NWOXv6vq7iQHAYcDRwKf67o38jNdn+9vth/d9Bmgs0x++zhDX1BVDwC3jsxmjnP+pcBSgNkDc6vVxUiSJPXYTJ6ppKo2VNXyqnoH8AbgpSO7urs1n2cAZ1bVPOC1wA7jDLu+azuTWa8kSVK/mrGhMsk+SeZ2Nc0H7mi2X9b1eXWzPQdY22wv3PoVSpIkTR0zdvkb2AU4I8nDgF8D/w4sonMv5Owk19IJ3a9o+i8Bzk+yFrgGePw2r1iSJKlPpcrb+bolWQMMVdVd2+qcswfm1sDC0zbdcYrwNY2SJE1fSVZU1dDo9pk8U9k35u09h2GDmCRJmsIMlaNU1WCva5AkSZpqZuyDOpIkSZo8hkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa75Rpw+sXruOwcXLel3GhPheb0mSNBZnKiVJktSaoVKSJEmtTftQmaSSfKLr+0OS/DjJV7ZwvNcleeXkVShJkjT1zYR7Ku8B9k+yY1XdB/w+sHZLB6uqD01aZZIkSdPEtJ+pbPwrMPKEySuAz4zsSLJzknOSXJ/kxiQvbNpPT/L2ZvsPklyeZLskS5Kc1LQ/McklSW5KckOSJ6TjvUluTrI6ycu28bVKkiRtczMlVH4WeHmSHYADgGu79r0VuLSqDgaOBN6bZGdgMfCyJEcCpwN/WlUPjBr3U8AHq+opwDOAO4GXAPOBpwBHN+MNjC4oyaIkw0mGN9y7bjKvVZIkaZubEaGyqlYBg3RmKb86avdzgMVJVgLLgR2Ax1bVvcBrgK8DZ1bV97oPSrIrsHdVfak5xy+bY54JfKaqNlTVfwHfAA4eo6alVTVUVUOzdpozeRcrSZLUAzPhnsoRFwLvAxYAu3e1B3hpVX1njGPmAT8BHjXGvoxznvHaJUmSpq0ZMVPZOAd4Z1WtHtV+EfDGJAFIcmDz+Tjg/wAHAs9N8rTug6rq58APkryo6T87yU7A5XSWzWcl2RM4ArhuK16XJElSz82YUFlVP6iqD4yx613A9sCqJDcD72oC5keBk6rqh8CrgbObezK7/QlwYpJVwFXAI4EvAauAm4BLgZOr6j+3ykVJkiT1iVRVr2uY8WYPzK2Bhaf1uowJ8TWNkiTNbElWVNXQ6PaZdE9l35q39xyGDWuSJGkKmzHL35IkSdp6DJWSJElqzVApSZKk1gyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWDJWSJElqzVApSZKk1gyVkiRJas3XNPaB1WvXMbh4Wa/LmBDf/S1JksbiTKUkSZJaM1RKkiSptRkRKpNsSLIyyc1Jzk+y00b6npDkzEk675IkJ03GWJIkSf1sRoRK4L6qml9V+wO/Al7X64IkSZKmk5kSKrtdATwxycOTXJBkVZJrkhwwumOSY5Ncm+TGJJck2atpX5LknCTLk3w/yYldx7w1yXeSXALss+0uS5IkqXdmVKhM8hDgucBq4BTgxqo6APhr4LwxDrkSeHpVHQh8Fji5a9++wB8AhwDvSLJ9koOAlwMHAi8BDt5ILYuSDCcZ3nDvuvYXJ0mS1EMz5U8K7ZhkZbN9BfBR4FrgpQBVdWmS3ZPMGXXco4HPJRkAHgrc3rVvWVWtB9Yn+RGwF3A48KWquhcgyYXjFVRVS4GlALMH5lbbC5QkSeqlmRIq76uq+d0NSTJGv9Hh7gzgH6vqwiQLgCVd+9Z3bW/gwd/SgChJkmacGbX8PcrlwPEATWC8q6p+PqrPHGBts71wgmO+OMmOSXYFjp2kWiVJkvraTJmpHMsS4GNJVgH3MnZoXAKcn2QtcA3w+I0NWFU3JPkcsBK4g85SuyRJ0rSXKldre232wNwaWHhar8uYEF/TKEnSzJZkRVUNjW6fyTOVfWPe3nMYNqxJkqQpbCbfUylJkqRJYqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLXmu7/7wOq16xhcvKzXZUzIGt9RLkmSxuBMpSRJklrraahM8tYktyRZlWRlkqdt4TgLkjyj6/u5SY6bwHF3d23/YZLvJnnsltQgSZI0k/Vs+TvJocDzgadW1fokewAP3cLhFgB3A1dtYS1HAWcAz6mq/5hA/wCpqge25HySJEnTTS9nKgeAu6pqPUBV3VVVP4ROyEtyY5LVSc5JMrtpX9OET5IMJVmeZBB4HfDmZrbz8Gb8I5JcleT7G5u1bPp/BHheVX2vafvLJDc3/97UtA0m+VaSs4AbgMckeUuS65uZ1lO6xrwgyYpmFnbRZP5okiRJ/aiXofJiOsHstiRnJXkWQJIdgHOBl1XVPDqzqa8fb5CqWgN8CHh/Vc2vqiuaXQPAM+nMhp46zuGzgX8BXlRV327OfxDwp8DTgKcDr0lyYNN/H+C8qjqw2Z4LHALMBw5KckTT71VVdRAwBJyYZPfRJ06yKMlwkuEN967b2O8kSZLU93oWKqvqbuAgYBHwY+BzSU6gE9Zur6rbmq4fB44Yc5CNu6CqHqiqW4G9xulzP50l81d3tT0T+FJV3dPU+EVgZPbzjqq6ptl+TvPvRjozl/vSCZnQCZI3AdcAj+lq/42qWlpVQ1U1NGunOVtweZIkSf2jp39SqKo2AMuB5UlWAwuBlRs55Nc8GIR32MTw67u2M06fB4A/Bi5J8tdV9Xcb6Qtwz6gx/76qPtzdIckC4Gjg0Kq6N8nyCdQqSZI0pfVspjLJPkm6Z/DmA3cA3wYGkzyxaf8T4BvN9ho6s5sAL+069hfArltSR1XdS2eJ/PgkrwYuB16UZKckOwMvBq4Y49CLgFcl2aW5nr2TPAKYA/ysCZT70llClyRJmtZ6eU/lLsDHk9yaZBWwH7Ckqn5J557G85vZywfo3DMJcArwgSRXABu6xvoy8OJRD+pMWFX9FDgGeBud5epzgeuAa4Gzq+rGMY65GPg0cHVT5+fpBNuvAQ9prulddJbAJUmSprVUVa9rmPFmD8ytgYWn9bqMCfGNOpIkzWxJVlTV0Oh2X9PYB+btPYdhw5okSZrCfE2jJEmSWjNUSpIkqTVDpSRJklozVEqSJKk1Q6UkSZJaM1RKkiSpNUOlJEmSWjNUStL/Y+/Ow+2q67vvvz8GTIjBQ1Gkp6n1qI1SSCDCASdEHJ62WgdQeiPSGqol4lCr90NtOqg41KF636UVFYNVnCpUoRaJt+AUGZThBJIcpuJdiI9NrUqp0RhACN/nj71O3RxPxpXk7L3P+3VdubL2b1q/df76XN+19l6SpNYMlZIkSWrNUClJkqTWDJWSJElqzXd/94Dx9RsYWbZiurexXdb5jnJJkjQFK5WSJElqbSBDZZJfTnJekn9NclOSLyZ53G4838bdtbYkSVI/GLhQmSTAPwErq+qxVXUw8OfAgdO7M0mSpME1cKESeAZwb1WdPdFQVauB65N8Ncl1ScaTvBAgyUiSm5Ock+TGJJcm2afpOzXJtUnWJLkgydym/dFJvtX0vX3iPEnmTXUOSZKkQTeIoXIhsGqK9ruB46vqcDrB8381VU2ABcAHquoQ4EfAi5v2C6vqyKo6DLgZeEXT/rfAh6rqSOA/tvMckiRJA2sQQ+WWBHhnkrXAV4D5/PyW+O1NNRM6gXSkOV6Y5PIk48DJwCFN+1OBzzTHn9zOczxwM8nSJGNJxjZv2tD64iRJkqbTIIbKG4Ejpmg/GTgAOKKqFgPfB+Y0ffd0jdvMz39q6VzgtVW1CHhr13iA2sFzPEBVLa+q0aoanTV3aHuuS5IkqWcNYqj8GjA7yakTDUmOBB4F/KCq7k3yjObztuwLfC/J3nQC44QrgZc0x93tQztxDkmSpL43cKGyqgo4Hvh/mp8UuhE4A/giMJpkjE4QvGU7lnsTcDXw5Unj/xh4TZJr6QTJCZ/eiXNIkiT1vXQymKbT7OEFNbzkzOnexnbxjTqSJM1sSVZV1ejkdl/T2AMWzR9izLAmSZL62MDd/pYkSdKeZ6iUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLXmu797wPj6DYwsWzHd29gu63xHuSRJmoKVSkmSJLU2Y0Jlks1JVie5IckXkuy3C9f+SJKDd9V6kiRJ/WbGhErgrqpaXFULgTuB1+yqhavqD6vqpl21niRJUr+ZSaGy27eA+QBJViYZbY4fnmRdc3xIkmua6ubaJAuSPCTJiiRrmorniVOs8aEkY0luTPLW6bk8SZKkPWvGfVEnySzgWcDfb2PoacDfVtWnkzwYmAU8F/j3qvqdZq2hKeb9RVXd2Zznq0kOraq1u/ASJEmSes5MqlTuk2Q18J/A/sCXtzH+W8CfJ/lT4FFVdRcwDjw7yXuSPK2qNkwx738kuQ64HjgEmPJZyyRLm4rm2OZNUy0jSZLUP2ZSqLyrqhYDjwIezM+fqbyPn/8d5kwMrqp/AF4A3AVckuSZVXUrcASdcPmuJG/uPkGSRwOnA8+qqkOBFd1rdquq5VU1WlWjs+ZOVfCUJEnqHzMpVALQVBdfB5yeZG9gHZ2gCHDCxLgkjwFuq6q/Ay4CDk3yK8CmqvoU8D7g8EnLPxT4KbAhyYHAc3bntUiSJPWKGfdMJUBVXZ9kDfASOuHwH5P8PvC1rmEnAr+X5F7gP4C3AUcC701yP3Av8KpJ665Jcj1wI3AbcOVuvxhJkqQekKqa7j3MeLOHF9TwkjOnexvbxTfqSJI0syVZVVWjk9tnZKWy1yyaP8SYYU2SJPWxGfdMpSRJknY9Q6UkSZJaM1RKkiSpNUOlJEmSWjNUSpIkqTVDpSRJklozVEqSJKk1Q6UkSZJaM1RKkiSpNUOlJEmSWjNUSpIkqTXf/d0DxtdvYGTZiuneBgDrfAe5JEnaCVYqJUmS1NpAhMokm5OsTnJDks8mmbuVsWckOX2K9rclefZW5h2X5OBdtWdJkqRBMhChErirqhZX1ULgZ8BpO7pAVb25qr6ylSHHAYZKSZKkKQxKqOx2OfDrSZ6f5Ook1yf5SpIDJw9McmqS/5NknyTnJjmhaX93kpuSrE3yviRPAV4AvLepiD62mXttkjVJLpiojjbr/F2Sbya5bWJNSZKkQTZQoTLJXsBzgHHgCuBJVfUE4DzgjZPGvhZ4PnBcVd3V1b4/cDxwSFUdCryjqr4JXAT8SVMR/Vfgwqo6sqoOA24GXtG1/DBwNPA84N2752olSZJ6x6B8+3ufJKub48uBvwceD5yfZBh4MHB71/jfB/6NTqC8d9JaPwbuBj6SZAVw8RbOuTDJO4D9gHnAJV19n6+q+4GbpqqQAiRZCiwFmPXQA7bvKiVJknrUoFQqJ56pXFxVf1RVPwPeD5xVVYuAVwJzusbfAIwAvzp5oaq6DzgKuIDOc5Rf2sI5zwVe26z/1knr39N1nKkmV9XyqhqtqtFZc4e24xIlSZJ616CEyqkMAeub4yWT+q6nEzQvSvIr3R1J5gFDVfVF4PXA4qbrJ8C+XUP3Bb6XZG/g5F28d0mSpL4yyKHyDOCzSS4H7pjcWVVXAKcDK5I8vKtrX+DiJGuBbwBvaNrPA/6k+eLPY4E3AVcDXwZu2W1XIUmS1AdSVdO9hxlv9vCCGl5y5nRvA/CNOpIkaeuSrKqq0cntg1yplCRJ0h4yKN/+7muL5g8xZoVQkiT1MSuVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWDJWSJElqzVApSZKk1gyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWfE1jDxhfv4GRZSumexsArPN1kZIkaSdYqZQkSVJrhkpJkiS11tehMsnxSSrJQTs5/7gkB+/EvFOSnNUcn5bkZTtzfkmSpEHR16ESOAm4AnjJTs4/DpgyVCbZrudNq+rsqvrETp5fkiRpIPRtqEwyD3gq8AqaUJnk2CQXd405K8kpzfG7k9yUZG2S9yV5CvAC4L1JVid5bJKVSd6Z5BvAHyd5fpKrk1yf5CtJDpxiH2ckOb05PjXJtUnWJLkgydzd/oeQJEnqAf387e/jgC9V1a1J7kxy+JYGJtkfOB44qKoqyX5V9aMkFwEXV9XnmnEA+1XV05vPvwQ8qZnzh8Abgf93K3u6sKrOaea+g07gff8W9rQUWAow66EH7NCFS5Ik9Zq+rVTSufV9XnN8XvN5S34M3A18JMmLgE1bGXt+1/GvApckGQf+BDhkG3tamOTyZvzJWxtfVcurarSqRmfNHdrGspIkSb2tL0NlkocBz6QTEtfRCXwnApt54DXNAaiq+4CjgAtoKpxbWf6nXcfvB86qqkXAKyfW24pzgdc249+6HeMlSZIGQl+GSuAE4BNV9aiqGqmqRwK3N30HJ5mdZAh4Fvz385dDVfVF4PXA4mbsT4B9t3KeIWB9c7xkO/a1L/C9JHvTqVRKkiTNCP36TOVJwLsntV0AvBT4R2At8G3g+qZvX+Cfk8wBAryhaT8POCfJ6+gE1cnOAD6bZD1wFfDobezrTcDVwHeAcbYeWCVJkgZGqmq69zDjzR5eUMNLzpzubQC+plGSJG1dklVVNTq5vV8rlQNl0fwhxgxzkiSpj/XrM5WSJEnqIYZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLXmaxp7wPj6DYwsWzHd2wB897ckSdo5ViolSZLUmqFSkiRJrQ1MqEyyOcnqJGuSXJfkKdsxZ+N2jPlIkoN3zS4lSZIG0yA9U3lXVS0GSPJbwLuAp7ddtKr+sO0akiRJg25gKpWTPBT4r4kPSf4kybVJ1iZ56+TBSR6U5INJbkxycZIvJjmh6VuZZLQ53tg154Qk5zbH5yb5UJKvJ7ktydOTfDTJzRNjJEmSBtkgVSr3SbIamAMMA88ESPKbwALgKCDARUmOqarLuua+CBgBFgGPAG4GPrqD5/+l5pwvAL4APBX4Q+DaJIuranX34CRLgaUAsx56wA6eSpIkqbcMUqXyrqpaXFUHAb8NfCJJgN9s/l0PXAccRCdkdjsa+GxV3V9V/wF8fSfO/4WqKmAc+H5VjVfV/cCNdALrA1TV8qoararRWXOHduJ0kiRJvWOQKpX/raq+leThwAF0qpPvqqoPb2VKtnfpruM5k/ruaf6/v+t44vNA/p0lSZImDFKl8r8lOQiYBfwncAnw8iTzmr75SR4xacoVwIubZysPBI7dwtLfT/IbSR4EHL97di9JktR/BqmCNvFMJXQqj0uqajNwaZLfAL7VuRvORuD3gB90zb0AeBZwA3ArcDWwYYpzLAMuBr7bjJ23G65DkiSp76TzGKCSzKuqjUkeBlwDPLV5vnK3mz28oIaXnLknTrVNvqZRkiRtTZJVVTU6uX2QKpVtXZxkP+DBwNv3VKAEWDR/iDHDnCRJ6mOGykZVHTvde5AkSepXA/lFHUmSJO1ZhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa75RpweMr9/AyLIV070NwHd/S5KknWOlUpIkSa0ZKiVJktSaoXIrkmyc7j1IkiT1A0PlDkoya7r3IEmS1GsMldshybFJvp7kH4Dxpu3zSVYluTHJ0q6xG5P8VZI1Sa5KcuC0bVySJGkPMVRuv6OAv6iqg5vPL6+qI4BR4HVJHta0PwS4qqoOAy4DTp1qsSRLB+ll9wAAIABJREFUk4wlGdu8acPu3rskSdJuZajcftdU1e1dn1+XZA1wFfBIYEHT/jPg4uZ4FTAy1WJVtbyqRqtqdNbcod20ZUmSpD3D36ncfj+dOEhyLPBs4MlVtSnJSmBO031vVVVzvBn/xpIkaQawUrlzhoD/agLlQcCTpntDkiRJ08lQuXO+BOyVZC3wdjq3wCVJkmYsb81uRVXNa/5fCazsar8HeM7W5jTHnwM+t1s3KUmS1AMMlT1g0fwhxnzntiRJ6mPe/pYkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmu++7sHjK/fwMiyFdO9DQDW+Q5ySZK0E6xUSpIkqbW+DJVJfjnJeUn+NclNSb6Y5HFbGDuS5IZddN6VSUanaH9BkmW74hySJEn9qO9ufycJ8E/Ax6vqJU3bYuBA4Nbp2FNVXQRcNB3nliRJ6gX9WKl8BnBvVZ090VBVq4Erkrw3yQ1JxpOcOHlikjlJPtb0X5/kGU37KUk+n+QLSW5P8tok/7MZc1WS/buW+b0k32zOc1TX/LOa4+cnubqZ+5UkB+7Wv4YkSVIP6MdQuRBYNUX7i4DFwGHAs4H3JhmeNOY1AFW1CDgJ+HiSOV3rvhQ4CvgrYFNVPQH4FvCyrjUeUlVPAV4NfHSKfVwBPKmZex7wxqkuIsnSJGNJxjZv2rCNS5YkSeptfXf7eyuOBj5TVZuB7yf5BnAksHbSmPcDVNUtSb4DTDyL+fWq+gnwkyQbgC807ePAoV1rfKaZf1mShybZb9I+fhU4vwm0DwZun2qzVbUcWA4we3hB7cwFS5Ik9Yp+rFTeCBwxRXu2Y+7WxtzTdXx/1+f7eWD4nhwAJ39+P3BWUw19JTAHSZKkAdePofJrwOwkp040JDkS+C/gxCSzkhwAHANcM2nuZcDJzZzHAb8G/MsOnv/EZv7RwIaqmnzveghY3xwv2cG1JUmS+lLf3f6uqkpyPHBm8zM+dwPrgNcD84A1dKqHb6yq/0gy0jX9g8DZScaB+4BTquqezhfKt9t/Jfkm8FDg5VP0nwF8Nsl64Crg0TuyuCRJUj9KlY/zTbfZwwtqeMmZ070NwDfqSJKkrUuyqqp+4Xe7+65SOYgWzR9izDAnSZL6WD8+UylJkqQeY6iUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLXmu797wPj6DYwsW7Hbz7PO94tLkqTdxEqlJEmSWuvJUJlkc5LVSW5I8tkkc5OMJLlhC+PfluTZzfHKJKPN8ReT7LeTezgtyct2/iokSZJmjl69/X1XVS0GSPJp4DTgwi0Nrqo3b6H9uTu7gao6e2fnSpIkzTQ9Wamc5HLg15vjWUnOSXJjkkuT7AOQ5NwkJ0yemGRdkoc3Vc5bknw8ydokn0syt2vMe5Jc0/z79ab9jCSnN8cru8bcmuRpTfusJO9Ncm2z7iub9uEkl3VVW5+2+/9MkiRJ06enQ2WSvYDnAONN0wLgA1V1CPAj4MU7sNzjgeVVdSjwY+DVXX0/rqqjgLOAM7cwf69mzOuBtzRtrwA2VNWRwJHAqUkeDbwUuKSpth4GrJ7i2pYmGUsytnnThh24DEmSpN7Tq6FynySrgTHg/wP+vmm/vaomAtoqYGQH1vxuVV3ZHH8KOLqr7zNd/z95C/Mnbr93n/c3gZc1e70aeBid4Hst8AdJzgAWVdVPJi9WVcurarSqRmfNHdqBy5AkSeo9Pf9M5YQkAPd0NW0G9tmBNWsrn7d03G3i3Jv5+d8twB9V1SWTByc5Bvgd4JNJ3ltVn9iBvUqSJPWVXq1U7g6/lmSiCnkScEVX34ld/39rB9a8BHhVkr0BkjwuyUOSPAr4QVWdQ6fKeni7rUuSJPW2Xq1U7g43A0uSfBj4NvChrr7ZSa6mE7JP2oE1P0LnVvh16ZRSfwgcBxwL/EmSe4GNgD9NJEmSBlqqtnS3d3AkGQEurqqFU/StA0ar6o49vK3/Nnt4QQ0v2dL3g3Yd36gjSZLaSrKqqkYnt8+kSmXPWjR/iDEDnyRJ6mMzIlRW1TrgF6qUTd/IHt2MJEnSAJpJX9SRJEnSbmKolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrM+I1jb1ufP0GRpat2O3nWef7xSVJ0m5ipVKSJEmtzehQmWTjdO9BkiRpEMzoUClJkqRdY8aHyiTzknw1yXVJxpO8sGkfSXJLko8nWZvkc0nmNn1vTnJtkhuSLE+Spn1lkvckuSbJrUmeNp3XJkmStKfM+FAJ3A0cX1WHA88A/tdESAQeDyyvqkOBHwOvbtrPqqojq2ohsA/wvK719qqqo4DXA2/ZI1cgSZI0zQyVEOCdSdYCXwHmAwc2fd+tqiub408BRzfHz0hydZJx4JnAIV3rXdj8vwoY2eJJk6VJxpKMbd60YddciSRJ0jTxJ4XgZOAA4IiqujfJOmBO01eTxlaSOcAHgdGq+m6SM7rGA9zT/L+Zrfx9q2o5sBxg9vCCyeeRJEnqK1YqYQj4QRMonwE8qqvv15I8uTk+CbiCnwfIO5LMA07Yc1uVJEnqTTM2VCbZi05V8dPAaJIxOlXLW7qG3QwsaW6N7w98qKp+BJwDjAOfB67doxuXJEnqQTP59vchwL9W1R3Akyd3JhkB7q+q0yb3VdVfAn85RfuxXcd3sJVnKiVJkgbJjAyVSU4DXkfnG9rTbtH8IcZ8haIkSepjMzJUVtXZwNnbGLMOWLhHNiRJktTnZuwzlZIkSdp1DJWSJElqzVApSZKk1gyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWDJWSJElqzVApSZKk1gyVkiRJam1Gvqax14yv38DIshW7/TzrfL+4JEnaTaxUSpIkqbWBD5VJDkzyD0luS7IqybeSHD/d+5IkSRokAx0qkwT4PHBZVT2mqo4AXgL86qRxPgYgSZLUwkCHSuCZwM+q6uyJhqr6TlW9P8kpST6b5AvApUkekuSjSa5Ncn2SFwIkmZXkvU372iSvnFgryRuTjCdZk+TdTdtjk3ypqYpenuSgPX3RkiRJe9qgV+gOAa7bSv+TgUOr6s4k7wS+VlUvT7IfcE2SrwAnAxuq6sgks4Erk1wKHAQcBzyxqjYl2b9ZczlwWlV9O8kTgQ/SCbeSJEkDa9BD5QMk+QBwNPAz4APAl6vqzqb7N4EXJDm9+TwH+LWm/dAkJzTtQ8AC4NnAx6pqE0ATTOcBTwE+27nzDsDsLexlKbAUYNZDD9hl1yhJkjQdBj1U3gi8eOJDVb0mycOBsabpp11jA7y4qv6le4Hmucw/qqpLJrX/NlCTzvcg4EdVtXhbG6uq5XSqmsweXjB5HUmSpL4y6M9Ufg2Yk+RVXW1ztzD2EuCPmhBJkid0tb8qyd5N++OSPAS4FHh5krlN+/5V9WPg9iS/27QlyWG7/KokSZJ6zECHyqoqOs89Pj3J7UmuAT4O/OkUw98O7A2sTXJD8xngI8BNwHVN+4eBvarqS8BFwFiS1cDEbfOTgVckWUOnUvrC3XN1kiRJvSOd3KXpNHt4QQ0vOXO3n8c36kiSpLaSrKqq0cntA12plCRJ0p4x6F/U6QuL5g8xZhVRkiT1MSuVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWDJWSJElqzVApSZKk1gyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWfE1jDxhfv4GRZSt2+3nW+SpISZK0m1iplCRJUmszNlQm2Zxkdde/Zbt4/cVJnrsr15QkSepVM/n2911VtXg3rr8YGAW+uBvPIUmS1BNmbKVyS5I8N8ktSa5I8ndJLk7yoCTfTnJAM+ZBSf5vkocnOTfJ2UkuT3JrkucleTDwNuDEpgp64vRelSRJ0u41k0PlPpNuf5+YZA7wYeA5VXU0cABAVd0PfAo4uZn7bGBNVd3RfB4Bng78DnA2nb/rm4Hzq2pxVZ2/x65KkiRpGszkUHlXE/gWdwW/g4Dbqur2ZsxnusZ/FHhZc/xy4GNdff9YVfdX1beB25p1tirJ0iRjScY2b9rQ/mokSZKm0UwOlVPJljqq6rvA95M8E3gi8H+6uycP39aJqmp5VY1W1eisuUM7tVlJkqReYah8oFuAxyQZaT5PfhbyI3Rug/9jVW3uav/d5jnLxwKPAf4F+Amw7+7driRJUm+YyaFy8jOV766qu4BXA19KcgXwfaD73vRFwDweeOsbOiHyG3Sql6dV1d3A14GD/aKOJEmaCWbsTwpV1awtdH29qg5KEuADwFhX32F0vqBzy6Q5V1bVGyatfydw5C7bsCRJUg+byZXKLTk1yWrgRmCIzrfBaX4c/QLgz6Zxb5IkST0pVdv8Tol2s9HR0RobG9v2QEmSpGmWZFVVjU5ut1IpSZKk1gyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWDJWSJElqzVApSZKk1gyVkiRJas1QKUmSpNYMlZIkSWptr+negGB8/QZGlq1otca6d//OLtqNJEnSjrNSKUmSpNYMlZIkSWqt70Nlko2TPp+S5Kzp2o8kSdJM1Pehspck8RlVSZI0Iw10qExybpITuj5vbP4/NsnKJJ9LckuSTydJ0/fcpu2KJH+X5OKm/agk30xyffP/45v2U5J8NskXgEuTfDLJC7vO+ekkL9ijFy5JkrSHDUJlbZ8kq7s+7w9ctB3zngAcAvw7cCXw1CRjwIeBY6rq9iSf6Rp/S9N+X5JnA+8EXtz0PRk4tKruTPJ04A3APycZAp4CLJl88iRLgaUAsx56wPZfrSRJUg8ahFB5V1UtnviQ5BRgdDvmXVNV/9bMWQ2MABuB26rq9mbMZ2iCHzAEfDzJAqCAvbvW+nJV3QlQVd9I8oEkjwBeBFxQVfdNPnlVLQeWA8weXlDbea2SJEk9aaBvfwP30Vxjc3v7wV1993Qdb6YTsLOVtd4OfL2qFgLPB+Z09f100thPAicDfwB8bKd2LkmS1EcGPVSuA45ojl/IA6uLU7kFeEySkebziV19Q8D65viUbaxzLvB6gKq6cXs2KkmS1M8GPVSeAzw9yTXAE/nFiuIDVNVdwKuBLyW5Avg+sKHp/mvgXUmuBGZtY53vAzdjlVKSJM0QqfJxvm5J5lXVxuZ2+QeAb1fV3+zgGnOBceDwqtqwrfGzhxfU8JIzd27DDV/TKEmS9oQkq6rqF76/Mghf1NnVTk2yhM7zl9fT+Tb4dmu+Gf5R4H9vT6AEWDR/iDFDoSRJ6mOGykmaquQOVSYnzf8K8Gu7bkeSJEm9b9CfqZQkSdIeYKiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIkteYbdXrA+PoNjCxb0WoN3/0tSZKmk5VKSZIktWaolCRJUmsDESqTbE6yOskNST6bZO4OzF2c5Lm7aV9nJDl9d6wtSZLUSwYiVAJ3VdXiqloI/Aw4bXsmJdkLWAzsllApSZI0UwziF3UuBw5Nsj/wUeAxwCZgaVWtTXIG8CvACHAHcDSwT5KjgXcBvwFsrKr3ASS5AXheVa1L8ibgZOC7zdxVVfW+JKcCS4EHA/8X+P2q2rSnLliSJGm6DUqlEvjvyuNzgHHgrcD1VXUo8OfAJ7qGHgG8sKpeCrwZOL+pdJ6/lbVHgRcDTwBeBIx2dV9YVUdW1WHAzcArtmOvS5OMJRnbvGnDDl2nJElSrxmUSuU+SVY3x5cDfw9cTScEUlVfS/KwJEPNmIuq6q4dPMfRwD9PzEvyha6+hUneAewHzAMu2dZiVbUcWA4we3hB7eBeJEmSesqghMq7qmpxd0OSTDFuIrz9dCtr3ccDK7hzJpbcypxzgeOqak2SU4Bjt7ZZSZKkQTNQt78nuYzO848kORa4o6p+PMW4nwD7dn1eBxzezDsceHTTfgXw/CRzkswDun9tfF/ge0n2njinJEnSTDLIofIMYDTJWuDdwJItjPs6cHDzk0QnAhcA+ze3018F3ApQVdcCFwFrgAuBMWDiYcg30bnd/mXglt1yNZIkST0sVT7Ot72SzKuqjc3vYF5G5xvl17Vdd/bwghpecmarNXxNoyRJ2hOSrKqq0cntg/JM5Z6yPMnBdJ6z/PiuCJQAi+YPMWYolCRJfcxQuQOanyCSJEnSJIP8TKUkSZL2EEOlJEmSWjNUSpIkqTVDpSRJklozVEqSJKk1Q6UkSZJaM1RKkiSpNUOlJEmSWjNUSpIkqTXfqNMDxtdvYGTZilZr+O5vSZI0naxUSpIkqTVDpSRJklrrm1CZZOMOjj82ycW7az+TzvW2JM/eE+eSJEnqRT5TuQtU1Zunew+SJEnTqW8qlROaCuTKJJ9LckuSTydJ0/fbTdsVwIu65uyf5PNJ1ia5KsmhTfsZST7arHdbktd1zfm9JNckWZ3kw0lmNf/OTXJDkvEkb2jGnpvkhOb4zUmubcYsn9ibJEnSIOu7UNl4AvB64GDgMcBTk8wBzgGeDzwN+OWu8W8Frq+qQ4E/Bz7R1XcQ8FvAUcBbkuyd5DeAE4GnVtViYDNwMrAYmF9VC6tqEfCxKfZ2VlUdWVULgX2A5011AUmWJhlLMrZ504ad+ytIkiT1iH4NlddU1b9V1f3AamCETji8vaq+XVUFfKpr/NHAJwGq6mvAw5IMNX0rquqeqroD+AFwIPAs4Ajg2iSrm8+PAW4DHpPk/Ul+G/jxFHt7RpKrk4wDzwQOmeoCqmp5VY1W1eisuUNTDZEkSeob/fpM5T1dx5v5+XXUFsZPdQt6YuxUawX4eFX92S8slBxGp7L5GuB/AC/v6psDfBAYrarvJjkDmLOti5EkSep3/VqpnMotwKOTPLb5fFJX32V0bl+T5Fjgjqqaqso44avACUke0czZP8mjkjwceFBVXQC8CTh80ryJAHlHknnACW0uSJIkqV/0a6XyF1TV3UmWAiuS3AFcASxsus8APpZkLbAJWLKNtW5K8pfApUkeBNxLpzJ5V7PORBj/s0nzfpTkHGAcWAdcuyuuTZIkqdel8/ihptPs4QU1vOTMVmv4mkZJkrQnJFlVVaOT2wemUtnPFs0fYsxQKEmS+tggPVMpSZKkaWKolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS15ru/e8D4+g2MLFvRao11vjtckiRNIyuVkiRJaq2vQ2WSzUlWJ7khyReS7DdN+zgtycum49ySJEm9oK9DJXBXVS2uqoXAncBrpmMTVXV2VX1iOs4tSZLUC/o9VHb7FjAfIMniJFclWZvkn5L8UtO+MsnfJLksyc1JjkxyYZJvJ3nHxEJJPp9kVZIbkyztat+Y5K+SrGnWP7BpPyPJ6c3xqUmubcZckGTuHv0rSJIkTYOBCJVJZgHPAi5qmj4B/GlVHQqMA2/pGv6zqjoGOBv4ZzrVzYXAKUke1ox5eVUdAYwCr+tqfwhwVVUdBlwGnDrFdi6sqiObMTcDr9jCnpcmGUsytnnThp27cEmSpB7R76FynySrgf8E9ge+nGQI2K+qvtGM+ThwTNecieA5DtxYVd+rqnuA24BHNn2vS7IGuKppW9C0/wy4uDleBYxMsaeFSS5PMg6cDBwy1caranlVjVbV6Ky5Qzt00ZIkSb2m30PlXVW1GHgU8GC275nKe5r/7+86nvi8V5JjgWcDT26qjdcDc5ox91ZVNcebmfonmc4FXltVi4C3ds2VJEkaWP0eKgGoqg3A64DTgU3AfyV5WtP9+8A3tjR3CkPAf1XVpiQHAU/awe3sC3wvyd50KpWSJEkDb2B+/Lyqrm9uWb8EWAKc3XxJ5jbgD3ZgqS8BpyVZC/wLnVvgO+JNwNXAd+jcYt93B+dLkiT1nfz8bq6my+zhBTW85MxWa/hGHUmStCckWVVVo5PbB6ZS2c8WzR9izFAoSZL62EA8UylJkqTpZaiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLXmu797wPj6DYwsW9FqjXW+O1ySJE0jK5WSJElqbeBDZZLjk1SSg3Zy/nFJDt5K/2lJXrbzO5QkSep/Ax8qgZOAK4CX7OT844ApQ2WSvarq7Kr6xM5uTpIkaRAMdKhMMg94KvAKmlCZ5NgkF3eNOSvJKc3xu5PclGRtkvcleQrwAuC9SVYneWySlUnemeQbwB8nOSPJ6c38U5Ncm2RNkguSzN3DlyxJkjQtBv2LOscBX6qqW5PcmeTwLQ1Msj9wPHBQVVWS/arqR0kuAi6uqs814wD2q6qnN5/P6Frmwqo6p2l/B50w+/7dcWGSJEm9ZKArlXRufZ/XHJ/XfN6SHwN3Ax9J8iJg01bGnr+F9oVJLk8yDpwMHLKlBZIsTTKWZGzzpg1bOZUkSVLvG9hKZZKHAc+kE/QKmAUUcBEPDNNzAKrqviRHAc+ic6v8tc38qfx0C+3nAsdV1ZrmlvqxW9pfVS0HlgPMHl5Q23VRkiRJPWqQK5UnAJ+oqkdV1UhVPRK4vek7OMnsJEN0QuTE85dDVfVF4PXA4mbsT4B9t/Oc+wLfS7I3nUqlJEnSjDCwlUo6t7rfPantAuClwD8Ca4FvA9c3ffsC/5xkDhDgDU37ecA5SV5HJ6huzZuAq4HvAONsfxiVJEnqa6nyzut0mz28oIaXnNlqDd+oI0mS9oQkq6pqdHL7IFcq+8ai+UOMGQolSVIfG+RnKiVJkrSHGColSZLUmqFSkiRJrRkqJUmS1JqhUpIkSa0ZKiVJktSaoVKSJEmtGSolSZLUmqFSkiRJrRkqJUmS1JqhUpIkSa357u8eML5+AyPLVmyxf53vBZckST3OSqUkSZJam7ZQmeQvktyYZG2S1UmeuJPrHJvkKV2fz01ywnbOPT5JJTmoq+2AJFcnuT7J06aY85EkB+/MXiVJkgbVtNz+TvJk4HnA4VV1T5KHAw/eyeWOBTYC39yJuScBVwAvAc5o2p4F3FJVSyYPTjKrqv5w57YpSZI0uKarUjkM3FFV9wBU1R1V9e8ASZ7VVAnHk3w0yeymfV0TPkkymmRlkhHgNOANTbVzorJ4TJJvJrltS1XLJPOApwKvoBMqSbIY+Gvguc16+yTZmORtSa4Gntycd7QZ/9tJrkuyJslXm7ajmnNf3/z/+F3/55MkSeot0xUqLwUemeTWJB9M8nSAJHOAc4ETq2oRnUrqq7a0SFWtA84G/qaqFlfV5U3XMHA0nWrou7cw/TjgS1V1K3BnksOrajXwZuD8Zr27gIcAN1TVE6vqionJSQ4AzgFeXFWHAb/bdN0CHFNVT2jWeucO/WUkSZL60LSEyqraCBwBLAV+CJyf5BTg8cDtTdAD+DhwzE6c4vNVdX9V3QQcuIUxJwHnNcfnNZ+nshm4YIr2JwGXVdXtAFV1Z9M+BHw2yQ3A3wCHTLVokqVJxpKMbd60YZsXJEmS1Mum7SeFqmozsBJYmWQcWAKs3sqU+/h5CJ6zjeXv6TrO5M4kDwOeCSxMUsAsoJK8cYq17m72+gvLADVF+9uBr1fV8c3t+ZVTbbCqlgPLAWYPL5hqHUmSpL4xLZXKJI9PsqCraTHwHTq3jkeS/HrT/vvAN5rjdXSqmwAv7pr7E2DfHdzCCcAnqupRVTVSVY8Ebqdzy3x7fQt4epJHAyTZv2kfAtY3x6fs4L4kSZL60nQ9UzkP+HiSm5KsBQ4Gzqiqu4E/oHP7eBy4n84zkwBvBf42yeV0bklP+AJw/KQv6mzLScA/TWq7AHjp9l5AVf2Qzu37C5OsAc5vuv4aeFeSK+lUQCVJkgZeqrzzOt1mDy+o4SVnbrHfN+pIkqRekWRVVY1Obvc1jT1g0fwhxgyOkiSpj/maRkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktea7v3vA+PoNjCxbscX+db4XXJIk9TgrlZIkSWqtb0NlkoclWd38+48k65vjHyW5aQfXOi3Jy5rjc5OcsIv2uDLJ6K5YS5IkqZf17e3vqvpPYDFAkjOAjVX1viQjwMU7uNbZu3p/kiRJM0nfViq3YVaSc5LcmOTSJPsAJDk1ybVJ1iS5IMncpv2MJKdPXiTJm5vxNyRZniRN+8ok70lyTZJbkzytad8nyXlJ1iY5H9hnD16zJEnStBnUULkA+EBVHQL8CHhx035hVR1ZVYcBNwOv2MY6ZzXjF9IJiM/r6turqo4CXg+8pWl7FbCpqg4F/go4YtdcjiRJUm8b1FB5e1Wtbo5XASPN8cIklycZB04GDtnGOs9IcnUz/pmTxl84xfrHAJ8CqKq1wNotLZxkaZKxJGObN23YvquSJEnqUYMaKu/pOt7Mz58dPRd4bVUtAt4KzNnSAknmAB8ETmjGnzNp/MQ5utcHqO3ZYFUtr6rRqhqdNXdoe6ZIkiT1rEENlVuyL/C9JHvTqVRuzUSAvCPJPGB7vhF+2cS6SRYCh+7sRiVJkvpJ3377eye9Cbga+A4wTidkTqmqfpTknGbcOuDa7Vj/Q8DHkqwFVgPXtN2wJElSP0jVdt2t1W40e3hBDS85c4v9vlFHkiT1iiSrquoXfod7pt3+liRJ0m4w025/96RF84cYsxopSZL6mJVKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrvqaxB4yv38DIshU/I4DtAAAegUlEQVRb7F/nKxwlSVKPs1IpSZKk1gyVkiRJaq0vQ2WSzUlWJ7kxyZok/zNJz1xLko3TvQdJkqQ9qV+fqbyrqhYDJHkE8A/AEPCW6dxUkgCZzj1IkiRNh56p7u2sqvoBsBR4bTpmJXlvkmuTrE3ySoAkxyZZmeRzSW5J8ukmBJJkXZJ3JvlWkrEkhye5JMm/JjmtGTMvyVeTXJdkPMkLm/aRJDcn+SBwHfDIib0leXizpt+0kSRJA61fK5UPUFW3Nbe/HwG8ENhQVUcmmQ1cmeTSZugTgEOAfweuBJ4KXNH0fbeqnpzkb4Bzm745wI3A2cDdwPFV9eMkDweuSnJRM/fxwB9U1asBkpDkQOAi4C+r6suT95xkKZ0wzKyHHrAL/xqSJEl73kCEysbEbeffBA5NckLzeQhYAPwMuKaq/g0gyWpghJ+HyomAOA7Mq6qfAD9JcneS/YCfAu9McgxwPzAfOLCZ852quqprL3sDXwVeU1XfmGqzVbUcWA4we3hB7fRVS5Ik9YCBCJVJHgNsBn5AJ1z+UVVdMmnMscA9XU2beeD1T/TdP2nc/c24k4EDgCOq6t4k6+hUMqETOLvdB6wCfguYMlRKkiQNkr5/pjLJAXRuT59VVQVcArwqyd5N/+OSPGQXnGoI+EETKJ8BPGorYwt4OXBQkmW74NySJEk9rV8rlfs0t6/3plMV/CTwv5u+j9C5rX1d80WcHwLH7YJzfhr4QpIxYDVwy9YGV9XmJC9p5vy4qj64C/YgSZLUk9Ip7mk6zR5eUMNLztxiv69plCRJvSLJqqoandzer5XKgbJo/hBjBkdJktTH+v6ZSkmSJE0/Q6UkSZJaM1RKkiSpNUOlJEmSWjNUSpIkqTVDpSRJklozVEqSJKk1Q6UkSZJaM1RKkiSpNUOlJEmSWvM1jT1gfP0GRpat2GK/7/6WJEm9zkqlJEmSWjNUSpIkqbWBCJVJ/iLJjUnWJlmd5IlJViYZ3UPnPy3Jy/bEuSRJknpR3z9TmeTJwPOAw6vqniQPBx68J/dQVWfvyfNJkiT1mkGoVA4Dd1TVPQBVdUdV/Xv3gCQnJRlPckOS9zRtr0ry111jTkny/ub495Jc01Q9P5xkVtO+MclfJVmT5KokBzbtZyQ5vTk+Ncm1zZgLkszdI38FSZKkaTQIofJS4JFJbk3ywSRP7+5M8ivAe4BnAouBI5McB3wOeFHX0BOB85P8RnP81KpaDGwGTm7GPAS4qqoOAy4DTp1iPxdW1ZHNmJuBV0y16SRLk4wlGdu8acPOXbkkSVKP6PtQWVUbgSOApcAP6QTDU7qGHAmsrKofVtV9wKeBY6rqh8BtSZ6U5GHA44ErgWc1612bZHXz+THNWj8DLm6OVwEjU2xpYfL/t3f30X5V9Z3H3x8jJCAmVp7mTkCiTqoigSABBRERW+vTKD5WRY0Pa9LOOC12DbriQ1uwy2qnMy5QKstYNeKzUsAIHUVRJIgiNyQkPCkoUYlUpGAQiCjhO3/8zi0/LveGxHNvfg/3/Vrrrnt+e5+zzz57sbI+7L1/92R1kg10wuiTJ+n3iqpaUlVLZu0+7/d8ekmSpP4w8HsqAapqK3ARcFET5pZ2VWcbl34BeCVwHXBOVVWSAJ+sqndMcP7vqqqa461MPH4rgeOr6som3B67A48iSZI0kAZ+pjLJE5Is7CpaDPyk6/NlwDOT7NXsjXw18O2m7mzg+KbsC03ZhcDLk+zTtP/oJAfsQJceCdycZBfuXzaXJEkaasMwU7kH8KEkjwLuBW6gsxR+FkBV3ZzkHcC36Mxa/mtVfbmpuz3JNcCBVfX9puyaJO8GLkjyMOB3wFt4YFDdlr+mE2R/AmygEzIlSZKGWu5fzVWvzB5ZWCNLT5203tc0SpKkfpFkTVU96G+BD8NM5cBbNH8eowZHSZI0wAZ+T6UkSZJ6z1ApSZKk1gyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWDJWSJElqzVApSZKk1gyVkiRJas1QKUmSpNZ8TWMf2LBpMwuWnz9pve/+liRJ/c6ZSkmSJLVmqJQkSVJrMyJUJrmz6/j5Sa5P8phpuM+Lkixvjo9PcuBU30OSJKkfzYhQOSbJs4EPAc+tqp9OdftVtaqq3t98PB4wVEqSpBlhxoTKJM8APgq8oKp+lGRBkqu66k9KcnKSfZKsacoOSVJjs5pJfpRk9yT/NcllSdYm+UaSfZv6NyQ5PclRwIuAf0yyLsnjd/4TS5Ik7TwzJVTOBr4MHF9V123rxKq6BZiTZC7wDGAUeEaSA4Bbqupu4BLgaVV1KPB54O3j2rgUWAW8raoWV9WPxt8nybIko0lGt969eQoeUZIkqXdmyp8U+h1wKfBm4MTtOP9S4OnAMcDfA88FAqxu6vcDvpBkBNgVuHFHO1RVK4AVALNHFtaOXi9JktRPZspM5X3AK4HDk7yzKbuXBz7/nK7j1XRmKQ+gM8N5CHA0cHFT/yHg9KpaBPzZuGslSZJmnJkSKmmWrV8InJDkzcAvgH2S7JlkdlM35mLgtcD1VXUfcBvwfOA7Tf08YFNzvHSSW/4aeOTUPoUkSVJ/mjGhEqCqbqOzlP1uOiHxPcBlwHnAdV3nbWwOx2YmLwF+VVW3N59PBr6UZDVw6yS3+zzwtubLPH5RR5IkDbVUuZ2v12aPLKyRpadOWu9rGiVJUr9Isqaqlowvnylf1Olri+bPY9TgKEmSBtiMWv6WJEnS9DBUSpIkqTVDpSRJklozVEqSJKk1Q6UkSZJaM1RKkiSpNUOlJEmSWjNUSpIkqTVDpSRJklozVEqSJKk1Q6UkSZJa893ffWDDps0sWH7+pPUbfS+4JEnqc85USpIkqbUZGSqT7Jfky0muT/KjJKcl2bXX/ZIkSRpUMy5UJglwNnBuVS0E/hDYA3hvTzsmSZI0wGbinsrjgN9U1ScAqmprkr8CbkxyI/AcYBZwEPB/gV2B1wH3AM+vqtuS/DdgWVN3A/C6qro7yUrgDmAJ8J+At1fVWTv16SRJknpgxs1UAk8G1nQXVNUdwE/phOyDgNcAR9CZvby7qg4Fvgu8vrnk7Ko6vKoOAa4F3tzV3AhwNPBC4P2TdSLJsiSjSUa33r15Sh5MkiSpV2ZiqAxQ2yj/VlX9uqp+CWwGvtLUbwAWNMcHJVmdZANwAp2gOubcqrqvqq4B9p2sE1W1oqqWVNWSWbvPa/dEkiRJPTYTQ+XVdJan/0OSucD+wFY6y9xj7uv6fB/3bxdYCfzPqloEnALM6bqm+/pMWa8lSZL62EwMlRcCuyd5PUCSWXT2Tq4E7t7ONh4J3JxkFzozlZIkSTPajAuVVVXAS4BXJLke+CHwG+CdO9DMXwOXAV8HrpvyTkqSJA2YdDKWemn2yMIaWXrqpPW+UUeSJPWLJGuqasn48pn4J4X6zqL58xg1OEqSpAE245a/JUmSNPUMlZIkSWrNUClJkqTWDJWSJElqzVApSZKk1gyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWDJWSJElqzVApSZKk1nz3dx/YsGkzC5afP2n9Rt8LLkmS+pwzlZIkSWptqENlkq1J1nX9LEhy6XZcd1GSJVPUh41J9pqKtiRJkvrVsC9/b6mqxePKjupJTyRJkobYUM9UTiTJnc3vY5sZybOSXJfkM0kywflnJBlNcnWSU7rKNyY5JckVSTYkeWJTvmeSC5KsTfIR4EFtSpIkDZthD5W7dS19nzNB/aHAW4EDgccBT5/gnHdV1RLgYOCZSQ7uqru1qp4CnAGc1JT9LXBJVR0KrAIeM1HHkixrwuro1rs3/14PJ0mS1C+GPVRuqarFzc9LJqj/flXdVFX3AeuABROc88okVwBrgSfTCaBjzm5+r+m69hjg0wBVdT5w+0Qdq6oVVbWkqpbM2n3eDj6WJElSfxn2PZUP5Z6u462MG48kj6UzA3l4Vd2eZCUwZ4Lrx19bU99VSZKk/jXsM5VtzQXuAjYn2Rd43nZcczFwAkCS5wF/MH3dkyRJ6g8zfaZym6rqyiRrgauBHwPf2Y7LTgE+1yyZfxv46TR2UZIkqS+kypXaXps9srBGlp46ab1v1JEkSf0iyZrmS8wP4ExlH1g0fx6jBkdJkjTA3FMpSZKk1gyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWDJWSJElqzVApSZKk1gyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWfPd3H9iwaTMLlp8/af1G3wsuSZL6nDOVkiRJam2gQmWSO8d9fkOS06eo7ZVJXj4VbUmSJM00AxUq+0kStw5IkiQ1hiZUJjkgyYVJ1je/H9OUr0zywSSXJvnx2GxkOk5Pck2S84F9utramGSv5nhJkoua45OTrEhyAXBmkgVJVie5ovk5qjlvJMnFSdYluSrJM3bycEiSJO1UgzbbtluSdV2fHw2sao5PB86sqk8meRPwQeD4pm4EOBp4YnP+WcBLgCcAi4B9gWuAj29HHw4Djq6qLUl2B/64qn6TZCHwOWAJ8Brga1X13iSzgN1/7yeWJEkaAIMWKrdU1eKxD0neQCfEARwJvLQ5/hTwv7uuO7eq7gOuSbJvU3YM8Lmq2gr8PMk3t7MPq6pqS3O8C3B6ksXAVuAPm/LLgY8n2aW597rxjSRZBiwDmDV37+28tSRJUn8amuXvCVTX8T1dx5nknG73cv/YzBlXd1fX8V8BvwAOoRNudwWoqovphNZNwKeSvP5BnataUVVLqmrJrN3nPcSjSJIk9bdhCpWXAq9qjk8ALnmI8y8GXpVkVpIR4FlddRvpLHMDvGwbbcwDbm5mQV8HzILO/k7glqr6KPAx4Ck78BySJEkDZ5hC5V8Cb0yynk7AO/Ehzj8HuB7YAJwBfLur7hTgtCSr6SxrT+bDwNIk36Oz9D02i3kssC7JWjqh9LQdexRJkqTBkqrJVoC1s8weWVgjS0+dtN436kiSpH6RZE1VLRlfPmhf1BlKi+bPY9TgKEmSBtgwLX9LkiSpRwyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWDJWSJElqzVApSZKk1gyVkiRJas1QKUmSpNYMlZIkSWrNUClJkqTWfPd3H9iwaTMLlp8/af1G3wsuSZL6nDOVkiRJam0oQmWSSvKprs8PT/LLJOf1sl+SJEkzxVCESuAu4KAkuzWf/xjYtCMNJHErgCRJ0u9pWEIlwP8DxjYfvhr43FhFkkcnOTfJ+iTfS3JwU35ykhVJLgDOTHJAkgub8y5M8pjmvH2TnJPkyubnqKb89c25V47NlE7WhiRJ0jAbplD5eeBVSeYABwOXddWdAqytqoOBdwJndtUdBry4ql4DnA6c2Zz3GeCDzTkfBL5dVYcATwGuTvJk4F3AcU35ic25k7UhSZI0tIYmVFbVemABnVnKfx1XfTTwqea8bwJ7JpnX1K2qqi3N8ZHAZ5vjTzXXARwHnNFcv7WqNjdlZ1XVrU35bQ/RxgMkWZZkNMno1rs37/gDS5Ik9ZGhCZWNVcD/oWvpu5EJzq3m913baK+2UZeHqN9mG1W1oqqWVNWSWbvPm+gUSZKkgTFsofLjwHuqasO48ouBEwCSHAvcWlV3THD9pcCrmuMTgEua4wuB/95cPyvJ3KbslUn2bMof/RBtSJIkDa2hCpVVdVNVnTZB1cnAkiTrgfcDSydp4i+BNzbnvY7790meCDwryQZgDfDkqroaeC/w7SRXAh94iDYkSZKGVqq2ZwVX02n2yMIaWXrqpPW+UUeSJPWLJGuqasn4cv82Yx9YNH8eowZHSZI0wIZq+VuSJEm9YaiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmuGSkmSJLXmu7/7wIZNm1mw/PxJ6zf6XnBJktTnnKmUJElSa0MZKpNsTbIuyZVJrkhy1HZcc+fO6JskSdIwGtbl7y1VtRggyZ8A7wOeOVWNJwmQqrpvqtqUJEkaZEM5UznOXOD2sQ9J3pbk8iTrk5wy/uQkeyS5sJnh3JDkxU35giTXJvkwcAWwf/fsZpKXJ1nZHL8iyVXNTOnF0/2AkiRJvTasM5W7JVkHzAFGgOMAkjwHWAgcAQRYleSYquoOfr8BXlJVdyTZC/heklVN3ROAN1bV/2jam+z+fwP8SVVtSvKoKX42SZKkvjOsobJ7+ftI4MwkBwHPaX7WNuftQSdkdofKAH+f5BjgPmA+sG9T95Oq+t523P87wMokXwTOnuiEJMuAZQCz5u69A48mSZLUf4Y1VP6HqvpuM+O4N53A+L6q+sg2LjmhOfewqvpdko10ZjwB7hrffNfxnP8orPrzJE8FXgCsS7K4qv59XL9WACsAZo8s7G5HkiRp4Az9nsokTwRmAf8OfA14U5I9mrr5SfYZd8k84JYmUD4LOGAbzf8iyZOSPAx4Sdc9H19Vl1XV3wC3AvtP4SNJkiT1nWGdqRzbUwmd2cmlVbUVuCDJk4DvNvsh7wReC9zSde1ngK8kGQXWAddt4z7LgfOAnwFX0VlOB/jHJAube18IXDklTyVJktSnhjJUVtWsbdSdBpw2Qfkeze9bgSMnufygcdecBZw1QVsv3ZH+SpIkDbqhX/6WJEnS9BvKmcpBs2j+PEZ9v7ckSRpgzlRKkiSpNUOlJEmSWjNUSpIkqTVDpSRJklozVEqSJKk1Q6UkSZJaM1RKkiSpNUOlJEmSWjNUSpIkqTVDpSRJklrzNY19YMOmzSxYfv6k9Rt9haMkSepzzlRKkiSpNUOlJEmSWhu6UJnkXUmuTrI+ybokT53Ctu+cqrYkSZKGyVDtqUxyJPBC4ClVdU+SvYBde9wtSZKkoTdsM5UjwK1VdQ9AVd0K7JfkbIAkL06yJcmuSeYk+XFT/vgkX02yJsnqJE9syh+b5LtJLk/yd903SvK2pnx9klOasgVJrk3y0Wa29IIku+3MAZAkSeqFYQuVFwD7J/lhkg8neSZwBXBoU/8M4CrgcOCpwGVN+QrgL6rqMOAk4MNN+WnAGVV1OPBvYzdJ8hxgIXAEsBg4LMkxTfVC4J+q6snAr4CXTdTRJMuSjCYZ3Xr35il4dEmSpN4ZquXvqrozyWF0wuOzgC8Ay4EbkjyJTgj8AHAMMAtYnWQP4CjgS0nGmprd/H4694fCTwH/0Bw/p/lZ23zeg06Y/ClwY1Wta8rXAAsm6esKOmGW2SML6/d+aEmSpD4wVKESoKq2AhcBFyXZACwFVgPPA34HfANYSSdUnkRntvZXVbV4siYnKAvwvqr6yAMKkwXAPV1FWwGXvyVJ0tAbquXvJE9IsrCraDHwE+Bi4K3Ad6vql8CewBOBq6vqDuDGJK9o2kiSQ5rrvwO8qjk+oavdrwFvamY5STI/yT7T9VySJEn9bthmKvcAPpTkUcC9wA3AMuAuYF864RJgPXBLVY3NQp4AnJHk3cAuwOeBK4ETgc8mORH4l7GbVNUFzXL6d5sl8zuB19KZmZQkSZpxcn+uUq/MHllYI0tPnbTe1zRKkqR+kWRNVS0ZXz5sM5UDadH8eYwaHCVJ0gAbqj2VkiRJ6g1DpSRJklozVEqSJKk1Q6UkSZJaM1RKkiSpNUOlJEmSWjNUSpIkqTVDpSRJklozVEqSJKk1Q6UkSZJa8zWNfWDDps0sWH7+pPW++1uSJPU7ZyolSZLUmqFSkiRJrbn8PU6SrcAGOmNzLbC0qu7uba8kSZL6mzOVD7alqhZX1UHAb4E/356LkhjQJUnSjGWo3LbVwH9J8ogkH09yeZK1SV4MkOQNSb6U5CvABUmOTXLe2MVJTk/yhh71XZIkaadxdm0Szczj84CvAu8CvllVb0ryKOD7Sb7RnHokcHBV3Zbk2B1ofxmwDGDW3L2ntO+SJEk7m6HywXZLsq45Xg18DLgUeFGSk5ryOcBjmuOvV9VtO3qTqloBrACYPbKw2nVZkiSptwyVD7alqhZ3FyQJ8LKq+sG48qcCd3UV3csDtxTMmbZeSpIk9RH3VG6frwF/0YRLkhw6yXk/AQ5MMjvJPODZO6uDkiRJveRM5fb5O+BUYH0TLDcCLxx/UlX9LMkXgfXA9cDandlJSZKkXjFUjlNVe0xQtgX4swnKVwIrx5W9HXj7NHVPkiSpLxkq+8Ci+fMY9f3ekiRpgLmnUpIkSa0ZKiVJktSaoVKSJEmtGSolSZLUmqFSkiRJrRkqJUmS1JqhUpIkSa0ZKiVJktSaoVKSJEmtGSolSZLUmq9p7AMbNm1mwfLzJ63f6CscJUlSn3OmUpIkSa0ZKiVJktTa0ITKJFuTrOv6WT6N9zo2yXnT1b4kSdKgGaY9lVuqanGvOzGRJA+vqnt73Q9JkqTpMjQzlZNJcniSS5NcmeT7SR6Z5A1JTu8657wkxzbHZyQZTXJ1klO6znlukuuSXAK8tKv80UnOTbI+yfeSHNyUn5xkRZILgDN32gNLkiT1wDDNVO6WZF3X5/cB5wBfAP60qi5PMhfY8hDtvKuqbksyC7iwCYk/BD4KHAfc0LQ55hRgbVUdn+Q4OgFybMb0MODoqnrQPZMsA5YBzJq79w4+qiRJUn8ZplD5oOXvJIuAm6vqcoCquqMp31Y7r2wC38OBEeBAOjO6N1bV9c31n6YJhMDRwMua9r+ZZM8k85q6VRMFyubcFcAKgNkjC2sHn1WSJKmvDFOonEiAiQLbvTxw6X8OQJLHAicBh1fV7UlWjtVN0s7YPcYbO/euHe2wJEnSIBr2PZXXAf85yeEAzX7KhwMbgcVJHpZkf+CI5vy5dILg5iT7As/rauexSR7ffH511z0uBk5o2j8WuHVsRlSSJGmmGKaZyvF7Kr9aVcuT/CnwoSS70dlP+UfAd4AbgQ3AVcAVAFV1ZZK1wNXAj5vzqKrfNEvi5ye5FbgEOKi5z8nAJ5KsB+4Glk7vY0qSJPWfVLmdr9dmjyyskaWnTlrvaxolSVK/SLKmqpaMLx+mmcqBtWj+PEYNjpIkaYAN+55KSZIk7QSGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa/5JoT6Q5NfAD3rdjyG1F3BrrzsxpBzb6ePYTh/Hdvo4ttOn38b2gKrae3yhf1KoP/xgor/3pPaSjDq208OxnT6O7fRxbKePYzt9BmVsXf6WJElSa4ZKSZIktWao7A8ret2BIebYTh/Hdvo4ttPHsZ0+ju30GYix9Ys6kiRJas2ZSkmSJLVmqOyhJM9N8oMkNyRZ3uv+DLokH09yS5KrusoeneTrSa5vfv9BL/s4iJLsn+RbSa5NcnWSE5tyx7alJHOSfD/Jlc3YntKUO7ZTJMmsJGuTnNd8dmynSJKNSTYkWZdktClzfKdAkkclOSvJdc2/vUcOwtgaKnskySzgn4DnAQcCr05yYG97NfBWAs8dV7YcuLCqFgIXNp+1Y+4F/ldVPQl4GvCW5r9Vx7a9e4DjquoQYDHw3CRPw7GdSicC13Z9dmyn1rOqanHXn7txfKfGacBXq+qJwCF0/hvu+7E1VPbOEcANVfXjqvot8HngxT3u00CrqouB28YVvxj4ZHP8SeD4ndqpIVBVN1fVFc3xr+n84zYfx7a16riz+bhL81M4tlMiyX7AC4B/7ip2bKeX49tSkrnAMcDHAKrqt1X1KwZgbA2VvTMf+FnX55uaMk2tfavqZuiEI2CfHvdnoCVZABwKXIZjOyWa5dl1wC3A16vKsZ06pwJvB+7rKnNsp04BFyRZk2RZU+b4tvc44JfAJ5qtG/+c5BEMwNgaKnsnE5T5VXz1rSR7AP8CvLWq7uh1f4ZFVW2tqsXAfsARSQ7qdZ+GQZIXArdU1Zpe92WIPb2qnkJnG9dbkhzT6w4NiYcDTwHOqKpDgbvow6XuiRgqe+cmYP+uz/sBP+9RX4bZL5KMADS/b+lxfwZSkl3oBMrPVNXZTbFjO4Wa5a2L6OwLdmzbezrwoiQb6WwvOi7Jp3Fsp0xV/bz5fQtwDp1tXY5vezcBNzWrFgBn0QmZfT+2hsreuRxYmOSxSXYFXgWs6nGfhtEqYGlzvBT4cg/7MpCShM7enmur6gNdVY5tS0n2TvKo5ng34I+A63BsW6uqd1TVflW1gM6/r9+sqtfi2E6JJI9I8sixY+A5wFU4vq1V1b8BP0vyhKbo2cA1DMDY+sfPeyjJ8+ns+ZkFfLyq3tvjLg20JJ8DjgX2An4B/C1wLvBF4DHAT4FXVNX4L/NoG5IcDawGNnD/3rR30tlX6di2kORgOhvuZ9H5n/wvVtV7kuyJYztlkhwLnFRVL3Rsp0aSx9GZnYTOcu1nq+q9ju/USLKYzhfMdgV+DLyR5t8I+nhsDZWSJElqzeVvSZIktWaolCRJUmuGSkmSJLVmqJQkSVJrhkpJkiS1ZqiUJElSa4ZKSZIktWaolCRJUmv/HwYdmu0DuAQWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def fix_country_names(name):\n",
    "    name = \" \".join(x.capitalize() for x in str(name).strip(\" '\\\"\").split())\n",
    "    name = {\n",
    "        \"Brasil\": \"Brazil\",\n",
    "        \"Canada (east)\": \"Canada\",\n",
    "        \"Canada (montreal)\": \"Canada\",\n",
    "        \"Ch\": \"Switzerland\",\n",
    "        \"Czech Rep.\": \"Czech Republic\",\n",
    "        \"Czechia\": \"Czech Republic\",\n",
    "        \"France (cern-based)\": \"France\",\n",
    "        \"Greeve\": \"Greece\",\n",
    "        \"México\": \"Mexico\",\n",
    "        \"Netherlands. Time Slot Also Dependent On Another Conference. So Need To Be Able To Attend Both.\": \"Netherlands\",\n",
    "        \"Osaka, Japan\": \"Japan\",\n",
    "        \"Republic Of Korea\": \"South Korea\",\n",
    "        \"Russia Federation\": \"Russia\",\n",
    "        \"S.korea\": \"South Korea\",\n",
    "        \"Stockholm\": \"Sweden\",\n",
    "        \"Taiwan (r.o.c.)\": \"Taiwan\",\n",
    "        \"The Netherlands\": \"Netherlands\",\n",
    "        \"The U.s\": \"United States\",\n",
    "        \"Uk\": \"United Kingdom\",\n",
    "        \"U.s.\": \"United States\",\n",
    "        \"U.s.a.\": \"United States\",\n",
    "        \"United State\": \"United States\",\n",
    "        \"Us\": \"United States\",\n",
    "        \"Us (est)\": \"United States\",\n",
    "        \"Usa\": \"United States\",\n",
    "        \"Usa (chicago)\": \"United States\",\n",
    "        \"Usa - Michigan\": \"United States\",\n",
    "        \"United States Of America\": \"United States\",\n",
    "        \"United Status\": \"United States\",\n",
    "        \"Nan\": \"Prefer not to say\",\n",
    "    }.get(name, name)\n",
    "    return name\n",
    "df[[\"PyHEP feedback: In what country do you currently reside?\"]].applymap(fix_country_names).iloc[:, 0].value_counts(ascending=True).plot.barh(figsize=(10, 20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "61 in United States (lat 39.7837304 lng -100.4458825)\n",
      "53 in India (lat 22.3511148 lng 78.6677428)\n",
      "31 in France (lat 46.603354 lng 1.8883335)\n",
      "29 in Italy (lat 42.6384261 lng 12.674297)\n",
      "27 in Switzerland (lat 46.7985624 lng 8.2319736)\n",
      "25 in Germany (lat 51.0834196 lng 10.4234469)\n",
      "17 in United Kingdom (lat 54.7023545 lng -3.2765753)\n",
      "13 in Brazil (lat -10.3333333 lng -53.2)\n",
      "10 in Czech Republic (lat 49.8167003 lng 15.4749544)\n",
      "8 in China (lat 35.000074 lng 104.999927)\n",
      "8 in Ukraine (lat 49.4871968 lng 31.2718321)\n",
      "7 in Netherlands (lat 52.5001698 lng 5.7480821)\n",
      "7 in Taiwan (lat 23.9739374 lng 120.9820179)\n",
      "6 in Spain (lat 39.3262345 lng -4.8380649)\n",
      "5 in Mexico (lat 22.5000485 lng -100.0000375)\n",
      "5 in Poland (lat 52.215933 lng 19.134422)\n",
      "5 in South Korea (lat 36.638392 lng 127.6961188)\n",
      "5 in Canada (lat 61.0666922 lng -107.9917071)\n",
      "5 in Russia (lat 64.6863136 lng 97.7453061)\n",
      "4 in Pakistan (lat 30.3308401 lng 71.247499)\n",
      "4 in Australia (lat -24.7761086 lng 134.755)\n",
      "4 in Belgium (lat 50.6402809 lng 4.6667145)\n",
      "4 in Iran (lat 32.6475314 lng 54.5643516)\n",
      "4 in Colombia (lat 2.8894434 lng -73.783892)\n",
      "3 in Philippines (lat 12.7503486 lng 122.7312101)\n",
      "3 in Japan (lat 36.5748441 lng 139.2394179)\n",
      "3 in Greece (lat 38.9953683 lng 21.9877132)\n",
      "3 in Egypt (lat 26.2540493 lng 29.2675469)\n",
      "2 in Hungary (lat 47.1817585 lng 19.5060937)\n",
      "2 in Portugal (lat 40.0332629 lng -7.8896263)\n",
      "2 in Indonesia (lat -2.4833826 lng 117.8902853)\n",
