diff --git a/ai-heatmap.ipynb b/ai-heatmap.ipynb deleted file mode 100644 index 589a6bb..0000000 --- a/ai-heatmap.ipynb +++ /dev/null @@ -1,206 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "2a305a33", - "metadata": {}, - "source": [ - "## How to use this script\n", - "1. Export your ChatGPT conversations. From your ChatGPT account, go to Settings -> Data controls -> Export\n", - "2. Unzip the data export\n", - "3. Point `convo_folder` to your exported data folder\n", - "4. Change `local_tz` to your local timezone so that it gets the correct timestamp of each conversation." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "bef16296", - "metadata": {}, - "outputs": [], - "source": [ - "convo_folder = '/Users/chip/dev/chatgpt-data/chatgpt-2025-01-13' # change to where your exported ChatGPT folder is \n", - "local_tz = 'US/Pacific' # change to your local timezone.\n", - "# pytz.all_timezones # uncomment to see a list of all supported timezones." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "f7447d09", - "metadata": {}, - "outputs": [], - "source": [ - "import json\n", - "\n", - "with open(f'{convo_folder}/conversations.json', 'r') as f:\n", - " convs = json.load(f)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "b30fff71", - "metadata": {}, - "outputs": [], - "source": [ - "import pytz\n", - "\n", - "from datetime import datetime, timezone, timedelta\n", - "\n", - "convo_times = []\n", - "for conv in convs:\n", - " # Given Unix timestamp\n", - " unix_timestamp = conv['create_time']\n", - "\n", - " # Convert to UTC datetime\n", - " utc_datetime = datetime.fromtimestamp(unix_timestamp, tz=timezone.utc)\n", - "\n", - " # Convert UTC datetime to local timezone\n", - " pt_datetime = utc_datetime.astimezone(pytz.timezone(local_tz))\n", - " convo_times.append(pt_datetime)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "0c121446", - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.dates as mdates\n", - "import matplotlib.patches as patches\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from collections import Counter\n", - "\n", - "def create_year_heatmap(convo_times, year):\n", - " # Convert convo_times to dates and filter for the given year\n", - " just_dates = [convo.date() for convo in convo_times if convo.year == year]\n", - "\n", - " date_counts = Counter(just_dates)\n", - "\n", - " # Create a full year date range for the calendar\n", - " start_date = datetime(year, 1, 1).date()\n", - " end_date = datetime(year, 12, 31).date()\n", - "\n", - " total_days = (end_date - start_date).days + 1\n", - " date_range = [start_date + timedelta(days=i) for i in range(total_days)]\n", - "\n", - " # Prepare data for plotting\n", - " data = []\n", - " for date in date_range:\n", - " week = ((date - start_date).days + start_date.weekday()) // 7\n", - " day_of_week = date.weekday()\n", - " count = date_counts.get(date, 0)\n", - " data.append((week, day_of_week, count))\n", - "\n", - " weeks_in_year = (end_date - start_date).days // 7 + 1\n", - "\n", - " # Plot the heatmap\n", - " plt.figure(figsize=(15, 8))\n", - " ax = plt.gca()\n", - " ax.set_aspect('equal')\n", - "\n", - " max_count_date = max(date_counts, key=date_counts.get)\n", - " max_count = date_counts[max_count_date]\n", - " p90_count = np.percentile(list(date_counts.values()), 90)\n", - " for week, day_of_week, count in data:\n", - " color = plt.cm.Greens((count + 1) / p90_count) if count > 0 else 'lightgray'\n", - " rect = patches.Rectangle((week, day_of_week), 1, 1, linewidth=0.5, edgecolor='black', facecolor=color)\n", - " ax.add_patch(rect)\n", - "\n", - " # Replace week numbers with month names below the heatmap\n", - " month_starts = [start_date + timedelta(days=i) for i in range(total_days)\n", - " if (start_date + timedelta(days=i)).day == 1]\n", - " for month_start in month_starts:\n", - " week = (month_start - start_date).days // 7\n", - " plt.text(week + 0.5, 7.75, month_start.strftime('%b'), ha='center', va='center', fontsize=10, rotation=0)\n", - "\n", - " # Adjustments for readability\n", - " ax.set_xlim(-0.5, weeks_in_year + 0.5)\n", - " ax.set_ylim(-0.5, 8.5)\n", - " plt.title(\n", - " f'{year} ChatGPT Conversation Heatmap (total={sum(date_counts.values())}).\\nMost active day: {max_count_date} with {max_count} convos.',\n", - " fontsize=16\n", - " )\n", - " plt.xticks([])\n", - " plt.yticks(range(7), ['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'])\n", - " plt.gca().invert_yaxis()\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "ff30f0cf", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "create_year_heatmap(convo_times, 2024)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "024dfc4c", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/scripts/ai-heatmap.ipynb b/scripts/ai-heatmap.ipynb index b031f31..589a6bb 100644 --- a/scripts/ai-heatmap.ipynb +++ b/scripts/ai-heatmap.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "adbc0626", + "id": "2a305a33", "metadata": {}, "source": [ "## How to use this script\n", @@ -15,7 +15,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "48aafdcf", + "id": "bef16296", "metadata": {}, "outputs": [], "source": [ @@ -27,7 +27,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "9cbb0577", + "id": "f7447d09", "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "c8c763e6", + "id": "b30fff71", "metadata": {}, "outputs": [], "source": [ @@ -64,7 +64,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "28faf5b0", + "id": "0c121446", "metadata": {}, "outputs": [], "source": [ @@ -79,7 +79,6 @@ " # Convert convo_times to dates and filter for the given year\n", " just_dates = [convo.date() for convo in convo_times if convo.year == year]\n", "\n", - " # Count occurrences of each date\n", " date_counts = Counter(just_dates)\n", "\n", " # Create a full year date range for the calendar\n", @@ -104,8 +103,6 @@ " ax = plt.gca()\n", " ax.set_aspect('equal')\n", "\n", - " # Draw the heatmap\n", - " # max_count = max(date_counts.values(), default=1)\n", " max_count_date = max(date_counts, key=date_counts.get)\n", " max_count = date_counts[max_count_date]\n", " p90_count = np.percentile(list(date_counts.values()), 90)\n", @@ -124,8 +121,11 @@ " # Adjustments for readability\n", " ax.set_xlim(-0.5, weeks_in_year + 0.5)\n", " ax.set_ylim(-0.5, 8.5)\n", - " plt.title(f'{year} ChatGPT Conversation Heatmap.\\nTotal: {sum(date_counts.values())}. Busiest day: {max_count_date} with {max_count} convos.')