numba-user-survey-2024.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "243bd4c1-e7ef-496f-b0ed-d7c48ffb4b97",
   "metadata": {},
   "source": [
    "# Numba User Survey 2024\n",
    "\n",
    "Welcome! [Numba](numba.pydata.org) is a Python Just-in-Time (JIT) compiler with a strong numerical focus and native support for compiling [NumPy](numpy.org) based code.\n",
    "\n",
    "In March 2024 the Numba team conducted the first ever Numba User Survey. The Goal was to ask a few simple questions -- asking for about 5 minutes of attention -- in order to better understand a subset of the Numba user community. We, the core development team, wanted to know what sort of code is being accelerated with Numba, what features people enjoy and what features people think could be improved. Ultimately, the goal is for this data and the results to shape the Numba development road-map and to have a tangible influence over the priorities. \n",
    "\n",
    "In this report I will only present the data and results of the user survey, speculating on what might be good avenues to explore and not commit to any actionable items just yet. Stay tuned!\n",
    "\n",
    "Lastly, in the name of the community, I would like to say \"Thank You!\" to the 137 participants who contributed their attention to our cause. 🙏\n",
    "\n",
    "----\n",
    "\n",
    "Note: this notebook and the raw CSV data can be found on Github: https://github.com/numba/numba-user-survey-2024\n",
    "\n",
    "Orignal author of this report: https://github.com/esc\n",
    "\n",
    "Many thanks to [seibert](https://github.com/seibert) for the original concept and design of the survey questions and to [kc611](https://github.com/kc611), [sklam](https://github.com/sklam) and [stuartarchibald](https://github.com/stuartarchibald) for valuable feedback during the design, execution and analysis phases of this survey. ❤️"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3ff57df0-1092-433b-bfc1-a02ca3f29a25",
   "metadata": {},
   "outputs": [],
   "source": [
    "import textwrap\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import colormaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "44fbe45e-8500-4901-98b0-7f3bb96743b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# disable a warning for this notebook\n",
    "pd.set_option('future.no_silent_downcasting', True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "90d5d0f8-aee4-4d0d-b4a3-b63c797aaf4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the Pastel1 colormap and remove the yellow as it doesn't look good on a white background\n",
    "p1map = colormaps['Pastel1']\n",
    "cmap = p1map.colors[:5] + p1map.colors[6:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "07d76310-8753-42dc-ad1e-8ae4c14c08e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read the scrubbed CSV file\n",
    "df = pd.read_csv(\"numba-user-survey-2024.scrubbed.csv\", encoding=\"utf-8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "99b6cbfd-dfed-4c6a-a882-5a03e4dbf016",
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_data(start, end):\n",
    "    # get all columns that contain data for question\n",
    "    d = df[df.columns[start:end]]\n",
    "    # get the first line, which contains the answer options\n",
    "    options = list(d.iloc[0:1].iloc[0])\n",
    "    # Create a mapping from old column names to new ones\n",
    "    column_name_map = dict(zip(list(d), options))\n",
    "    # Fixup the column names\n",
    "    d = d.rename(columns=column_name_map)\n",
    "    return d, options"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "55c9257d-9ae3-4eaa-b81e-e9257ec521a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_data_for_checkbox_question(start, end):\n",
    "    d, options = extract_data(start, end)\n",
    "    # Turn the object/string fields into numerical data\n",
    "    d = d.replace(to_replace=options + [np.nan], value=[1] * len(options) + [0]).astype('float64')\n",
    "    # strip the first line as it still conatins the answer options\n",
    "    d = d.iloc[1:]\n",
    "    # return final dataframe\n",
    "    return d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a7a8d2d1-abee-4350-8ea8-1133161bf770",
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_data_for_ranking_question(start, end):\n",
    "    d,options = extract_data(start, end)\n",
    "    # strip the first line as it still conatins the answer options and convert to numerical data\n",
    "    d = d.iloc[1:].astype(\"float64\")\n",
    "    # return final dataframe\n",
    "    return d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b646f6a4-2548-49cb-bf72-ab3536ad3aca",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fixup_column_names_for_plotting(d):\n",
    "    new = [\"\\n\".join(textwrap.wrap(s, width=30, max_lines=2)) for s in d.columns]\n",
    "    return d.rename(columns=dict(zip(d.columns, new)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a15cd023-9fb2-49b2-ab25-a718d88a2e2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_checkbox_question(frame, title=\"TBD\"):\n",
    "    frame = fixup_column_names_for_plotting(frame)\n",
    "    figsize = (10, 10) if len(frame.columns) >= 15 else (10, 6)\n",
    "    (frame.mean() * 100).plot.barh(title=title, color=cmap, figsize=figsize).invert_yaxis()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6b57c17d-bee6-4d03-bdd5-686b2e648903",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_ranking_questions(frame, title=\"TBD\", total_responses=137):\n",
    "    frame = fixup_column_names_for_plotting(frame)\n",
    "    ((((frame.sum() / total_responses)) - 10) * -1).plot.barh(title=title, color=cmap, figsize=(10,7)).invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a777d00-c25c-4b2e-85f7-7ca28f14f0d8",
   "metadata": {},
   "source": [
    "# Q1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "baa88940-ee9e-4897-8b5d-c2300d11375d",
   "metadata": {},
   "source": [
    "For Question 1 we asked: **How do you interact with the Numba project? (check all that apply)**\n",
    "\n",
    "The possible responses were:\n",
    "\n",
    "* I regularly use Numba to speed up Python code I have personally written.\n",
    "* I maintain an open source project that depends on Numba.\n",
    "* I maintain a proprietary or non-public project that depends on Numba (might be internal to your organization).\n",
    "* I have contributed a pull request to Numba.\n",
    "* I am a regular reader of the Numba discussion forums.\n",
    "* I answer other people's questions about Numba on forums, StackOverflow, etc.\n",
    "* I package Numba for distribution (conda, Linux distributions, homebrew, etc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0d09d8e7-6f47-4669-b822-da37079613cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract data and display percentage of responses\n",
    "d1 = extract_data_for_checkbox_question(0, 7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f1bdd3a6-d279-4ce4-b418-0e600cac562e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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SZGdn47fffsPkyZOFBchKayM3NxfPnz//pAv0FXVNqKqq4t9//y31WNn6DrJpEQXlv/kBAA0NDWhra8tty83NRadOnfDo0SP4+vqicePG0NTURG5uLlq2bCnE8fz5c+Tk5BQ7ZeZD5U861a1bF9nZ2Wjfvj0eP34Mf39/YZ+joyPU1dU/qq2CfS27DsrS1x9Tr+x78vHxgY+PT5F1lOdVitra2pg9ezYmTpwoJNA+lr6+vtxnFRWVEre/fftWbntJv2nZ72zv3r3w8PBAv379MHXqVBgbG6NKlSpYt24dgoKCyhRnwfn3RbUjU/B3/TG/d9l32Ldv32Jje/bsGZSUlCrsd5KUlAR3d/dCv1kiRcTEABER/acpKyujffv2OHLkCB48eFDkPwYfPHiA+Ph4dO7cuRIiLFm1atWQnp5eaLtsbnf+xa5cXFywf/9+REdHIzc3F87OztDS0kKNGjUQHh6OEydOoE2bNqWu+l2tWjX89ddfhbYX3Ca72UpPTy/Ur48ePSrTQlxjxoxBQEAAgoKC8PbtW7x//x6jR48uso2CHj16BCUlJejp6QHIS7i8e/euULny3NBVNFkf/P7778IT/pIUNWLl2rVrSExMRHBwMIYNGyZsv3Pnjlw5fX19KCsrl7rwY3nVqlUL5ubmOHHiBCQSCezt7aGrqwsXFxeMHTsW58+fx7lz54T1EL5Esu9p5syZ6N27d5FlLCwsylXnmDFjsHLlSkyfPh1jxowptF9NTa3IhRU/1fVa0m9a9jvbtm0b6tati127dsldi0X9roqTf7HT4tqRKXi9l+f3XpDsO1y9ejVatmxZZBkjIyPk5ORU2O+kfv36FZ6II/pScSoBERH9582YMQNSqRRjx44ttMBfTk4OxowZg5ycnCIXx6psLi4uOHnypJAIkNmyZQs0NDTk/gHcoUMHPH78GCtWrEDLli2F4e8uLi4ICwtDXFxcqdMIgLyh8xEREXL/wM/JycGuXbvkyrVv3x5A3s1EfnFxcUhOThZW1C+JiYkJ+vXrh7Vr12L9+vVwd3dH7dq1hf0WFhaoWbMmduzYIUz3AICMjAzs2bNHWLkcACQSCZ48eSIXd1ZWFo4dO1ZqHB+ruCfbrq6uqFKlClJSUmBvb1/kX2lkN08FEzobNmyQ+6yurg4nJyfs3r27xJvLD3kK36FDB5w8eVKYogIA5ubmqF27NubMmYPs7OxSr62KevpfXN0fU6+FhQUaNGiAxMTEYr+n/NNJykJFRQULFixAXFyc3FsdZCQSCW7duiV30/3PP//gzJkzH3weJbl+/ToSExPltu3YsQNaWlrCQpkikQgqKipyN+x//fVXmd9KAACvX7/GgQMHCrWjpKSEtm3blnhseX7vBTk6OkJXVxdJSUnFfocqKioV+juJj4+Xe5sNkSLjiAEiIvrPc3R0xIoVK+Dt7Y3WrVvDy8sLtWvXRlpamrDitJ+fn3DDI3PkyBFkZGTg9evXAPKGjf7+++8A8ub7yv6BumXLFgwfPhxBQUFlXmegrObOnYuDBw+iXbt2mDNnDvT19bF9+3YcOnQIixcvho6OjlC2ffv2EIlEOH78uNzT2w4dOghPmsuSGJg9ezYOHDiA9u3bY86cOdDQ0MDPP/+MjIwMuXIWFhb44YcfsHr1aigpKaFLly5ITU2Fr68vTE1NS11NXsbb2xvffPMNAGDz5s1y+5SUlLB48WIMHjwY3bp1w6hRo/Du3TssWbIEL168QEBAgFC2f//+mDNnDgYMGICpU6fi7du3WLVqVZFve6hojRs3BgCsXLkSw4YNQ9WqVWFhYQGJRIL58+dj1qxZ+PPPP9G5c2fo6enh8ePHuHDhAjQ1NUt90m5paYn69esLCS59fX388ccfwvz+/JYtW4bWrVvjm2++wYwZM2BmZobHjx/jwIED2LBhA7S0tNCoUSMAwC+//AItLS2oqamhbt26JU6jcXFxwdq1a/H06VOsWLFCbvvmzZuhp6cn96rComhpaaFOnTrYv38/XFxcoK+vj+rVqxf5isnyaty4Mfbu3Yt169ahWbNmUFJSKlPSJb8NGzagS5cucHV1haenJ2rWrIlnz54hOTkZly5dKvLmvjQDBw4UVtwvaMiQIdiwYQO+/fZbjBw5Ev/88w8WL178yYal16hRA927d4efnx9MTEywbds2hIeHY9GiRcL/lnXr1g179+7F2LFj0bdvX9y/fx/+/v4wMTHB7du3y9ROtWrVMGbMGKSlpcHc3ByHDx/Gxo0bMWbMGLmkX1HK83svSCwWY/Xq1Rg2bBiePXuGvn37wtDQEH///TcSExPx999/Y926dQAq7ndSpUoVDBs2DJs2bSpT3xB91Sp16UMiIqJyOHPmjLRPnz5SIyMjqZKSkhSAVE1NTXro0KEiy9epU6fYNwfkX31etjr25s2bS43ByclJ2rBhwyL3Fbdq+9WrV6Xu7u5SHR0dqYqKitTGxqbYtuzs7KQApLGxscK2hw8fSgFIq1WrVurq7jKxsbHSli1bSlVVVaXGxsbSqVOnSn/55ZdC556TkyNdtGiR1NzcXFq1alVp9erVpd9++630/v37ZWpHRiKRSK2srIrdv2/fPuk333wjVVNTk2pqakpdXFzkzlHm8OHDUltbW6m6urq0Xr160jVr1nz0WwlkK83nV6dOHemwYcPkts2cOVNao0YN4drKv5r5vn37pO3atZNqa2tLVVVVpXXq1JH27dtXeuLECbn2NTU1i4wtKSlJ2rFjR6mWlpZUT09P2q9fP2laWlqR10tSUpK0X79+0mrVqklVVFSktWvXlnp6ekrfvn0rlFmxYoW0bt26UmVl5TJdu8+fP5cqKSlJNTU15VaR3759uxSAtHfv3oWOKWrV/RMnTkjt7OykqqqqUgBCH8q+o4JvBSm48nxxnj17Ju3bt69UV1dXKhKJhO9btvr9kiVLCh1TVN8lJiZKPTw8pIaGhtKqVatKjY2Npe3bt5euX7++xPZl9RV1rRw/flz43438byWQSvPeaGJlZSVVU1OTWltbS3ft2lXsWwkKnkNkZKQUgHT37t1y24t6A0KdOnWkXbt2lf7+++/Shg0bSlVUVKQSiUS6bNmyQvEGBARIJRKJVFVVVWplZSXduHFjmX9Dsv99i4qKktrb20tVVVWlJiYm0v/9739yb3so6XuRSsv2e5edZ2pqqtz26OhoadeuXaX6+vrSqlWrSmvWrCnt2rVroX6qiN9J/muYSNGJpNJ843yIiIi+IFu2bMGwYcMwbdo0LFq0qLLDUVhXrlyBjY0Nfv75Z4wdO7aywyGiD+Ts7IynT5/i2rVrn7ytlStXYuLEiXj9+jXfCED0H8CpBERE9MUaOnQo0tPTMWPGDGhqamLOnDmVHZJCSUlJwb179/C///0PJiYmhV57SERU0MuXL3H27FkEBwejUaNGTAoQ/Udw8UEiIvqiTZ8+HVKplEmBSuDv74+OHTvizZs32L179yd95SARfR0uX76MXr16QUVFBSEhIZUdDhH9f5xKQERERERERKTAOGKAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgfCsB0VckNzcXjx49gpaWFkQiUWWHQ0RERERElUQqleL169eoUaMGlJRKHhPAxADRV+TRo0cwNTWt7DCIiIiIiOg/4v79+6hVq1aJZZgYIPqKaGlpAcj78Wtra1dyNEREREREVFlevXoFU1NT4R6hJEwMEH1FZNMHtLW1mRggIiIiIqIyTTHm4oNERERERERECoyJASIiIiIiIiIFxsQAERERERERkQJjYoCIiIiIiIhIgTExQERERERERKTAmBggIiIiIiIiUmBMDBAREREREREpMCYGiIiIiIiIiBQYEwNERERERERECoyJASIiIiIiIiIFxsQAERERERERkQJjYoCIiIiIiIhIgTExQERERERERKTAmBggIiIiIiIiUmBVKjsAIqp474/9gfcaGpUdBhERERGRwqjStVdlh/DBOGKAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgCpMYcHZ2xsSJEz+6Hj8/P9ja2n50PYrG09MTPXv2rOwwvjjBwcHQ1dWt7DCIiIiIiOgrVmGJAd74/XelpqZCJBLB0NAQr1+/lttna2sLPz+/ygmsAlRUwoeIiIiIiEhRVdqIgZycHOTm5lZW8+UmlUrx/v37yg7jo7x+/RpLly6t7DCIiIiIiIjoP+SzJQZkQ6IPHjwIa2trqKqq4t69e8jKysK0adNQs2ZNaGpq4ptvvkFUVJTcsRs3boSpqSk0NDTQq1cvLFu2TG54dVGjFSZOnAhnZ+di49m2bRvs7e2hpaUFY2NjDBo0CE+ePBH2R0VFQSQS4dixY7C3t4eqqipiYmLk6jh16hSqVq2Kv/76S277lClT0LZt2yLblT29T0hIELa9ePECIpFIOO/nz59j8ODBMDAwgLq6Oho0aIDNmzcL5R8+fIj+/ftDT08P1apVQ48ePZCamlrsucqMHz8ey5YtkzvPgkQiEfbt2ye3TVdXF8HBwXLx//bbb2jTpg3U1dXRvHlz3Lp1C3FxcbC3t4dYLEbnzp3x999/F6p/3rx5MDQ0hLa2NkaNGoWsrCxh39GjR9G6dWvo6uqiWrVq6NatG1JSUoqN1dPTE9HR0Vi5ciVEIhFEIpHQD9HR0WjRogVUVVVhYmKCGTNmlJjYuXfvHtzd3aGnpwdNTU00bNgQhw8fBvB/18KhQ4dgY2MDNTU1fPPNN7h69apcHWfOnEHbtm2hrq4OU1NTTJgwARkZGcL+slzrwcHBqF27tnCt//PPP8XGTEREREREVBE+64iBzMxMLFy4EL/++iuuX78OQ0NDfPfdd4iNjUVoaCiuXLmCfv36oXPnzrh9+zYAIDY2FqNHj4a3tzcSEhLQsWNH/Pjjjx8dS1ZWFvz9/ZGYmIh9+/bh7t278PT0LFRu2rRpWLhwIZKTk9GkSRO5fW3btkW9evWwdetWYdv79++xbds2fPfddx8cm6+vL5KSknDkyBEkJydj3bp1qF69OoC8PmzXrh3EYjFOnTqF06dPCzfi+W+yizJw4ECYmZlh/vz5HxybzNy5czF79mxcunQJVapUwcCBAzFt2jSsXLkSMTExSElJwZw5c+SOiYiIQHJyMiIjI7Fz506EhYVh3rx5wv6MjAxMnjwZcXFxiIiIgJKSEnr16lXsyJKVK1fCwcEBI0eORHp6OtLT02FqaoqHDx/Czc0NzZs3R2JiItatW4dNmzZhwYIFxZ7PuHHj8O7dO5w6dQpXr17FokWLIBaL5cpMnToVS5cuRVxcHAwNDdG9e3dkZ2cDAK5evQpXV1f07t0bV65cwa5du3D69Gl4eXkJx5d2rZ8/fx7Dhw/H2LFjkZCQgHbt2pUYMxERERERUUWo8jkby87Oxtq1a2FjYwMASElJwc6dO/HgwQPUqFEDAODj44OjR49i8+bN+Omnn7B69Wp06dIFPj4+AABzc3OcOXMGBw8e/KhYhg8fLvx3vXr1sGrVKrRo0QJv3ryRuyGcP38+OnbsWGw9I0aMwObNmzF16lQAwKFDh5CZmQkPD48Pji0tLQ12dnawt7cHAEgkEmFfaGgolJSU8Ouvv0IkEgEANm/eDF1dXURFRaFTp07F1isSiRAQEAB3d3dMmjQJ9evX/+AYfXx84OrqCgDw9vbGwIEDERERAUdHRwB5/SIbZSCjoqKCoKAgaGhooGHDhpg/fz6mTp0Kf39/KCkpoU+fPnLlN23aBENDQyQlJaFRo0aFYtDR0YGKigo0NDRgbGwsbF+7di1MTU2xZs0aiEQiWFpa4tGjR5g+fTrmzJkDJaXC+bC0tDT06dMHjRs3BpB3TRQ0d+5c4VoICQlBrVq1EBYWBg8PDyxZsgSDBg0S1jto0KABVq1aBScnJ6xbtw4PHz4s9VpfuXIlXF1dMWPGDAD/d60fPXq01O+DiIiIiIjoQ33WEQMqKipyT90vXboEqVQKc3NziMVi4S86OloYQn7z5k20aNFCrp6Cnz/E5cuX0aNHD9SpUwdaWlrCtIO0tDS5crKb8+J4enrizp07OHfuHAAgKCgIHh4e0NTU/ODYxowZg9DQUNja2mLatGk4c+aMsC8+Ph537tyBlpaW0F/6+vp4+/ZticPuZVxdXdG6dWv4+vp+cHwA5L5HIyMjABBuqmXbCk5ZsLGxgYaGhvDZwcEBb968wf379wHkJYoGDRqEevXqQVtbG3Xr1gVQ+DspTXJyMhwcHITECQA4OjrizZs3ePDgQZHHTJgwAQsWLICjoyPmzp2LK1euFCrj4OAg/Le+vj4sLCyQnJwMIO97CQ4OlruOXV1dkZubi7t375bpWpfFXVybREREREREn8JnHTGgrq4ud7OWm5sLZWVlxMfHQ1lZWa6s7Km9VCqVO0a2LT8lJaVC22RDvIuSkZGBTp06oVOnTti2bRsMDAyQlpYGV1fXQsPxS7vBNzQ0hLu7OzZv3ox69erh8OHDheaNF4y14DkUjLVLly64d+8eDh06hBMnTsDFxQXjxo3D0qVLkZubi2bNmmH79u2F6jYwMCgxVpmAgAA4ODgIoxzyE4lEZerLqlWryh1T1LayLi4pO97d3R2mpqbYuHEjatSogdzcXDRq1KjUKRIFlXTNFNwu8/3338PV1RWHDh3C8ePHsXDhQgQGBmL8+PFlij03NxejRo3ChAkTCpWpXbs2rly5UqZrnYiIiIiI6HP7rImBguzs7JCTk4MnT56gTZs2RZaxtLTEhQsX5LZdvHhR7rOBgQGuXbsmty0hIUHuRjW/Gzdu4OnTpwgICICpqWmRdZbH999/jwEDBqBWrVqoX7++MJy+KLKb9/T0dNjZ2QmxFlXO09MTnp6eaNOmjTC/vWnTpti1a5ewgN+HaNGiBXr37i0MWS/Ybnp6uvD59u3byMzM/KB2CkpMTMS///4LdXV1AMC5c+cgFotRq1Yt/PPPP0hOTsaGDRuEa+H06dOl1qmiooKcnBy5bdbW1tizZ49cguDMmTPQ0tJCzZo1i63L1NQUo0ePxujRozFz5kxs3LhRLjFw7tw51K5dG0DeApG3bt2CpaUlAKBp06a4fv06zMzMiqy7LNe6tbW1MPIkf5tERERERESfUqW9rhDIm0M9ePBgDB06FHv37sXdu3cRFxeHRYsWCSvCjx8/HocPH8ayZctw+/ZtbNiwAUeOHJF78tu+fXtcvHgRW7Zswe3btzF37txCiYL8ateuDRUVFaxevRp//vknDhw4AH9//w8+D1dXV+jo6GDBggWlLjqorq6Oli1bIiAgAElJSTh16hRmz54tV2bOnDnYv38/7ty5g+vXr+PgwYOwsrICAAwePBjVq1dHjx49EBMTg7t37yI6Ohre3t7FDpMvyo8//oiTJ0/i5s2bctvbt2+PNWvW4NKlS7h48SJGjx5dbIKlvLKysjBixAhhYcW5c+fCy8sLSkpKwhsWfvnlF9y5cwcnT57E5MmTS61TIpHg/PnzSE1NxdOnT5Gbm4uxY8fi/v37GD9+PG7cuIH9+/dj7ty5mDx5cpHrCwB5b7E4duyYMOz/5MmTQp/LzJ8/HxEREbh27Ro8PT1RvXp14W0Y06dPx9mzZzFu3DgkJCTg9u3bOHDggJBYKMu1PmHCBBw9ehSLFy/GrVu3sGbNGq4vQEREREREn1ylJgaAvIXzhg4diilTpsDCwgLdu3fH+fPnhSf5jo6OWL9+PZYtWwYbGxscPXoUkyZNgpqamlCHq6srfH19MW3aNDRv3hyvX7/G0KFDi23TwMAAwcHB2L17N6ytrREQEIClS5d+8DkoKSnB09MTOTk5JbYrExQUhOzsbNjb28Pb27vQyvMqKiqYOXMmmjRpgrZt20JZWRmhoaEAAA0NDZw6dQq1a9dG7969YWVlheHDh+Pff/8t1wgCc3NzDB8+HG/fvpXbHhgYCFNTU7Rt2xaDBg2Cj4+P3LoAH8PFxQUNGjRA27Zt4eHhAXd3d/j5+QHI68PQ0FDEx8ejUaNGmDRpEpYsWVJqnT4+PlBWVoa1tbUwJaRmzZo4fPgwLly4ABsbG4wePRojRowolIDJLycnB+PGjYOVlRU6d+4MCwsLrF27Vq5MQEAAvL290axZM6Snp+PAgQNQUVEBkLfmQnR0NG7fvo02bdrAzs4Ovr6+MDExEY4v7Vpv2bIlfv31V6xevRq2trY4fvx4iTETERERERFVBJH0C5zYPHLkSNy4cQMxMTGVHYpg5MiRePz4MQ4cOFDZoVAFi4qKQrt27fD8+XPo6upWdjhy3r17h3fv3gmfX716BVNTU/zz2zZoV1BCh4iIiIiISlela6/KDkHOq1evoKOjg5cvX5b6ELlS1xgoq6VLl6Jjx47Q1NTEkSNHEBISUuhpbmV5+fIl4uLisH37duzfv7+ywyEFs3DhQsybN6+ywyAiIiIioi9YpU8lKIsLFy6gY8eOaNy4MdavX49Vq1bh+++/r+ywAAA9evRA9+7dMWrUKOEd90Sfy8yZM/Hy5UvhT/bqRyIiIiIiorL6IqcSEFHRZMOFOJWAiIiIiOjz+pKnEnwRIwaIiIiIiIiI6NNgYuA/wM/PD7a2tpUdRoURiUTYt2/fJ21DIpFgxYoVn7SNDxEcHAyRSASRSISJEyd+VF2enp5CXZ+6P4mIiIiISHExMVAO+W/Uqlatinr16sHHxwcZGRllroM3eaVLTU2FSCRCQkJCZYfyQbS1tZGeng5/f/+PqmflypVIT0+voKiIiIiIiIiK9kW8leC/pHPnzti8eTOys7MRExOD77//HhkZGVi3bl1lh0b/ESKRCMbGxh9dj46ODnR0dCogIiIiIiIiouJ9lSMGihpmbmtrCz8/P+GzSCTCunXr0KVLF6irq6Nu3brYvXt3qXWrqqrC2NgYpqamGDRoEAYPHox9+/ZBKpXCzMwMS5culSt/7do1KCkpISUlBRKJBADQq1cviEQi4bPM1q1bIZFIoKOjgwEDBuD169fCvnfv3mHChAkwNDSEmpoaWrdujbi4OGF/VFQURCIRIiIiYG9vDw0NDbRq1Qo3b94s8XwePHiAAQMGQF9fH5qamrC3t8f58+eF/evWrUP9+vWhoqICCwsLbN26Ve7427dvo23btlBTU4O1tTXCw8MLtfHw4UP0798fenp6qFatGnr06IHU1NQS4yqLzMxMDB8+HFpaWqhduzZ++eUXuf3Tp0+Hubk5NDQ0UK9ePfj6+iI7OxsAcPPmTYhEIty4cUPumGXLlkEikUC2JmdSUhLc3NwgFothZGSEIUOG4OnTpx8dOxERERER0X/FV5kYKCtfX1/06dMHiYmJ+PbbbzFw4EAkJyeXqw51dXVkZ2dDJBJh+PDh2Lx5s9z+oKAgtGnTBvXr1xdu5Ddv3oz09HS5G/uUlBTs27cPBw8exMGDBxEdHY2AgABh/7Rp07Bnzx6EhITg0qVLMDMzg6urK549eybX3qxZsxAYGIiLFy+iSpUqGD58eLGxv3nzBk5OTnj06BEOHDiAxMRETJs2Dbm5uQCAsLAweHt7Y8qUKbh27RpGjRqF7777DpGRkQCA3Nxc9O7dG8rKyjh37hzWr1+P6dOny7WRmZmJdu3aQSwW49SpUzh9+jTEYjE6d+6MrKyscvV1QYGBgbC3t8fly5cxduxYjBkzRu5GX0tLC8HBwUhKSsLKlSuxceNGLF++HABgYWGBZs2aYfv27XJ17tixA4MGDYJIJEJ6ejqcnJxga2uLixcv4ujRo3j8+DE8PDw+Km4iIiIiIqL/EoVODPTr1w/ff/89zM3N4e/vD3t7e6xevbrMx1+4cAE7duyAi4sLAOC7777DzZs3ceHCBQBAdnY2tm3bJtycGxgYAAB0dXVhbGwsfAbybrKDg4PRqFEjtGnTBkOGDEFERAQACFMVlixZgi5dusDa2hobN26Euro6Nm3aJBfTjz/+CCcnJ1hbW2PGjBk4c+YM3r59W2T8O3bswN9//419+/ahdevWMDMzg4eHBxwcHAAAS5cuhaenJ8aOHQtzc3NMnjwZvXv3FkZFnDhxAsnJydi6dStsbW3Rtm1b/PTTT3JthIaGQklJCb/++isaN24MKysrbN68GWlpaYiKiipzXxfFzc0NY8eOhZmZGaZPn47q1avL1Tl79my0atUKEokE7u7umDJlCn777Tdh/+DBg7Fjxw7h861btxAfH49vv/0WQN5oiaZNm+Knn36CpaUl7OzsEBQUhMjISNy6deujYiciIiIiIvqvUOjEgOwGOP/n0kYMHDx4EGKxGGpqanBwcEDbtm2FZIKJiQm6du2KoKAgoezbt2/Rr1+/UmORSCTQ0tISPpuYmODJkycA8kYTZGdnw9HRUdhftWpVtGjRolC8TZo0kasDgFBPQQkJCbCzs4O+vn6R+5OTk+XaBABHR0ehzeTkZNSuXRu1atUS9hfs0/j4eNy5cwdaWloQi8UQi8XQ19fH27dvkZKSUnRnlFH+c5XN689/rr///jtat24NY2NjiMVi+Pr6Ii0tTdg/YMAA3Lt3D+fOnQMAbN++Hba2trC2thZij4yMFOIWi8WwtLQEgI+OnYiIiIiI6L/iq1x8UElJSZgjLiObW14akUhU4v527dph3bp1qFq1KmrUqIGqVavK7f/+++8xZMgQLF++HJs3b0b//v2hoaFRarsF6xGJRMKQftm5FIxNKpUW2pa/Htk+WT0FqaurlxpXSW0W7OOiyufm5hY5ZB+A3IiJD1FSn507dw4DBgzAvHnz4OrqCh0dHYSGhiIwMFAob2Jignbt2mHHjh1o2bIldu7ciVGjRsnF7u7ujkWLFhVqW5Z0ISIiIiIi+tJ9lSMGDAwM5F7z9urVK9y9e7dQOdmT4vyfZU+Ei6OpqQkzMzPUqVOn0I0pkDe8XVNTE+vWrcORI0cKzfGvWrUqcnJyynM6MDMzg4qKCk6fPi1sy87OxsWLF2FlZVWuuvJr0qQJEhISCq1TIGNlZSXXJgCcOXNGaNPa2hppaWl49OiRsP/s2bNy5Zs2bYrbt2/D0NAQZmZmcn+fcsX92NhY1KlTB7NmzYK9vT0aNGiAe/fuFSo3ePBg7Nq1C2fPnkVKSgoGDBggF/v169chkUgKxa6pqfnJYiciIiIiIvqcvsrEQPv27bF161bExMTg2rVrGDZsGJSVlQuV2717N4KCgnDr1i3MnTsXFy5cgJeX10e1raysDE9PT8ycORNmZmaFhtZLJBJERETgr7/+wvPnz8tUp6amJsaMGYOpU6fi6NGjSEpKwsiRI5GZmYkRI0Z8cKwDBw6EsbExevbsidjYWPz555/Ys2ePcHM/depUBAcHY/369bh9+zaWLVuGvXv3wsfHBwDQoUMHWFhYYOjQoUhMTERMTAxmzZol18bgwYNRvXp19OjRAzExMbh79y6io6Ph7e2NBw8efHDspTEzM0NaWhpCQ0ORkpKCVatWISwsrFC53r1749WrVxgzZgzatWuHmjVrCvvGjRuHZ8+eYeDAgbhw4QL+/PNPHD9+HMOHDy93cmfmzJkYOnSo8PnChQuwtLTEw4cPhW0uLi5Ys2bNB5wtERERERHRh/sqEwMzZ85E27Zt0a1bN7i5uaFnz56oX79+oXLz5s1DaGgomjRpgpCQEGzfvl2YX/4xRowYgaysrCLfCBAYGIjw8HCYmprCzs6uzHUGBASgT58+GDJkCJo2bYo7d+7g2LFj0NPT++A4VVRUcPz4cRgaGsLNzQ2NGzdGQECAkETp2bMnVq5ciSVLlqBhw4bYsGEDNm/eDGdnZwB5UzbCwsLw7t07tGjRAt9//z1+/PFHuTY0NDRw6tQp1K5dG71794aVlRWGDx+Of//9F9ra2h8ce2l69OiBSZMmwcvLC7a2tjhz5gx8fX0LldPW1oa7uzsSExMxePBguX01atRAbGwscnJy4OrqikaNGsHb2xs6OjpQUirfTyc9PV1ufYPMzEzcvHlTbopLSkoKX4VIRERERESfnUha1ERxBSASiRAWFoaePXtWeN2xsbFwdnbGgwcPYGRkVOH1039XcHAwJk6ciBcvXlRYneW5Vl+9egUdHR3889s2aJdhbQsiIiIiIqoYVbr2quwQ5MjuDV6+fFnqQ9mvcsRAZXn37h3u3LkDX19feHh4MCmgoF6+fAmxWIzp06d/VD2jR4+GWCyuoKiIiIiIiIiKxhEDFThiIDg4GCNGjICtrS0OHDggN1+dFMPr16/x+PFjAICuri6qV6/+wXU9efIEr169ApD3FoSyLHhYnqwgERERERF9vcpzb6CwiQGirxETA0REREREBHAqARERERERERGVERMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgVSo7ACKqeEcTHkJD/KqywyAioi9Yt6a1KjsEIiL6TDhigIiIiIiIiEiBMTFAREREREREpMCYGCAiIiIiIiJSYEwMfCJRUVEQiUR48eLFJ2/Lz88Ptra2n7wdIiIiIiIi+vp89YkBT09P9OzZ87O326pVK6Snp0NHR6fMx3xorD4+PoiIiCj3cURERERERER8K8EnoqKiAmNj48/Sllgshlgs/ixt0YfLycmBSCSCktJXn48jIiIiIqIviMLfoQQHB0NXVxcHDx6EhYUFNDQ00LdvX2RkZCAkJAQSiQR6enoYP348cnJyhOO2bdsGe3t7aGlpwdjYGIMGDcKTJ0+E/QWnEsjaOXbsGKysrCAWi9G5c2ekp6cDyJsOEBISgv3790MkEkEkEiEqKgoAMH36dJibm0NDQwP16tWDr68vsrOzhbYKTiWQjTxYunQpTExMUK1aNYwbN07umIJSUlLQo0cPGBkZQSwWo3nz5jhx4oRcGYlEgp9++gnDhw+HlpYWateujV9++aXE/n337h0mTJgAQ0NDqKmpoXXr1oiLiyvUT4cOHYKNjQ3U1NTwzTff4OrVq3L1nDlzBm3btoW6ujpMTU0xYcIEZGRkfFRsv//+Oxo3bgx1dXVUq1YNHTp0EOrMzc3F/PnzUatWLaiqqsLW1hZHjx4tFHf+qSIJCQkQiURITU0FIH9tWVtbQ1VVFffu3cO7d+8wbdo0mJqaQlVVFQ0aNMCmTZuEepKSkuDm5gaxWAwjIyMMGTIET58+LfFciIiIiIiIPpTCJwYAIDMzE6tWrUJoaCiOHj2KqKgo9O7dG4cPH8bhw4exdetW/PLLL/j999+FY7KysuDv74/ExETs27cPd+/ehaenZ6ntLF26FFu3bsWpU6eQlpYGHx8fAHnTATw8PIRkQXp6Olq1agUA0NLSQnBwMJKSkrBy5Ups3LgRy5cvL7GtyMhIpKSkIDIyEiEhIQgODkZwcHCx5d+8eQM3NzecOHECly9fhqurK9zd3ZGWliZXLjAwEPb29rh8+TLGjh2LMWPG4MaNG8XWO23aNOzZswchISG4dOkSzMzM4OrqimfPnsmVmzp1KpYuXYq4uDgYGhqie/fuQiLj6tWrcHV1Re/evXHlyhXs2rULp0+fhpeX1wfHlp6ejoEDB2L48OFITk4WvnOpVAoAWLlyJQIDA7F06VJcuXIFrq6u6N69O27fvl3suRYlMzMTCxcuxK+//orr16/D0NAQQ4cORWhoKFatWoXk5GSsX79eGPGRnp4OJycn2Nra4uLFizh69CgeP34MDw+PcrVLRERERERUViKp7E7oK+Xp6YkXL15g3759Re4PDg7Gd999hzt37qB+/foAgNGjR2Pr1q14/PixcMPWuXNnSCQSrF+/vsh64uLi0KJFC7x+/RpisRhRUVFo164dnj9/Dl1d3SLbWbt2LebPn4+//vqrTLHKLFmyBLt27cLFixcB5I0Y2LdvHxISEoR6oqKikJKSAmVlZQCAh4cHlJSUEBoaWua+a9iwIcaMGSPcgEskErRp0wZbt24FAEilUhgbG2PevHkYPXp0oeMzMjKgp6eH4OBgDBo0CACQnZ0NiUSCiRMnYurUqUI/hYaGon///gCAZ8+eoVatWggODoaHhweGDh0KdXV1bNiwQaj79OnTcHJyQkZGBtTU1Mod26VLl9CsWTOkpqaiTp06hfbXrFkT48aNw//+9z9hW4sWLdC8eXP8/PPPhb5fIG/EgJ2dHe7evQuJRCJ85wkJCbCxsQEA3Lp1CxYWFggPD0eHDh0KtTtnzhycP38ex44dE7Y9ePAApqamuHnzJszNzUv4xoBXr15BR0cHu6KToCHWKrEsERFRSbo1rVXZIRAR0UeQ3Ru8fPkS2traJZbliAEAGhoaws06ABgZGUEikcjN2zcyMpKbKnD58mX06NEDderUgZaWFpydnQGg0BP2ktoxMTGRq7M4v//+O1q3bg1jY2OIxWL4+vqW2A6Qd1MvSwqUpa2MjAxMmzYN1tbW0NXVhVgsxo0bNwq106RJE+G/RSIRjI2Ni603JSUF2dnZcHR0FLZVrVoVLVq0QHJyslxZBwcH4b/19fVhYWEhlImPj0dwcLCwloJYLIarqytyc3Nx9+7dD4rNxsYGLi4uaNy4Mfr164eNGzfi+fPnAPJ+QI8ePZKLGwAcHR0LxV0aFRUVubgSEhKgrKwMJyenIsvHx8cjMjJS7lwtLS0B5PUnERERERFRRePig8i7Wc1PJBIVuS03NxdA3k10p06d0KlTJ2zbtg0GBgZIS0uDq6srsrKyytVOaQM2zp07hwEDBmDevHlwdXWFjo4OQkNDERgYWO5zksVflKlTp+LYsWNYunQpzMzMoK6ujr59+xY6n/LUKzs3kUhUaHvBbUWRlcnNzcWoUaMwYcKEQmVq1679QbEpKysjPDwcZ86cwfHjx7F69WrMmjUL58+fR7Vq1UqNW7aAYP7vr6g1HNTV1eXqUVdXL/6E//+5uru7Y9GiRYX2mZiYlHgsERERERHRh+CIgQ9w48YNPH36FAEBAWjTpg0sLS3L9OS/NCoqKnILHAJAbGws6tSpg1mzZsHe3h4NGjTAvXv3PrqtgmJiYuDp6YlevXqhcePGMDY2FhbR+1BmZmZQUVHB6dOnhW3Z2dm4ePEirKys5MqeO3dO+O/nz5/j1q1bwpPypk2b4vr16zAzMyv0p6Ki8sHxiUQiODo6Yt68ebh8+TJUVFQQFhYGbW1t1KhRQy5uIG8BRFncBgYGACAsHglAmMpRksaNGyM3NxfR0dFF7pedq0QiKXSumpqaH3imRERERERExWNi4APUrl0bKioqWL16Nf78808cOHAA/v7+H12vRCLBlStXcPPmTTx9+hTZ2dkwMzNDWloaQkNDkZKSglWrViEsLKwCzkKemZkZ9u7di4SEBCQmJmLQoEEljjAoC01NTYwZMwZTp07F0aNHkZSUhJEjRyIzMxMjRoyQKzt//nxERETg2rVr8PT0RPXq1dGzZ08AeW9lOHv2LMaNG4eEhATcvn0bBw4cwPjx4z84tvPnz+Onn37CxYsXkZaWhr179+Lvv/8WbvynTp2KRYsWYdeuXbh58yZmzJiBhIQEeHt7A8jrL1NTU/j5+eHWrVs4dOhQqaM4gLzveNiwYRg+fLiwaGVUVBR+++03AMC4cePw7NkzDBw4EBcuXMCff/6J48ePY/jw4YWSRkRERERERBWBiYEPYGBggODgYOzevRvW1tYICAjA0qVLP7rekSNHwsLCAvb29jAwMEBsbCx69OiBSZMmwcvLC7a2tjhz5gx8fX0r4CzkLV++HHp6emjVqhXc3d3h6uqKpk2bfnS9AQEB6NOnD4YMGYKmTZvizp07OHbsGPT09AqV8/b2RrNmzZCeno4DBw4IowGaNGmC6Oho3L59G23atIGdnR18fX0/ami9trY2Tp06BTc3N5ibm2P27NkIDAxEly5dAAATJkzAlClTMGXKFDRu3BhHjx7FgQMH0KBBAwB50xZ27tyJGzduwMbGBosWLcKCBQvK1Pa6devQt29fjB07FpaWlhg5cqTwmsQaNWogNjYWOTk5cHV1RaNGjeDt7Q0dHR1h+gIREREREVFF+urfSkD/bUWt7k9l9+7dO7x79074/OrVK5iamvKtBERE9NH4VgIioi8b30pApCAWLlwIHR0d4c/U1LSyQyIiIiIioi8MEwNEX7CZM2fi5cuXwt/9+/crOyQiIiIiIvrC8HWFVKmcnZ1LfWUjFU9VVRWqqqqVHQYREREREX3BOGKAiIiIiIiISIH9ZxIDzs7OmDhxYmWHAQAIDg6u1IXwUlNTIRKJkJCQUGkxlIenp6fwakH6PyKRCPv27avsMIiIiIiIiEr0n0kM7N27F/7+/hVWX1kTDRKJBCtWrKiwdvPjjWHl8fPzg0gkwujRo+W2JyQkQCQSITU1tXICIyIiIiIi+o/55ImBrKysMpXT19eHlhZfr0YVR01NDZs2bcKtW7cqOxQiIiIiIqL/rHIlBpydneHl5QUvLy/o6uqiWrVqmD17ttzicRKJBAsWLICnpyd0dHQwcuRIAMCePXvQsGFDqKqqQiKRIDAwsFDd+Z/wZ2VlYdq0aahZsyY0NTXxzTffICoqSu6Y2NhYODk5QUNDA3p6enB1dcXz58/h6emJ6OhorFy5EiKRqNgnxM7Ozrh37x4mTZoklMvv2LFjsLKyglgsRufOnZGeni7si4uLQ8eOHVG9enXo6OjAyckJly5dkusHAOjVqxdEIpHwuSgXLlyAnZ0d1NTUYG9vj8uXLxcqk5SUBDc3N4jFYhgZGWHIkCF4+vSp3LmU9t2U1qeyKRQlnXdOTg4mT54stDFt2rRCiwf+/vvvaNy4MdTV1VGtWjV06NABGRkZxZ5/dHQ0WrRoAVVVVZiYmGDGjBl4//693LlNmDAB06ZNg76+PoyNjeHn51dsfTIWFhZo164dZs+eXWyZoqaN7Nu3T+5a8PPzg62tLYKCglC7dm2IxWKMGTMGOTk5WLx4MYyNjWFoaIgff/yxUP3p6eno0qUL1NXVUbduXezevVtu//Tp02Fubg4NDQ3Uq1cPvr6+yM7OLvXciIiIiIiIKkq5RwyEhISgSpUqOH/+PFatWoXly5fj119/lSuzZMkSNGrUCPHx8fD19UV8fDw8PDwwYMAAXL16FX5+fvD19UVwcHCx7Xz33XeIjY1FaGgorly5gn79+qFz5864ffs2gLwh4S4uLmjYsCHOnj2L06dPw93dHTk5OVi5ciUcHBwwcuRIpKenIz09vcj3u+/duxe1atXC/PnzhXIymZmZWLp0KbZu3YpTp04hLS0NPj4+wv7Xr19j2LBhiImJwblz59CgQQO4ubnh9evXAPISBwCwefNmpKenC58LysjIQLdu3WBhYYH4+Hj4+fnJtQPk3Vw6OTnB1tYWFy9exNGjR/H48WN4eHiU67sprU/Lct6BgYEICgrCpk2bcPr0aTx79gxhYWFysQ4cOBDDhw9HcnIyoqKi0Lt372LfPPDw4UO4ubmhefPmSExMxLp167Bp0yYsWLCg0Llpamri/PnzWLx4MebPn4/w8PAi68wvICAAe/bsKbb/yyolJQVHjhzB0aNHsXPnTgQFBaFr16548OABoqOjsWjRIsyePRvnzp2TO87X1xd9+vRBYmIivv32WwwcOBDJycnCfi0tLQQHByMpKQkrV67Exo0bsXz58o+KlYiIiIiIqDzK/bpCU1NTLF++HCKRCBYWFrh69SqWL18ujAwAgPbt28vdTA4ePBguLi7w9fUFAJibmyMpKQlLliyBp6dnoTZSUlKwc+dOPHjwADVq1AAA+Pj44OjRo9i8eTN++uknLF68GPb29li7dq1wXMOGDYX/VlFRgYaGBoyNjYs9F319fSgrK0NLS6tQuezsbKxfvx7169cHAHh5eWH+/Ply55jfhg0boKenh+joaHTr1g0GBgYAAF1d3RJj2L59O3JychAUFAQNDQ00bNgQDx48wJgxY4Qy69atQ9OmTfHTTz8J24KCgmBqaopbt27B3NwcQMnfTVn6tCznvWLFCsycORN9+vQBAKxfvx7Hjh0T9qenp+P9+/fo3bs36tSpAwBo3Lhxsee/du1amJqaYs2aNRCJRLC0tMSjR48wffp0zJkzB0pKebmrJk2aYO7cuQCABg0aYM2aNYiIiEDHjh2LrRsAmjZtCg8PD8yYMQMRERElli1Jbm4ugoKCoKWlBWtra7Rr1w43b97E4cOHoaSkBAsLCyxatAhRUVFo2bKlcFy/fv3w/fffAwD8/f0RHh6O1atXC9dt/tEMEokEU6ZMwa5duzBt2rQPjpWIiIiIiKg8yj1ioGXLlnLDrB0cHHD79m3k5OQI2+zt7eWOSU5OhqOjo9w2R0fHQsfJXLp0CVKpFObm5hCLxcJfdHQ0UlJSAPzfiIFPRUNDQ7g5BgATExM8efJE+PzkyROMHj0a5ubm0NHRgY6ODt68eYO0tLRytZOcnAwbGxtoaGgI2xwcHOTKxMfHIzIyUq4vLC0tAUDoD6Dk76YsfVraeb98+RLp6ely8VWpUkXu+7axsYGLiwsaN26Mfv36YePGjXj+/HmJ5+/g4CAXt6OjI968eYMHDx4I25o0aSJ3XMHvoyQLFixATEwMjh8/XqbyRZFIJHJrYBgZGcHa2lpIXMi2FYyp4Hfp4OAgN2Lg999/R+vWrWFsbAyxWAxfX99yX0NEREREREQfo9wjBspCU1NT7rNUKi00f7+4oeVA3tNZZWVlxMfHQ1lZWW6fWCwGAKirq1dQtEWrWrWq3GeRSCQXs6enJ/7++2+sWLECderUgaqqKhwcHMq82KJMSf0gk5ubC3d3dyxatKjQPhMTkzK1U5Y+BUo/79IoKysjPDwcZ86cwfHjx7F69WrMmjUL58+fR926dQuVL+nayL+9qLhyc3PLFFP9+vUxcuRIzJgxA5s2bZLbp6SkVOj8iprjX1T7HxqT7LzOnTuHAQMGYN68eXB1dYWOjg5CQ0MLrb9BRERERET0KZV7xEDBOdSy+fUFbzbzs7a2xunTp+W2nTlzBubm5kUeZ2dnh5ycHDx58gRmZmZyf7Jh+U2aNClxaLiKikqRoxE+tFxBMTExmDBhAtzc3IRFFfMvBgjk3UyWVre1tTUSExPx77//CtsK9nHTpk1x/fp1SCSSQv2RPwlT0ndTlj4tjY6ODkxMTOTaef/+PeLj4+XKiUQiODo6Yt68ebh8+TJUVFTk1iEoeP5nzpyRuzk/c+YMtLS0ULNmzTLFVRZz5szBrVu3EBoaKrfdwMAAr1+/llscMSEhocLaLeo7kY32iI2NRZ06dTBr1izY29ujQYMGuHfvXoW1TUREREREVBblTgzcv38fkydPxs2bN7Fz506sXr0a3t7eJR4zZcoUREREwN/fH7du3UJISAjWrFlTaJE9GXNzcwwePBhDhw7F3r17cffuXcTFxWHRokU4fPgwAGDmzJmIi4vD2LFjceXKFdy4cQPr1q0Tbs4lEgnOnz+P1NRUPH36tNgnuRKJBKdOncLDhw8L3diXxMzMDFu3bkVycjLOnz+PwYMHFxrFIJFIEBERgb/++qvY4fSDBg2CkpISRowYgaSkJBw+fBhLly6VKzNu3Dg8e/YMAwcOxIULF/Dnn3/i+PHjGD58uFzioaTvpix9Whbe3t4ICAhAWFgYbty4gbFjx+LFixfC/vPnz+Onn37CxYsXkZaWhr179+Lvv/+GlZVVkfWNHTsW9+/fx/jx43Hjxg3s378fc+fOxeTJk+WG6X8sIyMjTJ48GatWrZLb/s0330BDQwP/+9//cOfOHezYsaPERTHLa/fu3QgKCsKtW7cwd+5cXLhwAV5eXgDyrqG0tDSEhoYiJSUFq1atKpRAuXDhAiwtLfHw4cMKi4mIiIiIiCi/ct95DR06FP/++y9atGiBcePGYfz48fjhhx9KPKZp06b47bffEBoaikaNGmHOnDmYP39+kQsPymzevBlDhw7FlClTYGFhge7du+P8+fPC2wXMzc1x/PhxJCYmokWLFnBwcMD+/ftRpUre7AgfHx8oKyvD2toaBgYGxc7bnj9/PlJTU1G/fn1hwcCyCAoKwvPnz2FnZ4chQ4ZgwoQJMDQ0lCsTGBiI8PBwmJqaws7Orsh6xGIx/vjjDyQlJcHOzg6zZs0qNGWgRo0aiI2NRU5ODlxdXdGoUSN4e3tDR0dH7ua5tO+mtD4tiylTpmDo0KHw9PSEg4MDtLS00KtXL2G/trY2Tp06BTc3N5ibm2P27NkIDAxEly5diqyvZs2aOHz4MC5cuAAbGxuMHj0aI0aMKPEVgx9q6tSpctMmgLwFKLdt24bDhw+jcePG2LlzZ5lehVhW8+bNQ2hoKJo0aYKQkBBs374d1tbWAIAePXpg0qRJ8PLygq2tLc6cOSMs0CmTmZmJmzdv8hWGRERERET0yYik5ZhA7uzsDFtbW6xYsaLCA3FwcICLi0uh19RR2XzK74a+HK9evYKOjg52RSdBQ6xV+gFERETF6Na0VmWHQEREH0F2b/Dy5Utoa2uXWLbixmp/oHfv3uHixYu4fv263OsGiYiIiIiIiOjT+yRvJSiPI0eOYOjQoXB3d0ffvn0rOxyir0Jn25qlZgWJiIiIiIiAck4lIKL/tvIMFyIiIiIioq/XFzWVgIiIiIiIiIgqDxMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgVSo7ACKqeJf/OQ9xlmZlh0FEpNCaVW9V2SEQERGVCUcMEBERERERESkwJgaIiIiIiIiIFBgTA0REREREREQKjImBChQVFQWRSIQXL1588rb8/Pxga2v7ydv5UohEIuzbt6+ywyAiIiIiIvrifJWJAU9PT/Ts2fOzt9uqVSukp6dDR0enzMd8aKw+Pj6IiIgo93Ffq/T0dHTp0qXM5SvrGiEiIiIiIvqv+SoTA5VFRUUFxsbGEIlEn7wtsViMatWqffJ2KkJWVtYnr9vY2BiqqqqfrJ3iZGdnf7a2PmU/EhERERGR4lLIxEBwcDB0dXVx8OBBWFhYQENDA3379kVGRgZCQkIgkUigp6eH8ePHIycnRzhu27ZtsLe3h5aWFoyNjTFo0CA8efJE2F9wKoGsnWPHjsHKygpisRidO3dGeno6gLzpACEhIdi/fz9EIhFEIhGioqIAANOnT4e5uTk0NDRQr149+Pr6yt2EFpxKIHsCvnTpUpiYmKBatWoYN25ciTeuKSkp6NGjB4yMjCAWi9G8eXOcOHGixL6TtbthwwaYmppCQ0MD/fr1k5s+IYtl4cKFqFGjBszNzQEAV69eRfv27aGuro5q1arhhx9+wJs3bwodN2/ePBgaGkJbWxujRo2SuyF2dnaGl5cXJk+ejOrVq6Njx44ACk8lePjwIfr37w89PT1Uq1YNPXr0QGpqaoX1e1BQEOrVqwdVVVWEhISgWrVqePfunVxf9enTB0OHDi22L8vaHwX7kYiIiIiIqCIpZGIAADIzM7Fq1SqEhobi6NGjiIqKQu/evXH48GEcPnwYW7duxS+//ILff/9dOCYrKwv+/v5ITEzEvn37cPfuXXh6epbaztKlS7F161acOnUKaWlp8PHxAZA3HcDDw0NIFqSnp6NVq7x3HmtpaSE4OBhJSUlYuXIlNm7ciOXLl5fYVmRkJFJSUhAZGYmQkBAEBwcjODi42PJv3ryBm5sbTpw4gcuXL8PV1RXu7u5IS0srsZ07d+7gt99+wx9//IGjR48iISEB48aNkysTERGB5ORkhIeH4+DBg8jMzETnzp2hp6eHuLg47N69GydOnICXl1eRx0VGRmLnzp0ICwvDvHnz5MqEhISgSpUqiI2NxYYNGwrFl5mZiXbt2kEsFuPUqVM4ffq0kJTJysr66H6Xnf+ePXuQkJAADw8P5OTk4MCBA0KZp0+f4uDBg/juu++K7MPy9oesH4mIiIiIiCpalcoOoLJkZ2dj3bp1qF+/PgCgb9++2Lp1Kx4/fgyxWAxra2u0a9cOkZGR6N+/PwBg+PDhwvH16tXDqlWr0KJFC7x58wZisbjYdtavXy+04+Xlhfnz5wPImw6grq6Od+/ewdjYWO642bNnC/8tkUgwZcoU7Nq1C9OmTSv2nPT09LBmzRooKyvD0tISXbt2RUREBEaOHFlkeRsbG9jY2AifFyxYgLCwMBw4cKDQDWp+b9++RUhICGrVqgUAWL16Nbp27YrAwEDhPDQ1NfHrr79CRUUFALBx40b8+++/2LJlCzQ1NQEAa9asgbu7OxYtWgQjIyMAedMxgoKCoKGhgYYNG2L+/PmYOnUq/P39oaSUl8cyMzPD4sWLi40vNDQUSkpK+PXXX4VpHZs3b4auri6ioqLQqVOnj+r3rKwsbN26FQYGBsK2QYMGYfPmzejXrx8AYPv27ahVqxacnZ2LjHH79u1l6o+C/UhERERERFTRFHbEgIaGhnCzDgBGRkaQSCRyN/hGRkZyUwUuX76MHj16oE6dOtDS0hJu+kp6wl6wHRMTE7k6i/P777+jdevWMDY2hlgshq+vb6lP8hs2bAhlZeUyt5WRkYFp06bB2toaurq6EIvFuHHjRqnt1K5dW0gKAICDgwNyc3Nx8+ZNYVvjxo3lbmaTk5NhY2Mj3AQDgKOjY6HjbGxsoKGhIVf3mzdvcP/+fWGbvb19ifHFx8fjzp070NLSglgshlgshr6+Pt6+fYuUlJQSjy1Lv9epU0cuKQAAI0eOxPHjx/Hw4UMAeYkIT0/PYtebKGt/FOxHIiIiIiKiiqawIwaqVq0q91kkEhW5LTc3F0DeTXSnTp3QqVMnbNu2DQYGBkhLS4Orq2uJi8IVVadUKi0xtnPnzmHAgAGYN28eXF1doaOjg9DQUAQGBpb7nGTxF2Xq1Kk4duwYli5dCjMzM6irq6Nv377lXuROdvOb/yY4/w0vAEil0mJvksuyWGNJdReUm5uLZs2aYfv27YX2Fbyhz6+s/V5U+3Z2drCxscGWLVvg6uqKq1ev4o8//ii2rbL2R2nnSkRERERE9LEUNjFQXjdu3MDTp08REBAAU1NTAMDFixc/ul4VFRW5BQ4BIDY2FnXq1MGsWbOEbffu3fvotgqKiYmBp6cnevXqBSBvzQHZAn0lSUtLw6NHj1CjRg0AwNmzZ6GkpFTi4njW1tYICQlBRkaGcLMbGxtb6LjExET8+++/UFdXB5B3sy4Wi+VGKJSmadOm2LVrl7CAYVE+Rb9///33WL58OR4+fIgOHToI10lRytofREREREREn5rCTiUor9q1a0NFRQWrV6/Gn3/+iQMHDsDf3/+j65VIJLhy5Qpu3ryJp0+fIjs7G2ZmZkhLS0NoaChSUlKwatUqhIWFVcBZyDMzM8PevXuRkJCAxMREDBo0qMQRBjJqamoYNmwYEhMTERMTgwkTJsDDw6PQfP38Bg8eLBx37do1REZGYvz48RgyZIgwnx7Im78/YsQIJCUl4ciRI5g7dy68vLyE9QXKYvDgwahevTp69OiBmJgY3L17F9HR0fD29saDBw8AfJp+Hzx4MB4+fIiNGzfKrUfxMf1BRERERET0qTExUEYGBgYIDg7G7t27YW1tjYCAACxduvSj6x05ciQsLCxgb28PAwMDxMbGokePHpg0aRK8vLxga2uLM2fOwNfXtwLOQt7y5cuhp6eHVq1awd3dHa6urmjatGmpx5mZmaF3795wc3NDp06d0KhRI6xdu7bEYzQ0NHDs2DE8e/YMzZs3R9++feHi4oI1a9bIlXNxcUGDBg3Qtm1beHh4wN3dHX5+fuU6Lw0NDZw6dQq1a9dG7969YWVlheHDh+Pff/8VRhB8in7X1tZGnz59IBaL0bNnzwrpDyIiIiIiok9NJC1twjtRPn5+fti3bx8SEhIqvG5PT0+8ePEC+/btq/C6P5eOHTvCysoKq1at+iztvXv3Du/evRM+v3r1Cqampoj68zjEWlyfgIioMjWr3qqyQyAiIgX26tUr6Ojo4OXLl8VOsZbhiAGiCvDs2TOEhobi5MmTGDdu3Gdrd+HChdDR0RH+SlrXgIiIiIiIqChcfJCoAjRt2hTPnz/HokWLYGFh8dnanTlzJiZPnix8lo0YICIiIiIiKitOJSD6isiGC3EqARFR5eNUAiIiqkycSkBEREREREREZcLEwH9EVFQURCIRXrx4UWyZ4OBg6OrqCp/9/Pxga2v7yWP7EJ6enqWuzP+5lKVvK5JIJIJIJJL7rj6ELG6RSPSf6UsiIiIiIvr6MDHwBfPx8UFERERlh1GklStXIjg4uMLqK2uiwdnZGRMnTqywdvOTSCRYsWJFmcpu3rwZt27d+qj2WrVqhfT0dHh4eHxUPURERERERCXh4oNfMLFYDLFY/FnbzMrKgoqKSqnldHR0PkM0/126urowNDT8qDpUVFRgbGwMdXV1uVcSEhERERERVaSvZsSAs7MzJkyYgGnTpkFfXx/Gxsbw8/OTK5OWloYePXpALBZDW1sbHh4eePz4sbBfNjR/69atkEgk0NHRwYABA/D69esS25ZIJPD398egQYMgFotRo0YNrF69WtifmpoKkUiEhIQEYduLFy8gEokQFRUlV1dsbCxsbGygpqaGb775BlevXi223aKmEgQFBaFhw4ZQVVWFiYkJvLy8ij1e9hR+3rx5MDQ0hLa2NkaNGoWsrCyhjLOzM7y8vDB58mRUr14dHTt2BABER0ejRYsWQjszZszA+/fvC9UtI5VKsXjxYtSrVw/q6uqwsbHB77//LhfP9evX0bVrV2hra0NLSwtt2rRBSkoK/Pz8EBISgv379wtD6wv2m6zN6OhorFy5UiiXmpoq7I+Pj4e9vT00NDTQqlUr3Lx5U9iXkpKCHj16wMjICGKxGM2bN8eJEyfk+uHevXuYNGmSUDcREREREdHX4KtJDABASEgINDU1cf78eSxevBjz589HeHg4gLwb0549e+LZs2eIjo5GeHg4UlJS0L9/f7k6UlJSsG/fPhw8eBAHDx5EdHQ0AgICSm17yZIlaNKkCS5duoSZM2di0qRJQtvlMXXqVCxduhRxcXEwNDRE9+7dkZ2dXaZj161bh3HjxuGHH37A1atXceDAAZiZmZV4TEREBJKTkxEZGYmdO3ciLCwM8+bNkysTEhKCKlWqIDY2Fhs2bMDDhw/h5uaG5s2bIzExEevWrcOmTZuwYMGCYtuZPXs2Nm/ejHXr1uH69euYNGkSvv32W0RHRwMAHj58iLZt20JNTQ0nT55EfHw8hg8fjvfv38PHxwceHh7o3Lkz0tPTkZ6ejlatCq/0vHLlSjg4OGDkyJFCufyv7ps1axYCAwNx8eJFVKlSBcOHDxf2vXnzBm5ubjhx4gQuX74MV1dXuLu7Iy0tDQCwd+9e1KpVC/PnzxfqJiIiIiIi+hp8VVMJmjRpgrlz5wIAGjRogDVr1iAiIgIdO3bEiRMncOXKFdy9e1e4Wdy6dSsaNmyIuLg4NG/eHACQm5uL4OBgaGlpAQCGDBmCiIgI/PjjjyW27ejoiBkzZgAAzM3NERsbi+XLlwtP2Mtq7ty5wjEhISGoVasWwsLCyjTPfMGCBZgyZQq8vb2FbbLzKo6KigqCgoKgoaGBhg0bYv78+Zg6dSr8/f2hpJSXNzIzM8PixYuFY2bNmgVTU1OsWbMGIpEIlpaWePToEaZPn445c+YIx8lkZGRg2bJlOHnyJBwcHAAA9erVw+nTp7FhwwY4OTnh559/ho6ODkJDQ1G1alUAef0oIxtOb2xsXOy56OjoQEVFBRoaGkWW+/HHH+Hk5AQAmDFjBrp27Yq3b99CTU0NNjY2sLGxkevLsLAwHDhwAF5eXtDX14eysjK0tLRKjIGIiIiIiOhL81WNGGjSpIncZxMTEzx58gQAkJycDFNTU7knyNbW1tDV1UVycrKwTSKRCEmBgnVs375dmNcvFosRExMjlJPd8Ob/nL/esspfj76+PiwsLMpUz5MnT/Do0SO4uLiUqz0bGxtoaGjItf/mzRvcv39f2GZvby93THJyMhwcHOSG0zs6OuLNmzd48OBBoTaSkpLw9u1bdOzYUa7/tmzZgpSUFABAQkIC2rRpIyQFPoX814eJiQkACN9tRkYGpk2bJlwTYrEYN27cEEYMEBERERERfa2+qhEDBW8qRSIRcnNzAeRNJShqXnjB7SXV0b17d3zzzTfCvpo1a5YYj6xe2RN0qVQq7Cvr9ID89ZREXV29zPWVt01NTU25fUX1pezciopV1n+HDh0q1GeqqqoAKj7+ouT/bmVxymKbOnUqjh07hqVLl8LMzAzq6uro27ev3HoLREREREREX6OvKjFQEmtra6SlpeH+/fvCqIGkpCS8fPkSVlZWZapDS0tLbjRBfufOnSv02dLSEgBgYGAAAEhPT4ednR0AyC1EWPC42rVrAwCeP3+OW7duCfWUFptEIkFERATatWtXpvMBgMTERPz777/Cjfm5c+cgFotRq1atYo+xtrbGnj175BIEZ86cgZaWVpHJEmtra6iqqiItLU0Yyl9QkyZNEBISguzs7CJHDaioqCAnJ6fU8ylruYJiYmLg6emJXr16AchbcyD/woUfUzcREREREdF/2Vc1laAkHTp0QJMmTTB48GBcunQJFy5cwNChQ+Hk5FRoqPyHiI2NxeLFi3Hr1i38/PPP2L17tzDXX11dHS1btkRAQACSkpJw6tQpzJ49u8h65s+fj4iICFy7dg2enp6oXr263Or+JfHz80NgYCBWrVqF27dv49KlS3JvRyhKVlYWRowYgaSkJBw5cgRz586Fl5dXoXUC8hs7dizu37+P8ePH48aNG9i/fz/mzp2LyZMnF3mclpYWfHx8MGnSJISEhCAlJQWXL1/Gzz//jJCQEACAl5cXXr16hQEDBuDixYu4ffs2tm7dKrw5QCKR4MqVK7h58yaePn1a7IgLiUSC8+fPIzU1FU+fPhVGBJTGzMwMe/fuRUJCAhITEzFo0KBCx0okEpw6dQoPHz7E06dPy1SvzIULF2BpaYmHDx8K21xcXLBmzRrh85o1a8o9FYSIiIiIiOhjKUxiQCQSYd++fdDT00Pbtm3RoUMH1KtXD7t27aqQ+qdMmYL4+HjY2dnB398fgYGBcHV1FfYHBQUhOzsb9vb28Pb2LnYF/4CAAHh7e6NZs2ZIT0/HgQMHoKKiUqYYhg0bhhUrVmDt2rVo2LAhunXrhtu3b5d4jIuLCxo0aIC2bdvCw8MD7u7uhV7zWFDNmjVx+PBhXLhwATY2Nhg9ejRGjBhRbLIDAPz9/TFnzhwsXLgQVlZWcHV1xR9//IG6desCAKpVq4aTJ0/izZs3cHJyQrNmzbBx40Zh9MDIkSNhYWEBe3t7GBgYIDY2tsh2fHx8oKysDGtraxgYGJR5jYDly5dDT08PrVq1gru7O1xdXdG0aVO5MvPnz0dqairq168vjAIpq8zMTNy8eVMuoZGSkiKXYHj69Kmw5gIREREREdHnIpLmn/hOH0QikWDixImYOHFiZYdSLp6ennjx4gX27dtX4XUPHDgQysrK2LZtW4XX/V8nEokQFhZW5pEepSnP9/Tq1Svo6Ogg6s/jEGtpllqeiIg+nWbVC79al4iI6HOR3Ru8fPkS2traJZZVmBED9Hm8f/8eSUlJOHv2LBo2bFjZ4VSagQMHlrhOQ1nExMRALBZj+/btFRQVERERERFRYQqz+CB9HteuXUOrVq3Qrl07jB49urLDqRSy6RvKysofVY+9vb2wSKVYLC7XsXbVvik1K0hERERERARwKgHRV6U8w4WIiIiIiOjrxakERERERERERFQmTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIFVqewAiKjipV56BC3x68oOgz6xuvY1KzsEIiIiIvoKcMQAERERERERkQJjYoCIiIiIiIhIgTExQERERERERKTAmBgoh+DgYOjq6lZ2GF8EZ2dnTJw4UfgskUiwYsWKSounoKioKIhEIrx48aKyQymk4HXm5+cHW1vbSouHiIiIiIi+bkwM5OPp6YmePXtWdhj/WSKRCPv27StT2b1798Lf379C2/8v38wTERERERF9qfhWAqpQ2dnZqFq1KvT19Ss7FCIiIiIiIioDjhj4AMeOHYOVlRXEYjE6d+6M9PR0YV9cXBw6duyI6tWrQ0dHB05OTrh06ZKwf+DAgRgwYIBcfdnZ2ahevTo2b94MAJBKpVi8eDHq1asHdXV12NjY4Pfffy8xpnfv3mHatGkwNTWFqqoqGjRogE2bNgn7o6Oj0aJFC6iqqsLExAQzZszA+/fvhf3Ozs6YMGECpk2bBn19fRgbG8PPz0/YL5FIAAC9evWCSCQSPsuGuQcFBaFevXpQVVWFVCotNJUAAF6/fo1BgwZBLBajRo0aWL16tbAvNTUVIpEICQkJwrYXL15AJBIhKioKqampaNeuHQBAT08PIpEInp6eZe6vw4cPw9zcHOrq6mjXrh1SU1NL7E8AWLZsGRo3bgxNTU2Ymppi7NixePPmTYnHiEQirFu3Dl26dIG6ujrq1q2L3bt3C/uLGvWQkJAAkUhUppiIiIiIiIgqGhMD5ZSZmYmlS5di69atOHXqFNLS0uDj4yPsf/36NYYNG4aYmBicO3cODRo0gJubG16/znun/ODBg3HgwAG5G8xjx44hIyMDffr0AQDMnj0bmzdvxrp163D9+nVMmjQJ3377LaKjo4uNa+jQoQgNDcWqVauQnJyM9evXQywWAwAePnwINzc3NG/eHImJiVi3bh02bdqEBQsWyNUREhICTU1NnD9/HosXL8b8+fMRHh4OIC/hAQCbN29Genq68BkA7ty5g99++w179uyRu7EvaMmSJWjSpAkuXbqEmTNnYtKkSUL9pTE1NcWePXsAADdv3kR6ejpWrlxZpv66f/8+evfuDTc3NyQkJOD777/HjBkzSm1TSUkJq1atwrVr1xASEoKTJ09i2rRppR7n6+uLPn36IDExEd9++y0GDhyI5OTkMp0nERERERHR58apBOWUnZ2N9evXo379+gAALy8vzJ8/X9jfvn17ufIbNmyAnp4eoqOj0a1bN7i6ukJTUxNhYWEYMmQIAGDHjh1wd3eHtrY2MjIysGzZMpw8eRIODg4AgHr16uH06dPYsGEDnJycCsV069Yt/PbbbwgPD0eHDh2EY2TWrl0LU1NTrFmzBiKRCJaWlnj06BGmT5+OOXPmQEkpLz/UpEkTzJ07FwDQoEEDrFmzBhEREejYsSMMDAwAALq6ujA2NpZrPysrC1u3bhXKFMfR0VG4ITc3N0dsbCyWL1+Ojh07lngcACgrKwvTEwwNDYXF+crSX+vWrUO9evWwfPlyiEQiWFhY4OrVq1i0aFGJbeYf8VC3bl34+/tjzJgxWLt2bYnH9evXD99//z0AwN/fH+Hh4Vi9enWpxxEREREREVUGjhgoJw0NDSEpAAAmJiZ48uSJ8PnJkycYPXo0zM3NoaOjAx0dHbx58wZpaWkAgKpVq6Jfv37Yvn07gLwb2/3792Pw4MEAgKSkJLx9+xYdO3aEWCwW/rZs2YKUlJQiY0pISICysnKRSQMASE5OhoODA0QikbDN0dERb968wYMHD4RtTZo0kTuu4LkVp06dOqUmBQAIN+75P3/sk/Sy9FdycjJatmwpd/4FYylKZGQkOnbsiJo1a0JLSwtDhw7FP//8g4yMjBKP+xTnSURERERE9KlwxEA5Va1aVe6zSCSCVCoVPnt6euLvv//GihUrUKdOHaiqqsLBwQFZWVlCmcGDB8PJyQlPnjxBeHg41NTU0KVLFwBAbm4uAODQoUOoWbOmXFuqqqpFxqSurl5izFKpVO6mWLZNFn9J5yaLpySampqllimOrH3ZqIX8fZmdnV3q8WXpr/x1ltW9e/fg5uaG0aNHw9/fH/r6+jh9+jRGjBhRprgK+tjzJCIiIiIi+lSYGKhgMTExWLt2Ldzc3ADkzW9/+vSpXJlWrVrB1NQUu3btwpEjR9CvXz+oqKgAAKytraGqqoq0tLRiRwAU1LhxY+Tm5iI6OlqYSpCftbU19uzZI5cgOHPmDLS0tArdTJekatWqyMnJKXP5gs6dO1fos6WlJQAIIw7S09NhZ2cHAIXWK5D1Uf4YytJf1tbWhV6zWDCWgi5evIj3798jMDBQuJn/7bffSjwmf91Dhw6V+yw7p/znqaenB6DweRIREREREX1OTAxUMDMzM2zduhX29vZ49eoVpk6dWuiJvkgkwqBBg7B+/XrcunULkZGRwj4tLS34+Phg0qRJyM3NRevWrfHq1SucOXMGYrEYw4YNK9SmRCLBsGHDMHz4cKxatQo2Nja4d+8enjx5Ag8PD4wdOxYrVqzA+PHj4eXlhZs3b2Lu3LmYPHmycNNbFhKJBBEREXB0dISqqqpwY1tWsbGxWLx4MXr27Inw8HDs3r0bhw4dApA36qFly5YICAiARCLB06dPMXv2bLnj69SpA5FIhIMHD8LNzQ3q6upl6q/Ro0cjMDAQkydPxqhRoxAfH4/g4OASY61fvz7ev3+P1atXw93dHbGxsVi/fn2ZznP37t2wt7dH69atsX37dly4cEF4Q4SZmRlMTU3h5+eHBQsW4Pbt2wgMDCxXPxIREREREVUkrjFQwYKCgvD8+XPY2dlhyJAhmDBhAgwNDQuVGzx4MJKSklCzZk04OjrK7fP398ecOXOwcOFCWFlZwdXVFX/88Qfq1q1bbLvr1q1D3759MXbsWFhaWmLkyJHCXPiaNWvi8OHDuHDhAmxsbDB69GiMGDGi0I13aQIDAxEeHg5TU1PhCXh5TJkyBfHx8bCzs4O/vz8CAwPh6uoq7A8KCkJ2djbs7e3h7e1d6K0JNWvWxLx58zBjxgwYGRnBy8sLQOn9Vbt2bezZswd//PEHbGxssH79evz0008lxmpra4tly5Zh0aJFaNSoEbZv346FCxeW6TznzZuH0NBQNGnSBCEhIdi+fTusra0B5I262LlzJ27cuAEbGxssWrSo0HkSERERERF9TiLph0zAJqIiiUQihIWFoWfPnp+lvXfv3uHdu3fC51evXsHU1BSJkcnQEmt9lhio8tS1L/tUICIiIiJSLK9evYKOjg5evnwJbW3tEstyxADRF2zhwoXC2y90dHRgampa2SEREREREdEXhokBoi/YzJkz8fLlS+Hv/v37lR0SERERERF9Ybj4IFEF+twzc1RVVYt9jSUREREREVFZcMQAERERERERkQJjYoDoE/H09PxsixASERERERF9KCYG6LPw8/ODra1tqeUq6mY6NTUVIpEIhoaGeP36tdw+W1tb+Pn5fXQbREREREREXwMmBr5gWVlZlR3Cf97r16+xdOnSyg6DiIiIiIjoP4uJgS+Is7MzvLy8MHnyZFSvXh0dO3YEACQlJcHNzQ1isRhGRkYYMmQInj59KhyXkZGBoUOHQiwWw8TEBIGBgXB2dsbEiROFMiKRCPv27ZNrT1dXF8HBwcLnhw8fon///tDT00O1atXQo0cPpKamCvujoqLQokULaGpqQldXF46Ojrh37x6Cg4Mxb948JCYmQiQSQSQSydUr4+fnh5CQEOzfv18oFxUVBQC4evUq2rdvD3V1dVSrVg0//PAD3rx5U2qfjR8/HsuWLcOTJ0+KLVPauctGH/z2229o06YN1NXV0bx5c9y6dQtxcXGwt7eHWCxG586d8ffffxeqf968eTA0NIS2tjZGjRoll9A5evQoWrduDV1dXVSrVg3dunVDSkpKqedFRERERERUUZgY+MKEhISgSpUqiI2NxYYNG5Ceng4nJyfY2tri4sWLOHr0KB4/fgwPDw/hmKlTpyIyMhJhYWE4fvw4oqKiEB8fX652MzMz0a5dO4jFYpw6dQqnT58WboazsrLw/v179OzZE05OTrhy5QrOnj2LH374ASKRCP3798eUKVPQsGFDpKenIz09Hf379y/Uho+PDzw8PNC5c2ehXKtWrZCZmYnOnTtDT08PcXFx2L17N06cOAEvL69S4x44cCDMzMwwf/78cp1vUebOnYvZs2fj0qVLqFKlCgYOHIhp06Zh5cqViImJQUpKCubMmSN3TEREBJKTkxEZGYmdO3ciLCwM8+bNE/ZnZGRg8uTJiIuLQ0REBJSUlNCrVy/k5uZ+dLxERERERERlwdcVfmHMzMywePFi4fOcOXPQtGlT/PTTT8K2oKAgmJqa4tatW6hRowY2bdqELVu2CCMMQkJCUKtWrXK1GxoaCiUlJfz6668QiUQAgM2bN0NXVxdRUVGwt7fHy5cv0a1bN9SvXx8AYGVlJRwvFotRpUoVGBsbF9uGWCyGuro63r17J1cuJCQE//77L7Zs2QJNTU0AwJo1a+Du7o5FixbByMio2DpFIhECAgLg7u6OSZMmCbF9CB8fH7i6ugIAvL29MXDgQERERMDR0REAMGLEiEIjIVRUVBAUFAQNDQ00bNgQ8+fPx9SpU+Hv7w8lJSX06dNHrvymTZtgaGiIpKQkNGrU6INjJSIiIiIiKiuOGPjC2Nvby32Oj49HZGQkxGKx8GdpaQkASElJQUpKCrKysuDg4CAco6+vDwsLi3K1Gx8fjzt37kBLS0toR19fH2/fvkVKSgr09fXh6ekJV1dXuLu7Y+XKlUhPT//4EwaQnJwMGxsbISkAAI6OjsjNzcXNmzdLPd7V1RWtW7eGr6/vR8XRpEkT4b9lyYjGjRvLbSs4ZcHGxgYaGhrCZwcHB7x58wb3798HkPcdDRo0CPXq1YO2tjbq1q0LAEhLS/uoWImIiIiIiMqKIwa+MPlvjgEgNzdXeHJekImJCW7fvl2mekUiEaRSqdy27OxsuXaaNWuG7du3FzrWwMAAQN4IggkTJuDo0aPYtWsXZs+ejfDwcLRs2bJMMRRHKpUKoxSKirssAgIC4ODggKlTpxZZR0nnLlO1atVC7RbcVtYpALLj3d3dYWpqio0bN6JGjRrIzc1Fo0aNuLAkERERERF9NkwMfOGaNm2KPXv2QCKRoEqVwl+nmZkZqlatinPnzqF27doAgOfPn+PWrVtwcnISyhkYGMg94b99+zYyMzPl2tm1a5ewiF5x7OzsYGdnh5kzZ8LBwQE7duxAy5YtoaKigpycnFLPp6hy1tbWCAkJQUZGhpAYiY2NhZKSEszNzUutEwBatGiB3r17Y8aMGYX2lXbuHyMxMRH//vsv1NXVAQDnzp2DWCxGrVq18M8//yA5ORkbNmxAmzZtAACnT5+ukHaJiIiIiIjKilMJvnDjxo3Ds2fPMHDgQFy4cAF//vknjh8/juHDhyMnJwdisRgjRozA1KlTERERgWvXrsHT0xNKSvJfffv27bFmzRpcunQJFy9exOjRo+Wehg8ePBjVq1dHjx49EBMTg7t37yI6Ohre3t548OAB7t69i5kzZ+Ls2bO4d+8ejh8/jlu3bgnrDEgkEty9excJCQl4+vQp3r17V+T5SCQSXLlyBTdv3sTTp0+RnZ2NwYMHQ01NDcOGDcO1a9cQGRmJ8ePHY8iQISWuL1DQjz/+iJMnTxaaflDauX+MrKwsjBgxAklJSThy5Ajmzp0LLy8vKCkpCW93+OWXX3Dnzh2cPHkSkydPLlSHi4sL1qxZUyHxEBERERERFcTEwBeuRo0aiI2NRU5ODlxdXdGoUSN4e3tDR0dHuPlfsmQJ2rZti+7du6NDhw5o3bo1mjVrJldPYGAgTE1N0bZtWwwaNAg+Pj5yc+M1NDRw6tQp1K5dG71794aVlRWGDx+Of//9F9ra2tDQ0MCNGzfQp08fmJub44cffoCXlxdGjRoFAOjTpw86d+6Mdu3awcDAADt37izyfEaOHAkLCwvY29vDwMAAsbGx0NDQwLFjx/Ds2TM0b94cffv2/aCbZXNzcwwfPhxv374t17l/DBcXFzRo0ABt27aFh4cH3N3d4efnBwBQUlJCaGgo4uPj0ahRI0yaNAlLliwpVEdKSorc6yeJiIiIiIgqkkhacHI1KQRnZ2fY2tpixYoVlR0KVaBXr15BR0cHiZHJ0BJrVXY49InVta9Z2SEQERER0X+U7N7g5cuXJU4HBzhigIiIiIiIiEihcfFBoq+QpGmNUrOCREREREREABMDCisqKqqyQyAiIiIiIqL/AE4lICIiIiIiIlJgTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIExMUBERERERESkwJgYICIiIiIiIlJgTAwQERERERERKTAmBoiIiIiIiIgUGBMDRERERERERAqMiQEiIiIiIiIiBcbEABEREREREZECY2KAiIiIiIiISIFVqewAiKjiSe/shlSsUdlhEBGVSmQ+sLJDICIiUngcMUBERERERESkwJgYICIiIiIiIlJgTAwQERERERERKTAmBhRIVFQURCIRXrx4UdmhfDSRSIR9+/ZVStt//fUXOnbsCE1NTejq6pb5uNTUVIhEIiQkJHyy2IiIiIiIiMrri0sMeHp6omfPnpUdBimw5cuXIz09HQkJCbh161aRZXidEhERERHRl+KLSwx8bbKysio7hHIpa7z/9fP6mPhSUlLQrFkzNGjQAIaGhhUYFRERERER0ef31SUG/vnnHwwcOBC1atWChoYGGjdujJ07d8qVcXZ2xvjx4zFx4kTo6enByMgIv/zyCzIyMvDdd99BS0sL9evXx5EjR0psa9u2bbC3t4eWlhaMjY0xaNAgPHnypMRjJBIJFixYAE9PT+jo6GDkyJEAgDNnzqBt27ZQV1eHqakpJkyYgIyMDOG49PR0dO3aFerq6qhbty527NgBiUSCFStWACh6mPqLFy8gEokQFRX1UX3l5eWFyZMno3r16ujYsWORdcmekC9cuBA1atSAubk5AODhw4fo378/9PT0UK1aNfTo0QOpqanCcXFxcejYsSOqV68OHR0dODk54dKlS3J13759G23btoWamhqsra0RHh5eqP3S2ikuvqKsW7cO9evXh4qKCiwsLLB161Zhn0QiwZ49e7BlyxaIRCJ4enoWOt7Pzw8hISHYv38/RCJRoe/gzz//RLt27aChoQEbGxucPXtW7vjSrgUiIiIiIqKK9NUlBt6+fYtmzZrh4MGDuHbtGn744QcMGTIE58+flysXEhKC6tWr48KFCxg/fjzGjBmDfv36oVWrVrh06RJcXV0xZMgQZGZmFttWVlYW/P39kZiYiH379uHu3btF3igWtGTJEjRq1Ajx8fHw9fXF1atX4erqit69e+PKlSvYtWsXTp8+DS8vL+GYoUOH4tGjR4iKisKePXvwyy+/lJqEKE15+qpKlSqIjY3Fhg0biq0vIiICycnJCA8Px8GDB5GZmYl27dpBLBbj1KlTOH36NMRiMTp37iw8sX/9+jWGDRuGmJgYnDt3Dg0aNICbmxtev34NAMjNzUXv3r2hrKyMc+fOYf369Zg+fbpcu2Vpp6j4ihIWFgZvb29MmTIF165dw6hRo/Ddd98hMjISQF4io3PnzvDw8EB6ejpWrlxZqA4fHx94eHigc+fOSE9PR3p6Olq1aiXsnzVrFnx8fJCQkABzc3MMHDgQ79+/B4AyXQtEREREREQVSSSVSqWVHUR5eHp64sWLF+VaeK5r166wsrLC0qVLAeQ9Bc/JyUFMTAwAICcnBzo6Oujduze2bNkCIG+BORMTE5w9exYtW7YsUztxcXFo0aIFXr9+DbFYXGQZiUQCOzs7hIWFCduGDh0KdXV1uZvu06dPw8nJCRkZGUhNTYWVlRXi4uJgb28PALhz5w4aNGiA5cuXY+LEiUhNTUXdunVx+fJl2NraAsgbMaCnp4fIyEg4OzsjKioK7dq1w/Pnz4tdNK+ovnr58iUuX75c4rl7enri6NGjSEtLg4qKCgAgKCgIixcvRnJyMkQiEYC8ZIquri727duHTp06FaonJycHenp62LFjB7p164bjx4/Dzc0NqampqFWrFgDg6NGj6NKlC8LCwtCzZ88ytVNUfEVxdHREw4YN8csvvwjbPDw8kJGRgUOHDgEAevbsCV1dXQQHB5fYHwWvU9l39Ouvv2LEiBEAgKSkJDRs2BDJycmwtLQs9VpQU1Mr6WvAq1evoKOjgxfxv0JbrFFiWSKi/wKR+cDKDoGIiOirJLs3ePnyJbS1tUssW+UzxfTZ5OTkICAgALt27cLDhw/x7t07vHv3DpqamnLlmjRpIvy3srIyqlWrhsaNGwvbjIyMAKDEp/KXL1+Gn58fEhIS8OzZM+Tm5gIA0tLSYG1tXexxspt7mfj4eNy5cwfbt28XtkmlUuTm5uLu3bu4desWqlSpgqZNmwr7zczMoKenV1JXlKqsfVUw3uI0btxY7qZbdl5aWlpy5d6+fYuUlBQAef07Z84cnDx5Eo8fP0ZOTg4yMzORlpYGAEhOTkbt2rWFpAAAODg4yNVXlnaKiq8oycnJ+OGHH+S2OTo6Fjky4EPlv/ZMTEwA5PWDpaVlqdeClZVVhcVBREREREQEfIWJgcDAQCxfvhwrVqxA48aNoampiYkTJxZabK5q1apyn0Uikdw22ZNn2c1+QRkZGejUqRM6deqEbdu2wcDAAGlpaXB1dS11YbuCN965ubkYNWoUJkyYUKhs7dq1cfPmzSLryT/YQ0lJqdC27OzsEuMoa18VjLc4RZ1Xs2bN5G5yZQwMDADkPVn/+++/sWLFCtSpUweqqqpwcHAQYihqQIvsuylPO+U5j4L1S6XSQts+RknXWWnXAhERERERUUX76hIDMTEx6NGjB7799lsAeTdat2/frvAnrTdu3MDTp08REBAAU1NTAMDFixc/qK6mTZvi+vXrMDMzK3K/paUl3r9/j8uXL6NZs2YA8qYSvHjxQigjuwFOT0+HnZ0dAMgtRFiUT91XTZs2xa5du2BoaFjs0JWYmBisXbsWbm5uAID79+/j6dOnwn5ra2ukpaXh0aNHqFGjBgAUWqyvLO2UlZWVFU6fPo2hQ4cK286cOVPuPlFRUUFOTk652y/tWiAiIiIiIqpoX93ig2ZmZggPD8eZM2eQnJyMUaNG4a+//qrwdmrXrg0VFRWsXr0af/75Jw4cOAB/f/8Pqmv69Ok4e/Ysxo0bh4SEBNy+fRsHDhzA+PHjAeQlBjp06IAffvgBFy5cwOXLl/HDDz9AXV1deOKsrq6Oli1bIiAgAElJSTh16hRmz55dYrufuq8GDx6M6tWro0ePHoiJicHdu3cRHR0Nb29vPHjwQIhh69atSE5Oxvnz5zF48GCoq6sLdXTo0AEWFhYYOnQoEhMTERMTg1mzZpW7nbKaOnUqgoODsX79ety+fRvLli3D3r174ePjU656JBIJrly5gps3b+Lp06eljt6QKe1aICIiIiIiqmhfXWLA19cXTZs2haurK5ydnWFsbIyePXtWeDsGBgYIDg7G7t27YW1tjYCAAGHBvvJq0qQJoqOjcfv2bbRp0wZ2/6+9e4/r8f7/B/54d9Dp3UFJRZGWjktSDtWWpMk5s2GGtCzr49iQwzbEHNJGzodZE2bMNjXMkENJkVIRkpao0WZMNUSn6/eHX9fXWwehA70f99vtfbv1fl2v6/V6Xs/3ez6f6/l+Xdfl4IC5c+eK158DwLZt22BgYAA3Nze8++678Pf3h6ampszN6L777juUlpbCyckJU6dOxaJFi2qdt6Fzpa6ujhMnTqBdu3YYOnQorK2t4efnh+LiYvGX/e+++w53796Fg4MDxowZgylTpqB169biGAoKCoiMjMSjR4/QrVs3fPzxx1i8ePFzz1NXQ4YMwapVq/DVV1/B1tYWmzZtwpYtW+Du7v5c4/j7+8PS0hJOTk7Q19dHfHx8nfary3eBiIiIiIioPr12TyWgx/7880+YmJjgyJEj6N27d1OHQ02k8oaRlYqKimBiYsKnEhDRa4NPJSAiImoYcv1Ugubq2LFjuHfvHuzs7JCfn4+ZM2fC1NQUbm5uTR0aNaGlS5diwYIFTR0GERERERG9xprdpQTNVWlpKT777DPY2tri3Xffhb6+PmJiYqo8XYHky5w5c1BYWCi+8vLymjokIiIiIiJ6zXDFwGvCy8sLXl5eTR0GvWJUVFSgoqLS1GEQEREREdFrjCsGiIiIiIiIiOQYCwMN4Nq1a5BIJEhLS2vwuWJiYiCRSFBQUAAAiIiIgI6OToPP+7Lc3d0RGBjY4PPEx8fDzs4OysrKDfJ0CiIiIiIiotddsywM+Pr6QiKRICQkRKY9KioKEomkiaJqHCNGjMCVK1eaOoxn2rNnD7788ssGn2fatGno3LkzcnJyEBER0eDzERERERERvW6aZWEAAFRVVbFs2TLcvXu3qUNpVGpqamjdunVTh/FMurq60NTUbPB5srOz4eHhAWNj4xdeSVFSUlK/QREREREREb1Cmm1hwNPTE4aGhli6dGmNfYKDg9G5c2eZtpUrV8LU1FR87+vriyFDhmDJkiUwMDCAjo4OFixYgLKyMgQFBUFXVxfGxsb47rvvqox/+fJluLi4QFVVFba2toiJiRG3lZeXY9y4cejQoQPU1NRgaWmJVatWPfO4Dhw4AAsLC6ipqaFXr164du2azPanLyU4d+4cevXqBU1NTWhpacHR0RHJycni9vj4ePTs2RPq6upo2bIlvLy8xGKKqakpVq5cKTN+586dERwcLJPDdu3aQUVFBW3atMGUKVPEbevXr0fHjh2hqqoKAwMDvP/+++K2py8luHv3Lnx8fNCyZUuoq6ujX79+yMrKqnJchw4dgrW1NaRSKfr27Yv8/Pxq81R5OcedO3fg5+cHiUQirhiIjY1Ft27doKKiAiMjI8yePRtlZWUysU2aNAnTpk1Dq1at8M4771R7eUhBQQEkEon4uVZe1nHo0CE4ODhATU0NHh4euHXrFn7//XdYW1tDS0sLI0eOxIMHD8Rxfv75Z9jZ2UFNTQ16enrw9PTE/fv3qz0uIiIiIiKi+tZsCwOKiopYsmQJ1qxZgz///POlxjp27Bhu3ryJEydOYMWKFQgODsbAgQPRsmVLJCYmIiAgAAEBAVUeFRcUFITp06cjNTUVLi4uGDx4MO7cuQMAqKiogLGxMXbv3o1Lly5h3rx5+Oyzz7B79+4a48jLy8PQoUPRv39/pKWl4eOPP8bs2bNrjX3UqFEwNjZGUlISzp49i9mzZ4uPOExLS0Pv3r1ha2uLU6dO4eTJkxg0aBDKy8vrlJeff/4ZYWFh2LRpE7KyshAVFQU7OzsAQHJyMqZMmYKFCxciMzMTBw8ehJubW41j+fr6Ijk5GXv37sWpU6cgCAL69++P0tJSsc+DBw/w9ddfY/v27Thx4gRyc3MxY8aMasczMTFBfn4+tLS0sHLlSuTn52PEiBG4ceMG+vfvj65du+LcuXPYsGEDwsPDsWjRIpn9t27dCiUlJcTHx2PTpk11ykel4OBgrF27FgkJCcjLy8Pw4cOxcuVK/PDDD/jtt98QHR2NNWvWAADy8/MxcuRI+Pn5ISMjAzExMRg6dCgEQXiuOYmIiIiIiF5Us35c4bvvvovOnTtj/vz5CA8Pf+FxdHV1sXr1aigoKMDS0hKhoaF48OABPvvsMwCPnyUfEhKC+Ph4fPDBB+J+kyZNwnvvvQcA2LBhAw4ePIjw8HDMnDkTysrKWLBggdi3Q4cOSEhIwO7duzF8+PBq49iwYQPMzMwQFhYGiUQCS0tLpKenY9myZTXGnpubi6CgIFhZWQEAOnbsKG4LDQ2Fk5MT1q9fL7bZ2trWOS+5ubkwNDSEp6cnlJWV0a5dO3Tr1k3cpqGhgYEDB0JTUxPt27eHg4NDteNkZWVh7969iI+Ph4uLCwBgx44dMDExQVRUFIYNGwYAKC0txcaNG/HGG28AeJzfhQsXVjumoqIiDA0NIZFIoK2tDUNDQwCPVzGYmJhg7dq1kEgksLKyws2bNzFr1izMmzcPCgqPa2Xm5uYIDQ0Vx3t6ZUZtFi1aBFdXVwDAuHHjMGfOHGRnZ8PMzAwA8P777+P48eOYNWsW8vPzUVZWhqFDh6J9+/YAIBZXiIiIiIiIGkOzXTFQadmyZdi6dSsuXbr0wmPY2tqKJ4wAYGBgIHPypqioCD09Pdy6dUtmP2dnZ/FvJSUlODk5ISMjQ2zbuHEjnJycoK+vD6lUis2bNyM3N7fGODIyMtCjRw+ZGyg+OUd1pk2bho8//hienp4ICQlBdna2uK1yxcCLGjZsGIqLi2FmZgZ/f39ERkaKS/LfeecdtG/fHmZmZhgzZgx27Nghs3z+6eNSUlJC9+7dxTY9PT1YWlrK5EtdXV0sCgCAkZFRlZw/S0ZGBpydnWVy6Orqinv37smsLHFycnqucZ/UqVMn8W8DAwOoq6uLRYHKtsq47e3t0bt3b9jZ2WHYsGHYvHmz3N0Xg4iIiIiImlazLwy4ubnBy8tL/HX/SQoKClWWbD+5dL1S5dL7ShKJpNq2ioqKZ8ZTeUK6e/dufPrpp/Dz88Phw4eRlpaGjz76qNYb3b3I8vLg4GBcvHgRAwYMwLFjx2BjY4PIyEgAj29UWJtn5cfExASZmZlYt24d1NTUMGHCBLi5uaG0tBSamppISUnBzp07YWRkhHnz5sHe3l58rGJdjksQBJkT+Opy/rw5eXrMJ+d/sl1DQ0OmT2Vh6Mn5qvuuPB3ns74rioqKiI6Oxu+//w4bGxusWbMGlpaWyMnJea7jIiIiIiIielHNvjAAACEhIdi3bx8SEhJk2vX19fHXX3/JnOw9eXO5l3X69Gnx77KyMpw9e1Zc0h8XFwcXFxdMmDABDg4OMDc3l/k1vzo2NjYyYz49R00sLCzw6aef4vDhwxg6dCi2bNkC4PEv20ePHq1xP319fZmb+xUVFVU5YVVTU8PgwYOxevVqxMTE4NSpU0hPTwfweJWEp6cnQkNDcf78eVy7dg3Hjh2r9rjKysqQmJgott25cwdXrlyBtbX1M4/vedjY2CAhIUHmM09ISICmpibatm1b4376+voAIJOP+vquSCQSuLq6YsGCBUhNTUWLFi3E4g0REREREVFDk4vCgJ2dHUaNGiXe8K2Su7s7/vnnH4SGhiI7Oxvr1q3D77//Xm/zrlu3DpGRkbh8+TImTpyIu3fvws/PD8Dja9iTk5Nx6NAhXLlyBXPnzkVSUlKt4wUEBCA7OxvTpk1DZmYmfvjhB/FO+9UpLi7GpEmTEBMTg+vXryM+Ph5JSUniyfacOXOQlJSECRMm4Pz587h8+TI2bNiA27dvAwA8PDywfft2xMXF4cKFCxg7diwUFRXF8SMiIhAeHo4LFy7g6tWr2L59O9TU1NC+fXvs378fq1evRlpaGq5fv45t27ahoqIClpaWVeLs2LEjvL294e/vj5MnT+LcuXMYPXo02rZtC29v7+dNe60mTJiAvLw8TJ48GZcvX8avv/6K+fPnY9q0aTKXizxNTU0NPXr0QEhICC5duoQTJ07giy++eOl4EhMTsWTJEiQnJyM3Nxd79uzBP//8I35GkZGRYjGJiIiIiIioIchFYQAAvvzyyyrLzq2trbF+/XqsW7cO9vb2OHPmTI13uX8RISEhWLZsGezt7REXF4dff/0VrVq1AvD4JH/o0KEYMWIEunfvjjt37mDChAm1jteuXTv88ssv2LdvH+zt7bFx40YsWbKkxv6Kioq4c+cOfHx8YGFhgeHDh6Nfv37iTQ8tLCxw+PBhnDt3Dt26dYOzszN+/fVXKCk9viflnDlz4ObmhoEDB6J///4YMmSIzDX+Ojo62Lx5M1xdXcXVB/v27YOenh50dHSwZ88eeHh4wNraGhs3bsTOnTtrvLnhli1b4OjoiIEDB8LZ2RmCIODAgQNVluG/rLZt2+LAgQM4c+YM7O3tERAQgHHjxtXpJP+7775DaWkpnJycMHXq1CpPMngRWlpaOHHiBPr37w8LCwt88cUXWL58Ofr16wcAKCwsRGZm5kvPQ0REREREVBOJwOeiETUbRUVF0NbWRsHZb6ElVW/qcIiInkliMbKpQyAiImqWKs8NCgsLoaWlVWtfuVkxQERERERERERVKTV1AERU/yTmwyB5RlWQiIiIiIgI4IoBIiIiIiIiIrnGwgARERERERGRHGNhgIiIiIiIiEiOsTBAREREREREJMdYGCAiIiIiIiKSYywMEBEREREREckxFgaIiIiIiIiI5BgLA0RERERERERyjIUBIiIiIiIiIjnGwgARERERERGRHGNhgIiIiIiIiEiOsTBAREREREREJMdYGCAiIiIiIiKSYywMEBEREREREckxFgaIiIiIiIiI5BgLA0RERERERERyjIUBIiIiIiIiIjnGwgARERERERGRHGNhgIiIiIiIiEiOsTBAREREREREJMdYGCAiIiIiIiKSYywMEBEREREREckxFgaIiIiIiIiI5BgLA0RERERERERyjIUBIiIiIiIiIjnGwgARERERERGRHGNhgIiIiIiIiEiOsTBAREREREREJMdYGCAiIiIiIiKSYywMEBEREREREckxFgaIiIiIiIiI5BgLA0RERERERERyTKmpAyCi+pefFYt7Uo2mDoOe0sbSo6lDICIiIiKqgisGiIiIiIiIiOQYCwNEREREREREcoyFASIiIiIiIiI5xsIANRhTU1OsXLmyqcNodO7u7ggMDGzqMIiIiIiIiOqEhYE68vX1xZAhQ5o6jFdSREQEdHR0mjqM11ZMTAxMTU2bOgwiIiIiIpJTLAyQqLS0tKlDeKaSkpKmDoGIiIiIiKhZYWGgnty5cwcjR46EsbEx1NXVYWdnh507d8r0cXd3x5QpUzBz5kzo6urC0NAQwcHBMn2Cg4PRrl07qKiooE2bNpgyZQoAYM2aNbCzsxP7RUVFQSKRYN26dWKbl5cX5syZI77ft28fHB0doaqqCjMzMyxYsABlZWXidolEgo0bN8Lb2xsaGhpYtGhRtcd29+5d+Pj4oGXLllBXV0e/fv2QlZUF4PGv3R999BEKCwshkUggkUhkjunBgwfw8/ODpqYm2rVrh2+++UZm7Bs3bmDEiBFo2bIl