      "2 in Romania (lat 45.9852129 lng 24.6859225)\n",
      "2 in Austria (lat 47.2000338 lng 13.199959)\n",
      "1 in South Africa (lat -28.8166236 lng 24.991639)\n",
      "1 in Thailand (lat 50.7333163 lng 11.0747905)\n",
      "1 in Denmark (lat 55.670249 lng 10.3333283)\n",
      "1 in Slovenia (lat 45.8133113 lng 14.4808369)\n",
      "1 in Kuwait (lat 29.2733964 lng 47.4979476)\n",
      "1 in Oman (lat 21.0000287 lng 57.0036901)\n",
      "1 in Finland (lat 63.2467777 lng 25.9209164)\n",
      "1 in Honduras (lat 15.2572432 lng -86.0755145)\n",
      "1 in Morocco (lat 41.8933203 lng 12.4829321)\n",
      "1 in Belarus (lat 53.4250605 lng 27.6971358)\n",
      "1 in Sweden (lat 59.6749712 lng 14.5208584)\n",
      "1 in Peru (lat -6.8699697 lng -75.0458515)\n",
      "1 in Ecuador (lat -1.3397668 lng -79.3666965)\n"
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            var circle_marker_32a9df0e1de049eab2778321e7586d27 = L.circleMarker(
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            var circle_marker_9b2e55ead05c47658d0286a11a63264f = L.circleMarker(
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            var circle_marker_6ad7332f4c67408d82b468b0de4ef269 = L.circleMarker(
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            var circle_marker_a56f319a28c1484d8ec7cf1ddcf8af60 = L.circleMarker(
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            var circle_marker_400b997dbbcb464aa902a94bcadb5188 = L.circleMarker(
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            var circle_marker_cdc14ef5592e4624a23c113bc3913832 = L.circleMarker(
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            var circle_marker_0df6aa2b02d94d1aad9cdbce4ae1b371 = L.circleMarker(
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            var circle_marker_e3f6c9bcd28148448f2574baba39d7ea = L.circleMarker(
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            var circle_marker_99e9546fb38444da913fd397871d6681 = L.circleMarker(
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            var circle_marker_81168d12ac104249aac6d554abfcd799 = L.circleMarker(
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            var circle_marker_f46683cad3ef43ca8dfd30f222cd3bc1 = L.circleMarker(
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            ).addTo(marker_cluster_82a93751d2bb4560a369ea03bf50fb70);
        
    
            var circle_marker_20f1ab8fd2d844149de13a33f8d8946f = L.circleMarker(
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            ).addTo(marker_cluster_82a93751d2bb4560a369ea03bf50fb70);
        
    
            var circle_marker_1e3cfce360fd4636a8ed8b6ed5688821 = L.circleMarker(
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            ).addTo(marker_cluster_82a93751d2bb4560a369ea03bf50fb70);
        
    
            var circle_marker_dce8e627949b464ab8dc45098b516b8a = L.circleMarker(
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            var circle_marker_b216c2de6b3a40a5b7ead68a2b7c4014 = L.circleMarker(
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            var circle_marker_42287dd7c6934ce7ba20f25ca266528b = L.circleMarker(
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            var circle_marker_1f03b066d4b847c2961abe73e3972431 = L.circleMarker(
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            var circle_marker_7dedc3eaf2e34f70be836ef2fd9dff64 = L.circleMarker(
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            var circle_marker_90b14c8d0d73464a9ae5c7881c252cef = L.circleMarker(
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            var circle_marker_049a30b2fb7f48ecae3577ad2efe43d5 = L.circleMarker(
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            var circle_marker_fbfae5bfb66745c3804d42b4cd16c8fc = L.circleMarker(
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            var circle_marker_eb5dc11565214090b9fa1498d78a0cbb = L.circleMarker(
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            var circle_marker_7f80a815282c40ab95b94679ea25a246 = L.circleMarker(
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            ).addTo(marker_cluster_82a93751d2bb4560a369ea03bf50fb70);
        
    
            var circle_marker_92121a24b2cf4ae2a248036655854f12 = L.circleMarker(
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f4f06de3d10>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# https://towardsdatascience.com/using-python-to-create-a-world-map-from-a-list-of-country-names-cd7480d03b10\n",
    "import folium\n",
    "import folium.plugins\n",
    "import pycountry_convert\n",
    "import geopy\n",
    "\n",
    "geolocator = geopy.geocoders.Nominatim(user_agent=\"PyHEP2020\")\n",
    "world_map = folium.Map(tiles=\"cartodbpositron\")\n",
    "marker_cluster = folium.plugins.MarkerCluster().add_to(world_map)\n",
    "countries = df[[\"PyHEP feedback: In what country do you currently reside?\"]].applymap(fix_country_names).iloc[:, 0].value_counts()\n",
    "for country, count in countries.items():\n",
    "    try:\n",
    "        two_letter = pycountry_convert.country_name_to_country_alpha2(country)\n",
    "    except:\n",
    "        pass\n",
    "    else:\n",
    "        loc = geolocator.geocode(two_letter)\n",
    "        for i in range(count):\n",