\n", - " plt.xticks([]) # Remove x-axis labels (weeks)\n", + " plt.title(\n", + " f'{year} ChatGPT Conversation Heatmap (total={sum(date_counts.values())}).\\nMost active day: {max_count_date} with {max_count} convos.',\n", + " fontsize=16\n", + " )\n", + " plt.xticks([])\n", " plt.yticks(range(7), ['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'])\n", " plt.gca().invert_yaxis()\n", " plt.show()" @@ -134,12 +134,12 @@ { "cell_type": "code", "execution_count": 5, - "id": "0ec7d703", + "id": "ff30f0cf", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -155,12 +155,12 @@ { "cell_type": "code", "execution_count": 6, - "id": "551e8a6e", + "id": "5a6bcaae", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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KK69oDdfclDdp0kSrf7T09HTlUeWgoCCteTTb1tTUVLi5uYmjR48q4zQvrZg4caJyg/3o0SOt+a9cuSK+//57rWFJSUlixYoVOo9ZJSYmKrFGjRqls17FeZTSUGLsnXfeUZKBBW+M//nnH1GvXj0BQAwYMEBrHs2xaWZmJuzt7bUSEdHR0aJx48YCgPjf//5nsDyFlbG0ibH79+8LZ2dnoVKpxKeffioyMzOVcUeOHFE6N3+yr8Y///xT/P777zo3+RcuXBD169cXAER4eLhOOYo6tzQJFnNzc+Hr66u8KEMIIdatW6ckZ7p06SJCQkLEgwcPlPGaetvDw0OnXKUpb8F9Zm5uLtatW6eMe/jwoejUqZMAIJo1a2bwWqKP5oUcv/zyi97xxXmUctu2bUrZVq9erQxPTk4Wffr0UZLC6enpWvMV51HKlStX6iTec3JyxNKlS4WZmZmoUaOGzqP7hSXG+vXrV2gn9oY+JTF//nwlIVhYFwsaKSkp4vjx40qXC/379y/2sjTdJjRo0MDgNJrzUt+nUaNGOtfIJ3Xp0kUA0DrmiIj+C5gYIyJ6ir7//nsBQFhYWOh8Af35558F8LhvEEMWL15caJLrSRcvXlRa86xatUrvNJpWAt99950yrLSJsaSkpDInkjRf3Hv27KkzLi4uTmnFUli/ak9aunSpACA++eQTreFF3eidP39eWR9Dre2Ko7DE2NmzZ5V17tixo8EYMhJj/v7+AoD45ptvSjxvfn6+0lrn66+/1hl/79495Vg7cOCA1jhNuSdNmqQz319//SUA6LyEISIiQqhUKmFjY6PzJlYhhJLoKbis2NhYoVarhb29vd4WDXl5eaJp06Y6rTAKbttff/1V7/p37dq1zAnSgjw9PYW1tbXOzXJpE2PJyclKq5zNmzfrzHPy5Ekl+Vqw7il4bH755Zc6823dulUAEI0bNy7R+hV2A67v82RibPLkyQIw3PJUk4Dp0KFDscukeWPw2LFjdcYVNzGmUqnE2bNndca3bNlSSY7dv39fa1xubq6SyNM3b0nLW3CfvfHGGzrzPXjwQGk59vvvvxd7eZq+IY8cOaJ3fHESY5oE+ZtvvqkzLi0tTWl1WbAFpBBl72Ns2LBhesteWGKspMdoSevfqKgo5Y3FH330UaHTalq+aT5ubm7i66+/LlYrLg3Nm4uffPlLQUOGDBHLly8X165dExkZGSI2NlasXLlSadlYo0YNvf3LaWjqpydbYBMRPe/kPnxOREQGnT17Fm+++SYAYPbs2ahZs6bW+MzMTACAhYWFwRhqtRoAkJGRUeTykpKS0LdvX2RnZ+OFF17A8OHDdaa5cuUKPv/8czRr1gxjx44t9roY8ujRI+X/NjY2ZYr1yiuv6AxzdXWFj48Prl27hlu3biEwMFBrfFxcHNauXYsTJ04gNjZW2abJyckAgAsXLpSoDMVZn3r16uHatWtaw7y9vfX2/wQA/fv3V/ZjVFQUIiIiIIRA5cqV8e2335aofCWlWZ/S7JsrV64gMjISlpaWeo+VqlWrom/fvli3bh327t2LDh066Eyjb5/6+vrC0tISycnJiI+PV/o98/b2RqtWrXDkyBFs3boVgwYNUuY5d+4crl69Cg8PD7Rv314ZvnPnTmRlZeHFF19EtWrVdJZlYmKCHj164NSpU/jjjz/Qtm1brfEODg7o1auX3vX39PQEAPzyyy/w9fXV26+SPr///ju2bduG69ev49GjR8jPzwfw+JhMT0/HP//8g/r16xcrVmEOHz6M9PR0eHl56V2Hpk2bomXLljh27Bj27dunU/8A+vs2bNq0KQCUup+x2rVrw83NzeD4ixcvIiUlRWf4pk2bAOg/ZgCgW7dusLCwwNGjR5Gbm6vVn9KjR4+wfv16HD58GNHR0cjIyIAQAllZWQBKXg8U1KRJEzRp0kRnuL+/P44dO4bQ0FBUqVJFa5ypqSkaN26M+/fv49atWzrzl6W8EyZM0Bnm5uaGfv36YfXq1dizZw9CQkKKtW6afu8K6zOrMKmpqTh27BgAYNKkSTrjra2tMXbsWMyZMwd79+7F6NGjS7yMq1evYt26dbh48SISEhKQm5sLAEqfahcuXECrVq2KFctQHS1DdnY2BgwYgPj4ePj7++N///tfodO3bNkSjx49Qnx8PCIiIhAbG4v169ejffv28Pf3L3J558+fx99//w0TExMMHTrU4HRr1qzR+tvS0hIjRoxAu3bt0KRJE9y6dQsLFizABx98oHd+zbFRWH+lRETPIybGiIiegtu3b6NHjx7IzMzEkCFD9HY4b2lpCQCFdjauuVGysrIqdHlZWVno3bs3rl+/joYNG2L16tU60wgh8NprryE3NxeLFy8utJP84rKzs1P+n5aWVqZY+m7cgcc3fdeuXUNqaqrW8L1792LAgAFKEkwfQ53DG/Lk+tjb2+tMExgYCFdXVwBASkoKLl68WGjM06dPK/+3srJC/fr18cILL+Ddd99F5cqVS1S+ktKsT2n2jeZlEV5eXgYTaw0bNtSa9kmG9mmlSpUQGRmJ1NRUrRcCDBkyBEeOHMG6deu0EmOaFwgMHDhQ67jVbPvjx4+jTZs2epf14MEDAMD9+/d1xtWuXRumpqZ655swYQJWrlyJjz/+GKtWrUK3bt3Qtm1bhISE6CRCgMfn8cCBA7Flyxa98TRKekwaotnm9erVM5i0a9iwIY4dO6Z3/7i6uup0uA5ASWo9eb4V13vvvYdRo0YZHN++fXul43WN1NRUJWnx6quvFho/MzMT8fHxyrlz7tw59OjRA1FRUQbnKcs2L+wYLs74J7djWcprbm6OWrVq6R2nSbYaOhf10fyQoEncl9SNGzeQn5+vvOxCn6LqiMLMmTMH77//vpJc1kfW+VQWQgiMGjUKhw8fhoeHBzZv3lzoD17A45eSaKSlpeHLL7/ErFmz0KZNG1y4cMHgcaWh6XRf8/KZkvLx8cG4ceMwZ84cbNq0yWBiTPPdozg/zhERPU/4VkoiIiOLiYlB586dER0dje7duytvN3uS5s2SSUlJEELojZWYmKg1rT65ubkYOHAg/vjjD/j4+GDv3r16p1+1ahX+/PNPjBs3TqflVWk5ODjA1tYWwONkYFkYSr5oEiEFt1FSUhIGDRqE5ORkjBgxAsePH0diYiLy8vIghMC+ffsAPH5jX0lUrVpV+b+h1gVr1qzB4cOHcfjwYSxevLjImLdv34Z43JUB0tPTcenSJXz++edGT4oB/65PafaN5oa+sNY/mnUo2NKuoJLsUwAYMGAAzMzMsHv3buXYF0Iob0UbMmSI1vSapGhkZCSOHDmi96N5M5y+G7vCWtL5+/vj0KFD6NKlC+7fv4/vv/8ew4YNQ7Vq1dC1a1dcuXJFa/rPPvsMW7Zsgbu7O1atWoWIiAhkZmYq+75169YASn5MGlLW/VPUvnmaCia3De3HI0eOKD8iaPZlXl4eBgwYgKioKLzwwgv4448/8PDhQ+Tm5kIIgX/++QdA2ba5tbW13uGaOr2o8QWP8bKW18XFxeD+Kepc1EfTGigpKanY8xSkOQYrVapkMDlbmnIBwKFDh/Dee+9BpVJhzpw5uHTpElJTU5Gfnw8hBGbMmAFA3vlUFpMmTcK6devg7OyMvXv3ar3ZtjhsbGzw4YcfYvz48UhLS8OcOXMKnT4vL0/5sUBfy/DiatmyJQAU+vZMTeJR82MQEdF/BVuMEREZUUJCAjp37oybN28iODgYGzduhLm5ud5pa9euDeBxa6+oqCitpIyG5nEmzbRPEkLg5Zdfxm+//QYPDw/s379fb2sW4HFLBeBx65tffvlFa5zmhjMiIgLu7u4AHj/aVJxHVFq2bIl9+/bhjz/+MPhYmmy7du1CYmIiWrZsqTfxGBkZWaq4rq6uqFWrFm7cuIE///wTjRs3llHcctOqVSvs2LFDp4VOcWgSnrGxsQan0bTGKtjSrixcXV3RqVMn7N69G5s2bcKYMWNw5MgR3L17F7Vq1VIe83uyjDNmzMDs2bOllKGgFi1aYM+ePUhNTcWRI0dw8OBBrF27Fnv37kXnzp3x999/w9HREcC/jyytWLECXbt21YlV2mPSkPLYP8aiWRfgcV1kqM580smTJ3Hjxg14e3tj06ZNOi2fZG/zsipreePj45Gfn683OaY5Dkqyr93c3BATE1PqVlea/RYXFwchhN7kWGmPQc35NGXKFEybNk1nfGn2bf/+/REdHV3i+Q4fPmxw3IwZM7Bo0SLY2tpi165daNSoUYnja3Tv3h3/93//h7NnzxY63YEDBxAdHQ0rKyv07du31MvTnGeax1P10RwbmhaQRET/FWwxRkRkJKmpqXjhhRfw999/o2nTpti2bVuhj0B6eXkpSagjR47onUYzvHnz5nrHT5w4EatXr4aLi4vBfoSelJCQgAcPHmh9NK1z8vLylGGFPeJZ0MCBAwEAq1evLnGrgNLStOZq2bKl3psxQ330FKefqAEDBgAAfvjhh0If4Xke9O/fHyYmJjh37hyOHz9eonnr1KkD4HFfPoYeq7t06ZLWtDJoWoWtXbtW69/BgwfrTNugQQMAwN9//y1t+frY2tqia9eu+Oyzz3D16lXUrFkT9+/f13ocSnNM6ksmx8fH632UEyjeMamPZptfuXLFYItTY+wfY3BwcFAS+poyF4dmmwcGBup9HLAsfYsZQ1nLm5OTg5s3b+odp2nBWJJ9renL6snWjxpFHZu1atWCiYkJsrKyDPZJZ+gYLCp2YecTULp9e+rUqUJbJBr6GPL555/j008/haWlJbZt24ZmzZqVuEwFaRJUhSWqgH8fo+zdu3eZkt6afaOvf0aNy5cvAwACAgJKvRwiomcRE2NEREaQlZWFXr164cSJE2jYsCF2795d5BdWlUqFPn36AACWLVumM/7o0aO4evUqzM3N8eKLL+qMnzFjBhYvXgw7Ozvs3r1b6cvFkPnz5yuPdT35OXjwIIDH/eVohhXs5Lwww4YNg4+PD+Li4vDaa68VmkwSQuCLL74oVtzCaBKOmtYIBcXHx+vdngXnK6y/lDfeeAOOjo7466+/MHPmzDKXtTzVrl1bSVyOGTOmyJYhW7ZsUR7nql+/Pry8vJCZmYmlS5fqTBsVFYVff/0VAPS2kCqtPn36wMrKCuHh4YiMjFRaN+pLjHXv3h0WFhbYuXOnUm5js7a2hq+vLwBo9RNV2DH55ZdfIi8vT2+80vbh06ZNG1hbWyMyMhK//fabzvjTp0/j2LFjUKlU6Ny5c4lil4eXXnoJwON6qrgK2+Y5OTmFxiqPvpPKUl4NfY9vx8XFYePGjQCALl26FLs8mn75CvaDWFBR28jW1lZJXC1cuFBnfEZGhlJ3PFlHFBW7sG21d+/eUiXGNC8+KelHnx9++AFTp06Fubk5Nm7cWOzrZWE0/RMW1vl+WloaNm/eDKBsj1Gmp6fju+++AwB06tTJ4LKuXLkCS0tLBAUFlXpZRETPIibGiIgky8vLw6BBg/D777+jZs2a2LdvX7Hf8jVlyhRYWFhg7969+Pzzz5Uv4Xfu3FHe4PXKK68oLcs0vvrqK3z66aewsrLC9u3by/VLq1qtxoYNG2BlZYV169YhNDRU51GQnJwc7N69