9PT04O3tjWvXronbK1dqLF26FG3atIGFhUW1MQYHB6Nz587YtGkTTExMoK6ujmHDhqGgoECm35YtW2BtbQ1VVVVYWVlh/fr1MtvT09Ph4eEBNTU16OnpYfz48bh3716VeBYsWIDWrVtDS0sLn3zySa0Fi5KSEsycORNt27aFhoYGunfvjpiYmBr7nzt3Dr169YKmpia0tLTg6OiI5OTkGvsTERERERG9DBYG6snDhw/h6OiI/fv348KFCxg/fjzGjBmDxMREmX5bt26FhoYGEhMTERoaioULFyI6OhoA8PPPPyMsLAybNm1CVlYWoqKixGKAu7s7Ll68iNu3bwMAYmNj0apVK8TGxgIAysrKkJCQgJ49ewIADh06hNGjR2PKlCm4dOkSNm3ahIiICCxevFgmnvnz58Pb2xvp6enw8/Or9th8fX2RnJyMvXv34tSpUxAEAf3790dpaSlcXFywcuVKaGlpIT8/H/n5+ZgxY4a47/Lly+Hk5ITU1FRMmDAB//vf/3D58mUAj4sGvXr1glQqxYkTJ3Dy5ElIpVL07dtX5kT76NGjyMjIQHR0NPbv31/jZ/DHH39g9+7d2LdvHw4ePIi0tDRMnDhR3L5582Z8/vnnWLx4MTIyMrBkyRLMnTsXW7duFePp27cvWrZsiaSkJPz00084cuQIJk2aJDNPZTzHjx/Hzp07ERkZiQULFtQY10cffYT4+Hjs2rUL58+fx7Bhw9C3b1+xuPK0UaNGwdjYGElJSTh79ixmz54NZWXlGscnIiIiIiJ6GRJBEISmDuJ14Ovri4KCAkRFRdV5nwEDBsDa2hpff/01gMcn9+Xl5YiLixP7dOvWDR4eHggJCcGKFSuwadMmXLhwocqJoCAIaN26NTZu3Ij33nsPDg4OGDFiBMLCwvD333/j1KlTcHNzw927dyGVSuHm5oZ+/frJrCD4/vvvMXPmTNy8eRPA4xUDgYGBCAsLq/EYsrKyYGFhgfj4eLi4uAB4vDrCxMQEW7duxbBhwxAREYHAwMAqv86bmpri7bffxvbt28VjMDQ0xIIFCxAQEIDvvvsOoaGhyMjIgEQiAfD413UdHR1ERUWhT58+8PX1xcGDB5Gbm4sWLVrUGGdwcDAWLVqEa9euwdjYGABw8OBBDBgwADdu3IChoSHatWuHZcuWYeTIkeJ+ixYtwoEDB5CQkIDNmzdj1qxZyMvLg4aGBgDgwIEDGDRoEG7evAkDAwP4+vpi3759yMvLg7q6OgBg48aNCAoKQmFhIRQUFODu7o7OnTtj5cqVyM7ORseOHfHnn3+iTZs24ryenp7o1q0blixZUuVYtLS0sGbNGowdO7bG461JUVERtLW1cTl5LzSlGs+9PzWsNpYeTR0CEREREcmJynODwsJCaGlp1dqXKwbqSXl5ORYvXoxOnTpBT08PUqkUhw8fRm5urky/Tp06ybw3MjLCrVu3AADDhg1DcXExzMzM4O/vj8jISHHpv0QigZubG2JiYlBQUICLFy8iICAA5eXlyMjIQExMDLp06QKpVAoAOHv2LBYuXAipVCq+/P39kZ+fjwcPHojzOzk51XpcGRkZUFJSQvfu3cU2PT09WFpaIiMj45l5efJ4JRIJDA0NxeM9e/Ys/vjjD2hqaoox6urq4uHDh8jOzhb3s7Ozq7UoUKldu3ZiUQAAnJ2dUVFRgczMTPzzzz/Iy8vDuHHjZHKyaNEica6MjAzY29uLRQEAcHV1FceoZG9vLxYFKue5d+8e8vLyqsSUkpICQRBgYWEhM29sbKzMMT5p2rRp+Pjjj+Hp6YmQkJAa+xEREREREdUHpaYOoLlYvnw5wsLCsHLlStjZ2UFDQwOBgYFVrj1/eiWARCJBRUUFAMDExASZmZmIjo7GkSNHMGHCBHz11VeIjY2FsrIy3N3d8c033yAuLg729vbQ0dGBm5sbYmNjERMTA3d3d3HciooKLFiwAEOHDq0Sq6qqqvj3kyfB1alpQYkgCOKv/LWp7XgrKirg6OiIHTt2VNlPX1+/zjHWpDK+J+fcvHmzTJEDABQVFQHUfkx1Odbq+lRUVEBRURFnz54V56lUWcR5WnBwMD788EP89ttv+P333zF//nzs2rUL77777jNjICIiIiIiel4sDNSTuLg4eHt7Y/To0QAenxBmZWXB2tr6ucZRU1PD4MGDMXjwYEycOBFWVlZIT09Hly5d4O7ujqlTp+Lnn38WiwA9e/bEkSNHkJCQgKlTp4rjdOnSBZmZmTA3N3+p47KxsUFZWRkSExNlLiW4cuWKeGwtWrRAeXn5c4/dpUsX/Pjjj+JN/F5Wbm4ubt68KS7ZP3XqFBQUFGBhYQEDAwO0bdsWV69exahRo6rd38bGBlu3bsX9+/fFYkR8fLw4RqVz586huLgYampqAIDTp09DKpXKrFao5ODggPLycty6dQtvv/12nY/FwsICFhYW+PTTTzFy5Ehs2bKFhQEiIiIiImoQvJSgnpibmyM6OhoJCQnIyMjAJ598gr/++uu5xoiIiEB4eDguXLiAq1evYvv27VBTU0P79u0BAG+++Sb09PSwY8cOsTDg7u6OqKgoFBcX46233hLHmjdvHrZt24bg4GBcvHgRGRkZ+PHHH/HFF188V0wdO3aEt7c3/P39cfLkSZw7dw6jR49G27Zt4e3tDeDxvQTu3buHo0eP4vbt2zKXKtRm1KhRaNWqFby9vREXF4ecnBzExsZi6tSp+PPPP58rTuDxSoixY8fi3LlziIuLw5QpUzB8+HAYGhoCePxL/NKlS7Fq1SpcuXIF6enp2LJlC1asWCHGUznGhQsXcPz4cUyePBljxoyBgYGBOE9JSQnGjRuHS5cuib/oT5o0CQoKVf9zsrCwwKhRo+Dj44M9e/YgJycHSUlJWLZsGQ4cOFClf3FxMSZNmoSYmBhcv34d8fHxSEpKeu4CExERERERUV2xMFBP5s6diy5dusDLywvu7u4wNDTEkCFDnmsMHR0dbN68Ga6urujUqROOHj2Kffv2QU9PD8DjpeqVTx2o/PW5U6dO0NbWhoODg8yv7l5eXti/fz+io6PRtWtX9OjRAytWrBCLDM9jy5YtcHR0xMCBA+Hs7AxBEHDgwAHxMgEXFxcEBARgxIgR0NfXR2hoaJ3GVVdXx4kTJ9CuXTsMHToU1tbW8PPzQ3Fx8QutIDA3N8fQoUPRv39/9OnTB2+++abM4wg//vhjfPvtt4iIiICdnR169uyJiIgIdOjQQYzn0KFD+Pfff9G1a1e8//776N27N9auXSszT+/evdGxY0e4ublh+PDhGDRoUJXHTj5py5Yt8PHxwfTp02FpaYnBgwcjMTERJiYmVfoqKirizp078PHxgYWFBYYPH45+/frV+tQDIiIiIiKil8GnElCzEBwcjKioKKSlpTXoPC/ydIqG9OjRIzx69Eh8X1RUBBMTEz6V4BXFpxIQERERUWPhUwmI5MTSpUuhra0tvqpbhUBERERERFQbFgaIXmNz5sxBYWGh+KrukYlERERERES14aUERM1I5XIhXkrwauKlBERERETUWHgpARERERERERHViVwVBiQSyStz07iauLu7IzAwsKnDeGVcu3YNEomkwW8qWF98fX0hkUjq5btmamoqjlVQUFAv8RERERERET2tWRYGgoOD0blz5yrt+fn56NevX+MH9Ary9fWt0+MUK090Q0JCZNqjoqIgkUgaKLrXW9++fevlu5aUlIRffvmlnqIiIiIiIiKqXrMsDNTE0NAQKioqTR3Ga0dVVRXLli3D3bt3mzqU14KKikq9fNf09fWhq6tbT1ERERERERFVr94LA/fv34ePjw+kUimMjIywfPnyKsvjq1tmraOjg4iICPH9jRs3MGLECLRs2RJ6enrw9vbGtWvXxO0xMTHo1q0bNDQ0oKOjA1dXV1y/fh0RERFYsGABzp07Jy7Drhz36XnT09Ph4eEBNTU16OnpYfz48bh37564vfJX9a+//hpGRkbQ09PDxIkTUVpaKvZZv349OnbsCFVVVRgYGOD999+vMTd37tzByJEjYWxsDHV1ddjZ2WHnzp1V+pWVlWHSpEnQ0dGBnp4evvjiCzx5j8i7d+/Cx8cHLVu2hLq6Ovr164esrCxxe3UrJlauXAlTU1Nx+9atW/Hrr7+KOYqJiakxbk9PTxgaGmLp0qU19nnWnMD/5XPJkiUwMDCAjo4OFixYgLKyMgQFBUFXVxfGxsb47rvvqox/+fJluLi4QFVVFba2tjLxlpeXY9y4cejQoQPU1NRgaWmJVatW1RhrpdjYWHTr1g0qKiowMjLC7NmzUVZWJm53d3fHlClTMHPmTOjq6sLQ0BDBwcHPHJeIiIiIiOh1Uu+FgaCgIBw/fhyRkZE4fPgwYmJicPbs2eca48GDB+jVqxekUilOnDiBkydPQiqVom/fvigpKUFZWRmGDBmCnj174vz58zh16hTGjx8PiUSCESNGYPr06bC1tUV+fj7y8/MxYsSIaufo27cvWrZsiaSkJPz00084cuQIJk2aJNPv+PHjyM7OxvHjx7F161ZERESIhYbk5GRMmTIFCxcuRGZmJg4ePAg3N7caj+vhw4dwdHTE/v37ceHCBYwfPx5jxoxBYmKiTL+tW7dCSUkJiYmJWL16NcLCwvDtt9+K2319fZGcnIy9e/fi1KlTEAQB/fv3lylY1GbGjBkYPny4uOQ9Pz8fLi4uNfZXVFTEkiVLsGbNGvz55591mqMmx44dw82bN3HixAmsWLECwcHBGDhwIFq2bInExEQEBAQgICCgymP3goKCMH36dKSmpsLFxQWDBw/GnTt3AAAVFRUwNjbG7t27cenSJcybNw+fffYZdu/eXWMcN27cQP/+/dG1a1ecO3cOGzZsQHh4OBYtWiTTb+vWrdDQ0EBiYiJCQ0OxcOFCREdHv1QOiIiIiIiIXiVK9TnYvXv3EB4ejm3btuGdd94B8PjEytjY+LnG2bVrFxQUFPDtt9+K17Fv2bIFOjo6iImJgZOTEwoLCzFw4EC88cYbAABra2txf6lUCiUlJRgaGtY4x44dO1BcXIxt27ZBQ+PxY93Wrl2LQYMGYdmyZTAwMAAAtGzZEmvXroWioiKsrKwwYMAAHD16FP7+/sjNzYWGhgYGDhwITU1NtG/fHg4ODjXO2bZtW8yYMUN8P3nyZBw8eBA//fQTunfvLrabmJggLCwMEokElpaWSE9PR1hYGPz9/ZGVlYW9e/ciPj5ePJnfsWMHTExMEBUVhWHDhj0zv1KpFGpqanj06FGtOXrSu+++i86dO2P+/PkIDw+v0z7V0dXVxerVq6GgoABLS0uEhobiwYMH+OyzzwAAc+bMQUhICOLj4/HBBx+I+02aNAnvvfceAGDDhg04ePAgwsPDMXPmTCgrK2PBggVi3w4dOiAhIQG7d+/G8OHDq41j/fr1MDExwdq1ayGRSGBlZYWbN29i1qxZmDdvHhQUHtfMOnXqhPnz5wMAOnbsiLVr1+Lo0aPi95uIiIiIiOh1V68rBrKzs1FSUgJnZ2exTVdXF5aWls81ztmzZ/HHH39AU1MTUqkUUqkUurq6ePjwIbKzs6GrqwtfX194eXlh0KBBWLVqFfLz859rjoyMDNjb24tFAQBwdXVFRUUFMjMzxTZbW1soKiqK742MjHDr1i0AwDvvvIP27dvDzMwMY8aMwY4dO/DgwYMa5ywvL8fixYvRqVMn6OnpQSqV4vDhw8jNzZXp16NHD5kb+zk7OyMrKwvl5eXIyMiAkpKSTCFBT08PlpaWyMjIeK4cPK9ly5Zh69atuHTp0guPYWtrK550A4CBgQHs7OzE94qKitDT0xNzXOnJ75SSkhKcnJxkjnfjxo1wcnKCvr4+pFIpNm/eXCWvT8rIyICzs7NMnl1dXXHv3j2ZVRGdOnWS2e/Jz5+IiIiIiKg5qNfCwJPXwddGIpFU6fvkMviKigo4OjoiLS1N5nXlyhV8+OGHAB6vIDh16hRcXFzw448/wsLCAqdPn36uWGu6q/6T7crKylW2VVRUAAA0NTWRkpKCnTt3wsjICPPmzYO9vX2Nj5Zbvnw5wsLCMHPmTBw7dgxpaWnw8vJCSUnJc8X9rONRUFCoNb8vys3NDV5eXuKv+0+q65zV5bO2HNem8nh3796NTz/9FH5+fjh8+DDS0tLw0Ucf1ZrX6j7/yvjr+vkTERERERE1B/VaGDA3N4eysrLMCfrdu3dx5coVmX76+voyv/BnZWXJ/NLepUsXZGVloXXr1jA3N5d5aWtri/0cHBwwZ84cJCQk4M0338QPP/wAAGjRogXKy8trjdXGxgZpaWm4f/++2BYfHw8FBQVYWFjU+ZiVlJTg6emJ0NBQnD9/HteuXcOxY8eq7RsXFwdvb2+MHj0a9vb2MDMzk7lpYKWnCxynT59Gx44doaioCBsbG5SVlcncl+DOnTu4cuWKeDmFvr4+/vrrL5kT9bS0NJkx65Kj6oSEhGDfvn1ISEiQaa/LnC/jyZyUlZXh7NmzsLKyAvA4ry4uLpgwYQIcHBxgbm6O7OzsWsezsbFBQkKCTLwJCQnQ1NRE27Zt6y1uIiIiIiKiV129FgakUinGjRuHoKAgHD16FBcuXICvr6/M0nEA8PDwwNq1a5GSkoLk5GQEBATI/DI7atQotGrVCt7e3oiLi0NOTg5iY2MxdepU/Pnnn8jJycGcOXNw6tQpXL9+HYcPH5Y5MTY1NUVOTg7S0tJw+/ZtPHr0qEqso0aNgqqqKsaOHYsLFy7g+PHjmDx5MsaMGSPeX+BZ9u/fj9WrVyMtLQ3Xr1/Htm3bUFFRUeOlE+bm5oiOjkZCQgIyMjLwySef4K+//qrSLy8vD9OmTUNmZiZ27tyJNWvWYOrUqQAeX+fu7e0Nf39/nDx5EufOncPo0aPRtm1beHt7A3h8N/1//vkHoaGhyM7Oxrp16/D777/LzGFqaorz588jMzMTt2/frvOKAjs7O4waNQpr1qyRaa/LnC9j3bp1iIyMxOXLlzFx4kTcvXsXfn5+AB7nNTk5GYcOHcKVK1cwd+5cJCUl1TrehAkTkJeXh8mTJ+Py5cv49ddfMX/+fEybNq3K97U+9O7dG2vXrhXfr127Fr179xbf37hxA1ZWVjhz5ky9z01ERERERFSbej8D+uqrr+Dm5obBgwfD09MTb731FhwdHWX6LF++HCYmJnBzc8OHH36IGTNmQF1dXdyurq6OEydOoF27dhg6dCisra3h5+eH4uJiaGlpQV1dHZcvX8Z7770HCwsLjB8/HpMmTcInn3wCAHjvvffQt29f9OrVC/r6+tU+ElBdXR2HDh3Cv//+i65du+L999+vcvL2LDo6OtizZw88PDxgbW2NjRs3YufOnbC1ta22/9y5c9GlSxd4eXnB3d0dhoaGGDJkSJV+Pj4+KC4uRrdu3TBx4kRMnjwZ48ePF7dv2bIFjo6OGDhwIJydnSEIAg4cOCAWV6ytrbF+/XqsW7cO9vb2OHPmjMxNDwHA398flpaW4nX58fHxdT7uL7/8ssplA3WZ82WEhIRg2bJlsLe3R1xcHH799Ve0atUKABAQEIChQ4dixIgR6N69O+7cuYMJEybUOl7btm1x4MABnDlzBvb29ggICMC4cePwxRdf1FvMT8rOzsbt27fF97dv35ZZ1VBaWorMzMxa71FBRERERETUECRCXW8M8BLc3d3RuXNnrFy5sqGnImpSvr6+KCgoQFRUVL2MFxMTg169euHu3bvQ0dF5Zv+ioiJoa2vjcvJeaEo1ntmfGlcbS4+mDoGIiIiI5ETluUFhYSG0tLRq7Vv/a6aJ5Nz+/fshlUqxf//+lxrH1tYW/fr1q6eoiIiIiIiIqqfU1AEQNSehoaHi5QhGRkYvNdaBAwfEez88q8L3NKOOPZ97HyIiIiIikk+NcikBETWO51kuREREREREzRcvJSAiIiIiIiKiOmFhgIiIiIiIiEiOsTBAREREREREJMdYGCAiIiIiIiKSYywMEBEREREREckxFgaIiIiIiIiI5BgLA0RERERERERyjIUBIiIiIiIiIjnGwgARERERERGRHGNhgIiIiIiIiEiOsTBAREREREREJMdYGCAiIiIiIiKSYywMEBEREREREckxFgaIiIiIiIiI5BgLA0RERERERERyjIUBIiIiIiIiIjnGwgARERERERGRHGNhgIiIiIiIiEiOsTBAREREREREJMdYGCAiIiIiIiKSYywMEBEREREREckxFgaIiIiIiIiI5BgLA0RERERERERyjIUBIiIiIiIiIjnGwgARERERERGRHGNhgIiIiIiIiEiOsTBAREREREREJMdYGCAiIiIiIiKSYywMEBEREREREckxFgaIiIiIiIiI5BgLA0RERERERERyTKmpAyCi+leR/S8qpKWNMpdCR71GmYeIiIiIiBoGVwwQERERERERyTEWBoiIiIiIiIjkGAsDRERERERERHKMhQE5ExMTA4lEgoKCgqYO5ZUTEREBHR2dBhn7m2++gYmJCRQUFLBy5coGmYOIiIiIiOhFsDDQiHx9fTFkyJCmDuOVZWpqColEgtOnT8u0BwYGwt3dvWmCqgdFRUWYNGkSZs2ahRs3bmD8+PFNHRIREREREZGIhQF6paiqqmLWrFlNHUa9ys3NRWlpKQYMGAAjIyOoq6u/0DilpY3zlAEiIiIiIpIvLAy8QiqXskdFRcHCwgKqqqp45513kJeXJ/bJzs6Gt7c3DAwMIJVK0bVrVxw5ckRmnEePHmHmzJkwMTGBiooKOnbsiPDw8GrnLC4uxoABA9CjRw/8+++/uHPnDkaOHAljY2Ooq6vDzs4OO3fulNnnv//+w6hRo6ChoQEjIyOEhYXB3d0dgYGBYp+SkhLMnDkTbdu2hYaGBrp3746YmJhn5uCTTz7B6dOnceDAgRr7PD0XAAwZMgS+vr7ie1NTUyxatAg+Pj6QSqVo3749fv31V/zzzz/w9vaGVCqFnZ0dkpOTq4z/svl/UkREBOzs7AAAZmZmkEgkuHbtGgBgw4YNeOONN9CiRQtYWlpi+/btMvtKJBJs3LgR3t7e0NDQwKJFi2qch4iIiIiI6EWxMPCKefDgARYvXoytW7ciPj4eRUVF+OCDD8Tt9+7dQ//+/XHkyBGkpqbCy8sLgwYNQm5urtjHx8cHu3btwurVq5GRkYGNGzdCKpVWmauwsBB9+vRBSUkJjh49Cl1dXTx8+BCOjo7Yv38/Lly4gPHjx2PMmDFITEwU95s2bRri4+Oxd+9eREdHIy4uDikpKTJjf/TRR4iPj8euXbtw/vx5DBs2DH379kVWVlatx29qaoqAgADMmTMHFRUVL5pGAEBYWBhcXV2RmpqKAQMGYMyYMfDx8cHo0aORkpICc3Nz+Pj4QBAEcZ/6yP+TRowYIRYOzpw5g/z8fJiYmCAyMhJTp07F9OnTceHCBXzyySf46KOPcPz4cZn958+fD29vb6Snp8PPz++l8kFERERERFQtgRrN2LFjBW9v7xq3b9myRQAgnD59WmzLyMgQAAiJiYk17mdjYyOsWbNGEARByMzMFAAI0dHR1fY9fvy4AEC4fPmyYG9vLwwdOlR49OhRrXH3799fmD59uiAIglBUVCQoKysLP/30k7i9oKBAUFdXF6ZOnSoIgiD88ccfgkQiEW7cuCEzTu/evYU5c+bUOE/79u2FsLAw4datW4Kmpqawbds2QRAEYerUqULPnj3Ffj179hTnquTt7S2MHTtWZqzRo0eL7/Pz8wUAwty5c8W2U6dOCQCE/Px8QRDqJ//VSU1NFQAIOTk5YpuLi4vg7+8v02/YsGFC//79xfcAhMDAwBrHrU5hYaEAQLibkiOUX7ndKC8iIiIiInr1VJ4bFBYWPrMvVwy8YpSUlODk5CS+t7Kygo6ODjIyMgAA9+/fx8yZM2FjYwMdHR1IpVJcvnxZ/MU6LS0NioqK6NmzZ63zeHp6wszMDLt370aLFi3E9vLycixevBidOnWCnp4epFIpDh8+LI5/9epVlJaWolu3buI+2trasLS0FN+npKRAEARYWFhAKpWKr9jYWGRnZz8zB/r6+pgxYwbmzZuHkpKSOmStep06dRL/NjAwAABxWf+Tbbdu3RLbXjb/dZWRkQFXV1eZNldXV3GeSk/GQkRERERE1BCUmjoAqkoikdTYFhQUhEOHDuHrr7+Gubk51NTU8P7774sn0GpqanWaY8CAAfjll19w6dIlmZPl5cuXIywsDCtXroSdnR00NDQQGBgoji/8/2X3T8coPLEcv6KiAoqKijh79iwUFRVl+lV3SUN1pk2bhvXr12P9+vVVtikoKMjMB1R/Yz5lZWXx78p4q2t7+pKFl8n/86guh0+3aWhoPPe4REREREREz4MrBl4xZWVlMjfEy8zMREFBAaysrAAAcXFx8PX1xbvvvgs7OzsYGhqKN7MDHv8iXlFRgdjY2FrnCQkJwdixY9G7d29cunRJbI+Li4O3tzdGjx4Ne3t7mJmZydwX4I033oCysjLOnDkjthUVFcn0cXBwQHl5OW7dugVzc3OZl6GhYZ3yIJVKMXfuXCxevBhFRUUy2/T19ZGfny++Ly8vx4ULF+o07rO8bP7rytraGidPnpRpS0hIgLW19UvFT0RERERE9LxYGHjFKCsrY/LkyUhMTERKSgo++ugj9OjRQ1y6b25ujj179iAtLQ3nzp3Dhx9+KPOLt6mpKcaOHQs/Pz9ERUUhJycHMTEx2L17d5W5vv76a4waNQoeHh64fPmyOH50dDQSEhKQkZGBTz75BH/99Ze4j6amJsaOHYugoCAcP34cFy9ehJ+fHxQUFMRfuy0sLDBq1Cj4+Phgz549yMnJQVJSEpYtW1br0waeNn78eGhra1d5KoKHhwd+++03/Pbbb7h8+TImTJiAgoKCOo9bm5fNf10FBQUhIiICGzduRFZWFlasWIE9e/ZgxowZ9XIcREREREREdcXCwCtGXV0ds2bNwocffghnZ2eoqalh165d4vawsDC0bNkSLi4uGDRoELy8vNClSxeZMTZs2ID3338fEyZMgJWVFfz9/XH//v1q5wsLC8Pw4cPh4eGBK1euYO7cuejSpQu8vLzg7u4OQ0NDDBkyRGafFStWwNnZGQMHDoSnpydcXV1hbW0NVVVVsc+WLVvg4+OD6dOnw9LSEoMHD0ZiYiJMTEzqnAtlZWV8+eWXePjwoUy7n58fxo4dCx8fH/Ts2RMdOnRAr1696jxubeoj/3UxZMgQrFq1Cl999RVsbW2xadMmbNmyBe7u7vVyHERERERERHUlEZ6+WJuaTEREBAIDA+vt1+/Gcv/+fbRt2xbLly/HuHHjmjocufLo0SM8evRIfF9UVAQTExPcTcmBllSzUWJQ6KjXKPMQEREREVHdFRUVQVtbG4WFhdDS0qq1L1cM0HNLTU3Fzp07kZ2djZSUFIwaNQoA4O3t3cSRyZ+lS5dCW1tbfD3PigwiIiIiIiKAhQF6QV9//TXs7e3h6emJ+/fvIy4uDq1atWrqsOTOnDlzUFhYKL7y8vKaOiQiIiIiInrN8FIComakcrkQLyUgIiIiIpJvvJSAiIiIiIiIiOqEhYEX4O7ujsDAQPG9qakpVq5cWe/z+Pr6yjwR4Ol5G3KuhhQeHo4+ffo0yly1aYh8BgcHQyKRQCKRvPR3wt3dXRwrLS2tXuIjIiIiIiJ6mlJTB9AcJCUlQUNDo059TU1NERgYWKcT0lWrVqG+r/S4du0aOnTogNTUVHTu3LlB56rOo0ePMG/ePJlHADY3tra2OHLkyDOX6zzLnj17kJ2djW7dutVTZERERERERFWxMFAP9PX163W88vJySCQSaGtr1+u4tWmsuX755RdIpVK8/fbbjTJfU1BSUoKhoeFLj6Orq4uioqJ6iIiIiIiIiKhmvJTgGe7fvw8fHx9IpVIYGRlh+fLlVfo8fSlBcHAw2rVrBxUVFbRp0wZTpkwB8Hhp+PXr1/Hpp5+KS8QBICIiAjo6Oti/fz9sbGygoqKC69evV7u8v6ysDJMmTYKOjg709PTwxRdfyPzSL5FIEBUVJbOPjo4OIiIiAAAdOnQAADg4OEAikcDd3R1A1UsJHj16hClTpqB169ZQVVXFW2+9haSkJHF7TEwMJBIJjh49CicnJ6irq8PFxQWZmZm15nPXrl0YPHhwlfbvvvsOtra2UFFRgZGRESZNmiRuy83Nhbe3N6RSKbS0tDB8+HD8/fffMvnu3Lkztm/fDlNTU2hra+ODDz7Af//9J/apy+f4/fffw8nJCZqamjA0NMSHH36IW7du1Xo8RERERERErzsWBp4hKCgIx48fR2RkJA4fPoyYmBicPXu2xv4///wzwsLCsGnTJmRlZSEqKgp2dnYAHi8NNzY2xsKFC5Gfn4/8/HxxvwcPHmDp0qX49ttvcfHiRbRu3bra8bdu3QolJSUkJiZi9erVCAsLw7ffflvn4zlz5gwA4MiRI8jPz8eePXuq7Tdz5kz88ssv2Lp1K1JSUmBubg4vLy/8+++/Mv0+//xzLF++HMnJyVBSUoKfn1+t88fFxcHJyUmmbcOGDZg4cSLGjx+P9PR07N27F+bm5gAAQRAwZMgQ/Pvvv4iNjUV0dDSys7MxYsQImTGys7MRFRWF/fv3Y//+/YiNjUVISIi4vS6fY0lJCb788kucO3cOUVFRyMnJga+vb63HQ0RERERE9LrjpQS1uHfvHsLDw7Ft2za88847AB6fmBsbG9e4T25uLgwNDeHp6QllZWW0a9dOvEZcV1cXioqK4i/STyotLcX69ethb29fa0wmJiYICwuDRCKBpaUl0tPTERYWBn9//zodU+VlD3p6ejUud79//z42bNiAiIgI9OvXDwCwefNmREdHIzw8HEFBQWLfxYsXo2fPngCA2bNnY8CAAXj48CFUVVWrjFtQUICCggK0adNGpn3RokWYPn06pk6dKrZ17doVwOMCxvnz55GTkwMTExMAwPbt22Fra4ukpCSxX0VFBSIiIqCp+fgRfWPGjMHRo0exePHiOn+OTxY1zMzMsHr1anTr1g337t2DVCqtNa9ERERERESvK64YqEV2djZKSkrg7Owstunq6sLS0rLGfYYNG4bi4mKYmZnB398fkZGRKCsre+ZcLVq0QKdOnZ7Zr0ePHuIlCADg7OyMrKwslJeXP3PfusrOzkZpaSlcXV3FNmVlZXTr1g0ZGRkyfZ+M2cjICABqXH5fXFwMADJFg1u3buHmzZvo3bt3tftkZGTAxMRELAoAgI2NDXR0dGRiMTU1FYsClbFUxlHXzzE1NRXe3t5o3749NDU1xcsscnNzq42NiIiIiIioOWBhoBYvcpd+ExMTZGZmYt26dVBTU8OECRPg5uaG0tLSWvdTU1OTOeF/URKJpErcz5r7aZX7Px2PIAhV2pSVlWXmBh7/el8dPT09SCQS3L17V2xTU1N7ZizV5eXp9ifjqIylMo66fI73799Hnz59IJVK8f333yMpKQmRkZEAHl9iQERERERE1FyxMFALc3NzKCsr4/Tp02Lb3bt3ceXKlVr3U1NTw+DBg7F69WrExMTg1KlTSE9PB/B4ZcDL/Lr/ZCyV7zt27AhFRUUAjy8VePLeBVlZWXjw4IH4vkWLFgBQawzm5uZo0aIFTp48KbaVlpYiOTkZ1tbWLxx7ixYtYGNjg0uXLoltmpqaMDU1xdGjR6vdx8bGBrm5ucjLyxPbLl26hMLCwjrHUpfP8fLly7h9+zZCQkLw9ttvw8rKijceJCIiIiIiucDCQC2kUinGjRuHoKAgHD16FBcuXICvry8UFGpOW0REBMLDw3HhwgVcvXoV27dvh5qaGtq3bw/g8ZL3EydO4MaNG7h9+/Zzx5SXl4dp06YhMzMTO3fuxJo1a2Suzffw8MDatWuRkpKC5ORkBAQEyPya3rp1a6ipqeHgwYP4+++/UVhYWGUODQ0N/O9//0NQUBAOHjyIS5cuwd/fHw8ePMC4ceOeO+YneXl5yRQcgMdPFVi+fDlWr16NrKwspKSkYM2aNQAAT09PdOrUCaNGjUJKSgrOnDkDHx8f9OzZs8pNDGtSl8+xXbt2aNGiBdasWYOrV69i7969+PLLL1/qWJ/k4+ODOXPmiO8jIyNhZWUl08fKykpcpUBERERERNRYWBh4hq+++gpubm4YPHgwPD098dZbb8HR0bHG/jo6Oti8eTNcXV3RqVMnHD16FPv27YOenh4AYOHChbh27RreeOMN8UaAz8PHxwfFxcXo1q0bJk6ciMmTJ2P8+PHi9uXLl8PExARubm748MMPMWPGDKirq4vblZSUsHr1amzatAlt2rSBt7d3tfOEhITgvffew5gxY9ClSxf88ccfOHToEFq2bPncMT/J398fBw4ckClIjB07FitXrsT69etha2uLgQMHIisrC8D/PX6xZcuWcHNzg6enJ8zMzPDjjz8+17zP+hz19fURERGBn376CTY2NggJCcHXX39dZRxTU1MEBwc/93Hn5ubKrOQoLCys8mjHzMzMags1REREREREDUkivMiF9EQvYfjw4XBwcJD5Bf11UFxcDF1dXRw4cAC9evWqtk9wcDCioqKQlpZWL3Neu3YNHTp0QGpqKjp37vzM/kVFRdDW1sbdlBxoSTWf2b8+KHTUa5R5iIiIiIio7irPDQoLC6GlpVVrX64YoEb31VdfvZaP/4uNjYWHh0eNRYFK6enpkEqlWL9+/UvN169fP9ja2r7UGERERERERM/CFQNE9ejff//Fv//+C+Dx5Qna2tovPNaNGzfERzxW3gPhWZ6nKkhERERERM3X85wbKDVSTERyQVdXF7q6uvUyVtu2betlHCIiIiIiotrwUgIiIiIiIiIiOcbCABEREREREZEcY2GAiIiIiIiISI6xMEBEREREREQkx1gYICIiIiIiIpJjLAwQERERERERyTEWBoiIiIiIiIjkGAsDRERERERERHKMhQEiIiIiIiIiOcbCABEREREREZEcY2GAiIiIiIiISI6xMEBEREREREQkx1gYICIiIiIiIpJjSk0dABHVH0EQAABFRUVNHAkRERERETWlynOCynOE2rAwQNSM3LlzBwBgYmLSxJEQEREREdGr4L///oO2tnatfVgYIGpGdHV1AQC5ubnP/I+f6k9RURFMTEyQl5cHLS2tpg5HbjDvjY85bxrMe+NjzpsG8940mPfG11g5FwQB//33H9q0afPMviwMEDUjCgqPbxuira3Nf9ibgJaWFvPeBJj3xsecNw3mvfEx502DeW8azHvja4yc1/XHQt58kIiIiIiIiEiOsTBAREREREREJMdYGCBqRlRUVDB//nyoqKg0dShyhXlvGsx742POmwbz3viY86bBvDcN5r3xvYo5lwh1eXYBERERERERETVLXDFAREREREREJMdYGCAiIiIiIiKSYywMEBEREREREckxFgaIiIiIiIiI5BgLA0TNyPr169GhQweoqqrC0dERcXFxTR1Ss3LixAkMGjQIbdq0gUQiQVRUlMx2QRAQHByMNm3aQE1NDe7u7rh48WLTBNtMLF26FF27doWmpiZat26NIUOGIDMzU6YP816/NmzYgE6dOkFLSwtaWlpwdnbG77//Lm5nvhvH0qVLIZFIEBgYKLYx9/UvODgYEolE5mVoaChuZ84bxo0bNzB69Gjo6elBXV0dnTt3xtmzZ8XtzHv9MzU1rfJdl0gkmDhxIgDmvKGUlZXhiy++QIcOHaCmpgYzMzMsXLgQFRUVYp9XJfcsDBA1Ez/++CMCAwPx+eefIzU1FW+//Tb69euH3Nzcpg6t2bh//z7s7e2xdu3aareHhoZixYoVWLt2LZKSkmBoaIh33nkH//33XyNH2nzExsZi4sSJOH36NKKjo1FWVoY+ffrg/v37Yh/mvX4ZGxsjJCQEycnJSE5OhoeHB7y9vcX/k8J8N7ykpCR888036NSpk0w7c98wbG1tkZ+fL77S09PFbcx5/bt79y5cXV2hrKyM33//HZcuXcLy5cuho6Mj9mHe619SUpLM9zw6OhoAMGzYMADMeUNZtmwZNm7ciLVr1yIjIwOhoaH46quvsGbNGrHPK5N7gYiahW7dugkBAQEybVZWVsLs2bObKKLmDYAQGRkpvq+oqBAMDQ2FkJAQse3hw4eCtra2sHHjxiaIsHm6deuWAECIjY0VBIF5bywtW7YUvv32W+a7Efz3339Cx44dhejoaKFnz57C1KlTBUHgd72hzJ8/X7C3t692G3PeMGbNmiW89dZbNW5n3hvH1KlThTfeeEOoqKhgzhvQgAEDBD8/P5m2oUOHCqNHjxYE4dX6vnPFAFEzUFJSgrNnz6JPnz4y7X369EFCQkITRSVfcnJy8Ndff8l8BioqKujZsyc/g3pUWFgIANDV1QXAvDe08vJy7Nq1C/fv34ezszPz3QgmTpyIAQMGwNPTU6aduW84WVlZaNOmDTp06IAPPvgAV69eBcCcN5S9e/fCyckJw4YNQ+vWreHg4IDNmzeL25n3hldSUoLvv/8efn5+kEgkzHkDeuutt3D06FFcuXIFAHDu3DmcPHkS/fv3B/Bqfd+VGnU2ImoQt2/fRnl5OQwMDGTaDQwM8NdffzVRVPKlMs/VfQbXr19vipCaHUEQMG3aNLz11lt48803ATDvDSU9PR3Ozs54+PAhpFIpIiMjYWNjI/6fFOa7YezatQspKSlISkqqso3f9YbRvXt3bNu2DRYWFvj777+xaNEiuLi44OLFi8x5A7l69So2bNiAadOm4bPPPsOZM2cwZcoUqKiowMfHh3lvBFFRUSgoKICvry8A/vvSkGbNmoXCwkJYWVlBUVER5eXlWLx4MUaOHAng1co9CwNEzYhEIpF5LwhClTZqWPwMGs6kSZNw/vx5nDx5sso25r1+WVpaIi0tDQUFBfjll18wduxYxMbGituZ7/qXl5eHqVOn4vDhw1BVVa2xH3Nfv/r16yf+bWdnB2dnZ7zxxhvYunUrevToAYA5r28VFRVwcnLCkiVLAAAODg64ePEiNmzYAB8fH7Ef895wwsPD0a9fP7Rp00amnTmvfz/++CO+//57/PDDD7C1tUVaWhoCAwPRpk0bjB07Vuz3KuSelxIQNQOtWrWCoqJildUBt27dqlKBpIZReRdrfgYNY/Lkydi7dy+OHz8OY2NjsZ15bxgtWrSAubk5nJycsHTpUtjb22PVqlXMdwM6e/Ysbt26BUdHRygpKUFJSQmxsbFYvXo1lJSUxPwy9w1LQ0MDdnZ2yMrK4ve9gRgZGcHGxkamzdraWrxZMvPesK5fv44jR47g448/FtuY84YTFBSE2bNn44MPPoCdnR3GjBmDTz/9FEuXLgXwauWehQGiZqBFixZwdHQU7zBbKTo6Gi4uLk0UlXzp0KEDDA0NZT6DkpISxMbG8jN4CYIgYNKkSdizZw+OHTuGDh06yGxn3huHIAh49OgR892AevfujfT0dKSlpYkvJycnjBo1CmlpaTAzM2PuG8GjR4+QkZEBIyMjft8biKura5XHzl65cgXt27cHwH/XG9qWLVvQunVrDBgwQGxjzhvOgwcPoKAge8qtqKgoPq7wlcp9o97qkIgazK5duwRlZWUhPDxcuHTpkhAYGChoaGgI165da+rQmo3//vtPSE1NFVJTUwUAwooVK4TU1FTh+vXrgiAIQkhIiKCtrS3s2bNHSE9PF0aOHCkYGRkJRUVFTRz56+t///ufoK2tLcTExAj5+fni68GDB2If5r1+zZkzRzhx4oSQk5MjnD9/Xvjss88EBQUF4fDhw4IgMN+N6cmnEggCc98Qpk+fLsTExAhXr14VTp8+LQwcOFDQ1NQU/7eTOa9/Z86cEZSUlITFixcLWVlZwo4dOwR1dXXh+++/F/sw7w2jvLxcaNeunTBr1qwq25jzhjF27Fihbdu2wv79+4WcnBxhz549QqtWrYSZM2eKfV6V3LMwQNSMrFu3Tmjfvr3QokULoUuXLuIj3ah+HD9+XABQ5TV27FhBEB4/cmb+/PmCoaGhoKKiIri5uQnp6elNG/Rrrrp8AxC2bNki9mHe65efn5/474i+vr7Qu3dvsSggCMx3Y3q6MMDc178RI0YIRkZGgrKystCmTRth6NChwsWLF8XtzHnD2Ldvn/Dmm28KKioqgpWVlfDNN9/IbGfeG8ahQ4cEAEJmZmaVbcx5wygqKhKmTp0qtGvXTlBVVRXMzMyEzz//XHj06JHY51XJvUQQBKFx1ygQERERERER0auC9xggIiIiIiIikmMsDBARERERERHJMRYGiIiIiIiIiOQYCwNEREREREREcoyFASIiIiIiIiI5xsIAERERERERkRxjYYCIiIiIiIhIjrEwQERERERERCTHWBggIiIiIiIikmMsDBARERERERHJMRYGiIiIiIiIiOQYCwNEREREREREcuz/ASjVeXPo0PmdAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the results\n",
    "plot_checkbox_question(d1, title=\"Q1: How do you interact with the Numba project?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "02f85883-2619-47ca-95f4-666a160d5316",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "I regularly use Numba to speed up Python code I have personally written.                                          78.832117\n",
       "I maintain an open source project that depends on Numba.                                                          43.065693\n",
       "I maintain a proprietary or non-public project that depends on Numba (might be internal to your organization).    37.956204\n",
       "I am a regular reader of the Numba discussion forums.                                                             32.116788\n",
       "I have contributed a pull request to Numba.                                                                       13.138686\n",
       "I answer other people's questions about Numba on forums, StackOverflow, etc.                                      10.948905\n",
       "I package Numba for distribution (conda, Linux distributions, homebrew, etc)                                       2.919708\n",
       "dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sorted numerical results\n",
    "(d1.mean() * 100).sort_values()[::-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d69fc2e7-b0b2-40c8-9702-1619fa7b5244",
   "metadata": {},
   "source": [
    "Almost 80% of the participants responded that they regularly use Numba to speed up code they had personally written. 43% maintain an open source project that depends on Numba and a further 38% maintain a proprietary or non-public project that depends on Numba. Interestingly, 32% are regular readers of the Numba discourse, which is a good indicator that our discourse forum is accepted by the community."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2edd5e6-1aa7-46db-aac2-cda7175b2419",
   "metadata": {},
   "source": [
    "# Q2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e72e2c84-2d03-4204-9fc7-1c0e2ebbe5ff",
   "metadata": {},
   "source": [
    "For Question 2 we asked **What kinds of applications do you use Numba for? (check all that apply)**.\n",
    "\n",
    "The possible responses were:\n",
    "\n",
    "* Hobby\n",
    "* Educational projects\n",
    "* Visualization\n",
    "* Financial analytics\n",
    "* Scientific research\n",
    "* Compiler development\n",
    "* Web-based microservices\n",
    "* High performance computing on clusters\n",
    "* Numerical simulations / \"Digital Twins\"\n",
    "* Machine learning / AI\n",
    "* Time series analysis\n",
    "* Spatial / GIS data set processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ae486c77-d11e-486b-9ab0-06911e61e377",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract data and display percentage of responses\n",
    "d2 = extract_data_for_checkbox_question(7, 19)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4599fbde-680a-447f-acc4-df42b020959f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the results\n",
    "plot_checkbox_question(d2, title=\"Q2: What kinds of applications do you use Numba for?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2616aaf2-ec6b-4818-aca0-394dfd3794ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Scientific research                        68.613139\n",
       "High performance computing on clusters     43.065693\n",
       "Machine learning / AI                      37.956204\n",
       "Numerical simulations / \"Digital Twins\"    37.226277\n",
       "Time series analysis                       28.467153\n",
       "Hobby                                      24.087591\n",
       "Educational projects                       21.167883\n",
       "Financial analytics                        17.518248\n",
       "Compiler development                       14.598540\n",
       "Visualization                              14.598540\n",
       "Spatial / GIS data set processing          11.678832\n",
       "Web-based microservices                     2.189781\n",
       "dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sorted numerical results\n",
    "(d2.mean() * 100).sort_values()[::-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a76d97a3-539a-4463-b8aa-19ee2266b2dc",
   "metadata": {},
   "source": [
    "As you can see, almost 70% of participants use Numba for scientific research. This is great news! Perhaps this is a testament to the flexibility of Numba and it's usefulness in implementing cutting edge algorithms for which no framework or custom library exists yet. The second place with 43% is High Performance Computing, which may be closely linked to scientific computing. The next three most popular responses were Machine Learning / AI with 38%, Numerical Simulations with 37% and then time series analysis with 28%. These are all use-cases that we expected and it's good to see some evidence to support these use-cases. Lastly, 14.5% of participants also use it for compiler development and we hope that this use-case will become more popular as Numba transitions from a JIT-compiler to a compiler toolkit. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14314572-e8c1-4285-b1d8-445baf4babbc",
   "metadata": {},
   "source": [
    "# Q3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "492e0081-89e5-4fe8-8932-ed940004f27e",
   "metadata": {},
   "source": [
    "For Question 3 we asked **Which of the following Numba features have you found useful? (check all that apply)**\n",
    "\n",
    "The possible responses were:\n",
    "\n",
    "* Support for raising exceptions (raise statement)\n",
    "* Support for catching exceptions (try-except statement)\n",
    "* Support for generators\n",
    "* Typed containers (typed.List, typed.Dict)\n",
    "* Using NumPy functions in compiled code\n",
    "* Compiling Python classes as structs using @jitclass\n",
    "* Automatic multithreading with @jit(parallel=True) and/or prange()\n",
    "* CUDA kernel compilation (@cuda.jit)\n",
    "* Creating C callbacks with @cfunc\n",
    "* Creating NumPy ufuncs with @vectorize or @guvectorize\n",
    "* Creating stencil functions with @stencil\n",
    "* Calling back into the Python interpreter using \"with objmode\"\n",
    "* Caching of compiled functions to disk\n",
    "* Ahead of time compilation (with numba.pycc)\n",
    "* Debugging tools (gdb support, LLVM IR and assembly dumps, etc)\n",
    "* Autovectorization\n",
    "* The extension API (@overload, etc)\n",