    "            folium.CircleMarker(location=(loc.latitude, loc.longitude), radius=5, fill=True).add_to(marker_cluster)\n",
    "        print(f\"{count} in {country} (lat {loc.latitude} lng {loc.longitude})\")\n",
    "\n",
    "world_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "df[[\n",
    "    \"PyHEP feedback: Atlantic: 15:00 CET, 06:00 PDT, 18:30 IST, 22:00 JST\",\n",
    "    \"PyHEP feedback: Indian Ocean: 09:00 CET, 00:00 PDT, 12:30 IST, 16:00 JST\",\n",
    "    \"PyHEP feedback: Pacific: 00:00 CET, 15:00 PDT, 03:30 IST, 07:00 JST\",\n",
    "]].apply(pandas.Series.value_counts).loc[[\"Great!\", \"Acceptable\", \"BAD\"]].plot.bar(rot=0).legend(bbox_to_anchor=(1.2, 0.5));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "hopes = [\n",
    "    \"Particle physics analysis tools (other than ROOT)\",\n",
    "    \"General-purpose data analysis toolkits\",\n",
    "    \"Machine learning/deep learning toolkits\",\n",
    "    \"Software engineering skills (beyond the fundamentals)\",\n",
    "    \"ROOT and PyROOT\",\n",
    "    \"Python fundamentals (how to program in Python)\",\n",
    "    \"Collaboration-specific topics\",\n",
    "    \"Other\",\n",
    "]\n",
    "def explode(responses):\n",
    "    responses = [response.strip() for response in responses.split(\";\")]\n",
    "    return [1.0 if hope in responses else 0.0 for hope in hopes]\n",
    "exploded = df[[\"PyHEP feedback: What are you hoping to learn from this workshop?\"]].fillna(\"\").applymap(explode)\n",
    "indicator = pandas.DataFrame(exploded.iloc[:, 0].tolist(), columns=hopes)\n",
    "indicator.div(indicator.sum(axis=1), axis=0).sum(axis=0).iloc[::-1].plot.barh();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# You're in the right place!\n",
    "\n",
    "**Keynotes:**\n",
    "\n",
    "   * Rubin Observatory: the software behind the science _(Nate Lust)_\n",
    "   * Python & HEP: a perfect match, in theory _(David Straub)_\n",
    "\n",
    "**Tutorials:**\n",
    "\n",
    "   * Uproot & Awkward Arrays _(Jim Pivarski)_\n",
    "   * Jagged physics analysis with Numba, Awkward, and Uproot on a GPU _(Joosep Pata)_\n",
    "   * Ganga: flexible virtualization for user-based large computations _(Ulrik Egede)_\n",
    "   * A prototype U.S. CMS analysis facility _(Oksana Shadura)_\n",
    "   * Columnar analysis at scale with Coffea _(Mat Adamec)_\n",
    "   * Introduction to automatic differentiation _(Lukas Heinrich)_\n",
    "   * High-performance Python _(Henry Schreiner)_\n",
    "   * Model-building & statistical inference with zfit and hepstats _(Jonas Eschle)_\n",
    "   * pyhf: accelerating analyses and preserving likelihoods _(Matt Feickert)_\n",
    "   * ThickBrick: optimal event selection and categorization in HEP _(Prasanth Shyamsundar)_\n",
    "\n",
    "**Talks:**\n",
    "\n",
    "   * NanoEvents object _(Nick Smith)_\n",
    "   * TITANIA: how to structure dector monitoring _(Jakub Kowalski, Maciej Witold Majewski)_\n",
    "   * A new PyROOT for ROOT 6.22 _(Enric Tejedor Saavedra)_\n",
    "   * Resample: bootstrap and jackknife from Python _(Hans Dembinski)_\n",
    "   * Design pattern for analysis automation using Luigi _(Marcel Rieger)_\n",
    "   * ServiceX: on-demand data transformation & delivery _(Kyungeon Choi)_\n",
    "   * Integrating Coffea and WorkQueue _(Cami Carballo)_\n",
    "   * High granularity calorimeter (HGCAL) test beam analysis using Jupyter _(Matteo Bonanomi)_\n",
    "   * neos: physics analysis as a differentiable program _(Nate Simpson)_\n",
    "   * SModelS: a tool for interpreting simplified-model results _(Wolfgang Waltenberger)_\n",
    "   * TensorFlow-based maximum likelihood fits for high-precision Standard Model measurements at CMS _(Josh Bendavid)_\n",
    "   * Error computation in iminuit and MINUIT: how HESSE and MINOS work _(Hans Dembinski)_\n",
    "   * zfit with TensorFlow 2.0: dynamic and compiled HPC _(Jonas Eschle)_\n",
    "   * Machine learning for signal-background separation of nuclear interaction vertices in CMS _(Anna Kropivnitskaya)_\n",
    "   * The boost-histogram package _(Henry Schreiner)_\n",
    "   * Providing Python bindings for complex and feature-rich C and C++ libraries _(Martin Schwinzerl)_\n",
    "   * Integrating GPU libraries for fun and profit _(Adrian Oeftiger)_\n",
    "   * mplhep: bridging Matplotlib and HEP _(Andrzej Novak)_\n",
    "   * ROOT preprocessing pipeline for machine learning with TensorFlow _(Matthias Komm)_\n",
    "   * Integrated data acquisition in Python _(Charles Burton)_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Thank you to our sponsors!\n",
    "\n",
    "<br><br>\n",
    "\n",
    "<center>\n",
    "    <a href=\"https://iris-hep.org/\"><img src=\"sponsors/28213-IRIS-HEP_logo.png\" wdith=\"300px\" style=\"margin-right: 50px; margin-bottom: 30px\"></a><a href=\"https://www.liverpool.ac.uk/\"><img src=\"sponsors/28228-university-liverpool-logo.png\" width=\"450px\" style=\"margin-bottom: 30px\"></a><br>\n",
    "    <a href=\"https://www.python.org/psf/\"><img src=\"sponsors/28600-PSF_logo.png\" wdith=\"500px\" style=\"margin-right: 50px; margin-bottom: 30px\"></a><a href=\"https://www.software.ac.uk/\"><img src=\"sponsors/28229-SSI_logo.png\" width=\"400px\" style=\"margin-bottom: 30px\"></a><br>\n",
    "    <a href=\"https://www.fnal.gov/\"><img src=\"sponsors/29001-FNAL_ogo.png\" wdith=\"400px\"></a>\n",
    "</center>"
   ]
  }
 ],
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