Gy1btpTyyJvm7YI///wz9u/frwyPjo5G3759Df7iXqlSJdjZ2SE2NtZgK4nKlStjxYoVMDU1xezZszFo0CC9HezfunULq1atKvO6GNuiRYtQs2ZNXL58GS1atMDWrVt1+uU5f/48hgwZgpdeeknpqF+lUmHKlCkAgJkzZ+LAgQPK9A8ePMCgQYOQnZ2NFi1aFPsteMVha2uLnj17Ij8/H6+++iri4uLg7++v902OVapUwVtvvYWcnBx07doV4eHhWuOFEDh58iTGjRtX4rcsjhs3Dhs2bEB6errW8EOHDinbomArCk2S4Z133lFa2AkhsGrVKnzxxRfKyzaepOm0/NChQwZvwvWxt7fHuHHjADxuOap5VBoAbt68iZEjRwJ43AKyOC1Jy9v//vc/ODs7Y+XKlZg8ebJOv1cJCQn48ccfteqPFi1awMzMDEeOHNE6F5OTkzF06FC9SRUNzXYvzWPGpVWW8gKAmZkZFi9erCTBgMfbZdiwYcjMzERQUFCJzsXOnTtDpVIZfFSwOPWl5u2LixcvVlp3Ao/7FBsxYgTi4uLg4+Oj9TINoOjtrzmfPvvsM60+Ek+dOoXRo0cbPJ+eho0bN2LcuHEwMTHBqlWr0KNHj2LN98EHH2D79u3KS3U04uLiMGXKFCxbtgwqlUrvm0c1Nm/ejLS0NFSuXLnIhPeXX36Jb7/9VudcunXrFrp3744bN27A2tpa78uBAODYsWPIy8tD+/btdV4mcO/ePfj4+MDHxwf37t0rtBxERM8kQUREUq1du1YAEABE7dq1RevWrfV++vXrp3f+lStXChMTEwFAVK1aVTRp0kSYm5sLACIwMFCkpqZqTX///n2hUqkEAOHm5mZwea1btxbR0dHFWoeDBw8KAKJmzZql3g7Hjx8XXl5eyraoXLmyCAwMFL6+vsLW1lYZ3qtXL635vL29BQBx+/ZtvXGDg4MFAHHw4EGt4f369VNi1qpVS/j7+wszMzNhZ2cn5s+fLwCI4OBgnXijR48WAISlpaUICgoSwcHBeqfbsWOHcHV1VZbh5uYmAgIChL+/v6hcubKyDxwdHcXixYu15r19+7Yyn6H1Kopmn8i4dMfExIh27dop8ezs7ISfn58IDAwUbm5uyvB69eqJqKgoZb78/HwxZMgQre0cEBAgLCwsBADh5eUlbt68qbO8ospd1D7fsmWLEgOAmDt3rsFYOTk5YtiwYcq07u7uolmzZsLPz0/Y2dkpw69cuaLMo9m2+va7hp+fnwAgzMzMRP369UWzZs2UcgMQw4YN05r+9OnTQq1WCwDC3t5eBAYGiipVqggAYvjw4QaP4xs3bijb09vbW7Rt21YEBweL5cuXF7m90tPTRUhIiFKmBg0aCD8/P2FqaioACD8/P/Hw4UOteTTHpre3t8F1L81xpyljwXLro9kOM2fO1Bl3+PBh5ZwzNzcXvr6+onnz5qJGjRrK+TZw4ECted59912lvF5eXiIwMFBYWVkJc3Nz8e233xpc148++kgAEKampqJJkyZKPaCpM5cvXy4AiJEjR+pdj5kzZxpcDyGEGDlypN7tUZryFtxn48aNU/4fFBQkrKysBADh4uIiLl++rLcshenYsaMAIE6fPq13fHHqy2nTpinr5OnpKYKCgoSNjY0AIJycnMTJkyd14h46dEiZp06dOqJdu3YiODhY7Nq1SwghRHJysqhRo4YAICwsLISvr6+oW7eucpxPnjxZ7/Yvar/JoDlf7e3tC73+nj17Vms+zbFvYWEhGjRooNQpZmZmyvAffvih0GV36dJFABBvvfVWkeV88803BQBhYmIiatWqJZo3by7q1q2rnEu2trZi27ZtBud/5ZVXBADx888/64yTcY0jIipPTIwREUmm+SJe1KewG9EjR46IHj16CGdnZ6FWq0XdunVFWFiYyMjI0Jm24BfSoj7F/cIqIzEmhBCZmZniu+++E6GhoaJKlSrCwsJC2NjYiPr164uxY8eKw4cP68xT2sRYVlaW+OCDD4SPj48wNzcX7u7uYtCgQeLq1auFJj4ePXok3nzzTWW+wpIAjx49Et98843o0qWL8PDwEBYWFsLa2lpUr15d9O3bVyxdulSkpKTozPesJcY0tm3bJoYOHSqqV68urK2thVqtFt7e3qJv375iw4YNIicnR2ee/Px8sWrVKtG2bVthb28v1Gq1qF27tpgyZYpO0kWjrImxrKws4eTkJAAIlUol7ty5U+S67dixQ/Tu3Vu4u7sLc3Nz4ebmJgIDA8XEiRNFeHi4yMvLU6YtTmLs999/F2+++aYICAgQlSpVEhYWFsLb21t07dpVbN26VeTn5+vMc+LECdG5c2dha2srbGxshL+/v1iwYIHIz883eBwLIcSePXtEcHCwsLe3V25aC97wF7a9srOzxTfffKMkI6ysrISvr6+YPXu2SEtL05n+WU6MCSFEbGysmDFjhvDz8xO2trbCyspK1KpVS4SGhorFixeLmJgYrenz8/PF/PnzRb169YSFhYVwdXUVPXv2FMePHy90XbOzs8XMmTNF3bp1lYRmwW1srMRYacpbcHh+fr745ptvRKNGjYSlpaVwdXUVQ4cOFREREXrLUZQNGzYIAOLtt9/WO7649eW2bdtE586dhZOTk3KuvP766+Lu3bsGl7127VrRrFkzJYn25PaKiooSI0aMEK6ursLCwkJUr15dTJ48WSQnJxvc/k8jMVbc6++T5/rBgwfFm2++KQIDA0XlypWVH3IaN24s3nzzTXH16tVClxsdHa0kvc+cOVNkOY8dOyYmTZokmjVrply/bG1tha+vr3j33XcLrVezs7OFk5OTqFSpksjKytIZz8QYET3vVEKUoJ0+ERERERGVm4iICFSvXh3e3t5Kp/Sy5OXlwdfXFzExMbhz584z/wZTejqWL1+O0aNHY968ecoj9URE/yXsY4yIiIiIiGBqaoo5c+YgMTFRbwf6VPHk5eXh008/haenJyZNmlTexSEiMgqz8i4AERERERE9G3r16oUvvvgCarW6vItCz4D79+9j6NChCA4OLteXHBARGRMfpSQiIiIiek4Y81FKIiKiioiPUhIRERERERERUYXEFmNERERERERERFQhscUYERERERERERFVSEyMERERERERERFRhcTEGBERERERERERVUhMjBERET1FKpUKKpWqvItRaj4+PlCpVHwbHpEeYWFhUKlUCAsLK/G8o0aNgkqlwooVK6SXi4iIiAxjYoyIqALSJDdUKhXeeeedQqf95ptvlGnLK6ETHh6OsLAwhIeHl8vyi2vFihUICwtj0ugZk5eXhz179mDSpEkICAiAnZ0d1Go1vL29MWLECJw9e7bIGDt37kSnTp3g7OwMGxsbBAQEYOHChcjPz9c7/blz5/Dhhx8iODgYrq6uMDc3h5ubG0JDQ7F58+YSlX///v3K+depU6cSzfukpKQkvPvuu6hZsyYsLS3h4eGBoUOH4sqVK4XO98cff6Bv376oUqUKzM3NYW9vj+bNm+Orr75CdnZ2mcq0evVqtGrVCg4ODrC3t0erVq2wZs0ag9Pfvn0bS5YswdixY+Hn5wczMzOoVCrMnj27TOUwpoiICISFhT31pFdERIRW/a3vM23aNJ35Hj16hNWrV2PYsGGoU6cOrKysYG1tjYYNG2LKlCmIjo5+qutBRERkVIKIiCocb29vAUAAEO7u7iI3N9fgtEFBQcq05XXZmDlzpgAgZs6cWS7LL67g4GABQBw8eNDgNHXr1hV169Z9eoWSTHPs3L59u7yLUmxLly5Vjl8zMzPRoEED4efnJ6ysrJRh33//vcH558yZo8xfo0YN0bhxY2FiYiIAiBdffFHk5eVpTX/jxg2tc6Z69eoiMDBQODk5KcNGjhypM58+GRkZolatWsp8HTt2LPV2iI6OFj4+PgKAsLa2FgEBAaJSpUoCgLCyshJ//PGH3vm++uorZfmOjo4iICBAqw5p1qyZSE1NLVWZXnvtNSVOvXr1RP369ZW/J0yYoHeeN998U2v7aj4ff/xxqcog08KFC0XdunXFwoULtYYfPHhQABDBwcEG5x05cqQAIJYvXy6tPLdv3xYAhFqtFq1bt9b7+fbbb3XmGzZsmLJd7ezshL+/v6hdu7YwNTUVAISLi4s4efKktHISERGVJ7YYIyKqwOrWrYuYmBjs379f7/hr167h9OnTqFu37lMu2X/X1atXcfXq1fIuRoUihEBAQAB++uknJCUl4dKlSzh//jxiYmIwatQo5ObmYvz48fjrr7905j127Bjee+89mJiYYO3atbh58yYuXLiAs2fPonLlyti6dSu++uorneV5eHhg7ty5iIqKwq1bt3D69Gk8fPgQCxcuhEqlwsqVK7F48eIiyz579mzcuHEDL774Ypm3w6hRoxAREYE2bdrg7t27OHPmDO7fv49JkyYhIyMDAwYMQFpamtY8t2/fxtSpUwEAH3/8MWJjY3HmzBlERETg6NGjcHV1xcmTJ/H555+XuDzr16/H999/DxsbGxw4cABXrlzB5cuXsX//ftjY2GDRokX45ZdfdOZzdXVFjx498NFHH2HXrl3o27dv6TaIEUycOBFXr17FxIkTy7soWtzd3XH48GG9n9dff13vPL1798b+/fuRkJCAc+fO4fr167h27RqaNWuG+Ph49O3bFxkZGU95TYiIiORjYoyIqAIbNmwYgMePMunz008/AQCGDx/+1MpEJFvfvn1x+vRpDBs2DDY2Nspwe3t7LFmyBI0aNUJeXh6WLVumM+/s2bMhhMArr7yCwYMHK8P9/PyUhNhnn32GnJwcZVy1atVw48YNTJ06FR4eHspwExMTTJw4Ea+99hoAYMmSJYWW+8qVK/j8888RGhqKPn36lG7l/7/Tp09jz549MDMzw5o1a+Di4gIAMDc3x9dff4369evjwYMH+OGHH7Tm27t3L3JzcxEQEID3338f5ubmyriWLVvi/fffBwDs2rWrxGXSPPo4Y8YMdOjQQRnesWNHvPfeewAeJ+Oe9P7772Pbtm344IMP0K1bN9ja2pZ42VS4b775Bps3b0bHjh1hZmamDK9ZsyZ++eUXWFhYIDIyErt37y7HUhIREcnBxBgRUQUWHBwMT09PbN68WaeliBACa9asgZWVFV566aVC46SlpWH27Nlo3LgxbGxslP6HFi1ahNzcXL3zHD58GH369IG7uzvMzc3h7OyM+vXr45VXXsHx48eV6VQqFWbNmgUAmDVrllbfOKNGjSrWesbExGDhwoXo2rUrfHx8YGlpCScnJwQHByvJP0PS09PxxRdfoEWLFnB0dIS1tTVq166N4cOH448//gDwuA80lUql/B0SEqJVzoL9Cj3ZV1tiYiLUajXMzMzw4MEDg+Xo27cvVCoVFixYoDNuz549ePHFF1G5cmWo1WpUq1YNL7/8Mm7evFms7fOkO3fuYNiwYXBzc4O1tTUaN26MRYsWQQhhcJ5bt25h7ty5aN++PTw9PaFWq1GpUiV069YNO3bs0Jn+u+++g0qlQs+ePQ3GfPDgAczNzaFWq5GQkFCqdQEAJycng/3jmZmZKUmZ69eva41LSUlRWlOOGTNGZ97+/fvD3t4e8fHxOHjwoDLc0tIS1tbWBsvTpUsXvcsrSAiB1157DSYmJvi///s/g9MV16+//goA6Ny5M7y8vLTGmZqaYuTIkQCAjRs3ao3TtAiqUaOG3rg1a9YEAIPnuSHXrl3DpUuXAACjR4/WGa8Z9tdffxW6nWTo1asXVCoVtm7dqjU8NzcXdnZ2UKlUen8c0NdZvr7O99u3b4+QkBAAj/tqK1g3+Pj46C1TVFQURo8eDQ8PD1haWqJhw4ZYtGhRmde1uJydnQ2O8/T0RL169QAUfgwbUpw6taCSXl809XH79u2Rn5+Pb775Bo0aNYKlpSUqV66MMWPGIC4uTmue//u//4NKpUKPHj0MljshIQEWFhYwNzdHfHy81ri7d+9i3LhxqF69OtRqNVxdXREaGmowYSyEwKpVq9CuXTs4OjrCwsIC7u7uCAwMxNSpU3Hv3r3ibEoiIpKlHB/jJCKicqLpH+jPP/8U06ZNEwDETz/9pDXNoUOHBAAxePBgERkZabCPsdjYWOHr6ysACBMTE9G4cWOtfoI6d+4sMjIytObZsmWL0keTi4uLCAgIEPXq1RM2NjYCgHjzzTeVaVu3bi08PT0FAOHp6anVN84nn3xSrPX9+OOPlX6UatasKYKCgoSXl5dSxtdff13vfHfu3NFal9q1a4uAgADh7Oys1V/Q2bNnRevWrYW9vb0AIBo1aqRVzp07dyox9W3Hnj17CgBiwYIFesuRnJwsLC0thampqYiOjtYaV7C/JTc3N9GkSROlHPb29uLIkSPF2kYaly9fFi4uLgKAsLS0FIGBgcq2Gj9+vME+xsaMGSMACFtbW1GnTh0RFBQkPDw8lLJ99tlnWtMnJSUJKysrYWZmJh48eKC3LF988YUAIPr16yeE+Le/JH3LL4tXX31VABB9+vTRGh4eHq5sh5ycHL3zduzYUQAQH330UbGXt3btWgFAODk5GZxmyZIlAoCYNWuWEEKI5cuXl6mPsfbt2wsAYvbs2XrH//nnnwKAsLCw0Opz8MCBA0o/aVlZWTrzaeqP1157rUTlWbFihQAgatWqZXCamjVrCgBi1apVhcbS9M1V2j7GNMfZ5MmTtYafOHFCOd48PT115qtevboAIG7duqUM09cf4sSJE0WjRo2Uc7Jg3aA5tguuR1hYmHB3dxeWlpYiICBAVKlSRSmHof1niOaccXJyEq+++qro2LGjCA0NFW+99ZY4dOhQiWIVVKdOHQFAfPPNNyWar7h1qkZpri8F+3MbMmSIspyGDRsKMzMzAUA0bNhQZGZmai3HzMxMmJubi/j4eL1l//777wUA8cILL2gNP378uHB0dBQAhI2NjQgMDBTVqlVTyvjBBx/oxHrnnXeU8V5eXqJp06aievXqwsLCQgAQmzdvLtF2JSKismFijIioAiqYGLt06ZIAILp06aI1zdixYwUAsXPnzkITY3379lVuNG7cuKEMP3XqlKhcubIAIKZOnao1j+YmcfHixVo34fn5+eLgwYNi69atWtOXtfP9P//8U/z+++86Lxm4cOGCcpMVHh6uNS43N1cEBgYKACIoKEhcvnxZa/y5c+fE4sWLtYYVp/N9fdtx3bp1AoBo2bKl3nk0SYROnTppDf/uu++UpEXBZebm5orZs2cLAKJatWo6N46G5Ofni4CAAAFAdO3aVesGcd26dcLc3Fy5sXwyMbVz505x/PhxkZ+frzX80KFDwsPDQ5iammodH0IIMXToUAFAfPXVV3rLo7kh3r59uxDCOImxjIwM4e7uLgCIL774QmucJjlVp04dg/NrzpPhw4cXe5m9e/cWAESPHj30jo+NjRXOzs6iVq1ays17WRNjVatWFQDE2rVr9Y6/f/++sm1v3rypNU6T/HvxxRfFuXPnRHp6urh37574/PPPhZmZmfDw8BB3794tUXlmzJiht94pqHPnzgYTCwWVNTF26tQpAUAEBgZqDZ83b54AoGy7ggmwu3fv6k2YGaqrStL5vrm5uejXr59ITExUxi1evFhJ0hYcXpSC54y+T79+/Ur84oTz588r858+fbrY85WmTi3N9UWzrc3NzUWVKlXEiRMnlHHXrl1TklZPvnSga9euAoDBF3FoksurV69WhqWlpSk/HAwYMECkpKQo41asWKG8rKDgjyOxsbHCxMREODg4iMOHD2stIyMjQ6xbt05cuHBBbxmIiMg4mBgjIqqACibGhBCiSZMmwtTUVERFRQkhhMjMzBSOjo7Czc1N5OTkGEyMXb9+XahUKgFAnD17Vmc5P//8s/IresEbBrVaXWhrmScZ862U+/fvFwDE2LFjtYZryu7m5iYePnxYrFilTYylpaUJW1tbgwkfzQ3bsmXLlGFZWVnC3d1dmJqa6t32Qvx7U1lUixsNzbawsrIScXFxOuPfeOONUiWmNG+FfLKFn6Y1kp+fn848Z8+eFYD2W1MjIyNF1apVRdWqVUVkZGSxl1+Y6dOnCwDC2dlZJ+GgSYw0b97c4PxTp04tNMn1pD179ijb0NBbIDUJw927dyvDypoYs7a2FgDErl279I5PT083mOzIyMgQU6ZMUVr1FPy8/PLLpdoX48ePFwDEwIEDDU4zYMAAAUBMnDix0FhlTYzl5uYKOzs7YWpqKpKTk5Xh3bt3FyYmJspbOQu+LfKnn34SAMSwYcO0YslIjLm7u+tNVmmS1ps2bSr2ukVGRor+/fuL7du3izt37oisrCxx69Yt8fHHHyutk/r27VvseLm5uaJt27YCgOjQoUOx5xOi5HVqaa8vmm0NQPz666868y1YsEBJ9Ba0cuVKAUC0b99eZ5779+8LExMTYW1tLR49eqQM1yTPK1eurPcHCM1x3rZtW2XYsWPHBKDbQpWIiMoP+xgjIiIMHz4ceXl5WLduHQBg+/btSEpKwuDBg7U6Xn7Svn37IIRAmzZt0KRJE53xffv2RbVq1ZCWloYjR44owz09PZGUlIR9+/bJXxkDHj16hCVLlmDkyJHo0qUL2rZtizZt2mDatGkAgAsXLmhN/9tvvwF43NeRpqNyY7G2tkavXr0APH5TX0FxcXE4cOAA1Gq11tv3jh07hpiYGAQEBOjd9gCUNxnq67dHnz179gB43HeWq6urzvjx48cXOn9cXBy++eYbDBkyBJ06dUKbNm3Qpk0bzJ8/H4DuNg4JCUH16tVx4cIFnXErV64E8PgFEaampgAed2p/79493Lt3D9WqVSvWOhVmx44d+OyzzwA87vPM0dFRa3xmZiYAwMLCwmAMtVoNAMV6O9/du3cxdOhQAI+3Zbt27XSmOXDgANasWYN+/fqha9euxVqP4ihqXTTrAeiuS0JCAu7du4e0tDTY2trC398fVapUAQBs3bpVp18yGeUpWCZjv/nQ1NQUrVu3Rl5enlJP5efn48iRI2jcuDF69+4NQPs8OnToEADo3YdlNXjwYK2XRGg0bdoUwOP+/IqrWrVq+Pnnn9G9e3d4eXnBwsIC1atXx/vvv4+ff/4ZwOP+5/78889ixXvvvffw559/ws7OTudFDUUpaZ1a2uuLhpOTk97+MQ1txz59+sDKygqHDh1CVFSU1rgNGzYgPz8fPXv21HrZw969ewEAY8eOhaWlpc6y3nzzTQDA0aNHlX48PT09AQAnTpzA3bt3DW8AIiJ6apgYIyIiDB48GKampkpH9Jp/NW+tNETT8XKDBg30jjcxMdHbSfPbb78NIQS6dOmCoKAgTJs2Ddu3b8ejR4/KvC76nDt3DvXq1cOrr76KVatWYd++fTh8+DCOHDmC06dPA4BO5+5XrlwBALRo0cIoZXrSkCFDAEBJTmps3LgRubm5CA0NhYODgzL84sWLAICIiAglAfXkZ968eQCA+/fvF6sMmn1Uv359veNr165tMFG6d+9e1K5dG2+99RbWrVuHAwcO4MiRIzhy5Aj+/vtvALrbuOALFDSJMOBxp+dr164FgGK/YKGkTp8+jUGDBkEIgenTp6N///4602hudLOzsw3GycrKAgBYWVkVuryEhASEhobi4cOHaN++vfJGy4IyMzPx+uuvw9bWFl9//XVJVqdIRa2LZj0A7XWJi4tD8+bNsW7dOkybNg0JCQk4d+4c7t+/j4MHD8LMzAyTJ0/GF198IbU8BctU1LaVQZPg0iS/Lly4gKSkJAQHB6N69erw9PTUSoxp/h8cHCy9LJoXGjzJzc0NAJCamiplOb169ULLli0BAJs2bSpy+u+++w7z5s2DmZkZ1q1bZ7CchpS0Ti3t9UWjpNvRzs4OPXr0QH5+PjZs2KA1TlMvF3wzbXHKWLt2bVhYWCAvL095GUrVqlXRv39/REVFoVatWujatSvmzJmDw4cPl/glFkREJAcTY0REBHd3d3Tq1Annz5/HoUOHsGvXLtSrVw9BQUGFzqe5sdDcaOhTuXJlANBKeo0fPx6rVq2Cn58fzpw5g7lz56Jnz55wc3PDq6++iuTkZAlr9VheXh4GDBiAqKgovPDCC/jjjz/w8OFD5ObmQgiBf/75BwCQk5OjNV9KSgoA6LQiMpYuXbrA1dUVf/31Fy5fvqwM19yQaRJnGpptFBcXpySgnvxo3vpX3BY3mv1ZqVIlveNNTEz0tiRLSkrCoEGDkJycjBEjRuD48eNITExEXl4ehBBKy8AntzEAvPzyyzAxMcGaNWuUm8KdO3ciLi4OQUFBaNiwYbHKXhJXrlxBaGgoUlNT8eqrr+LTTz/VO52TkxOAx28ONUQzTjOtPqmpqXjhhRdw+fJlBAYGYuvWrVottDTmzp2LGzduYObMmSVqEffjjz/qTYwWfCNeUetScHjBdZkzZw7u3buHbt26ISwsDObm5sq49u3bKwm8jz/+WGkFFhMTo7c8kyZNKnZ5Co4rbNvKoklwaRJeTya+2rVrh9u3byMyMhIxMTG4fv063N3dUadOHell0ddaDHh8/gEo9O2wJaVJjN24caPQ6TZs2IAJEyYob+Hs3r17iZdV0jq1tNcXjdJsR30/UNy8eROnTp2Co6MjQkNDS1RGlUql1KcFy7hq1SrMnDkTbm5u2Lt3L9577z20bdsWVapUwRdffIH8/Hz9K0xEREbBxBgREQF4/Dil5t/s7Gzl78JoHimJjY01OM2DBw8APP41/snlnT9/HtHR0Vi/fj3GjBkDMzMzLFmypMiWaiVx8uRJ3LhxA97e3ti0aRPatWsHFxcX5fG8yMhIvfNpypuUlCStLIUxMzNDv379APx7UxYZGYkjR44oLRkK0mz7oUOHQjzuM9TgJzw8vFhl0MSMi4vTOz4/Px/x8fE6w3ft2oXExES0bNkSK1asQPPmzeHo6KjcgBraxsDjx4o6duyI2NhY7N69G8C/rceM0VosIiICnTt3xsOHDzFo0CB8++23BqetXbs2gMePQBpqyaF5HEsz7ZOysrLQq1cvnDhxAg0aNMDu3bt1zgWNc+fOAQDmzZsHd3d3rY/mkaw///xTGabZrnfv3tWbGNWcewXLZ+gxPM1wCwsLeHt7K8MPHz4MAOjYsaPe+Tp16gTgcdJDk2TOzMzUWx5NK8filKfgOEPbVqamTZvCysoKp0+fRlpaGv744w+oVCq0bdsWgHbizJitxZ42TaKzsJZKO3fuxPDhw5Gfn4//+7//Ux4HLqmS1qllub6UVmhoKBwdHXHq1CklWaipj/v27avz6G9RZRRCKPVpwTJaWloiLCwM9+7dw5UrV/D999+jZ8+eiI+Px5QpU/S2KCUiIuNhYoyIiAA87l/F1tYWd+/ehUqlKtbNj6a1RMEWTgXl5+fj6tWrWtM+yd3dHQMHDsTSpUtx4sQJmJiYYPv27YiOjlamUalUJV0dRUREBAAgMDBQbyudJ/u20tC0VDp+/Hixl1WWcgK6rRXWrVsHIQR69+6t8ziZ5tEdzWOKMmj2kWafPenGjRt6W31ptnHLli31bgND21hj9OjRAIAVK1YgPj4e27dvh4WFhc5jS2UVExODTp064f79++jRowdWrVqlJO/0adKkCczNzZGZmYmzZ8/qjM/JycGpU6cAAM2bN9cZn5ubiwEDBuD3339HjRo1sG/fPr0t7p4UFxeHBw8eaH00rW2ys7OVYXl5eQCAsLAwvQnRgolFTfn09cVUcHhgYKCSNAb0t8QxRNNizMfHp8gEraY8N27c0ErgacTExCiPnunbtrKZm5ujZcuWyM3NxdGjR3H48GE0bNhQ2V+aJFh4eHip+hcra91gLJpWpYZaKB46dAj9+vVDTk4O5syZU2Q/g4UpaZ0q4/pSUmq1WumXrGA9DOi22i1OGf/55x9kZ2fD1NTU4KOdmsf8t27disWLFwMAlixZUrYVISKiEmFijIiIADzuAP6dd95Bx44d8dprr2m1GjGkS5cuUKlUOHz4sNLapaBNmzbh3r17sLGxQevWrYuM16BBA6UfrYKdH2uSQqXphFszr76b75ycHKVj+CdpOtz+8ccfdfrGKmpZpe0svE2bNvDy8sLNmzdx8uRJg/3aAEDbtm3h6uqKCxcuFLtFWFG6dOkC4HG/Zvpahmlu2p5U2DaOj4/HsmXLCl1unz594OTkhG3btmHRokXIzs7Giy++CGdn55KugkEJCQno3Lkzbt68iZCQEGzcuFHrsUB97O3tlRZR+tZh48aNSElJgYuLC9q3b681TpOY2rp1K6pUqYL9+/crHdYbsmXLFoOt/pYvXw7gccstzTAfH59ir7/mZn/fvn06HX7n5eUprfQ0rRY1NK21Dhw4oDeu5jFZExMT1KpVq9jlqVevntKX3Y8//qgzXjPM19fXKI8r6qNJdC1atAgPHz7UahFWp04duLu7l7rFWFnrBmO4fPmy0kpTc5wXdObMGfTs2RMZGRmYPn268qKS0ippnSr7+lJcBX+guHDhAi5fvgwPDw+dcxyA8oKMJUuWKInhghYsWAAAaN26tcFHOwvS9L/2ZOf/RERkZEZ95yURET2TvL29BQDx559/Fmv6yMhIAUDou2z07dtXABCNGjUSN2/eVIafOXNGeHh4CADif//7nzI8OTlZDBw4UBw8eFDk5eUpw3Nzc8U333wjAAgbGxvx6NEjZdzGjRsFANGmTRuRk5NTonWNjo4WZmZmAoBYuXKlMjwpKUn0799fWFpaCgDC29tba77c3FwRFBQkAIjmzZuLq1evao0/f/68WLx4sdawCRMm6KzvkwxtR42pU6cKACI0NFQAEK6urgbXefHixco0mzZtEvn5+VrjL168KKZOnSoOHz5scHkF5efniyZNmijLT0hIUMZt2LBBWFhYKNvy9u3byrjTp08LAMLc3Fzs27dPGR4VFSWCg4OVbRwcHGxw2Zptp4m/fft2nWkiIyOFt7e38Pb2FpGRkcVaJyGESE1NFS1atFD2ZcFjqyiHDx8WKpVKmJiYiLVr1yrDz58/LypXriwAiLlz5+rMN2nSJGXfXL58udjLM2T58uUCgOjYsWOpY3Tu3Fk5jx4+fCiEECI7O1spq5ubm862Wb9+vXLMzpw5U2RnZyvjDh48qGyDnj17lrg8a9asUc73AwcOKMMPHDggbGxsBACxYcOGIuOMHDlSABAff/xxictQ0MGDBwUAoVKpBADx888/a40fMGCAsi1cXV11zjchhJg5c6ayrQqKjY0VAIStra2IjY0tdD2WL1+ud7yh2IV59dVXxW+//aa134QQIjw8XHh5eQkAokGDBjp1zNWrV4Wrq6sAIMaPH1/s5RWmNHVqSa8vQvy7Hw3VN7dv39Zb52vk5eUpsbt16yYAiLfeekvvtGlpacp2HDhwoNb589NPPyn12c6dO5Xh+/fvF++++664dOmSVqxHjx6JoUOHCgCiXbt2WuO+/vpr4e3tLQYOHKi3HEREVDZMjBERVUAyE2OxsbHC19dXABCmpqbCz89PNGjQQJm+U6dOIiMjQ5k+MTFRGWdjYyP8/PxEUFCQchOmUqnEkiVLtJaRnJwsnJycBADh4eEhWrduLYKDg8WcOXOKVf53331XWaaXl5cIDAwUVlZWwtzcXHz77bcGb5Lu3Lkj6tatq8xbp04dERgYKFxcXPTeeB06dEhr2nbt2ong4GCxa9cuZZqiEmPnz59XpgEgxo0bV+i6TZs2TZnW2dlZNG3aVAQEBAhnZ2dleMHlF+Xvv/9W5rWyshJBQUHK8TJ+/Hjl/wUTY0II0a9fP2V5tWrVEv7+/sLMzEzY2dmJ+fPnF5kYO3PmjDK/u7u7yM3N1ZlGc0Orb/mF+fTTT5X5GjVqJFq3bq33M3HiRL3zz549W5m/Ro0aonHjxsLExEQAEN27d9cp69GjR5XpPT09DS6vdevWxV4HGYmx+/fvK/vP2tpaBAYGikqVKgkAwtLSUhw8eFBnnvz8fDFq1Chlfezs7IS/v7+oWrWqMqx69eolSlQWNHbsWCVO/fr1Rf369ZW/X3/9db3zHD58WLi4uCgftVqtrFPB4Xfv3i1RWTIyMoSFhYWy/JiYGK3xixYtUsa99NJLemMUlrzq0KGDsg2bN28ugoODtRIdxkiM+fn5CQBCrVaLRo0aiebNm2vtu1q1aokbN27ozNelSxelPm7VqpXB43fZsmXFLosQJa9TS3p9EaLsiTEhhHjrrbe06uETJ04YnPb48ePCwcFBuaYFBQUJT09PZd73339fa/rNmzcr4ypVqiSCgoKEn5+fsLa2FgCEg4ODOHPmjNY8mn1fWB1KRESlx8QYEVEFJDMxJsTjFjkfffSRaNSokbCyshI2NjaiadOmYuHChTotFXJzc8VPP/0khg8fLurVqyccHByElZWVqFOnjhg2bJg4f/683mWcOnVKhIaGCmdnZyUpMXLkyGKVPz8/X8yfP1/Uq1dPWFhYCFdXV9GzZ09x/PjxIm+SUlNTxZw5c0RAQICwtbUV1tbWonbt2mLkyJHi0KFDOtOvXbtWNGvWTGnx8uSNblGJMSGE1o1fcfbRkSNHxJAhQ4Snp6ewsLAQzs7OonHjxmL06NFix44dOvugKLdu3RJDhgwRLi4uwtLSUvj6+oqFCxeK/Px8g4mxrKws8cEHHwgfHx9hbm4u3N3dxaBBg8TVq1eLvFHVaNy4sQAg3n33Xb3jS5sY09xUFvUprHzbtm0THTp0EA4ODsLa2lr4+fmJ+fPn603gada3OJ/ikpEYE0KIhIQE8fbbb4vq1asLCwsL4ebmJgYNGqTTeuVJGzduFKGhoaJSpUrCzMxM2NraiiZNmoiwsDCRlJRUpjKtXLlStGjRQtja2gpbW1vRokULsWrVKoPTF3f7luQY0WjTpo0AIOrVq6cz7u+//1Ziz58/X+/8hSWvYmJixKhRo0TVqlWVlkQF6x1jJMbWr18vRowYIRo1aiRcXV2FmZmZcHJyEq1btxZffvmlwdaTwcHBxdrGJSmLRknr1JJcX4SQkxg7efKkso41a9Yscp0iIiLEa6+9Jry9vYWFhYVwcnISXbp0ETt27NCZ9uHDh2LBggWiZ8+eonr16sLa2lo4ODiIxo0bi6lTp4ro6GideZgYIyIyLpUQEt/5TERERFQK+fn58PT0RFRUFP7++2+lo24iIiIiImNi5/tERERU7nbt2oWoqCg0bdqUSTEiIiIiemqYGCMiIqJylZGRgVmzZgEAxo8fX86lISIiIqKKhI9SEhERUblYsWIFli9fjqtXryI2NhYNGzbEuXPnYG5uXt5FIyIiIqIKgi3GiIiIqFxERETg0KFDyMzMxIsvvogdO3YwKUZERERETxVbjBERERERERERUYVkVt4FkCE/Px9RUVGws7ODSqUq7+IQEREREREREVE5EULg0aNHqFKlCkxMCn9Y8j+RGIuKioKnp2d5F4OIiIiIiIiIiJ4RkZGRqFatWqHT/CcSY3Z2dgAer7C9vX05l4aIiIiIiIiIiMpLSkoKPD09lXxRYf4TiTHN45P29vZMjBERERERERERUbG62+JbKYmIiIiIiIiIqEJiYoyIiIiIiIiIiCokJsaIiIiIiIiIiKhCYmKMiIiIiIiIiIgqpBInxkaNGgWVSoXXX39dZ9z48eOhUqkwatQoGWUjIiIiIiIiIiIymlK1GPP09MT69euRkZGhDMvMzMS6devg5eUlrXBERERERERERETGUqrEWEBAALy8vLBp0yZl2KZNm+Dp6YkmTZoow7KysvDGG2/Azc0NlpaWaNOmDU6dOqWMDw8Ph0qlwoEDBxAUFARra2u0atUK165dK8MqERERERERERERFa3UfYy9/PLLWL58ufL3jz/+iNGjR2tNM3XqVPz6669YuXIlzp49i1q1aqFr165ISEjQmm7GjBn48ssvcfr0aZiZmenEeVJWVhZSUlK0PkRERERERERERCVhVtoZhw8fjunTpyMiIgIqlQpHjhzB+vXrER4eDgBIS0vDt99+ixUrViA0NBQAsGTJEuzbtw/Lli3DlClTlFiffPIJgoODAQDTpk1D9+7dkZmZCUtLS73LnjNnDmbNmlXaoqNH/xdx/2F0qefXJyU2AdU8q0qNCQBXr96Ao6uz1JgpSUlw9/SQGhMAMh4+go+Xt9SYt+/chns1d6kxASAuKg5ennIf+428cw/VqlaTGhMAIqMiUdWzitSY0fdj4OXpKTUmANy8cwvuVStLjxsfHS99f127fR2VqrhJjQkAsVEPUKWq7P0VDY+q8s/ZuKhYVJVcb0Xfj0G1avLrwqj70fCsJvf8unP3Djyqyd+uxtgG/9y+aZTjNelBAjw95W7XS9euw7GSi9SYAJCVnIJqXnLLGnEn0ijb9d6NSDi7yt0G2RkZ8PKRf4355+ZtOFd2lR73YUwc3KrIvR5E3b4HF1cjlDU2Dq5ulZ75mAAQn5ggfbs+iIqBa2X550F2Siq8vOUes8b4/gYA5//+Gw7OjlJjGusYMEZdcC/y/nPzPSPizh24GeG7Zsy9aLhL/k5w69ptOLnIvx6qsvNQo3p1qTHvRkSialX539+u3LkOFw/59XbGg0fw9pR732mMey4AuHnnNtwkf9dIikmApxHu5aLuRku/n7137x6qSf4ODwDOzs5Yt26dtHilToy5urqie/fuWLlyJYQQ6N69O1wLfFm5efMmcnJy0Lp1a2WYubk5mjVrhitXrmjFaty4sfJ/D4/HFVJsbKzB/sqmT5+OyZMnK3+npKSU6MC4/zAajuPrF3v64kgMO4TRC0ZIjQkA44LfQWwta6kxHU5mSV9/AMj4+CS+XjNPaswebV8yynadO+BL6WXt12YIvvzyS6kxAaD/kH74eMUHUmOO7ToRS3/+TmpMAGjXvINR9tcXA+dLL2/zoDZoE9ZOakwA+HnsOvSa21NqzIVDF0mPCQA/jFiCd76fJDXmuz2nSz9eAWBMl3HSz9le7fpJX3/AONugT9shqDMlUGpMADgxZY/0bdC/1RjENpP7gw4AVNmXK/08+GzA10a5Hl4efwUPXUv9FUsvr3smRqlf3+gyDVa95N+0pC+OhNlwuQmMR9OvId7VXGpMADC/k4YEV4tnPiYAWD5IR0wHK6kx05alI6GZkBoTALwO5Ek/Zo3x/Q0Aguq0wwNXldSYxjoGjFEXfNj7o+fme8ZrXd8wyve3ta+slh73Qu+/ESf5WgAA9WLspH8v7tLsBaPcx4T06Wyc+86ZJ6WX1xj3XADQL3io9GNr27jNxvm+3WG89O06cOBAoxxb77zzjtR4ZTpTR48ejYkTJwIAFi1apDVOiMcXWJVKpTP8yWHm5v9+ydGMy8/PN7hctVoNtVpd+oITEREREREREVGFV+o+xgCgW7duyM7ORnZ2Nrp27ao1rlatWrCwsMDhw4eVYTk5OTh9+jTq15efNSYiIiIiIiIiIiqJMrUYMzU1VR6LNDU11RpnY2ODcePGYcqUKXB2doaXlxfmzZuH9PR0jBkzpiyLJSIiIiIiIiIiKrMyP/Rsb29vcNxnn32G/Px8DB8+HI8ePUJQUBD27NkDJyensi6WiIiIiIiIiIioTEqcGFuxYkWh47ds2aL839LSEgsWLMCCBQv0Ttu+fXulLzINf39/nWFERERERERERESylamPMSIiIiIiIiIioucVE2NERERERERERFQhMTFGREREREREREQVEhNjRERERERERERUITExRkREREREREREFRITY0REREREREREVCExMUZERERERERERBUSE2NERERERERERFQhMTFGREREREREREQVEhNjRERERERERERUITExRkREREREREREFZKUxJhKpSr0M2rUKBmLISIiIiIiIiIiksZMRpDo6Gjl/xs2bMCHH36Ia9euKcOsrKxkLIaIiIiIiIiIiEgaKS3G3N3dlY+DgwNUKpXy9+7du+Ht7a01/ZYtW6BSqbSGbdu2DYGBgbC0tESNGjUwa9Ys5ObmyigeERERERERERGRDiktxspqz549GDZsGBYsWIC2bdvi5s2bePXVVwEAM2fO1Jk+KysLWVlZyt8pKSlPraxERERERERERPTfoBJCCJkBV6xYgbfeegtJSUl6/wYetxjr06cPNItu164dQkNDMX36dGWa1atXY+rUqYiKitJZRlhYGGbNmqUzPDk5Gfb29kWWsWbDmshDXgnXrHCxsfEwt1FLjQkAGY/SYWkr91FUqzwzODk7SY0JAKnJj+Do5Cg1ZkxcDGwcbKTGBIDclDw4OjpKjZnyKAVOktcfABKTEuHoJHd/JScmSd9XABCfEA8HJwfpcZMTk+HgKDduQkKCUcr6KCEVjg6OUmMmpiTAwanouq2kUpIeSY+bmJgMe0c7qTEBID05XfoxGxUXDWt7a6kxASA/LU/6sZWUkAxHZ/nH6+27kTCxlPsbWV5uLqyMsF1NMvNg62ArNeajpEewdZQbEwBiH8RDLfnanZ+ZC0t7+V1TqNLzjXJsxT6Mk35+Pbj3EGZqc6kxASAnMxvmlhZSY1qYmRjl2IqLipe+DbKNsP4AYG5mKr0uyHqUaZTzIDs5HbaSr13R92KNcrwiNw9marn7y05tBScj1AN3oqJgZi23rBkp6UY5XpGfL73ezn6UAWt7+fcx6iwzOEm+j0k20n3M/bho2BmhLsxJzpH+fTs2+YFR7jujIh/AVHJd4GRhByfJ94cAkJyUDAcHyd9hUxJhb4T7GJUwweWLlwudJiUlBQ4ODsXKEz0TLcbOnDmDU6dO4ZNPPlGG5eXlITMzE+np6bC21r6oTp8+HZMnT1b+TklJgaenZ7GXV82zKkYvGFH2ghfwRpdpcJ3QRGpMAIhbfA613msrNWb6wivYfGiD1JgA0L/9EGwMXys1ZmjrXpiwepzUmACwfNhKbFgvdxsMGTYYu49ulxoTALq17oHdR+TGNUZMAOjS6gXpxwAA9A0eiB/3fSc15sudX8Pyfd9LjQkAYzqMl35s9R/SD8v3yy+rMbbBiE6v4Ovtc6XGBICpL74v/djq0qoHBi4ZIjUmAGwbt1n6dh3TZRx+CV8nNSYABNUPRnqwq9SYDieT0eSzUKkxAeDGzIOYtGaC1JgLhy6SHhMAPu37BapPbyM15u3PjsD30y5SYwLA/Y+OY9WBJdLj9gseikFLh0qNuaj3YmT6y795Nz+TiJxAuTcYznfyMGy53O+agHG2gfmZROQEyL/Bsr6ZJf2YvTB9Nxp90llqTOBx/fLGmolSY37YZbbRjtcMf7k3mVWiLLFiv/x6oHPQSzAfUUdqzOwf/kZmezepMQHA7lgiakiutyM/P4YuC16SGhMAzkw+iPXPyX1Mu+Yd8MGv04uesITm9vkKGzbI3QY9BvQwyn2nMeoC20gb6fcbADBw4EDp29VY9zEfjPpYajyjJ8ZMTEzwZKO0nJwcrb/z8/Mxa9YsvPSSbsVhaWmpM0ytVkOtlt86i4iIiIiIiIiIKg6jJ8YqVaqER48eIS0tDTY2j5smnj9/XmuagIAAXLt2DbVq1TJ2cYiIiIiIiIiIiAA8hcRY8+bNYW1tjffeew+TJk3CyZMnsWLFCq1pPvzwQ/To0QOenp7o378/TExM8Ndff+HixYuYPXu2sYtIREREREREREQVkImxF+Ds7IzVq1dj586d8PX1xbp16xAWFqY1TdeuXbF9+3bs27cPTZs2RYsWLfDVV1/B29vb2MUjIiIiIiIiIqIKSnqLsVGjRmHUqFFaw3r37o3evXtrDRs7dqzW3127dkXXrl1lF4eIiIiIiIiIiEgvo7cYIyIiIiIiIiIiehYxMUZERERERERERBUSE2NERERERERERFQhMTFGREREREREREQVEhNjRERERERERERUITExRkREREREREREFRITY0REREREREREVCExMUZERERERERERBUSE2NERERERERERFQhPXOJsRUrVsDR0bG8i0FERERERERERP9xxU6Mfffdd7Czs0Nubq4yLDU1Febm5mjbtq3WtH/++SdUKhWuX78ur6REREREREREREQSFTsxFhISgtTUVJw+fVoZ9ueff8Ld3R2nTp1Cenq6Mjw8PBxVqlRBnTp15JaWiIiIiIiIiIhIkmInxurWrYsqVaogPDxcGRYeHo5evXqhZs2aOHr0qNbwkJAQZGdnY+rUqahatSpsbGzQvHlzrfmBx49Oenl5wdraGn369EF8fHyZV4qIiIiIiIiIiKgoJepjrH379jh48KDy98GDB9G+fXsEBwcrw7Ozs3Hs2DGEhITg5ZdfxpEjR7B+/Xr89ddf6N+/P7p164Z//vkHAHDixAmMHj0a48ePx/nz5xESEoLZs2cXWY6srCykpKRofYiIiIiIiIiIiEpCJYQQxZ14yZIlePvtt5GUlISMjAw4Ozvj/v37OHjwIBYsWIAjR47g0KFDCA4Oxo0bN1C7dm3cu3cPVapUUWJ06tQJzZo1w6effoohQ4YgMTERu3btUsYPGjQIu3fvRlJSksFyhIWFYdasWTrDk5OTYW9vX+R61PWtg3zkF3e1iyUlPtUoLw2ISYyBtb211JgmmSo4OTlKjQkAyUkp0uPej42CjYON1JgAkJeSB0cHR6kxk1OT4ejkIDUmANy8ewcmanOpMR1NreFkhOP1bnwU1HaW0uOKtBzYOso9DnJSc+BohPMgJu4BrCSfsw9jE2BqZSE1JgDYqizg4FR0nVkSqUmP4GCE8+BRfCocJB+ziSkJcDDCMZCYkAh7JzupMdOT041yvN68fwdqOyupMS2yVUYpa1pKmvRrzK37d2Fmo5YaEwAsc02kXw/uxT6ApRHqV/MslfR6AADu3I+CmbXcbZuR8Ahmavl1YU5mNswt5ca1MDeFtRG+v2Qlp8PWUW79En0/FmZGuMZYmprCRvK1G2kCTs5OcmPi/9cF1nK3QXr883O82lhaGOX7dnRkHMzUZlJjWpnL/+4CAPfvxcBU8vdtB0trODo7So0JALFxD2FlL/fanZacBrXkmABgnq6Sfs8FACnJKXBwkHudfZgSB3tH+cfWg9hY6dcD0zQTo+QekpOTpW/XR+kpqFu/rtSYAODs5IINazYUOk1KyuPjpDh5ohLVVCEhIUhLS8OpU6eQmJiIOnXqwM3NDcHBwRg+fDjS0tIQHh4OLy8vnD17FkIInX7GsrKy4OLiAgC4cuUK+vTpozW+ZcuW2L17d6HlmD59OiZPnqy1wp6ensVej6rVquKd7ycVe/rimBL6Pn7e8LPUmADQrX8oBi0dIjXmjvFbsTF8rdSYADAwZBh2H9kuNWarpsGYsHqc1JgAsHzYSmzYUPiJVFKDhg40ynYNqh+M9GAXqTGrnjfF+vVy1x8AQvp0RqNPOkuPe2PmQUxYPV5qzOWjVuCX8HVSYwJAl1Y9MHCJ3HN20YDvkN6nmtSYAFD59zR8vX2u1Jjv9pyO5ft+kBoTAMZ0GI8Nko/ZQUMHYuMf8s/ZXu36Sd+uU1983yj1S7tm3aSfs/c/Oo5VB5ZIjQkAY7tOxB7J15iGDYPgPN5fakwAMFkVgVUHlkqN2aP1IPh+Kr9+vTvriPTjFQAGtXkF5iPkfhHO/fYvZAfIT4qYn0lETqDcuPa3ctB5QZ+iJyyhQ5O34Y01E6XG/DD0E2S2d5MaEwCcz6Zh6LLhUmPunrAde4/ulBoTAOrVD4TZ8NpSY+Y8R8er+k4eBi0dKjUmACzqvRiZ/nJvst3vmeCj3z6QGhMAxrWejAx/uUkR+yhLrNov/3rYp+0QdPiml9SYuyb+apTv8NEzTxrlHnngwIHS7+VeGtwHX++Qfz18resb0s+vHa9ulb7+gHG26zvvvIM9O/dIjWkMJUqM1apVC9WqVcPBgweRmJiI4OBgAIC7uzuqV6+OI0eO4ODBg+jQoQPy8/NhamqKM2fOwNTUVCuOra0tAKAEjdW0qNVqqNXyf+ElIiIiIiIiIqKKo8RtW0NCQhAeHo7ExERMmTJFGR4cHIw9e/bg+PHjePnll9GkSRPk5eUhNjYWbdu21RurQYMGOH78uNawJ/8mIiIiIiIiIiIyhlIlxiZMmICcnBylxRjwODE2btw4ZGZmIiQkBJ6enhg6dChGjBiBL7/8Ek2aNMHDhw/x+++/w9fXFy+88ALeeOMNtGrVCvPmzUPv3r2xd+/eIh+jJCIiIiIiIiIikqFEb6UEHifGMjIyUKtWLVSuXFkZHhwcjEePHqFmzZpKf1/Lly/HiBEj8M4776Bu3bp48cUXceLECWV8ixYtsHTpUixcuBD+/v7Yu3cv3n//fUmrRkREREREREREZFiJW4z5+Pjo7RusWrVqOsPNzc0xa9YsvW+Q1Bg9ejRGjx6tNeydd94pabGIiIiIiIiIiIhKpMQtxoiIiIiIiIiIiP4LmBgjIiIiIiIiIqIKiYkxIiIiIiIiIiKqkJgYIyIiIiIiIiKiComJMSIiIiIiIiIiqpCYGCMiIiIiIiIiogqJiTEiIiIiIiIiIqqQmBgjIiIiIiIiIqIKiYkxIiIiIiIiIiKqkJgYIyIiIiIiIiKiCsmoibGIiAioVCqcP3/emIshIiIiIiIiIiIqsVInxlQqVaGfUaNGSSwmERERERERERGRXGalnTE6Olr5/4YNG/Dhhx/i2rVryjArKyskJiaWrXRERERERERERERGUuoWY+7u7srHwcEBKpVKZ5jGrVu3EBISAmtra/j5+eHYsWPKuLCwMPj7+2vFnj9/Pnx8fEpbNCIiIiIiIiIioiI9lc73Z8yYgXfffRfnz59HnTp1MHjwYOTm5pY6XlZWFlJSUrQ+REREREREREREJaESQoiyBlmxYgXeeustJCUlaQ2PiIhA9erVsXTpUowZMwYAcPnyZTRs2BBXrlxBvXr1EBYWhi1btmh10D9//nzMnz8fERERepcXFhaGWbNm6QxPTk6Gvb19keWt06g28pBX7PUrjozkTDg4Fb3skroZEQFTtbnUmDYWFrB1tJMaEwDSktNg42AjNWZiQhIs7a2kxgQAs1QTODo6So2ZnJwMB0eHoicsoYeJD+HoLDdueko6nJycpMYEgNsxd42yv9KT02Fpby01pkjPln68AkDuoxw4Osvdtndj7sPKTv52Nc9SST+2bt+9B1NLuXUWANiYWMDOSW69lfUoE45OjlJjAkBiYqL0uMmJyUYp67VbN2GiLnWvCnq5WNgbpX55mPwQdo62UmPevR8NU2sLqTEBwBbmsJd8vEY9iIWFrfx6wCrHFE6S6wEAuHXvHsxt1FJj5qRnwUrytQAAUh4kwUwt9zjIz8uDmZX8Ywu5edKPg9T4FJhZGqGsefkwt7GUGlKVnQe1Ec6DpAcJMJP8fdtBbQsXF2epMQHgYfxDODhJ/l74KB3Okr+7AMCVmzekfydwtrSBo7Oj1JgA8M+N29LvuRysrGDvLP/+8H50rPT61TrHHE6S740AIOlREuyNcd+ZmA5HB0epMeNTHhqlrFFxcbCwk1sXWmQC9o7yj62MlAzp3+GEAC5euCg1ZnGlpKTAwcGhWHkiud+GDWjcuLHyfw8PDwBAbGws6tWrV6p406dPx+TJk5W/U1JS4OnpWez5Pap5YPSCEaVatiFz+n+O5fu+lxoTADo26ol0P7kHvfNdYMLqcVJjAsDCoYukx/1i0Hx0+qaP1JgAcGbyQWzYsEFqzIEDB2LDerkxAWDQ0IHY+MdaqTEHhgzD7iPbpcYEgMCAVugwv5f0uLsm/orGn3aRGvPqB/sxcMkQqTEBYMf4rdj0x3qpMTs0fwEdvpG/XU9N3Y/l+36QGrOjXy+kB7tKjQkArhdy8OGm6VJjzh3wJTaGyz23AKB/+yHS4xojJgAE1WmHdD+5XwJtI22MUhf2GtQLH/wq9xiY0GkqLEbUlRoTAKw3ReHDX9+TGvOt0PdQfVprqTEBIHXB39LrAQDo1qwfXCb4S42Z8N0F+H/WTWpMADg6fhOy/R2lxjQ/n4Ss9m5SYwKA9ZF4VJrQRGrMrC+OIzukstSYAGD5ZxzUI+WeX7mr/4H3tJZSYwJA6vR9yG7iKDWmS4wdDpzYLTUmAHRq2Q0/7vtOasyxXSdijxG+F9au6Y/0YBepMW3/BlYYoc4yxj2X9T0T6dcCAHijyzS4Sq4HzJZH4peff5EaEwBeGtwHX++YKz3ulND3pd/LGausIzuOh6/k+5i7s44YpazTen0o/R7xlQGvS41nLE8lMWZu/m/2XaVSAQDy8/MBACYmJniy0VpOTk6h8dRqNdRquVlyIiIiIiIiIiKqWJ5KH2OFqVSpEmJiYrSSYwUfqyQiIiIiIiIiIjKGck+MtW/fHnFxcZg3bx5u3ryJRYsWYdeuXeVdLCIiIiIiIiIi+o8r98RY/fr1sXjxYixatAh+fn44efIk3n333fIuFhERERERERER/cdJ6WNs1KhRGDVqlM5wHx8fnf7DHB0ddYa9/vrreP117U7Z3ntPfkeFREREREREREREGuXeYoyIiIiIiIiIiKg8MDFGREREREREREQVEhNjRERERERERERUITExRkREREREREREFRITY0REREREREREVCExMUZERERERERERBUSE2NERERERERERFQhMTFGREREREREREQVEhNjRERERERERERUIT2TiTGVSoUtW7aUdzGIiIiIiIiIiOg/7KkkxkaNGgWVSqXzuXHjht7po6OjERoa+jSKRkREREREREREFZTZ01pQt27dsHz5cq1hlSpV0vo7OzsbFhYWcHd3f1rFIiIiIiIiIiKiCuqpJcbUarVOwqt9+/Zo1KgRLCwssGrVKjRs2BB//PEHVCoVNm/ejN69ez+t4hERERERERERUQXz1BJjhqxcuRLjxo3DkSNHIIQo1jxZWVnIyspS/k5JSTFW8YiIiIiIiIiI6D9KJYqbjSqDUaNGYfXq1bC0tFSGhYaGIi4uDsnJyTh37px2oYpoMRYWFoZZs2bpDE9OToa9vX2R5WnQsEHJVqAYklOT4ejkID1uZPR9WDtYS42pSgOcHJ2kxgSA6MRo6WXNS8mDo4P8sj5KSYGjg6PUmCmpKXBykhsTABKTkqTHjYiOhLmNZdETlpB5NuDk7Cg97t2YKKjt5JbXMtsMzs7yj62kh0lwcHSUGvNB0gPYOdhKjQkAOam5cJK8DWJjYuEg+dwCgLiUOOn1Cx4JOEreVwCQnJQMB0e514OHyQ9h6yj/GEh8mAg7yXFzU/KMsl1vx96FuY1aasy05DTpMQHADhZwcCr6+0hJxD58CGt7yecAAJGeB3vJZQWAqAcPYCW5vI+SUqG2s5IaEwAePUiCmdpCasyczGyYW8qNCQC52TnS46pNTWHnaCc1JgDkpOVI//7yMME4deG9iGiYqs2lxnSzdYSzi7PUmACQkJAAB8n3HMmJKUa5j7l+97b0OjY3ORNmlnL3FQCoTczh6Cy3Lkx7lAZ7R/n1a2JCkvR6OyspS/q9EQAkJSfBwUH+sZWSnCI9bnJqslHuY67evgkTyfWLi4UNnFzk38cYpS4QwN8XLsmNWUwpKY+Pk+LkiZ5ai7GQkBB8++23yt82NjYYPHgwgoKCShxr+vTpmDx5svJ3SkoKPD09iz2/ZzVPfPnllyVebmEGDR2IjeFrpcYEgC6temDgkiFSY+54dSt+3vCz1JgA0K1/KAYtlV/WjRs2So0JAAMHDsSGDRukxhwybDB2H90uNSYAdGvdA7uPyI3r69sc3tNaSo0JAOkLr2DTH3K3KwC0a9YNjT7pLDXmg9mnsffoTqkxAaBLsxewfr3cbdBrUC98uGm61JgA8MXA+dgj+dgyxvoDxqtfNhihrAMHDpQet9egXvjwV/nHwKyXPsHMTTOkxpzb5yvp9SsAtOkRApcJ/lJjZn9zClaj6kuNCQC2mx9g/o55UmO+1vUNDFo6VGpMANjy+i/4evtc6XHHdJ6Ijt/0lhpzx/iNqDG9jdSYAHBp+j5kN3GUGtP8TCJyAuXftJifSZReVte7wFvrJ0mNCQDLR63Ar3+slxqzR9uXjFIXjms9GRn+chMNdjF20r+/AUCXVi9Iv+fo336IUe5jWjbpBJfx/lJj3pt7DOl+8pNNle+bY+FuufeHb3efiq8lXwuMFXdK6PtGuXYb457LWHGHDBtslHO2dk1/pAe7SI1pd8kEv4SvkxoTME5d8PbQqVLjGctTS4zZ2NigVq1aeoeXlFqthlot/xdeIiIiIiIiIiKqOEzKuwBERERERERERETlgYkxIiIiIiIiIiKqkJgYIyIiIiIiIiKiCump9DG2YsUKvcPDw8P1Dn8KL8okIiIiIiIiIqIKji3GiIiIiIiIiIioQmJijIiIiIiIiIiIKiQmxoiIiIiIiIiIqEJiYoyIiIiIiIiIiCokJsaIiIiIiIiIiKhCYmKMiIiIiIiIiIgqJCbGiIiIiIiIiIioQmJijIiIiIiIiIiIKiQmxoiIiIiIiIiIqEJiYoyIiIiIiIiIiCokJsaIiIiIiIiIiKhCkpoYi42NxWuvvQYvLy+o1Wq4u7uja9euOHbsWLHmX7FiBRwdHWUWiYiIiIiIiIiISC8zmcH69u2LnJwcrFy5EjVq1MCDBw9w4MABJCQkyFwMERERERERERFRmUlrMZaUlITDhw9j7ty5CAkJgbe3N5o1a4bp06eje/fuAICvvvoKvr6+sLGxgaenJ8aPH4/U1FQAQHh4OF5++WUkJydDpVJBpVIhLCxMVvGIiIiIiIiIiIi0SEuM2drawtbWFlu2bEFWVpb+hZmYYMGCBfj777+xcuVK/P7775g6dSoAoFWrVpg/fz7s7e0RHR2N6OhovPvuu3rjZGVlISUlRetDRERERERERERUEiohhJAV7Ndff8XYsWORkZGBgIAABAcHY9CgQWjcuLHe6Tdu3Ihx48bh4cOHAB73MfbWW28hKSmp0OWEhYVh1qxZOsOTk5Nhb29fZDl9/XyhUhW9PiXxID4Wto62coMCSExIhK2D3LipSamwdrCRGhMAclOz4eDkIDVmakIaHB0cpcYEHh8rDg5yy5qSlgInJ0epMQEg4WEiHCWX9WFyPByNUNa0lFQ4OTlJj3s7+i4s7a2kxjTPNIGj5OMVAJITk2HvWHQ9VBL3YmOgtrOUGhMA1BmmcJLcr2NiciLsneSuPwAkJiZW6PolMTnRKGW9nxANK8nnlmmqyij9hd6Oi5R/HmTkwt7RTm5MALlpOdLr2Ji4GNhI/j4AAFmPsuBghG2QmpwOJ2e514NbUXdgYSO/LnwU/whm1mq5QbNzYWkn99wCgLTkNFhILquTqQ2cXeRfu+PiH0r/bvwoMcUo37cfxD6ElZ211JiZqZlQ28o/BqxyzeAs+9y6fxdmNhZSYwLAo7hkmFnKjWtvam2U75rpGanS66yEhESjfNeMiLonvc6yy1dLP64AIDExySj3R/EJ8dK/b6empBmlrPce3Iedg9zrbF56nlH2V8LDROnfYQHg0t+XpMcsjpSUFDg4OBQrTyQ1MQYAmZmZ+PPPP3Hs2DHs3r0bJ0+exNKlSzFq1CgcPHgQn376KS5fvoyUlBTk5uYiMzMTqampsLGxKXZiLCsrS6tVWkpKCjw9PYudGHuhRyiW/vxdWVdVS7vmHfDBr9OlxgSAD3t/hIlrJkiNOX/IAgxeOkxqTADYNm4zVu5fIjXmmA7jsWH9BqkxAWDgwIHYsEFu3CHDBmP30e1SYwJAl2YvYL3kbTBo6EBs/GOt1JgAMDBkGHYfkb8NAgNaocP8XlJjnpq6H6skH68A8HLn17B83/dSY/ZoPQi+n3aWGhMAomeexC8//yI1Zv8h/bB8v9z1B4yzXZ+n+sUYMQGgc9+u6PCN3HPrzOSD+OXnjVJjAkBIn85oJPk8uB12CLM2vy81JgDMHfAlfg1fLzVmaOtemLB6nNSYAPDDiCWYv2Oe9LjTen2IPUd2SI3p69sc3tNaSo0JAJdmHkB2X2+pMe22RaHWjHZSYwLA1VnhsBxVT2pM963J2H98l9SYgHG+G8966RPM3DRDakwA+F/PD9Hxm95SY+4YvxE1preRGhMAMv/vGvYfk7u/GjYMgvN4f6kxAeDe3GPIbuIoNWbtSBts+uVXqTEB43yP79LqBWwMl/99u2WTTnCRvL/Uq+9LP64AoFvrHka5N+jUsht+3Cf3fn5s14nYY4SyGqMu/GLgfOnXWMA4953vvPMO9uzZIzVmcZUkMSb1rZQAYGlpic6dO+PDDz/E0aNHMWrUKMycORN37tzBCy+8gEaNGuHXX3/FmTNnsGjRIgBATk5OiZahVqthb2+v9SEiIiIiIiIiIioJ6YmxJzVo0ABpaWk4ffo0cnNz8eWXX6JFixaoU6cOoqKitKa1sLBAXl6esYtEREREREREREQkLzEWHx+PDh06YPXq1fjrr79w+/ZtbNy4EfPmzUOvXr1Qs2ZN5ObmYuHChbh16xZ++uknfPeddvNHHx8fpKam4sCBA3j48CHS09NlFY+IiIiIiIiIiEiL1LdSNm/eHF9//TXatWuHRo0a4YMPPsDYsWPxf//3f/D398dXX32FuXPnolGjRlizZg3mzJmjFaNVq1Z4/fXXMXDgQFSqVAnz5snv84KIiIiIiIiIiAgAzGQFUqvVmDNnjk6yq6C3334bb7/9ttaw4cOHa/397bff4ttvv5VVLCIiIiIiIiIiIr2M3scYERERERERERHRs4iJMSIiIiIiIiIiqpCYGCMiIiIiIiIiogqJiTEiIiIiIiIiIqqQmBgjIiIiIiIiIqIKiYkxIiIiIiIiIiKqkJgYIyIiIiIiIiKiComJMSIiIiIiIiIiqpCYGCMiIiIiIiIiogqJiTEiIiIiIiIiIqqQypwYi42NxWuvvQYvLy+o1Wq4u7uja9euOHbsmIzyERERERERERERGYVZWQP07dsXOTk5WLlyJWrUqIEHDx7gwIEDSEhIkFE+IiIiIiIiIiIioyhTi7GkpCQcPnwYc+fORUhICLy9vdGsWTNMnz4d3bt3R0REBFQqFc6fP681j0qlQnh4OAAgPDwcKpUKBw4cQFBQEKytrdGqVStcu3atLEUjIiIiIiIiIiIqVJkSY7a2trC1tcWWLVuQlZVVpoLMmDEDX375JU6fPg0zMzOMHj3a4LRZWVlISUnR+hAREREREREREZWESgghyhLg119/xdixY5GRkYGAgAAEBwdj0KBBaNy4MSIiIlC9enWcO3cO/v7+AB63GHNycsLBgwfRvn17hIeHIyQkBPv370fHjh0BADt37kT37t2RkZEBS0tLnWWGhYVh1qxZOsOTk5Nhb29fZJl9/XyhkvzagdvRkVDb6Za1rHLTMmHjYCM3ZmouHJ0cpMYEgDt37sFUXeanc7U4qm3h5OwkNSYAJMUnw8FB7jZISUuBk5Oj1JgAkBCXKL2sCSnxsHOykxoTABITkqQfrwCQkZIBB8nHbFpymlHOg9iHsdK3waOkVNg5yt9feam5cHKSe34lJCZI31cAkPQwGY6OjlJjJifJrwcA4Ob9OzC1lFsX2pqp4eBU9PWtpGLiYmFpby01pnmaifR9BQDX792CiaW51JgiIxtmagupMQHA0cJW+rkVlRAFawe5+wp4XL9aSz4GAOBhVAJM1XL3l9rM1CjXrnt3oqWXNS8rB2aW8o+t/Pw8qG2tpMa0zDOBraOt1JgAEPcwARa2cr8bq7NVcHR2lBoTAG7eviP9GDA1URnlnDXNgPTrQWJCklGu3bduyd+urjYOcDbGvUFSsvTvhclJxrk3iIqLgb3k74XZSVlGuXYnJSXD0VH+sZWQkij9PEhNTjPO/oqNkn8/n5IHJyPsr8TkRNhL3q4qYYLLFy9LjVlcKSkpcHBwKFaeSEofY927d8eff/6JY8eOYffu3Zg3bx6WLl2K9u3bFztO48aNlf97eHgAeNyxv5eXl86006dPx+TJk5W/U1JS4OnpWexleXpWw9Kfvyv29MXh598CjT7pLDUmAFz9YD8GLx0mNea2cZuxcv8SqTEBoGOjnkj3k3siVYu2xsY/1kqNCQD92gzBhvUbpMYcMmwwdh/ZLjUmAHRp9gLWSy7rS4P74Ovtc6XGBIDxoW9jwupx0uMuG7kMKyQfs2O6jMMv4eukxgSA0Na9pG+Db4d/h5mbZkiNCQBfDJwv/Zjt0uoFbAx/Ps7ZgQMHYsMGuTEBoHmnNkhv7yo1ZuW/8vD1Dvnn7JjOE9Hxm95SY56ZfPC52a7me6OR4S8/4Vgt0kb68dqtfygGLR0iNSYArH1lNQYtHSo97qLei5HuJ/fGzfWeCT7a/IHUmAAwrvVk6ceB+ZlEZDdxlBoTAKyvpqHypECpMbN+vGKUa/enfb9A9WmtpcZMXfA3Vuz7QWpMwDjfYV1u5aDLgpekxgSAE1P24Kvtn0mN+W7P6Vj+nGxXOyPdG/RvP0T695eBIcOMcm8Q0qKz9GNgSuj70u83gMfftYwRt/+Qfli+73upMcd2nWiU/dWqabD0Onb5sJXG26775W7XD0Z9LDWesUhpN2VpaYnOnTvjww8/xNGjRzFq1CjMnDkTJiaPwxdslJaTk6M3hrn5v78mqFQqAEB+fr7eadVqNezt7bU+REREREREREREJSH5gcLHGjRogLS0NFSqVAkAEB0drYwr2BE/ERERERERERFReSnTo5Tx8fHo378/Ro8ejcaNG8POzg6nT5/GvHnz0KtXL1hZWaFFixb47LPP4OPjg4cPH+L999+XVXYiIiIiIiIiIqJSK1NizNbWFs2bN8fXX3+NmzdvIicnB56enhg7dizee+89AMCPP/6I0aNHIygoCHXr1sW8efPQpUsXKYUnIiIiIiIiIiIqrTIlxtRqNebMmYM5c+YYnKZ+/fo4duyY1rCCfY61b98eT74Y09/fX2cYERERERERERGRTEbpY4yIiIiIiIiIiOhZx8QYERERERERERFVSEyMERERERERERFRhcTEGBERERERERERVUhMjBERERERERERUYXExBgREREREREREVVITIwREREREREREVGFxMQYERERERERERFVSEyMERERERERERFRhcTEGBERERERERERVUhMjBERERERERERUYXExBgREREREREREVVITIwREREREREREVGFxMQYERERERERERFVSEyMERERERERERFRhaQSQojyLkRZpaSkwMHBAcnJybC3ty9y+iHDhiApKVFqGf6+cRUuHq5SYwJAQkwcPKp5SI2ZFJMAT09PqTEB4OKly3BwdpIbNDsX1X185MYEEHnnHqpVrSY1ZlRMFDw95cYEgLsRkahatarcmFF3pB9XAHD3biTcq7pLj/sw+qH0bRt1Pxqe1eTvr5t3bqFylcpSYz6IikGValWkxgSA+Oh4eHl6SY15N/IuqhlhuxrjnL13755Rynrh2t9wcJVbF+amZcLbR369fSsiApWquEmN+SgmBd7V5B5XgHG268PoWLi6VZIaEwBERi6qe/tIjXkj8gYqVZW7rwAg5l403I1wPbh17TacXFykxszOyICXj/xz9urlf+Do4iw15sPYOKMcW4lJiXCrKvcakxqfhGqecr9nAMDtiDtwcZd7zGYmpMLb6/n4DpuamoIqXvKv3UkPEqR/J4q+H4Nq1eQfA8/TvYExvhPcv2ece4Pbd25L/x7/IPIBqlWVf24Z67tWZFQkqnrKPb+i78fAywj3yP9E3JB+bxB/Px5eRviuZYzt6uzkgg1rNkiNWVwlyROZPaUyPVPWrl5b3kUgIiIiIiIiIqJyxkcpiYiIiIiIiIioQmJijIiIiIiIiIiIKiQmxoiIiIiIiIiIqEJiYoyIiIiIiIiIiCokJsaIiIiIiIiIiKhCYmKMiIiIiIiIiIgqJCbGiIiIiIiIiIioQmJijIiIiIiIiIiIKiQmxuiZoFKpsGXLlvIuBhER0X8Sr7NERERE+lXYxNioUaPQu3fv8i7Gf8qoUaOgUql0Pjdu3Cjvoj23NNv09ddf1xk3fvx4qFQqjBo16ukXjAp19OhRmJqaolu3buVdlOcaj/+ng9fD5xP3mzyss+WLjY3Fa6+9Bi8vL6jVari7u6Nr1644duxYeReNChEZGYkxY8agSpUqsLCwgLe3N958803Ex8cXa/7w8HCoVCokJSUZt6DPAc13mM8++0xr+JYtW6BSqcqpVM+/gveb5ubmqFy5Mjp37owff/wR+fn55V08eo5V2MQYGUe3bt0QHR2t9alevXp5F+u55unpifXr1yMjI0MZlpmZiXXr1sHLy6tMsXNycspaPNLjxx9/xKRJk3D48GHcvXu3TLHy8vIq9IXemMc/EREgt86mx/r27YsLFy5g5cqVuH79OrZu3Yr27dsjISGhvItGBty6dQtBQUG4fv061q1bhxs3buC7777DgQMH0LJlS+67UrC0tMTcuXORmJhY3kX5T9Hcb0ZERGDXrl0ICQnBm2++iR49eiA3N7e8i0fPKSbGAOzevRtt2rSBo6MjXFxc0KNHD9y8eVMZHxERAZVKhU2bNiEkJATW1tbw8/Pjr156aH4VLPgxNTXFtm3bEBgYCEtLS9SoUQOzZs3Sqbiio6MRGhoKKysrVK9eHRs3biyntXi2BAQEwMvLC5s2bVKGbdq0CZ6enmjSpIkyrLjH8c8//4z27dvD0tISq1evfqrrUhGkpaXh559/xrhx49CjRw+sWLFCGaf5JXXHjh3w8/ODpaUlmjdvjosXLyrTrFixAo6Ojti+fTsaNGgAtVqNO3fulMOaPBtkHf8dOnTAxIkTtWLHx8dDrVbj999/N/6KPCd8fHwwf/58rWH+/v4ICwtT/lapVFi6dCn69OkDa2tr1K5dG1u3bn26BSUtxdlvpF9hdbamPi5IX2uP2bNnw83NDXZ2dnjllVcwbdo0+Pv7G7/wz6ikpCQcPnwYc+fORUhICLy9vdGsWTNMnz4d3bt3BwAkJyfj1VdfhZubG+zt7dGhQwdcuHBBiREWFgZ/f398//338PT0hLW1Nfr378+WSEY0YcIEWFhYYO/evQgODoaXlxdCQ0Oxf/9+3L9/HzNmzAAAZGVlYerUqfD09IRarUbt2rWxbNkyREREICQkBADg5OTEVt0AOnXqBHd3d8yZM8fgNL/++isaNmwItVoNHx8ffPnll8q46dOno0WLFjrzNG7cGDNnzjRKmZ8HmvvNqlWrIiAgAO+99x5+++037Nq1S6nDi6pjAGDr1q0ICgqCpaUlXF1d8dJLL5XD2tCzgokxPP5SNHnyZJw6dQoHDhyAiYkJ+vTpo9NKY8aMGXj33Xdx/vx51KlTB4MHD2ZWuhj27NmDYcOG4Y033sDly5fx/fffY8WKFfjkk0+0pvvggw+UXxiHDRuGwYMH48qVK+VU6mfLyy+/jOXLlyt///jjjxg9erTWNMU9jv/3v//hjTfewJUrV9C1a9enUv6KZMOGDahbty7q1q2LYcOGYfny5RBCaE0zZcoUfPHFFzh16hTc3Nzw4osvarXeS09Px5w5c7B06VJcunQJbm5uT3s1nikyjv9XXnkFa9euRVZWljLPmjVrUKVKFeWLPBXfrFmzMGDAAPz111944YUXMHToULYmoOdScerswqxZswaffPIJ5s6dizNnzsDLywvffvutEUv87LO1tYWtrS22bNmiVedqCCHQvXt3xMTEYOfOnThz5gwCAgLQsWNHrXrkxo0b+Pnnn7Ft2zbs3r0b58+fx4QJE57mqlQYCQkJ2LNnD8aPHw8rKyutce7u7hg6dCg2bNgAIQRGjBiB9evXY8GCBbhy5Qq+++472NrawtPTE7/++isA4Nq1a4iOjsY333xTHqvzzDA1NcWnn36KhQsX4t69ezrjz5w5gwEDBmDQoEG4ePEiwsLC8MEHHyjJnaFDh+LEiRNaP/RdunQJFy9exNChQ5/WajwXOnToAD8/P2zatKlYdcyOHTvw0ksvoXv37jh37hwOHDiAoKCgcl4LKlfiPyA5OVkAEMnJycWeZ+TIkaJXr156x8XGxgoA4uLFi0IIIW7fvi0AiKVLlyrTXLp0SQAQV65cKVPZ/0tGjhwpTE1NhY2NjfLp16+faNu2rfj000+1pv3pp5+Eh4eH8jcA8frrr2tN07x5czFu3LinUvZnleY4jYuLE2q1Wty+fVtEREQIS0tLERcXJ3r16iVGjhypd15Dx/H8+fOf4hpUPK1atVK2cU5OjnB1dRX79u0TQghx8OBBAUCsX79emT4+Pl5YWVmJDRs2CCGEWL58uQAgzp8///QL/4yRefxnZmYKZ2dnZTsLIYS/v78ICwt7GqvyTCt4PfT29hZff/211ng/Pz8xc+ZM5W8A4v3331f+Tk1NFSqVSuzatesplJY0SrPfNm/e/NTK97worM5evny5cHBw0Jp+8+bNouDX5+bNm4sJEyZoTdO6dWvh5+dn1HI/63755Rfh5OQkLC0tRatWrcT06dPFhQsXhBBCHDhwQNjb24vMzEyteWrWrCm+//57IYQQM2fOFKampiIyMlIZv2vXLmFiYiKio6Of3opUEMePHy+0jvjqq68EAHHixAkBQDlHnqT5npOYmGi8wj4nCtbRLVq0EKNHjxZCaNchQ4YMEZ07d9aab8qUKaJBgwbK340bNxYfffSR8vf06dNF06ZNjVz6Z1dh9/ADBw4U9evXL1Yd07JlSzF06FBjF5fKWUnyRGwxBuDmzZsYMmQIatSoAXt7e6VPrCf7mWjcuLHyfw8PDwCPOxelf4WEhOD8+fPKZ8GCBThz5gw++ugj5RdEW1tbjB07FtHR0UhPT1fmbdmypVasli1bssXY/+fq6oru3btj5cqVWL58Obp37w5XV1etaYp7HPPXEOO5du0aTp48iUGDBgEAzMzMMHDgQPz4449a0xU81p2dnVG3bl2tY93CwkKrvqnoZBz/arUaw4YNU/bF+fPnceHChQr/mEdpFTw+bWxsYGdnx+shPXeKW2cXFaNZs2Zaw578uyLq27cvoqKisHXrVnTt2hXh4eEICAjAihUrcObMGaSmpsLFxUXru+Ht27e1WsZ4eXmhWrVqyt8tW7ZEfn4+rl27Vh6rVKGJ/9+K8vbt2zA1NUVwcHA5l+j5MnfuXKxcuRKXL1/WGn7lyhW0bt1aa1jr1q3xzz//IC8vD8DjVmNr1qwB8Hg/rFu3jq3FDBBCQKVSFauOOX/+PDp27FjOJaZniVl5F+BZ0LNnT3h6emLJkiWoUqUK8vPz0ahRI2RnZ2tNZ25urvxf079ERe4UWx8bGxvUqlVLa1h+fj5mzZql97ltS0vLQuPxrS3/Gj16tNJH0qJFi3TGF/c4trGxeSrlrYiWLVuG3NxcVK1aVRkmhIC5uXmRHa8WPNatrKx47D9BxvH/yiuvwN/fH/fu3cOPP/6Ijh07wtvb+6mtw/PAxMRE5zEyfS/pKHg9BB4fv7welp/i7jfSVlSdXdzt+mR9/eQ8FZWlpSU6d+6Mzp0748MPP8Qrr7yCmTNnYvz48fDw8EB4eLjOPE/26VaQZjvz+ihfrVq1oFKpcPnyZb1vu7169SqcnJxgbW399Av3H9CuXTt07doV7733ntYPcppETkFP1h9DhgzBtGnTcPbsWWRkZCAyMlJJ5pO2K1euoHr16sjPzy+yjnnykWGiCp8Yi4+Px5UrV/D999+jbdu2AIDDhw+Xc6n+WwICAnDt2jWdhNmTjh8/jhEjRmj9XbBz7YquW7duyk3+k32D8Tguf7m5uVi1ahW+/PJLdOnSRWtc3759sWbNGjRq1AjA42Nb80bFxMREXL9+HfXq1XvqZX6eyDj+fX19ERQUhCVLlmDt2rVYuHCh8Qv+nKlUqRKio6OVv1NSUnD79u1yLBEVB/dbyRWnzq5ZsyYePXqEtLQ05Uel8+fPa01bt25dnDx5EsOHD1eGnT592ujlfx41aNAAW7ZsQUBAAGJiYmBmZgYfHx+D09+9exdRUVGoUqUKAODYsWMwMTFBnTp1nlKJKw4XFxd07twZixcvxttvv62VNIiJicGaNWswYsQI+Pr6Ij8/H3/88Qc6deqkE8fCwgIAlNZO9K/PPvsM/v7+WsdvgwYNdL6vHD16FHXq1IGpqSkAoFq1amjXrh3WrFmDjIwMdOrUCZUrV36qZX8e/P7777h48SLefvttVKtWrcg6pnHjxjhw4ABefvnlp1tQemZV+MSYk5MTXFxc8MMPP8DDwwN3797FtGnTyrtY/ykffvghevToAU9PT/Tv3x8mJib466+/cPHiRcyePVuZbuPGjQgKCkKbNm2wZs0anDx5EsuWLSvHkj9bTE1NlcftNBdLDR7H5W/79u1ITEzEmDFj4ODgoDWuX79+WLZsGb7++msAwEcffQQXFxdUrlwZM2bMgKurq95faOlfso7/V155BRMnToS1tTX69Olj9HI/bzp06IAVK1agZ8+ecHJywgcffKCzvenZw/1WcsWpsw8cOABra2u89957mDRpEk6ePKn11koAmDRpEsaOHYugoCC0atUKGzZswF9//YUaNWo8xbV5tsTHx6N///4YPXo0GjduDLv/1979hTT1xnEc/2zuosA/4E2mRMZMI2bKRLIuRitrMgRHlFqDjIEiXhRhhV1UMw3pDwUyqpsuosLRHyiRJRjkTUlo0k3XGYGmIJIjQTPXhSiI/sz4VWd63q/LscH34RyeZ+dzzvM9SUnq6+vT1atXVVZWpuLiYu3atUs+n09XrlxRTk6OBgcHFYlE5PP55ls+rFu3TlVVVbp+/brGx8d14sQJlZeXKy0tzeARrk2hUEi7d++Wx+NRc3OztmzZog8fPujMmTPKyMjQ5cuXlZqaqqqqKgUCAbW2tiovL0+fPn3SyMiIysvLtXnzZlksFnV0dMjr9Wr9+vVKTEw0emhxITc3V36/f8FNufr6ehUWFqqpqUkVFRXq6elRKBTSrVu3FvzW7/crGAxqampq/r+kmU1OTurLly/68eOHhoeH1dnZqZaWFpWWlurYsWOyWq2/nGMuXryoffv2yW63q7KyUtPT03rx4oXOnj1r9PBgENP2GJuZmZHNZpPValU4HNa7d+/kcDh06tQpXbt2zejy1hSPx6OOjg51dXWpsLBQRUVFunHjxqItTI2NjQqHw9qxY4fu3bunhw8favv27QZVHZ+Sk5OVnJy86HPOY+PdvXtXxcXFiy6wpNmnD96/f6/+/n5Js3cNT548qYKCAg0NDam9vX3+Liv+2584/48cOSKbzaajR4/+ciu3Wcyth9Lsq+FdLpdKS0vl9Xrl8/lkt9sNrhBL4bj9PyuZswcGBvTgwQNFIhHl5uaqra1NwWBwwXf9fr/OnTun06dPy+l06uPHjzp+/Lip55fExETt3LlTN2/elMvlksPh0Pnz51VdXa1QKCSLxaJIJCKXy6VAIKDs7GxVVlZqYGBgwZMwWVlZOnjwoLxerw4cOCCHw7EoMMCfs3XrVvX19clut6uiokJ2u101NTVyu93q6elRamqqJOn27ds6dOiQ6urqtG3bNlVXV+vbt2+SpIyMDDU2NqqhoUEbNmyYb4GAWU1NTQu2SjqdTj169EjhcFgOh0MXLlzQpUuXFvU/PXz4sEZHRzUxMcGNVEmdnZ3auHGjMjMzVVJSolevXqm1tVXPnz9XQkLCiuaYPXv26PHjx2pvb1d+fr727t2rt2/fGjwyGMkSWwONEMbHx5WSkqKvX78uedG0lJKSEmVlZSkUCv3l6gBgVnd3t9xut8bGxpbto4K/5/Pnz8rMzFRvb6+cTqfR5cQF1sPVieMWv/bv36+0tDTdv3/f6FJWrWAwqGfPni3augoAwEr9Tk5kuq2UY2NjevPmjbq7u1VbW2t0OQCAf+D79+8aGhpSQ0ODioqKCMXEerhacdziy8TEhO7cuSOPx6OEhAS1tbXp5cuX6urqMro0AACwQqYLxgKBgHp7e1VfX6+ysjKjywEA/AOvX7+W2+1Wdna2njx5YnQ5cYH1cHXiuMWXuS07zc3NmpycVE5Ojp4+fbpkY3IAABCfTLuVEgAAAAAAAGvP7+REpm2+DwAAAAAAAHMjGAMAAAAAAIApEYwBAAAAAADAlAjGAAAAAAAAYEoEYwAAAAAAADAlgjEAAAAAAACYks3oAv6EWCwmafZ1nAAAAAAAADCvuXxoLi9azpoIxqLRqCRp06ZNBlcCAAAAAACAeBCNRpWSkrLsdyyxlcRncW5mZkaDg4NKSkqSxWIxuhwAAAAAAAAYJBaLKRqNKj09XVbr8l3E1kQwBgAAAAAAAPwumu8DAAAAAADAlAjGAAAAAAAAYEoEYwAAAAAAADAlgjEAAAAAAACYEsEYAAAAAAAATIlgDAAAAAAAAKZEMAYAAAAAAABT+glOmUZ6gsz/MwAAAABJRU5ErkJggg==", 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" ] @@ -176,7 +176,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bd4bf654", + "id": "024dfc4c", "metadata": {}, "outputs": [], "source": []