    "* First class function types (types.FunctionType)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8845dabb-d39b-44c9-9e9f-91c6a3681b3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "d3 = extract_data_for_checkbox_question(19, 37)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7f5677c7-2957-446d-a4b3-a3bce913a683",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_checkbox_question(d3, title=\"Q3: Which of the following Numba features have you found useful?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "94f5c3d0-c311-4470-9be6-b2a17997e8a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Using NumPy functions in compiled code                               76.642336\n",
       "Automatic multithreading with @jit(parallel=True) and/or prange()    62.773723\n",
       "Caching of compiled functions to disk                                47.445255\n",
       "Autovectorization                                                    43.795620\n",
       "Creating NumPy ufuncs with @vectorize or @guvectorize                36.496350\n",
       "Typed containers (typed.List, typed.Dict)                            34.306569\n",
       "Compiling Python classes as structs using @jitclass                  27.737226\n",
       "CUDA kernel compilation (@cuda.jit)                                  27.737226\n",
       "Ahead of time compilation (with numba.pycc)                          23.357664\n",
       "The extension API (@overload, etc)                                   22.627737\n",
       "Calling back into the Python interpreter using \"with objmode\"        17.518248\n",
       "Creating C callbacks with @cfunc                                     16.788321\n",
       "Support for raising exceptions (raise statement)                     16.058394\n",
       "Support for catching exceptions (try-except statement)               15.328467\n",
       "Debugging tools (gdb support, LLVM IR and assembly dumps, etc)       12.408759\n",
       "First class function types (types.FunctionType)                      12.408759\n",
       "Support for generators                                               10.948905\n",
       "Creating stencil functions with @stencil                              8.759124\n",
       "dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sorted numerical results\n",
    "(d3.mean() * 100).sort_values()[::-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a8c42db-3930-4abc-a2cd-d2476a731f03",
   "metadata": {},
   "source": [
    "The top result of the this question comes without surprises, after all Numba was created initially as a NumPy compiler. It's good to see that it remains widely used to satisfy this use-case. Finishing in second place is the `parfors` or [Parallel Accelerator](https://numba.pydata.org/numba-doc/latest/user/parallel.html) component of Numba. [\"Caching of compiled fuctions to disk\"](https://numba.pydata.org/numba-doc/latest/developer/caching.html) comes in third place, followed by Autovectorization and [creating NumPy ufuncs](https://numba.pydata.org/numba-doc/latest/user/vectorize.html). For us this is an indicator that these features are important and should not be broken or deprecated as many users depend on them. Perhaps this evidence could help shaping a data-driven priority for debugging and fixing user-report bugs?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3c54670-7d59-4fac-898a-b5112f4cb7ff",
   "metadata": {},
   "source": [
    "# Q4"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab8a01d4-8bba-4747-a926-fcd0bf8760e3",
   "metadata": {},
   "source": [
    "For Question 4 we asked: **Which of the following Numba features did not work for you or were too limited for your use case? (check all that apply)**\n",
    "\n",
    "The possible responses were, again:\n",
    "\n",
    "* Support for raising exceptions (raise statement)\n",
    "* Support for catching exceptions (try-except statement)\n",
    "* Support for generators\n",
    "* Typed containers (typed.List, typed.Dict)\n",
    "* Using NumPy functions in compiled code\n",
    "* Compiling Python classes as structs using @jitclass\n",
    "* Automatic multithreading with @jit(parallel=True) and/or prange()\n",
    "* CUDA kernel compilation (@cuda.jit)\n",
    "* Creating C callbacks with @cfunc\n",
    "* Creating NumPy ufuncs with @vectorize or @guvectorize\n",
    "* Creating stencil functions with @stencil\n",
    "* Calling back into the Python interpreter using \"with objmode\"\n",
    "* Caching of compiled functions to disk\n",
    "* Ahead of time compilation (with numba.pycc)\n",
    "* Debugging tools (gdb support, LLVM IR and assembly dumps, etc)\n",
    "* Autovectorization\n",
    "* The extension API (@overload, etc)\n",
    "* First class function types (types.FunctionType)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3e9a052d-f77d-46f3-8f04-7ed35698a277",
   "metadata": {},
   "outputs": [],
   "source": [
    "d4 = extract_data_for_checkbox_question(37, 55)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "851feb94-10e2-4073-a5eb-220e62ec3d18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_checkbox_question(d4, title=\"Q4: Which of the following Numba features did not work for you or were too limited for your use case?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "197d2f6a-37e3-4639-a33d-37469cc5a6cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Compiling Python classes as structs using @jitclass                  29.927007\n",
       "Ahead of time compilation (with numba.pycc)                          27.737226\n",
       "Debugging tools (gdb support, LLVM IR and assembly dumps, etc)       16.058394\n",
       "Caching of compiled functions to disk                                14.598540\n",
       "Automatic multithreading with @jit(parallel=True) and/or prange()    13.868613\n",
       "CUDA kernel compilation (@cuda.jit)                                  13.138686\n",
       "Typed containers (typed.List, typed.Dict)                            10.948905\n",
       "Autovectorization                                                     9.489051\n",
       "Creating NumPy ufuncs with @vectorize or @guvectorize                 8.029197\n",
       "Using NumPy functions in compiled code                                7.299270\n",
       "Support for generators                                                6.569343\n",
       "First class function types (types.FunctionType)                       5.839416\n",
       "Support for raising exceptions (raise statement)                      4.379562\n",
       "The extension API (@overload, etc)                                    3.649635\n",
       "Support for catching exceptions (try-except statement)                3.649635\n",
       "Creating C callbacks with @cfunc                                      3.649635\n",
       "Calling back into the Python interpreter using \"with objmode\"         2.919708\n",
       "Creating stencil functions with @stencil                              2.189781\n",
       "dtype: float64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sorted numerical results\n",
    "(d4.mean() * 100).sort_values()[::-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b972ad78-b6e4-40ef-8975-ffb288d9ec55",
   "metadata": {},
   "source": [
    "In the question, we effectively ask: \"what is broken?\". And somewhat unsurprisingly, two of the bigger \"problem factories\" within Numba come in at first and second place. [Jitclass](https://numba.pydata.org/numba-doc/latest/user/jitclass.html) has been around for a while, but has never really received much love. In fact, the whole sub-module was moved to the `experimental` sub-package with [PR 5197](https://github.com/numba/numba/pull/5197) -- to indicate that it isn't really \"ready for production\". The responses to this question indicate that users had made the experience and that perhaps this area -- or Object Oriented Programming in general -- could be a fruitious avenue to explore. The second most popular response was [Ahead of time compilation](https://numba.pydata.org/numba-doc/latest/user/pycc.html) or AOT for short. This has been on the agenda for some time and was worked on last year for the [2023 Prototype](https://numba.discourse.group/t/proposal-numba-2023-mvp/1792), i.e. this topic is on our road-map and significant engineering effort is being invested here. The third place just highlights the nascent state of the debugging tools for Numba, it remains tricky to debug, even for seasoned users and developers. Inevitably this is something that will ideally be addressed over time. In summary, this question really highlights peoples expectations of what Numba *should* be able to do, but for which it was simply not advanced enough yet and perhaps this highlights the areas that have been most frustrating for our users in the past."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "792fabed-3c88-4577-bf3f-6d3f2ed9130a",
   "metadata": {},
   "source": [
    "# Q5"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb320b58-f150-4ffb-854f-94f91808ace2",
   "metadata": {},
   "source": [
    "For Question 5 we asked: **Which of the following Numba features were usable for you, but you wish could be improved? (check all that apply)**\n",
    "\n",
    "The possible responses were, yet again:\n",
    "\n",
    "* Support for raising exceptions (raise statement)\n",
    "* Support for catching exceptions (try-except statement)\n",
    "* Support for generators\n",
    "* Typed containers (typed.List, typed.Dict)\n",
    "* Using NumPy functions in compiled code\n",
    "* Compiling Python classes as structs using @jitclass\n",
    "* Automatic multithreading with @jit(parallel=True) and/or prange()\n",
    "* CUDA kernel compilation (@cuda.jit)\n",
    "* Creating C callbacks with @cfunc\n",
    "* Creating NumPy ufuncs with @vectorize or @guvectorize\n",
    "* Creating stencil functions with @stencil\n",
    "* Calling back into the Python interpreter using \"with objmode\"\n",
    "* Caching of compiled functions to disk\n",
    "* Ahead of time compilation (with numba.pycc)\n",
    "* Debugging tools (gdb support, LLVM IR and assembly dumps, etc)\n",
    "* Autovectorization\n",
    "* The extension API (@overload, etc)\n",
    "* First class function types (types.FunctionType)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f2f14120-7be0-42c6-be4e-0af04bca2775",
   "metadata": {},
   "outputs": [],
   "source": [
    "d5 = extract_data_for_checkbox_question(55, 73)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7f64e5ed-a56b-4c1b-9480-72814770c70a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_checkbox_question(d5, title=\"Q5: Which of the following Numba features were usable for you, but you wish could be improved?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f8e89939-d18c-430a-8312-c65ea75ea55c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ahead of time compilation (with numba.pycc)                          28.467153\n",
       "Caching of compiled functions to disk                                25.547445\n",
       "Compiling Python classes as structs using @jitclass                  23.357664\n",
       "Typed containers (typed.List, typed.Dict)                            19.708029\n",
       "Automatic multithreading with @jit(parallel=True) and/or prange()    19.708029\n",
       "Using NumPy functions in compiled code                               19.708029\n",
       "Autovectorization                                                    13.868613\n",
       "Debugging tools (gdb support, LLVM IR and assembly dumps, etc)       13.138686\n",
       "Extension API (@overload, etc)                                       13.138686\n",
       "Creating NumPy ufuncs with @vectorize or @guvectorize                12.408759\n",
       "CUDA kernel compilation (@cuda.jit)                                  10.218978\n",
       "Support for raising exceptions (raise statement)                      9.489051\n",
       "Calling back into the Python interpreter using \"with objmode\"         9.489051\n",
       "Support for catching exceptions (try-except statement)                9.489051\n",
       "First class function types (types.FunctionType)                       6.569343\n",
       "Creating C callbacks with @cfunc                                      6.569343\n",
       "Support for generators                                                3.649635\n",
       "Creating stencil functions with @stencil                              3.649635\n",
       "dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sorted numerical results\n",
    "(d5.mean() * 100).sort_values()[::-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6b64773-e089-4482-9ea2-b7ae0e780783",
   "metadata": {},
   "source": [
    "This question is about features, that were sufficient for some use-cases but perhaps not for all. There is some overlap here with Question 4 and this time AOT, caching and jitclass were the top-three responses."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33c3db13-4c25-4410-86ac-84378e305a65",
   "metadata": {},
   "source": [
    "# Q6"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4a4de59-4f16-4d3e-81b9-41e62b43f80b",
   "metadata": {},
   "source": [
    "For Question 6 we asked: **Please rank these Numba development activities in order of how important they are to you. (From highest priority to lowest priority)**\n",
    "\n",
    "And the possible options were:\n",
    "\n",
    "* Response to bug reports\n",
    "* Review of pull requests\n",
    "* Support for new Python minor releases (3.11, 3.12, etc)\n",
    "* Support for new NumPy releases\n",
    "* Support for new LLVM releases\n",
    "* Improved reference documentation\n",
    "* Creating examples of Numba usage and performance best practices\n",
    "* Feature development\n",
    "* Answering user questions in the forums\n",
    "* Continued support for Python releases more than 4 years old (example: Python 3.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b5e462b7-687e-489d-a133-950a2a0ff250",
   "metadata": {},
   "outputs": [],
   "source": [
    "d6 = extract_data_for_ranking_question(73, 83)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7629249e-c7a8-4f42-aa9e-6dfbc4af7a15",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ranking_questions(d6, title=\"Q6: Please rank these Numba development activities in order of how important they are to you.\", total_responses=135)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "b88fa0f1-154f-4f35-bae5-7cc8ce958f04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Feature development                                                                  7.170370\n",
       "Creating examples of Numba usage and performance best practices                      6.192593\n",
       "Improved reference documentation                                                     5.311111\n",
       "Support for new NumPy releases                                                       5.281481\n",
       "Response to bug reports                                                              4.807407\n",
       "Answering user questions in the forums                                               4.466667\n",
       "Support for new Python minor releases (3.11, 3.12, etc)                              4.051852\n",
       "Review of pull requests                                                              3.318519\n",
       "Support for new LLVM releases                                                        2.777778\n",
       "Continued support for Python releases more than 4 years old (example: Python 3.8)    1.622222\n",
       "dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Summary statistic for ranking question uses a \"score\" -- higher means more important\n",
    "((((d6.sum() / 135)) - 10) * -1).sort_values()[::-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "350f523d-105c-4915-abf8-dde4810b206e",
   "metadata": {},
   "source": [
    "The responses here indicate that Numba is probably far from feature complete. Also, users want more examples. Is it time for a Numba cookbook? Interestingly support for legacy Python versions was ranked lowest overall. This is good evidence that our users -- or at least the slice which responded to the survey -- have adopted the stance of adopting \"newer\" Python versions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a54138da-157b-43f7-906d-dd87704c8c53",
   "metadata": {},
   "source": [
    "# Q7"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a634d02a-9e01-4a09-b589-10a705d5533f",
   "metadata": {},
   "source": [
    "In Question 7 we asked: **Please rank these potential new Numba features in order of how important they are to you. (From highest priority to lowest priority)**\n",
    "\n",
    "And the possible responses were:\n",
    "\n",
    "* Ahead-of-time compilation with support for type-based dispatching and multiple CPU target specialization\n",
    "* Calling C++ (not C) code directly from nopython functions\n",
    "* Support for non-NVIDIA GPUs\n",
    "* Better support for struct-like data types and arrays of struct data on CPU and GPU\n",
    "* Context managers/with statement\n",
    "* async features\n",
    "* typed.Set\n",
    "* yield from\n",
    "* Python typing <-> Numba type integration (i.e. get a Numba signature from Python type annotations)\n",
    "* More NumPy functions\n",
    "* Performance profiling\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f0bb5fce-bb02-478f-b842-a360ba033688",
   "metadata": {},
   "outputs": [],
   "source": [
    "d7 = extract_data_for_ranking_question(83, 94)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "7cd34fb1-bf9d-42e1-93f8-fcb756c3e8f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ranking_questions(d7, title=\"Q7: Please rank these potential new Numba features in order of how important they are to you.\", total_responses=135)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d843e265-b280-42d2-9d5d-d6299a769447",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ahead-of-time compilation with support for type-based dispatching and multiple CPU target specialization    6.592593\n",
       "More NumPy functions                                                                                        6.066667\n",
       "Better support for struct-like data types and arrays of struct data on CPU and GPU                          5.933333\n",
       "Performance profiling                                                                                       5.429630\n",
       "Calling C++ (not C) code directly from nopython functions                                                   4.659259\n",
       "Python typing <-> Numba type integration (i.e. get a Numba signature from Python type annotations)          4.592593\n",
       "async features                                                                                              3.474074\n",
       "Context managers/with statement                                                                             3.237037\n",
       "Support for non-NVIDIA GPUs                                                                                 2.651852\n",
       "typed.Set                                                                                                   1.318519\n",
       "yield from                                                                                                  0.044444\n",
       "dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Summary statistic for ranking question uses a \"score\" -- higher means more important\n",
    "((((d7.sum() / 135)) - 10) * -1).sort_values()[::-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51f62045-3b63-44d0-bd78-fd5a755b3dc8",
   "metadata": {},
   "source": [
    "The responses to this question coroborate the trends observed in questions 3, 4 and 5 and paint a very clear picture of the communities expectations: AOT compilation, more NumPy functions and better support for struct-like data types."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "845fc9b8-965e-4b15-a909-1d4900564c89",
   "metadata": {},
   "source": [
    "# Q8"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "050c1d79-3d63-4c36-b720-36785b5c2803",
   "metadata": {},
   "source": [
    "In Question 8 we asked: **Do you use llvmlite separately from Numba? (Yes/No)**.\n",
    "\n",
    "This was a binary question designed to find out more about potential llvmlite users. As you can see below, 10 participants responded with a `Yes` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e2333438-059c-437a-837f-cd112298dcde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10, 7.2992700729927)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate total count and percentage of participants that answered Yes\n",
    "total = df[df.columns[94]].iloc[1:].replace(to_replace=[\"Yes\", \"No\"], value=[1, 0]).sum()\n",
    "total, total/137.0 * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c0d411f-45a7-4809-aea3-d260b3df2b13",
   "metadata": {},
   "source": [
    "# Q9"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c311a61f-e42d-47a9-b134-54758e7e8b1f",
   "metadata": {},
   "source": [
    "In Question 9 we asked: **If you answered yes in Q8, why do you use llvmlite? (check all that apply)**\n",
    "\n",
    "The possible responses were:\n",
    "\n",
    "* Learning about compilers\n",
    "* Compiler research\n",
    "* Building Python compilers (other than Numba)\n",
    "* Building non-Python or domain specific compilers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d2604003-372b-49d1-9a36-9935938a1ce8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Learning about compilers                            4\n",
       "Compiler research                                   4\n",
       "Building Python compilers (other than Numba)        5\n",
       "Building non-Python or domain specific compilers    5\n",
       "dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d9 = extract_data_for_checkbox_question(96, 100).astype(int)\n",
    "d9.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "baba483a-360d-455c-9d54-8bec13e62db6",
   "metadata": {},
   "source": [
    "In this question we wanted to know more about the people who answered Yes to question 8. Seems like llvmlite is being used as tool for LLVM code generation by a small -- but not insignificant -- minority within the community. It's nice to know, that the approach towards separation of concerns here seems to be working."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8d6a4a9-217b-4ad0-9e68-8953191753e9",
   "metadata": {},
   "source": [
    "# Q10"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2fa68cf-5f67-4130-9163-121e5c4c2895",
   "metadata": {},
   "source": [
    "And finally, in Question 10 we asked: **How would you prefer to get Numba project-related announcements and updates? (check all that apply)**\n",
    "\n",
    "The possible responses were:\n",
    "\n",
    "* Mastodon\n",
    "* X (formerly Twitter)\n",
    "* YouTube\n",
    "* Discourse forums\n",
    "* Changelog (in docs)\n",
    "* Email newsletter\n",
    "* Blog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "b15783a2-c361-4615-9394-7c5ce9b06254",
   "metadata": {},
   "outputs": [],
   "source": [
    "d10 = extract_data_for_checkbox_question(100, 107)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "39a53eb8-064f-4c0c-bcc8-e47c35738ef1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_checkbox_question(d10, title=\"Q10: How would you prefer to get Numba project-related announcements and updates?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "82662e3e-e5a1-4473-a0d8-4d73ad0c0e9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Changelog (in docs)     59.854015\n",
       "Blog                    48.175182\n",
       "Email newsletter        34.306569\n",
       "Discourse forums        29.197080\n",
       "X (formerly Twitter)    21.897810\n",
       "Mastodon                18.978102\n",
       "YouTube                 17.518248\n",
       "dtype: float64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sorted numerical results\n",
    "(d10.mean() * 100).sort_values()[::-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68e8b946-22ec-4add-9ca2-00dbfc0aac3b",
   "metadata": {},
   "source": [
    "There are two takeaways for me here, one is that we will continue to produce the changelogs as we have done. And perhaps it is time to consider starting a development blog, where we can showcase some of the recent research and development work about building a compiler toolkit and AOT compilation. Personally, I think the survey was a great success overall and all the telemetry we managed to gather can only be beneficial for Numba and our community."
   ]
  }
 ],
 "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": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}