diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..9ac357a --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +.ipynb_checkpoints +scripts/.ipynb_checkpoints diff --git a/README.md b/README.md index 35ea321..b9c2574 100644 --- a/README.md +++ b/README.md @@ -11,6 +11,7 @@ - [Case studies](case-studies.md) - [Misalignment AI](misalignment.md) - [Appendix](appendix.md) +- Fun tools, like [ChatGPT conversation heatmap generator](scripts/ai-heatmap.ipynb) - And more ... ## About the book diff --git a/scripts/ai-heatmap.ipynb b/scripts/ai-heatmap.ipynb new file mode 100644 index 0000000..b031f31 --- /dev/null +++ b/scripts/ai-heatmap.ipynb @@ -0,0 +1,206 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "adbc0626", + "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": "48aafdcf", + "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": "9cbb0577", + "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": "c8c763e6", + "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": "28faf5b0", + "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", + " # Count occurrences of each date\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", + " # 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", + " 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(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.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": "0ec7d703", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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qVz47OzuN9/nf6YvKMzMzATxNULdo0QIqlQrTp09H1apVYWZmhrt376Jr165abTAyMtJaj46OjgAKHruIiIjeNUyMERER6UhoaChCQkIQEhKCSZMmaU2vXLkyTE1Ncf78ea1p58+fR5UqVbTuL7Z371507twZnp6e2LJli1aC4+bNm8jIyMDo0aMxevRorbi2trYYPXr0C88ma9iwIezs7PDLL79g1qxZxbrPWGGSkpKwa9cuBAcHa9w4P/9eVEXRoEED2NraYufOnZg5c6a63NDQUJ3AuHDhQoGfValUL0xyyODn54d9+/Zh586d6NmzZ6F185MMMTExWtOio6NhYGDwSvc98/Pzg5OTE8LDw+Hn54fw8HA0adIENWvWVNdxcHCAvb099uzZU2AMS0tLjfcv+v47deqETp06ISsrCydOnMCsWbPQu3dvuLq6olmzZlizZg0qVqyIjRs3asTIysoq9nLl09V6k8HBwQGmpqYvTPo5ODgAALZv3460tDRs3boVLi4u6unnzp17E80EABw6dAjR0dGIjIxUnyUGQJ1Ef15OTg7i4uI0kmOxsbEAtBOPRERE7yJeSklERKQDX331FUJCQvDll18iODi4wDpGRkbo2LEjtm7dipSUFHX5nTt3EBERofEkQeDpjdQ7d+6M999/H9u3b1ef/fIsd3d3REREaL3q1q0LV1dXREREaJ259ixjY2N88cUXuHLlCr766qsC6zx8+BBHjx4tympQUygUEEJotXn58uXIzc3VKHvRWT0mJiYYN24cLly4gDlz5hRr/ro2aNAgODo6Yvz48S+8tHDr1q0AgGrVqqFcuXJYt24dhBDq6WlpadiyZYv6iYvFZWhoiH79+mH79u34448/cPr0aY0nRQKAv78/4uLikJubi4YNG2q9qlWrVqx5KpVKeHp6qr+Pv/76C8DT79vExEQjKRYbG6v1VMr8GEU5U0pX600Gf39/3LhxA/b29gWuV1dXVwD/l2h8djsQQhR4SW9R10txFdQGAPjhhx9e+Jm1a9dqvF+3bh0AqJ8gSkRE9C7jGWNERESSzZ07F1OnTkXbtm3RoUMHnDhxQmN606ZN1X+HhoaiUaNG8Pf3x4QJE5CZmYmpU6fCwcEBY8eOVdc7cuQIOnfuDEdHR0yaNEnrDJOaNWvCysoKNjY2BR6s2tjYICcnp0gHsuPGjcPly5cRHByMkydPonfv3nB2dkZSUhJ+//13/PjjjwgNDUXz5s2LvE6srKzQsmVLfP3113BwcICrqysOHz6MFStWaF0uWrt2bQDAjz/+CEtLS/Wlj/b29uqk3YQJE/D7778jICAArq6uyMrKws2bN7F8+XIYGhq+8QSJtbU1fvnlF/j7+6NevXoYNWoUmjVrBhMTE1y7dg1r1qzB33//ja5du8LAwABhYWHo06cP/P39MWzYMGRlZeHrr79GYmIiZs+e/crtCAoKwpw5c9C7d2+YmpoiICBAY3rPnj2xdu1atG/fHqNHj0bjxo1hbGyMe/fuISIiAp06dUKXLl0KncfUqVNx7949+Pj4oHz58khMTMS3336rcZ8qf39/bN26FSNGjED37t1x9+5dfPXVVyhbtiyuXbumEa9OnTqIjIzEzp07UbZsWVhaWhaYoNPlentdY8aMwZYtW9CyZUt8+umncHNzQ15eHu7cuYN9+/Zh7NixaNKkCXx9fWFiYoJevXph/PjxyMzMxJIlS5CQkKAVs06dOti6dSuWLFmCBg0aFHppZ3F4eHjA1tYWH330EYKDg2FsbIy1a9fi77//LrC+iYkJ5s6di9TUVDRq1Ej9VMp27dppPAXUx8cHhw8fLvKTPImIiN4aJXvvfyIiov8eT0/PQp9m97zTp08LHx8fYWZmJqysrETnzp3F9evXNerkP2XvRa/nn+BYUJuK8lTKZ/3yyy+iQ4cOolSpUsLIyEjY2toKb29vsXTpUpGVlSWE+L8n5H399ddanwcggoOD1e/v3bsnunXrJmxtbYWlpaVo27atuHDhgnBxcdF6KuGCBQtExYoVhaGhoQAgwsPDNabv2LFDdOzYUZQpU0YYGRkJS0tL4e7uLsaOHSuuXLny2ste3KdS5ouNjRVffPGFqFWrljAzMxNKpVJUqVJFDBs2TJw/f16j7vbt20WTJk2ESqUS5ubmwsfHRxw9elSjTv73/ujRI43y8PBwAUDcunVLqw0eHh4CgOjTp0+BbczOzhbffPONqFu3rlCpVMLCwkJUr15dDBs2TFy7du2l62DXrl2iXbt2oly5csLExESULl1atG/fXvzxxx8a9WbPni1cXV2FUqkUNWrUEMuWLVMvz7POnTsnmjdvLszMzAQA4enpKYTQfiqlrtfbswYMGCDMzc1fOL2gJ2mmpqaKL7/8UlSrVk2YmJgIa2trUadOHfHpp5+K2NhYdb2dO3eq1325cuXEuHHjxG+//aa1rPHx8aJ79+7CxsZGKBQK9Xp70TaXv742bdpU4DI/+8TMY8eOiWbNmgkzMzNRqlQpMXjwYHH27FmtbS1/Pfzzzz/Cy8tLmJqaCjs7OzF8+HCRmpqqMZ/8cY+IiOhdoxDimXPRiYiIiIiIAAQGBmLz5s1ITU0t6aYQERHpDO8xRkREREREREREeomJMSIiIiIiIiIi0ku8lJKIiIiIiIiIiPQSzxgjIiIiIiIiIiK9xMQYERHplEKhKNIrMjLypbFmzpyJ7du3v3Z7QkJCXumzZ86cwciRI1GnTh1YWlqiTJkyaN26NQ4dOqRVd/369WjZsiXKlCkDpVIJJycndOzYEceOHdOoFxkZWeh6+eijj4pU98SJE6+0TAXFtLW1RZMmTbB69epXillUgYGBcHV11Vl8Gf0lKioKCoUCq1atktKm17F8+XJ07twZrq6uMDU1RZUqVTB8+HDExMQUWH/Dhg1wd3eHSqWCk5MTxowZo3UT9UOHDiEoKAjVq1eHubk5ypUrh06dOuHMmTOFtkUIgZYtW0KhUGDUqFHFWo6itAsA/vrrL3Tu3BlOTk4wMzND9erVMW3aNKSnpxd5Xjdv3kTXrl1hY2MDCwsL+Pr64uzZs1r1fvrpJ/Ts2RPVqlWDgYGBTvtlvpCQECgUCo2yxYsXF9jX8rfTzZs3v9K8ijp25ObmYt68eWjbti3Kly8PMzMz1KhRAxMmTEBiYuIrzZuIiOhtZ1TSDSAiov+248ePa7z/6quvEBERoZVMqlmz5ktjzZw5E927d0fnzp1lNrHI1q9fj5MnTyIoKAh169ZFWloali5dCh8fH6xevRr9+/dX142Li0Pz5s0xevRoODg4ICYmBvPmzUPLli1x8OBBeHp6AgDq16+vtY4AYMmSJfjpp5/QpUsXrWkzZ86Et7e3Rlnt2rVfa9mejfn48WP89NNPCAwMRHJyMj7++OPXiv0iU6ZMwejRo3USGyj5/iJbcHAwvL29MXPmTJQrVw5Xr17FV199hV9++QV//fUXypQpo667du1a9O3bF4MHD8b8+fPx77//4osvvsClS5ewb98+db0lS5YgLi4Oo0ePRs2aNfHo0SPMnTsXTZs2xd69e9GqVasC27Jo0SJcv3692MtQ1HZdunQJHh4eqFatGhYsWAAHBwf8/vvvmDZtGs6cOYNffvnlpfN69OgRWrRoAVtbW6xcuRIqlQqzZs2Cl5cXTp06hWrVqqnr/u9//0NsbCwaN26MvLw8ZGdnF3vZimvw4MFo27atRtnixYvh4OCAwMBAnczzZWNHRkYGQkJC0KtXLwwePBgODg44e/Yspk+fjp07d+L06dMwNTXVSduIiIhKjCAiInqDBgwYIMzNzV/ps+bm5mLAgAGvNX8AIjg4+JU+++DBA62ynJwc4ebmJipXrvzSzycmJgpjY2PRr1+/Quvl5eWJSpUqCRcXF5Gbm6suj4iIEADEpk2bit/4F3hRzNzcXOHq6iqaNWsmbV5vmoz+cuvWLQFAhIeHS2nT6yio/506dUoAEF999ZW6LCcnR5QtW1a0adNGo+7atWsFAPHrr78WGjMlJUWUKVNG+Pj4FNiOW7duCQsLC7F161YBQIwcObJI7S9OuyZPniwAiOvXr2vUHTp0qAAg4uPjXzq/cePGCWNjYxEVFaUuS0pKEg4ODuLDDz/UqPvsdtahQwfh4uJSpGWSrVatWsLT01Or/HW3/aJ+PicnRzx+/FirfNOmTQKA+N///vdK8yciInqb8VJKIiIqcfHx8RgxYgTKlSsHExMTVKpUCZMnT0ZWVpa6jkKhQFpaGlavXq2+BMjLywvA0zNDRowYgZo1a8LCwgKlS5dGq1at8Mcff0htZ+nSpbXKDA0N0aBBA9y9e/eln7e0tIRKpYKRUeEnbEdERODmzZsYOHAgDAxK5qfawMAAFhYWMDY2VpcVdlnh85eoPnr0CEOHDoWzszOUSiVKlSqF5s2b48CBA+o6BV1KKYTA4sWL4e7uDlNTU9ja2qJ79+64efOmRr2//voL/v7+KF26tPpS1Q4dOuDevXvq9ryov7xIdHQ0PvzwQ1haWsLa2hoBAQGIjY3Vqnf69Gn07NlTfUmjq6srevXqhdu3b2usKyMjI8yaNUvr87///jsUCgU2bdpUaHueV1D/a9CgAQwNDTX634kTJxATE4OBAwdq1O3RowcsLCywbdu2QmNaWFigZs2aL+zTQ4cOha+vb4FnMxamOO3K73fW1tYadW1sbGBgYAATE5OXzm/btm1o1aoVXFxc1GVWVlbo2rUrdu7ciZycHHX5q25nQgiUKVMGI0eOVJfl5ubC1tYWBgYGePDggbp83rx5MDIyUl+S+PyllK6urrh48SIOHz6s7rPPbx/Z2dmYPHkynJycYGVlhdatW+Pq1auv1PaCGBoawt7eXqu8cePGAFCkcS4vLw/fffedehu2sbFB06ZNsWPHDo06YWFhqF69OpRKJUqXLo3+/furt998Xl5eqF27Nk6dOoUWLVrAzMwMlSpVwuzZs5GXlwfg6VhjYmKCKVOmaLXlypUrUCgUWLhwobrswoUL6NSpE2xtbaFSqeDu7q512XheXh6mT5+OatWqqZfBzc0N33777UuXn4iI3j1MjBERUYnKzMyEt7c3fvrpJ3z22WfYvXs3+vbti7CwMHTt2lVd7/jx4zA1NUX79u1x/PhxHD9+HIsXLwbwNLEGPL3UbPfu3QgPD0elSpXg5eVVpHuXubq6vvI9hXJycvDHH3+gVq1aBU7Pzc1FdnY2oqKiMHz4cAghNA6iC7JixQoYGBhoJRDyjRw5EkZGRrCysoKfnx+OHDnySm1/Vl5eHnJycpCTk4MHDx5g9uzZuHDhAvr27ftK8fr164ft27dj6tSp2LdvH5YvX47WrVsjLi6u0M8NGzYMY8aMQevWrbF9+3YsXrwYFy9ehIeHhzrJkJaWBl9fXzx48ACLFi3C/v37sWDBAlSoUAEpKSkACu8vBcnIyEDr1q2xb98+zJo1C5s2bYKjoyMCAgK06kZFRakv8du7dy/mzJmDmJgYNGrUCI8fPwbwtE998MEHWLp0KXJzczU+//3338PJyQldunRR3/vpVe97d/jwYeTm5mr0vwsXLgAA3NzcNOoaGxujevXq6ukvkpSUhLNnzxbYp5cvX46TJ0/i+++/L3Zbi9OuAQMGwMbGBsOHD8fNmzeRkpKCXbt24YcffsDIkSNhbm5e6LwyMjJw48YNrXnlzz8jI0Mr2foqFAoFWrVqpZHwPX36NBITE6FSqXDw4EF1+YEDB9CgQQPY2NgUGGvbtm2oVKkS6tWrp+6zzyYLAWDSpEm4ffs2li9fjh9//BHXrl1Dx44dtfrYi7zq2JF/6fuLxrlnBQYGYvTo0WjUqBE2btyIDRs24IMPPkBUVJS6zvDhw/HFF1/A19cXO3bswFdffYU9e/bAw8NDvQ3li42NRZ8+fdC3b1/s2LED7dq1w8SJE7FmzRoAQKlSpeDv74/Vq1erk2X5wsPDYWJigj59+gAArl69Cg8PD1y8eBELFy7E1q1bUbNmTQQGBiIsLEz9ubCwMPUlpbt378bGjRsxaNAg3meNiOi/qoTPWCMiIj3z/KWUS5cuFQDEzz//rFFvzpw5AoDYt2+fuqyol8bl5OSI7Oxs4ePjI7p06aIxDQVcSlm5cuUiXQpZkPxLvrZv317g9GrVqgkAAoAoW7asOHLkSKHxEhIShEqlEn5+flrTzp49K0aPHi22bdsmfv/9d7Fy5UpRo0YNYWhoKPbs2fNK7c+/xOr5l4GBgZg8ebJG3cIuK3x+vVpYWIgxY8YUOu8BAwZoXLJ2/PhxAUDMnTtXo97du3eFqampGD9+vBBCiNOnTxe6zvMV51LKJUuWCADil19+0SgfMmTISy+lzMnJEampqcLc3Fx8++236vL8dbtt2zZ12f3794WRkZEIDQ0VQggRGRkpDA0N1e+LIzk5WdSoUUM4OzuLlJQUdfmMGTMEABETE6P1mTZt2oiqVasWGrdPnz7CyMhInD59WqP83r17wtraWvzwww/qMhTjUsrituvy5cuievXqGv3yk08+EXl5eS+d1/379wUAMWvWLK1p69atEwDEsWPHCvxscS+lXL58uQAg7ty5I4QQYvr06aJ69erigw8+EAMHDhRCCPHkyRNhbm4uJk2apP5ccHCweH5X/GWXUrZv316j/OeffxYAxPHjxwtt4+uMHffu3RNlypQRDRs21LjktCC///67AKA1djzr8uXLAoAYMWKERvmff/4pAGisI09PTwFA/Pnnnxp1a9asqTFG7tixQ+v3IicnRzg5OYlu3bqpy3r27CmUSqX6u8rXrl07YWZmJhITE4UQQvj7+wt3d/dCl5WIiP47eMYYERGVqEOHDsHc3Bzdu3fXKM+/+fSzZ1wUZunSpahfv776UkVjY2McPHgQly9ffulnr1+//ko3El++fDlmzJiBsWPHolOnTgXW2bJlC/78809s2rQJNWvWRLt27Qo9i23t2rXIzMzE4MGDtabVq1cPCxYsQOfOndGiRQsMHDgQx44dQ9myZTF+/Phit/9Zc+bMwalTp3Dq1Cns378f48ePx+zZszFu3LhXite4cWOsWrUK06dPx4kTJ4p0M/Ndu3ZBoVCgb9++6rPXcnJy4OjoiLp166rXW5UqVWBra4svvvgCS5cuxaVLl16pjc+KiIiApaUlPvjgA43y3r17a9VNTU3FF198gSpVqsDIyAhGRkawsLBAWlqaRn/z8vJC3bp1sWjRInXZ0qVLoVAoMHToUACAp6cncnJyMHXq1GK1NzMzE127dsXt27exadMmWFhYaNV5/omHLysHnj4QYe3atZg/fz4aNGigMe2jjz5C3bp1MWTIkELblpubq/H9PX8WT1HaFRUVhY4dO8Le3h6bN2/G4cOHERYWhlWrVmlsG8+e6ZiTk6N15lRhy1rYtOJo3bo1AKjPGtu/fz98fX3RunVr7N+/H8DTMxjT0tLUdV/V8/0z/4y4Zy/jLcirjh3x8fFo3749hBDYuHHjSy85/e233wCg0LNiIyIiAEDrAQONGzdGjRo1tMZ8R0dH9aWc+dzc3DSWuV27dnB0dER4eLi6bO/evYiOjkZQUJC67NChQ/Dx8YGzs7NGvMDAQKSnp6sfhNK4cWP8/fffGDFiBPbu3Yvk5ORCl5uIiN5tTIwREVGJiouLg6Ojo9ZBaunSpWFkZPTSS++Ap/fuGT58OJo0aYItW7bgxIkTOHXqFNq2bYuMjAydtDs8PBzDhg3D0KFD8fXXX7+wXq1atdC4cWN0794de/bsgYuLS6FPYlyxYgVKlSr1wkTb82xsbODv749//vnntZa1UqVKaNiwIRo2bIjWrVtj1qxZGDx4MObOnYsrV64UO97GjRsxYMAALF++HM2aNYOdnR369+9f4D278j148EB9zyZjY2ON14kTJ9SXWFlbW+Pw4cNwd3fHpEmTUKtWLTg5OSE4OPiVnyYYFxen8VTHfI6OjlplvXv3xvfff4/Bgwdj7969OHnyJE6dOoVSpUppfQeffPIJDh48iKtXryI7OxvLli1D9+7dC4xbVFlZWejSpQuOHDmCHTt2oEmTJhrT8+8RVdC2Ex8fDzs7uwLjhoaGYvr06ZgxYwZGjRqlMW3z5s3Ys2cPwsLCkJSUhMTERPVlZU+ePEFiYqJ63VeuXFnju5s2bVqx2zVhwgQkJydj79696NatG1q2bIlx48ZhwYIFWLlyJQ4fPgwAmDZtmsa8KleuDACwtbWFQqF44bwAvHA9FJeLiwsqV66MAwcOqJMr+Ymxe/fu4erVqzhw4ABMTU3h4eHxWvN6/v5fSqUSAF5p23/Z2JGQkABfX1/cv38f+/fvR6VKlV4a89GjRzA0NCy0f+d/J2XLltWa5uTkpPWdFXTPM6VSqdFmIyMj9OvXD9u2bVP3y1WrVqFs2bLw8/PTmPeL5vts2yZOnIhvvvkGJ06cQLt27WBvbw8fHx+cPn36hctFRETvLibGiIioRNnb26sTIs96+PAhcnJy4ODg8NIYa9asgZeXF5YsWYIOHTqgSZMmaNiwofp+U7KFh4dj8ODBGDBggPoMoKIwMjJC/fr18e+//xY4/a+//sJff/2F/v37a9z0/mXy152sM2Dyubm5QQiBf/75BwCgUqkAQOOhCEDBiQ4HBwcsWLAAUVFRuH37NmbNmoWtW7dqnSXy/GcUCgWOHDmiPnvt2df27dvVdevUqYMNGzYgLi4O586dQ0BAAKZNm4a5c+e+0rLm98PnPZ/IS0pKwq5duzB+/HhMmDABPj4+aNSoEerUqaNOuDyrd+/esLe3x6JFi7Bp0ybExsa+9B5zhcnKykLnzp0RERGB7du3w8fHR6tOnTp1AADnz5/XKM/JycGVK1dQu3Ztrc+EhoYiJCQEISEhmDRpktb0CxcuICcnB02bNoWtra36BQDLli2Dra0tdu/eDQDYuXOnxveWf3Zccdp17tw51KxZU+teYo0aNVK3B3j6IIBn57Vz504AgKmpKapUqaI1r/z5m5qaFinRU1Q+Pj44ePAgDh8+jLy8PHh5eaFGjRpwcnLC/v37ceDAAbRo0UKdyHpbvGjsSEhIQOvWrXHr1i3s37+/wHu1FaRUqVLIzc0tNAGen+iKiYnRmhYdHV2kMb8gAwcORGZmJjZs2ICEhATs2LED/fv3h6Ghoca8XzRfAOp5GxkZ4bPPPsPZs2cRHx+P9evX4+7du/Dz80N6evortY+IiN5eTIwREVGJ8vHxQWpqqkbSAwB++ukn9fR8z58lkE+hUGgdcP7zzz/qy2Jkyr+Uq2/fvli+fHmxklGZmZk4ceIEqlSpUuD0FStWAAAGDRpU5JgJCQnYtWsX3N3d1YkrWc6dOwfg/55cWKZMGahUKnWiLN8vv/xSaJwKFSpg1KhR8PX1xdmzZ19Yz9/fH0II3L9/X3322rOv/MTKsxQKBerWrYv58+fDxsZGI/6L+ktBvL29kZKSovHkPABYt26d1vyEEFr9bfny5QXeAF2lUmHo0KFYvXo15s2bB3d3dzRv3rxIbXpe/plihw4dwpYtWzTOhHlWkyZNULZsWa2nh27evBmpqakaD7UAgK+++gohISH48ssvERwcXGDMwMBAREREaL0AqBN177//PoCnCbBnv7f8s3GK0y4nJydcvHgRqampGnXzt+ny5cur672oj+Svq2efpJiSkoKtW7figw8+eOnTYYujdevWePDgARYsWICmTZvC0tISwNPxa9u2bTh16lSRLqMsTp99XS8aO/KTYjdv3sS+fftQr169Isds164dAGDJkiUvrNOqVSsAUN88P9+pU6dw+fLlApO9RVGjRg00adIE4eHhWLduHbKysrQeYOLj44NDhw6pE2H5fvrpJ5iZmaFp06ZacW1sbNC9e3eMHDkS8fHxGg8RICKi/wZ5ewRERESvoH///li0aBEGDBiAqKgo1KlTB0eOHMHMmTPRvn17jYPJOnXqIDIyEjt37kTZsmVhaWmJatWqwd/fH1999RWCg4Ph6emJq1evYtq0aahYsSJycnJe2ob8RNXL7jO2adMmDBo0CO7u7hg2bBhOnjypMb1evXrqhImHhwc++OAD1KhRA9bW1oiKisKSJUtw48YNrSfNAU+TZuvWrYOHhwdq1KhR4Px79+6NChUqoGHDhnBwcMC1a9cwd+5cPHjwQCvZMGjQIKxevRo3btyAi4vLS9fBtWvXcOLECQBPz4o6cOAAVqxYgYYNG6JFixYAoL7/18qVK1G5cmXUrVsXJ0+e1EoeJSUlwdvbG71790b16tVhaWmJU6dOYc+ePVpJmWc1b94cQ4cOxcCBA3H69Gm0bNkS5ubmiImJwZEjR1CnTh0MHz4cu3btwuLFi9G5c2dUqlQJQghs3boViYmJ8PX1Vcd7UX8pSP/+/TF//nz0798fM2bMwHvvvYdff/0Ve/fu1ahnZWWFli1b4uuvv4aDgwNcXV1x+PBhrFix4oVPGxwxYgTCwsJw5swZLF++XGPa4cOH4ePjg6lTp770PmPdu3fHb7/9hsmTJ8Pe3l79feW3q2bNmgAAQ0NDhIWFoV+/fhg2bBh69eqFa9euYfz48fD19UXbtm3Vn5s7dy6mTp2Ktm3bokOHDhoxAagTBYU9ubVcuXLw8vIqtO3FbdeYMWPQuXNn+Pr64tNPP4WDgwNOnDiBWbNmqe/V9zKff/45/ve//6FDhw6YNm0alEolZs+ejczMTK2ngF66dEl9r7rY2Fikp6dj8+bNAICaNWuq1+2LtGrVCgqFAvv27UNoaKi6vHXr1hgwYID675fJPxNy48aNqFSpElQqVYEJ4eIq6tiRkZEBPz8//PXXX1iwYAFycnI0+kSpUqXUl6sWpEWLFujXrx+mT5+OBw8ewN/fH0qlEn/99RfMzMzw8ccfo1q1ahg6dCi+++47GBgYoF27doiKisKUKVPg7OyMTz/99JWXMygoCMOGDUN0dDQ8PDy0tvfg4GDs2rUL3t7emDp1Kuzs7LB27Vrs3r0bYWFhsLa2BgB07NgRtWvXRsOGDVGqVCncvn0bCxYsgIuLC9577z0Axdt2iYjoLVdit/0nIiK99PxTKYUQIi4uTnz00UeibNmywsjISLi4uIiJEyeKzMxMjXrnzp0TzZs3F2ZmZgKA+ultWVlZ4vPPPxflypUTKpVK1K9fX2zfvl3rqYdCFPxUShcXlyI9hW7AgAEFPsEx/3Xr1i113bFjx4q6desKa2trYWRkJBwdHUWXLl3E0aNHC4y9du1aAUCsXLnyhfOfNWuWcHd3F9bW1sLQ0FCUKlVKdOnSRZw8efKFbX22TQUp6KmU5ubmombNmiI4OFgkJSVp1E9KShKDBw8WZcqUEebm5qJjx44iKipKY71mZmaKjz76SLi5uQkrKythamoqqlWrJoKDg0VaWppGGwta7ytXrhRNmjQR5ubmwtTUVFSuXFn0799f/ZTEK1euiF69eonKlSsLU1NTYW1tLRo3bixWrVqlEedF/eVF7t27J7p16yYsLCyEpaWl6Natmzh27JjWUynz69na2gpLS0vRtm1bceHCBeHi4vLCp2B6eXkJOzs7kZ6eXuD6f75PFqSwvlfQsq1bt064ubkJExMT4ejoKD755BONp1cK8X9P/XvRqyhtKupTKYvTLiGEOHTokGjTpo1wdHQUpqamomrVqmLs2LHi8ePHRZ7X9evXRefOnYWVlZUwMzMTPj4+4syZM1r18p8QWdCrKN+NEELUq1dPANDYxvOfjmlvb6/1NM2CnkoZFRUl2rRpIywtLQUA9faR3082bdqkUb+wJ8U+q6hjR368F72K8pTX3NxcMX/+fFG7dm1hYmIirK2tRbNmzcTOnTs16syZM0dUrVpVGBsbCwcHB9G3b19x9+5djVienp6iVq1aWvN40diRlJQkTE1NBQCxbNmyAtt3/vx50bFjR2FtbS1MTExE3bp1tdbf3LlzhYeHh3BwcBAmJiaiQoUKYtCgQSIqKkpdpzjbLhERvd0UQjx3UxciIiIikubhw4dwcXHBxx9/jLCwsJJuDhERERE9g5dSEhEREenAvXv3cPPmTXz99dcwMDAo9GmkRERERFQyePN9IiIiIh1Yvnw5vLy8cPHiRaxduxblypUr6SYRERER0XN4KSUREREREREREeklnjFGRERERERERER6iYkxIiIiIiIiIiLSS0yMERERERERERGRXvpPPJUyLy8P0dHRsLS0hEKhKOnmEBERERERERFRCRFCICUlBU5OTjAwKPycsP9EYiw6OhrOzs4l3QwiIiIiIiIiInpL3L17F+XLly+0zn8iMWZpaQng6QJbWVmVcGuIiIiIiIiIiKikJCcnw9nZWZ0vKsx/IjGWf/mklZUVE2NERERERERERFSk223x5vtERERERERERKSXmBgjIiIiIiIiIiK9xMQYERERERERERHpJSbGiIiIiIiIiIhILxU7MRYYGAiFQoGPPvpIa9qIESOgUCgQGBgoo21EREREREREREQ680pnjDk7O2PDhg3IyMhQl2VmZmL9+vWoUKGCtMYRERERERERERHpyislxurXr48KFSpg69at6rKtW7fC2dkZ9erVU5dlZWXhk08+QenSpaFSqfD+++/j1KlT6umRkZFQKBQ4ePAgGjZsCDMzM3h4eODq1auvsUhEREREREREREQv98r3GBs4cCDCw8PV71euXImgoCCNOuPHj8eWLVuwevVqnD17FlWqVIGfnx/i4+M16k2ePBlz587F6dOnYWRkpBXneVlZWUhOTtZ4ERERERERERERFYfRq36wX79+mDhxIqKioqBQKHD06FFs2LABkZGRAIC0tDQsWbIEq1atQrt27QAAy5Ytw/79+7FixQqMGzdOHWvGjBnw9PQEAEyYMAEdOnRAZmYmVCpVgfOeNWsWQkNDX7Xp8O/xAe4/jnnlzxck+WE8yjuXkxoTAK5cuQ4bBzupMZMTE+HoXFZqTADIeJwC1wouUmPeun0LjuUdpcYEgEfRj1DBWe5lv3dv30P5cuWlxgSAu9F3Uc7ZSWrMmPuxqODsLDUmANy4fROO5cpIjxsXEyf9+7p661+UciotNSYAPIx+AKdysr+vGJQtJ3+bfRT9EOUkj1sx92NRvrz8sTD6fgycy8vdvm7fuY2y5eWvV12sg2u3buikvyY+iIezs9z1evHqv7ApZS81JgBkJSWjfAW5bY26fVcn6/Xe9buwc5C7Dp5kZKCCq/zfmGs3bsGujIP0uI9jH6G0k9zfg+hb92DvoIO2PnwEh9Kl3vqYABCXEC99vT6IjoVDGfnbwZPkVFRwkdtndbH/BgDnLlyAtZ2N1Ji66gO6GAvu3b3/zuxnRN2+jdI62NeMvRcDR8n7BDev3oKtvfzfQ8WTXFSqWFFqzDtRd1GunPz9t8u3/4V9WfnjdsaDFLg4yz3u1MUxFwDcuH0LpSXvayTGxsNZB8dy0XdipB/P3rt3D+Ul78MDgJ2dHdavXy8t3isnxhwcHNChQwesXr0aQgh06NABDs/srNy4cQPZ2dlo3ry5uszY2BiNGzfG5cuXNWK5ubmp/y5b9umA9PDhwxfer2zixIn47LPP1O+Tk5OL1THuP46BzYgaRa5fFAkhvyNoYX+pMQFguOdYPKxiJjWm9cks6csPABlfncT8tWFSY/q36KqT9Trnw7nS29r9/d6YO3eu1JgA0KN3d3y1aorUmEP8RmH5z0ulxgSAlk1a6eT7+iZggfT2Nmn4Pt4PaSk1JgD8PGQ9Os3pKDXmd30WSY8JAD/2X4axP3wsNebnHSdK768AMKjNcOnbbKeW3aUvP6CbddClRW9UHddAakwA+HPcXunroIfHIDxsLPcfOgDgtD9H+nYw+8P5Ovk9vDTiMh47vPIuVoEq3DPQyfj6SZsJMO0k/6AlffFdGPWTm8BImXgVcQ7GUmMCgPHtNMQ7mLz1MQFA9SAdsa1MpcZMW5GO+MZCakwAqHAwV3qf1cX+GwA0rNoSDxwUUmPqqg/oYiyY2nnaO7OfMczvE53sv60bvEZ63L87X8Ajyb8FAFA91lL6fnGbxu11chzj3cVXN8edwSelt1cXx1wA0N2zj/S+tXP4Nt3sb7caIX29BgQE6KRvjR07Vmq819pSg4KCMGrUKADAokWLNKYJ8fQHVqFQaJU/X2Zs/H87OfnT8vLyXjhfpVIJpVL56g0nIiIiIiIiIiK998r3GAOAtm3b4smTJ3jy5An8/Pw0plWpUgUmJiY4cuSIuiw7OxunT59GjRrys8ZERERERERERETF8VpnjBkaGqovizQ0NNSYZm5ujuHDh2PcuHGws7NDhQoVEBYWhvT0dAwaNOh1ZktERERERERERPTaXvuiZysrqxdOmz17NvLy8tCvXz+kpKSgYcOG2Lt3L2xtbV93tkRERERERERERK+l2ImxVatWFTp9+/bt6r9VKhUWLlyIhQsXFljXy8tLfS+yfO7u7lplREREREREREREsr3WPcaIiIiIiIiIiIjeVUyMERERERERERGRXmJijIiIiIiIiIiI9BITY0REREREREREpJeYGCMiIiIiIiIiIr3ExBgREREREREREeklJsaIiIiIiIiIiEgvMTFGRERERERERER6iYkxIiIiIiIiIiLSS0yMERERERERERGRXmJijIiIiIiIiIiI9JKUxJhCoSj0FRgYKGM2RERERERERERE0hjJCBITE6P+e+PGjZg6dSquXr2qLjM1NZUxGyIiIiIiIiIiImmknDHm6OiofllbW0OhUKjf79mzBy4uLhr1t2/fDoVCoVG2c+dONGjQACqVCpUqVUJoaChycnJkNI+IiIiIiIiIiEiLlDPGXtfevXvRt29fLFy4EC1atMCNGzcwdOhQAEBwcLBW/aysLGRlZanfJycnv7G2EhERERERERHRf4NCCCFkBly1ahXGjBmDxMTEAt8DT88Y69KlC/Jn3bJlS7Rr1w4TJ05U11mzZg3Gjx+P6OhorXmEhIQgNDRUqzwpKQlWVlYvbWPlWpWRi9xiLlnhHj6Mg7G5UmpMAMhISYfKQu6lqKa5RrC1s5UaEwBSk1JgY2sjNWbso1iYW5tLjQkAOcm5sLGxkRozOSUZtpKXHwASEhNgYyv3+0pKSJT+XQFAXHwcrG2tpcdNSkiCtY3cuPHx8Tppa0p8KmysbaTGTEiOh7Xty8e24kpOTJEeNyEhCVY2llJjAkB6Urr0Phv9KAZmVmZSYwJAXlqu9L6VGJ8EGzv5/fXWnbswUMn9H1luTg5MdbBeDTJzYWFtITVmSmIKLGzkxgSAhw/ioJT8252XmQOVlfxbUyjS83TStx4+fiR9+3pw7zGMlMZSYwJAduYTGKtMpMY0MTLQSd96FB0nfR080cHyA4CxkaH0sSArJVMn28GTpHRYSP7tirn3UCf9FTm5MFLK/b4slaaw1cE4cDs6GkZmctuakZyuk/6KvDzp4/aTlAyYWck/jlFmGcFW8nFMko6OY+4/ioGlDsbC7KRs6fvbD5Me6OS4M/ruAxhKHgtsTSxhK/n4EACSEpNgbS15HzY5AVY6OI5RCANcOn+p0DrJycmwtrYuUp7orThj7MyZMzh16hRmzJihLsvNzUVmZibS09NhZqb5ozpx4kR89tln6vfJyclwdnYu8vzKO5dD0ML+r9/wZ3zSZgIcRtaTGhMAHi3+C1UmtZAaM/27y9j2+0apMQGgh1dvbIpcJzVmu+adMHLNcKkxASC872ps3CB3HfTu2wt7ju2SGhMA2jb3x56jcuPqIiYAtPFoL70PAEA3zwCs3L9UasyBvsMQvv8HqTEBYFCrEdL7Vo/e3RF+QH5bdbEO+rcejPm75kiNCQDjP/hSet9q4+GPgGW9pcYEgJ3Dt0lfr4PaDMfmyPVSYwJAwxqeSPd0kBrT+mQS6s1uJzUmAFwPjsDHa0dKjfldn0XSYwLAzG7foOLE96XGvDX7KOrMbCM1JgDcn3YCPx1cJj1ud88+6Lm8j9SYizovRqa7/IN34zMJyG4g9wDD7nYu+obL3dcEdLMOjM8kILu+/AMssxtZ0vvs3xP3oPYMX6kxgafjyydrR0mNObXNdJ311wx3uQeZTtEqrDogfxzwbdgVxv2rSo355McLyPQqLTUmAFgeT0AlyeP23a+Po83CrlJjAsCZzyKw4R05jmnZpBWmbJn48orFNKfLPGzcKHcd+H/or5PjTl2MBRZ3zaUfbwBAQECA9PWqq+OYKYFfSY2n88SYgYEBnj8pLTs7W+N9Xl4eQkND0bWr9sChUqm0ypRKJZRK+WdnERERERERERGR/tB5YqxUqVJISUlBWloazM2fnpp47tw5jTr169fH1atXUaVKFV03h4iIiIiIiIiICMAbSIw1adIEZmZmmDRpEj7++GOcPHkSq1at0qgzdepU+Pv7w9nZGT169ICBgQH++ecfnD9/HtOnT9d1E4mIiIiIiIiISA8Z6HoGdnZ2WLNmDX799VfUqVMH69evR0hIiEYdPz8/7Nq1C/v370ejRo3QtGlTzJs3Dy4uLrpuHhERERERERER6SnpZ4wFBgYiMDBQo6xz587o3LmzRtmQIUM03vv5+cHPz092c4iIiIiIiIiIiAqk8zPGiIiIiIiIiIiI3kZMjBERERERERERkV5iYoyIiIiIiIiIiPQSE2NERERERERERKSXmBgjIiIiIiIiIiK9xMQYERERERERERHpJSbGiIiIiIiIiIhILzExRkREREREREREeomJMSIiIiIiIiIi0ktvXWJs1apVsLGxKelmEBERERERERHRf1yRE2NLly6FpaUlcnJy1GWpqakwNjZGixYtNOr+8ccfUCgU+Pfff+W1lIiIiIiIiIiISKIiJ8a8vb2RmpqK06dPq8v++OMPODo64tSpU0hPT1eXR0ZGwsnJCVWrVpXbWiIiIiIiIiIiIkmKnBirVq0anJycEBkZqS6LjIxEp06dULlyZRw7dkyj3NvbG0+ePMH48eNRrlw5mJubo0mTJhqfB55eOlmhQgWYmZmhS5cuiIuLe+2FIiIiIiIiIiIiepli3WPMy8sLERER6vcRERHw8vKCp6enuvzJkyc4fvw4vL29MXDgQBw9ehQbNmzAP//8gx49eqBt27a4du0aAODPP/9EUFAQRowYgXPnzsHb2xvTp09/aTuysrKQnJys8SIiIiIiIiIiIioOhRBCFLXysmXL8OmnnyIxMREZGRmws7PD/fv3ERERgYULF+Lo0aP4/fff4enpievXr+O9997DvXv34OTkpI7RunVrNG7cGDNnzkTv3r2RkJCA3377TT29Z8+e2LNnDxITE1/YjpCQEISGhmqVJyUlwcrK6qXLUa1OVeQhr6iLXSTJcak6eWhAbEIszKzMpMY0yFTA1tZGakwASEpMlh73/sNomFubS40JALnJubCxtpEaMyk1CTa21lJjAsCNO7dhoDSWGtPG0Ay2Ouivd+KiobRUSY8r0rJhYSO3H2SnZsNGB9tB7KMHMJW8zT5+GA9DUxOpMQHAQmECa9uXj5nFkZqYAmsdbAcpcamwltxnE5LjYa2DPpAQnwArW0upMdOT0nXSX2/cvw2lpanUmCZPFDppa1pymvTfmJv378DIXCk1JgCocgyk/x7ce/gAKh2Mr8ZZCunjAADcvh8NIzO56zYjPgVGSvljYXbmExir5MY1MTaEmQ72X7KS0mFhI3d8ibn/EEY6+I1RGRrCXPJvN9IEbO1s5cbE/x8LzOSug/S4d6e/mqtMdLK/HXP3EYyURlJjmhrL33cBgPv3YmEoeX/bWmUGGzsbqTEB4OGjxzC1kvvbnZaUBqXkmABgnK6QfswFAMlJybC2lvs7+zj5Eaxs5PetBw8fSv89MEwz0EnuISkpSfp6TUlPRrUa1aTGBAA7W3tsXLux0DrJyU/7SVHyRMUaqby9vZGWloZTp04hISEBVatWRenSpeHp6Yl+/fohLS0NkZGRqFChAs6ePQshhNZ9xrKysmBvbw8AuHz5Mrp06aIxvVmzZtizZ0+h7Zg4cSI+++wzjQV2dnYu8nKUK18OY3/4uMj1i2Jcuy/x88afpcYEgLY92qHn8t5SY+4esQObItdJjQkAAd59sefoLqkxPRp5YuSa4VJjAkB439XYuLHwDam4evYJ0Ml6bVjDE+me9lJjljtniA0b5C4/AHh38UXtGb7S414PjsDINSOkxgwPXIXNkeulxgSANh7+CFgmd5td9OFSpHcpLzUmAJQ5lIb5u+ZIjfl5x4kI3/+j1JgAMKjVCGyU3Gd79gnApsPyt9lOLbtLX6/jP/hSJ+NLy8ZtpW+z96edwE8Hl0mNCQBD/EZhr+TfmFq1GsJuhLvUmABg8FMUfjq4XGpM/+Y9UWem/PH1TuhR6f0VAHq+PxjG/eXuCOcs+QdP6stPihifSUB2A7lxrW5mw3dhl5dXLKbfP9uJT9aOkhpzarsZyPQqLTUmANidTUOfFf2kxtwzchf2HftVakwAqF6jAYz6vSc1ZvY71F+Vt3PRc3kfqTEBYFHnxch0l3uQ7XjPANN+mSI1JgAMb/4ZMtzlJkWsolX46YD838MuLXqj1bedpMb8bdQWnezDxwSf1MkxckBAgPRjua69umD+bvm/h8P8PpG+fe0eukP68gO6Wa9jx47F3l/3So2pC8VKjFWpUgXly5dHREQEEhIS4OnpCQBwdHRExYoVcfToUURERKBVq1bIy8uDoaEhzpw5A0NDQ404FhYWAIBinKymQalUQqmU/x9eIiIiIiIiIiLSH8U+t9Xb2xuRkZFISEjAuHHj1OWenp7Yu3cvTpw4gYEDB6JevXrIzc3Fw4cP0aJFiwJj1axZEydOnNAoe/49ERERERERERGRLrxSYmzkyJHIzs5WnzEGPE2MDR8+HJmZmfD29oazszP69OmD/v37Y+7cuahXrx4eP36MQ4cOoU6dOmjfvj0++eQTeHh4ICwsDJ07d8a+ffteehklERERERERERGRDMV6KiXwNDGWkZGBKlWqoEyZMupyT09PpKSkoHLlyur7fYWHh6N///4YO3YsqlWrhg8++AB//vmnenrTpk2xfPlyfPfdd3B3d8e+ffvw5ZdfSlo0IiIiIiIiIiKiFyv2GWOurq4F3husfPnyWuXGxsYIDQ0t8AmS+YKCghAUFKRRNnbs2OI2i4iIiIiIiIiIqFiKfcYYERERERERERHRfwETY0REREREREREpJeYGCMiIiIiIiIiIr3ExBgREREREREREeklJsaIiIiIiIiIiEgvMTFGRERERERERER6iYkxIiIiIiIiIiLSS0yMERERERERERGRXmJijIiIiIiIiIiI9BITY0REREREREREpJd0mhiLioqCQqHAuXPndDkbIiIiIiIiIiKiYnvlxJhCoSj0FRgYKLGZREREREREREREchm96gdjYmLUf2/cuBFTp07F1atX1WWmpqZISEh4vdYRERERERERERHpyCufMebo6Kh+WVtbQ6FQaJXlu3nzJry9vWFmZoa6devi+PHj6mkhISFwd3fXiL1gwQK4urq+atOIiIiIiIiIiIhe6o3cfH/y5Mn4/PPPce7cOVStWhW9evVCTk7OK8fLyspCcnKyxouIiIiIiIiIiKg4FEII8bpBVq1ahTFjxiAxMVGjPCoqChUrVsTy5csxaNAgAMClS5dQq1YtXL58GdWrV0dISAi2b9+ucYP+BQsWYMGCBYiKiipwfiEhIQgNDdUqT0pKgpWV1UvbW7X2e8hFbpGXrygykjJhbfvyeRfXjagoGCqNpcY0NzGBhY2l1JgAkJaUBnNrc6kxE+ITobIylRoTAIxSDWBjYyM1ZlJSEqxtrF9esZgeJzyGjZ3cuOnJ6bC1tZUaEwBuxd7RyfeVnpQOlZWZ1Jgi/Yn0/goAOSnZsLGTu27vxN6HqaX89WqcpZDet27duQdDldwxCwDMDUxgaSt33MpKyYSNrY3UmACQkJAgPW5SQpJO2nr15g0YKF/5rgoFsjex0sn48jjpMSxtLKTGvHM/BoZmJlJjAoAFjGElub9GP3gIEwv544BptiFsJY8DAHDz3j0YmyulxsxOz4Kp5N8CAEh+kAgjpdx+kJebCyNT+X0LObnS+0FqXDKMVDpoa24ejM1VUkMqnuRCqYPtIPFBPIwk729bKy1gb28nNSYAPI57DGtbyfuFKemwk7zvAgCXb1yXvk9gpzKHjZ2N1JgAcO36LenHXNamprCyk398eD/mofTx1SzbGLaSj40AIDElEVa6OO5MSIeNtY3UmHHJj3XS1uhHj2BiKXcsNMkErGzk962M5Azp+3BCAOf/Pi81ZlElJyfD2tq6SHkiuXvDL+Dm5qb+u2zZsgCAhw8fonr16q8Ub+LEifjss8/U75OTk+Hs7Fzkz5ctXxZBC/u/0rxfZFaPrxG+/wepMQHAp3ZHpNeV2+nt7gAj1wyXGhMAvuuzSHrcb3ouQOtvu0iNCQBnPovAxo0bpcYMCAjAxg1yYwJAzz4B2HR4ndSYAd59sefoLqkxAaBBfQ+0WtBJetzfRm2B28w2UmNemXIAAct6S40JALtH7MDWwxukxmzVpD1afSt/vZ4afwDh+3+UGtOnbiekezpIjQkADn9nY+rWiVJjzvlwLjZFyt22AKCHV2/pcXUREwAaVm2J9LpydwIt7prrZCzs1LMTpmyR2wdGth4Pk/7VpMYEALOt0Zi6ZZLUmGPaTULFCc2lxgSA1IUXpI8DANC2cXfYj3SXGjN+6d9wn91WakwAODZiK56420iNaXwuEVlepaXGBACzo3EoNbKe1JhZ35zAE+8yUmMCgOqPR1AOkLt95ay5BpcJzaTGBIDUifvxpJ6N1Jj2sZY4+OceqTEBoHWztli5f6nUmEP8RmGvDvYL36vsjnRPe6kxLS4Aq3QwZunimMvsnoH03wIA+KTNBDhIHgeMwu9i88+bpcYEgK69umD+7jnS445r96X0YzldtXWAzwjUkXwccyf0qE7aOqHTVOnHiIM//EhqPF15I4kxY+P/y74rFAoAQF5eHgDAwMAAz5+0lp2dXWg8pVIJpVJulpyIiIiIiIiIiPTLG7nHWGFKlSqF2NhYjeTYs5dVEhERERERERER6UKJJ8a8vLzw6NEjhIWF4caNG1i0aBF+++23km4WERERERERERH9x5V4YqxGjRpYvHgxFi1ahLp16+LkyZP4/PPPS7pZRERERERERET0HyflHmOBgYEIDAzUKnd1ddW6f5iNjY1W2UcffYSPPtK8KdukSfJvVEhERERERERERJSvxM8YIyIiIiIiIiIiKglMjBERERERERERkV5iYoyIiIiIiIiIiPQSE2NERERERERERKSXmBgjIiIiIiIiIiK9xMQYERERERERERHpJSbGiIiIiIiIiIhILzExRkREREREREREeomJMSIiIiIiIiIi0ktvZWJMoVBg+/btJd0MIiIiIiIiIiL6D3sjibHAwEAoFAqt1/Xr1wusHxMTg3bt2r2JphERERERERERkZ4yelMzatu2LcLDwzXKSpUqpfH+yZMnMDExgaOj45tqFhERERERERER6ak3lhhTKpVaCS8vLy/Url0bJiYm+Omnn1CrVi0cPnwYCoUC27ZtQ+fOnd9U84iIiIiIiIiISM+8scTYi6xevRrDhw/H0aNHIYQo0meysrKQlZWlfp+cnKyr5hERERERERER0X+UQhQ1G/UaAgMDsWbNGqhUKnVZu3bt8OjRIyQlJeGvv/7SbNRLzhgLCQlBaGioVnlSUhKsrKxe2p6atWoWbwGKICk1CTa21tLj3o25DzNrM6kxFWmArY2t1JgAEJMQI72tucm5sLGW39aU5GTYWNtIjZmcmgxbW7kxASAhMVF63KiYuzA2V728YjEZPwFs7Wykx70TGw2lpdz2qp4Ywc5Oft9KfJwIaxsbqTEfJD6ApbWF1JgAkJ2aA1vJ6+Bh7ENYS962AOBR8iPp4wtSBGwkf1cAkJSYBGsbub8Hj5Mew8JGfh9IeJwAS8lxc5JzdbJebz28A2NzpdSYaUlp0mMCgCVMYG378v2R4nj4+DHMrCRvAwBEei6sJLcVAKIfPICp5PamJKZCaWkqNSYApDxIhJHSRGrM7MwnMFbJjQkAOU+ypcdVGhrC0sZSakwAyE7Llr7/8jheN2PhvagYGCqNpcYsbWEDO3s7qTEBID4+HtaSjzmSEpJ1chzz751b0sfYnKRMGKnkflcAoDQwho2d3LEwLSUNVjbyx9eE+ETp43ZWYpb0YyMASExKhLW1/L6VnJQsPW5SapJOjmOu3LoBA8nji72JOWzt5R/H6GQsEMCFvy/KjVlEyclP+0lR8kRv7Iwxb29vLFmyRP3e3NwcvXr1QsOGDYsda+LEifjss8/U75OTk+Hs7FzkzzuXd8bcuXOLPd/C9OwTgE2R66TGBIA2Hv4IWNZbaszdQ3fg540/S40JAG17tEPP5fLbumnjJqkxASAgIAAbN26UGrN3317Yc2yX1JgA0La5P/YclRu3Tp0mcJnQTGpMAEj/7jK2Hpa7XgGgZeO2qD3DV2rMB9NPY9+xX6XGBIA2jdtjwwa566BTz06YunWi1JgA8E3AAuyV3Ld0sfyA7saXjTpoa0BAgPS4nXp2wtQt8vtAaNcZCN46WWrMOV3mSR9fAeB9f2/Yj3SXGvPJt6dgGlhDakwAsNj2AAt2h0mNOczvE/Rc3kdqTADY/tFmzN81R3rcQb6j4PNtZ6kxd4/YhEoT35caEwAuTtyPJ/VspMY0PpOA7AbyD1qMzyRIb6vDHWDMho+lxgSA8MBV2HJ4g9SY/i266mQsHN78M2S4y000WMZaSt9/A4A2Hu2lH3P08Oqtk+OYZvVaw36Eu9SY9+YcR3pd+cmmMveN8d0euceHn3YYj/mSfwt0FXdcuy918tuti2MuXcXt3beXTrbZ9yq7I93TXmpMy4sG2By5XmpMQDdjwad9xkuNpytvLDFmbm6OKlWqFFheXEqlEkql/P/wEhERERERERGR/jAo6QYQERERERERERGVBCbGiIiIiIiIiIhILzExRkREREREREREeumN3GNs1apVBZZHRkYWWP4GHpRJRERERERERER6jmeMERERERERERGRXmJijIiIiIiIiIiI9BITY0REREREREREpJeYGCMiIiIiIiIiIr3ExBgREREREREREeklJsaIiIiIiIiIiEgvMTFGRERERERERER6iYkxIiIiIiIiIiLSS0yMERERERERERGRXmJijIiIiIiIiIiI9BITY0REREREREREpJekJsYePnyIYcOGoUKFClAqlXB0dISfnx+OHz9epM+vWrUKNjY2MptERERERERERERUICOZwbp164bs7GysXr0alSpVwoMHD3Dw4EHEx8fLnA0REREREREREdFrk3bGWGJiIo4cOYI5c+bA29sbLi4uaNy4MSZOnIgOHToAAObNm4c6derA3Nwczs7OGDFiBFJTUwEAkZGRGDhwIJKSkqBQKKBQKBASEiKreURERERERERERBqkJcYsLCxgYWGB7du3Iysrq+CZGRhg4cKFuHDhAlavXo1Dhw5h/PjxAAAPDw8sWLAAVlZWiImJQUxMDD7//PMC42RlZSE5OVnjRUREREREREREVBwKIYSQFWzLli0YMmQIMjIyUL9+fXh6eqJnz55wc3MrsP6mTZswfPhwPH78GMDTe4yNGTMGiYmJhc4nJCQEoaGhWuVJSUmwsrJ6aTvr1K0DheLly1McD+IewsLGQm5QAAnxCbCwlhs3NTEVZtbmUmMCQE7qE1jbWkuNmRqfBhtrG6kxgad9xdpabluT05Jha2sjNSYAxD9OgI3ktj5OioONDtqalpwKW1tb6XFvxdyByspUakzjTAPYSO6vAJCUkAQrm5ePQ8Vx72EslJYqqTEBQJlhCFvJ93VMSEqAla3c5QeAhIQEvR5fEpISdNLW+/ExMJW8bRmmKnRyv9Bbj+7K3w4ycmBlYyk3JoCctGzpY2zso1iYS94fAICslCxY62AdpCalw9ZO7u/BzejbMDGXPxamxKXAyEwpN+iTHKgs5W5bAJCWlAYTyW21NTSHnb383+5HcY+l7xunJCTrZH/7wcPHMLU0kxozMzUTSgv5fcA0xwh2sret+3dgZG4iNSYApDxKgpFKblwrQzOd7GumZ6RKH7Pi4xN0sq8ZFX1P+phlmaeU3q8AICEhUSfHR3HxcdL3t1OT03TS1nsP7sPSWu7vbG56rk6+r/jHCdL3YQHg4oWL0mMWRXJyMqytrYuUJ5KaGAOAzMxM/PHHHzh+/Dj27NmDkydPYvny5QgMDERERARmzpyJS5cuITk5GTk5OcjMzERqairMzc2LnBjLysrSOCstOTkZzs7ORU6Mtfdvh+U/L33dRdXQskkrTNkyUWpMAJjaeRpGrR0pNeaC3gvRa3lfqTEBYOfwbVh9YJnUmINajcDGDRulxgSAgIAAbNwoN27vvr2w59guqTEBoE3j9tggeR307BOATYfXSY0JAAHefbHnqPx10KC+B1ot6CQ15qnxB/CT5P4KAAN9hyF8/w9SY/o374k6M32lxgSAmOCT2PzzZqkxe/TujvADcpcf0M16fZfGF13EBADfbn5o9a3cbevMZxHY/PMmqTEBwLuLL2pL3g5uhfyO0G1fSo0JAHM+nIstkRukxmzXvBNGrhkuNSYA/Nh/GRbsDpMed0Knqdh7dLfUmHXqNIHLhGZSYwLAxeCDeNLNRWpMy53RqDK5pdSYAHAlNBKqwOpSYzruSMKBE79JjQnoZt84tOsMBG+dLDUmAHzRcSp8vu0sNebuEZtQaeL7UmMCQOb3V3HguNzvq1athrAb4S41JgDcm3McT+rZSI353l1zbN28RWpMQDf78W082mNTpPz97Wb1WsNe8velXHNfer8CgLbN/XVybNC6WVus3C/3eH6I3yjs1UFbdTEWfhOwQPpvLKCb486xY8di7969UmMWVXESY1KfSgkAKpUKvr6+mDp1Ko4dO4bAwEAEBwfj9u3baN++PWrXro0tW7bgzJkzWLRoEQAgOzu7WPNQKpWwsrLSeBERERERERERERWH9MTY82rWrIm0tDScPn0aOTk5mDt3Lpo2bYqqVasiOjpao66JiQlyc3N13SQiIiIiIiIiIiJ5ibG4uDi0atUKa9aswT///INbt25h06ZNCAsLQ6dOnVC5cmXk5OTgu+++w82bN/G///0PS5dqnv7o6uqK1NRUHDx4EI8fP0Z6erqs5hEREREREREREWmQ+lTKJk2aYP78+WjZsiVq166NKVOmYMiQIfj+++/h7u6OefPmYc6cOahduzbWrl2LWbNmacTw8PDARx99hICAAJQqVQphYfLveUFERERERERERAQARrICKZVKzJo1SyvZ9axPP/0Un376qUZZv379NN4vWbIES5YskdUsIiIiIiIiIiKiAun8HmNERERERERERERvIybGiIiIiIiIiIhILzExRkREREREREREeomJMSIiIiIiIiIi0ktMjBERERERERERkV5iYoyIiIiIiIiIiPQSE2NERERERERERKSXmBgjIiIiIiIiIiK9xMQYERERERERERHpJSbGiIiIiIiIiIhIL712Yuzhw4cYNmwYKlSoAKVSCUdHR/j5+eH48eMy2kdERERERERERKQTRq8boFu3bsjOzsbq1atRqVIlPHjwAAcPHkR8fLyM9hEREREREREREenEa50xlpiYiCNHjmDOnDnw9vaGi4sLGjdujIkTJ6JDhw6IioqCQqHAuXPnND6jUCgQGRkJAIiMjIRCocDBgwfRsGFDmJmZwcPDA1evXn2dphERERERERERERXqtRJjFhYWsLCwwPbt25GVlfVaDZk8eTLmzp2L06dPw8jICEFBQS+sm5WVheTkZI0XERERERERERFRcSiEEOJ1AmzZsgVDhgxBRkYG6tevD09PT/Ts2RNubm6IiopCxYoV8ddff8Hd3R3A0zPGbG1tERERAS8vL0RGRsLb2xsHDhyAj48PAODXX39Fhw4dkJGRAZVKpTXPkJAQhIaGapUnJSXBysrqpW2uU7cOFJIfO3Ar5i6UltptfV05aZkwtzaXGzM1Bza21lJjAsDt2/dgqHztq3M12CgtYGtnKzUmACTGJcHaWu46SE5Lhq2tjdSYABD/KEF6W+OT42Bpayk1JgAkxCdK768AkJGcAWvJfTYtKU0n28HDxw+lr4OUxFRY2sj/vnJTc2BrK3f7ik+Il/5dAUDi4yTY2NhIjZmUKH8cAIAb92/DUCV3LLQwUsLa9uW/b8UV++ghVFZmUmMapxlI/64A4N97N2GgMpYaU2Q8gZHSRGpMALAxsZC+bUXHR8PMWu53BTwdX80k9wEAeBwdD0Ol3O9LaWSok9+ue7djpLc1NysbRir5fSsvLxdKC1OpMVW5BrCwsZAaEwAePY6HiYXcfWPlEwVs7GykxgSAG7duS+8DhgYKnWyzhhmQ/nuQEJ+ok9/umzflr1cHc2vY6eLYIDFJ+n5hUqJujg2iH8XCSvJ+4ZPELJ38dicmJsHGRn7fik9OkL4dpCal6eb7ehgt/3g+ORe2Ovi+EpISYCV5vSqEAS6dvyQ1ZlElJyfD2tq6SHkiKfcY69ChA/744w8cP34ce/bsQVhYGJYvXw4vL68ix3Fzc1P/XbZsWQBPb+xfoUIFrboTJ07EZ599pn6fnJwMZ2fnIs/L2bk8lv+8tMj1i6Kue1PUnuErNSYAXJlyAL2W95Uac+fwbVh9YJnUmADgU7sj0uvK3ZDKx5hh0+F1UmMCQPf3e2Pjho1SY/bu2wt7ju6SGhMA2jRujw2S29q1VxfM3zVHakwAGNHuU4xcM1x63BUDVmCV5D47qM1wbI5cLzUmALRr3kn6OljSbymCt06WGhMAvglYIL3PtvFoj02R78Y2GxAQgI0b5cYEgCat30e6l4PUmGX+ycX83fK32UG+o+DzbWepMc98FvHOrFfjfTHIcJefcCx/11x6f23box16Lu8tNSYArBu8Bj2X95Eed1HnxUivK/fAzeGeAaZtmyI1JgAMb/6Z9H5gfCYBT+rZSI0JAGZX0lDm4wZSY2atvKyT3+6Z3b5BxQnNpcZMXXgBq/b/KDUmoJt9WPub2WizsKvUmADw57i9mLdrttSYn3eciPB3ZL1a6ujYoIdXb+n7LwHefXVybODd1Fd6HxjX7kvpxxvA030tXcTt0bs7wvf/IDXmEL9ROvm+PBp5Sh9jw/uu1t16PSB3vU4J/EpqPF2Rct6USqWCr68vpk6dimPHjiEwMBDBwcEwMHga/tmT0rKzswuMYWz8f/9NUCgUAIC8vLwC6yqVSlhZWWm8iIiIiIiIiIiIikPyBYVP1axZE2lpaShVqhQAICYmRj3t2RvxExERERERERERlZTXupQyLi4OPXr0QFBQENzc3GBpaYnTp08jLCwMnTp1gqmpKZo2bYrZs2fD1dUVjx8/xpdffimr7URERERERERERK/stRJjFhYWaNKkCebPn48bN24gOzsbzs7OGDJkCCZNmgQAWLlyJYKCgtCwYUNUq1YNYWFhaNOmjZTGExERERERERERvarXSowplUrMmjULs2bNemGdGjVq4Pjx4xplz95zzMvLC88/GNPd3V2rjIiIiIiIiIiISCad3GOMiIiIiIiIiIjobcfEGBERERERERER6SUmxoiIiIiIiIiISC8xMUZERERERERERHqJiTEiIiIiIiIiItJLTIwREREREREREZFeYmKMiIiIiIiIiIj0EhNjRERERERERESkl5gYIyIiIiIiIiIivcTEGBERERERERER6SUmxoiIiIiIiIiISC8xMUZERERERERERHqJiTEiIiIiIiIiItJLTIwREREREREREZFeYmKMiIiIiIiIiIj0kkIIIUq6Ea8rOTkZ1tbWSEpKgpWV1Uvr9+7bG4mJCVLbcOH6FdiXdZAaEwDiYx+hbPmyUmMmxsbD2dlZakwAOH/xEqztbOUGfZKDiq6ucmMCuHv7HsqXKy81ZnRsNJyd5cYEgDtRd1GuXDm5MaNvS+9XAHDnzl04lnOUHvdxzGPp6zb6fgycy8v/vm7cvokyTmWkxnwQHQun8k5SYwJAXEwcKjhXkBrzzt07KK+D9aqLbfbevXs6aevfVy/A2kHuWJiTlgkXV/nj9s2oKJRyKi01ZkpsMlzKy+1XgG7W6+OYh3AoXUpqTAAQGTmo6OIqNeb1u9dRqpzc7woAYu/FwFEHvwc3r96Crb291JhPMjJQwVX+Nnvl0jXY2NtJjfn44SOd9K2ExASULif3NyY1LhHlneXuZwDArajbsHeU22cz41PhUuHd2IdNTU2GUwX5v92JD+Kl7xPF3I9F+fLy+8C7dGygi32C+/d0c2xw6/Yt6fvxD+4+QPly8rctXe1r3Y2+i3LOcrevmPuxqKCDY+RrUdelHxvE3Y9DBR3sa+livdrZ2mPj2o1SYxZVcfJERm+oTW+VdWvWlXQTiIiIiIiIiIiohPFSSiIiIiIiIiIi0ktMjBERERERERERkV5iYoyIiIiIiIiIiPQSE2NERERERERERKSXmBgjIiIiIiIiIiK9xMQYERERERERERHpJSbGiIiIiIiIiIhILzExRm8FhUKB7du3l3QziIiI/pP4O0tERERUML1NjAUGBqJz584l3Yz/lMDAQCgUCq3X9evXS7pp76z8dfrRRx9pTRsxYgQUCgUCAwPffMOoUMeOHYOhoSHatm1b0k15p7H/vxn8PXw38XuTh2O2fA8fPsSwYcNQoUIFKJVKODo6ws/PD8ePHy/pplEh7t69i0GDBsHJyQkmJiZwcXHB6NGjERcXV6TPR0ZGQqFQIDExUbcNfQfk78PMnj1bo3z79u1QKBQl1Kp337PHm8bGxihTpgx8fX2xcuVK5OXllXTz6B2mt4kx0o22bdsiJiZG41WxYsWSbtY7zdnZGRs2bEBGRoa6LDMzE+vXr0eFChVeK3Z2dvbrNo8KsHLlSnz88cc4cuQI7ty581qxcnNz9fqHXpf9n4gIkDtm01PdunXD33//jdWrV+Pff//Fjh074OXlhfj4+JJuGr3AzZs30bBhQ/z7779Yv349rl+/jqVLl+LgwYNo1qwZv7tXoFKpMGfOHCQkJJR0U/5T8o83o6Ki8Ntvv8Hb2xujR4+Gv78/cnJySrp59I5iYgzAnj178P7778PGxgb29vbw9/fHjRs31NOjoqKgUCiwdetWeHt7w8zMDHXr1uV/vQqQ/1/BZ1+GhobYuXMnGjRoAJVKhUqVKiE0NFRr4IqJiUG7du1gamqKihUrYtOmTSW0FG+X+vXro0KFCti6dau6bOvWrXB2dka9evXUZUXtxz///DO8vLygUqmwZs2aN7os+iAtLQ0///wzhg8fDn9/f6xatUo9Lf8/qbt370bdunWhUqnQpEkTnD9/Xl1n1apVsLGxwa5du1CzZk0olUrcvn27BJbk7SCr/7dq1QqjRo3SiB0XFwelUolDhw7pfkHeEa6urliwYIFGmbu7O0JCQtTvFQoFli9fji5dusDMzAzvvfceduzY8WYbShqK8r1RwQobs/PH42cVdLbH9OnTUbp0aVhaWmLw4MGYMGEC3N3ddd/4t1RiYiKOHDmCOXPmwNvbGy4uLmjcuDEmTpyIDh06AACSkpIwdOhQlC5dGlZWVmjVqhX+/vtvdYyQkBC4u7vjhx9+gLOzM8zMzNCjRw+eiaRDI0eOhImJCfbt2wdPT09UqFAB7dq1w4EDB3D//n1MnjwZAJCVlYXx48fD2dkZSqUS7733HlasWIGoqCh4e3sDAGxtbXlWN4DWrVvD0dERs2bNemGdLVu2oFatWlAqlXB1dcXcuXPV0yZOnIimTZtqfcbNzQ3BwcE6afO7IP94s1y5cqhfvz4mTZqEX375Bb/99pt6DH/ZGAMAO3bsQMOGDaFSqeDg4ICuXbuWwNLQ24KJMTzdKfrss89w6tQpHDx4EAYGBujSpYvWWRqTJ0/G559/jnPnzqFq1aro1asXs9JFsHfvXvTt2xeffPIJLl26hB9++AGrVq3CjBkzNOpNmTJF/R/Gvn37olevXrh8+XIJtfrtMnDgQISHh6vfr1y5EkFBQRp1itqPv/jiC3zyySe4fPky/Pz83kj79cnGjRtRrVo1VKtWDX379kV4eDiEEBp1xo0bh2+++QanTp1C6dKl8cEHH2icvZeeno5Zs2Zh+fLluHjxIkqXLv2mF+OtIqP/Dx48GOvWrUNWVpb6M2vXroWTk5N6R56KLjQ0FB9++CH++ecftG/fHn369OHZBPROKsqYXZi1a9dixowZmDNnDs6cOYMKFSpgyZIlOmzx28/CwgIWFhbYvn27xpibTwiBDh06IDY2Fr/++ivOnDmD+vXrw8fHR2McuX79On7++Wfs3LkTe/bswblz5zBy5Mg3uSh6Iz4+Hnv37sWIESNgamqqMc3R0RF9+vTBxo0bIYRA//79sWHDBixcuBCXL1/G0qVLYWFhAWdnZ2zZsgUAcPXqVcTExODbb78ticV5axgaGmLmzJn47rvvcO/ePa3pZ86cwYcffoiePXvi/PnzCAkJwZQpU9TJnT59+uDPP//U+EffxYsXcf78efTp0+dNLcY7oVWrVqhbty62bt1apDFm9+7d6Nq1Kzp06IC//voLBw8eRMOGDUt4KahEif+ApKQkAUAkJSUV+TMDBgwQnTp1KnDaw4cPBQBx/vx5IYQQt27dEgDE8uXL1XUuXrwoAIjLly+/Vtv/SwYMGCAMDQ2Fubm5+tW9e3fRokULMXPmTI26//vf/0TZsmXV7wGIjz76SKNOkyZNxPDhw99I299W+f300aNHQqlUilu3bomoqCihUqnEo0ePRKdOncSAAQMK/OyL+vGCBQve4BLoHw8PD/U6zs7OFg4ODmL//v1CCCEiIiIEALFhwwZ1/bi4OGFqaio2btwohBAiPDxcABDnzp17841/y8js/5mZmcLOzk69noUQwt3dXYSEhLyJRXmrPft76OLiIubPn68xvW7duiI4OFj9HoD48ssv1e9TU1OFQqEQv/322xtoLeV7le9t27Ztb6x974rCxuzw8HBhbW2tUX/btm3i2d3nJk2aiJEjR2rUad68uahbt65O2/2227x5s7C1tRUqlUp4eHiIiRMnir///lsIIcTBgweFlZWVyMzM1PhM5cqVxQ8//CCEECI4OFgYGhqKu3fvqqf/9ttvwsDAQMTExLy5BdETJ06cKHSMmDdvngAg/vzzTwFAvY08L38/JyEhQXeNfUc8O0Y3bdpUBAUFCSE0x5DevXsLX19fjc+NGzdO1KxZU/3ezc1NTJs2Tf1+4sSJolGjRjpu/dursGP4gIAAUaNGjSKNMc2aNRN9+vTRdXOphBUnT8QzxgDcuHEDvXv3RqVKlWBlZaW+J9bz95lwc3NT/122bFkAT28uSv/H29sb586dU78WLlyIM2fOYNq0aer/IFpYWGDIkCGIiYlBenq6+rPNmjXTiNWsWTOeMfb/OTg4oEOHDli9ejXCw8PRoUMHODg4aNQpaj/mf0N05+rVqzh58iR69uwJADAyMkJAQABWrlypUe/Zvm5nZ4dq1app9HUTExON8Ubfyej/SqUSffv2VX8X586dw99//633l3m8qmf7p7m5OSwtLfl7SO+coo7ZL4vRuHFjjbLn3+ujbt26ITo6Gjt27ICfnx8iIyNRv359rFq1CmfOnEFqairs7e019g1v3bqlcWZMhQoVUL58efX7Zs2aIS8vD1evXi2JRdJr4v+fRXnr1i0YGhrC09OzhFv0bpkzZw5Wr16NS5cuaZRfvnwZzZs31yhr3rw5rl27htzcXABPzxpbu3YtgKffw/r163m22AsIIaBQKIo0xpw7dw4+Pj4l3GJ6mxiVdAPeBh07doSzszOWLVsGJycn5OXloXbt2njy5IlGPWNjY/Xf+feX0OebYhfE3NwcVapU0SjLy8tDaGhogddtq1SqQuPxqS3/JygoSH2PpEWLFmlNL2o/Njc3fyPt1UcrVqxATk4OypUrpy4TQsDY2PilN159tq+bmpqy7z9HRv8fPHgw3N3dce/ePaxcuRI+Pj5wcXF5Y8vwLjAwMNC6jKygh3Q8+3sIPO2//D0sOUX93kjTy8bsoq7X58fr5z+jr1QqFXx9feHr64upU6di8ODBCA4OxogRI1C2bFlERkZqfeb5e7o9K3898/dRvipVqkChUODSpUsFPu32ypUrsLW1hZmZ2Ztv3H9Ay5Yt4efnh0mTJmn8Qy4/kfOs58eP3r17Y8KECTh79iwyMjJw9+5ddTKfNF2+fBkVK1ZEXl7eS8eY5y8ZJtL7xFhcXBwuX76MH374AS1atAAAHDlypIRb9d9Sv359XL16VSth9rwTJ06gf//+Gu+fvbm2vmvbtq36IP/5e4OxH5e8nJwc/PTTT5g7dy7atGmjMa1bt25Yu3YtateuDeBp385/omJCQgL+/fdfVK9e/Y23+V0io//XqVMHDRs2xLJly7Bu3Tp89913um/4O6ZUqVKIiYlRv09OTsatW7dKsEVUFPzeiq8oY3blypWRkpKCtLQ09T+Vzp07p1G3WrVqOHnyJPr166cuO336tM7b/y6qWbMmtm/fjvr16yM2NhZGRkZwdXV9Yf07d+4gOjoaTk5OAIDjx4/DwMAAVatWfUMt1h/29vbw9fXF4sWL8emnn2okDWJjY7F27Vr0798fderUQV5eHg4fPozWrVtrxTExMQEA9dlO9H9mz54Nd3d3jf5bs2ZNrf2VY8eOoWrVqjA0NAQAlC9fHi1btsTatWuRkZGB1q1bo0yZMm+07e+CQ4cO4fz58/j0009Rvnz5l44xbm5uOHjwIAYOHPhmG0pvLb1PjNna2sLe3h4//vgjypYtizt37mDChAkl3az/lKlTp8Lf3x/Ozs7o0aMHDAwM8M8//+D8+fOYPn26ut6mTZvQsGFDvP/++1i7di1OnjyJFStWlGDL3y6Ghobqy+3yfyzzsR+XvF27diEhIQGDBg2CtbW1xrTu3btjxYoVmD9/PgBg2rRpsLe3R5kyZTB58mQ4ODgU+B9a+j+y+v/gwYMxatQomJmZoUuXLjpv97umVatWWLVqFTp27AhbW1tMmTJFa33T24ffW/EVZcw+ePAgzMzMMGnSJHz88cc4efKkxlMrAeDjjz/GkCFD0LBhQ3h4eGDjxo34559/UKlSpTe4NG+XuLg49OjRA0FBQXBzc4OlpSVOnz6NsLAwdOrUCa1bt0azZs3QuXNnzJkzB9WqVUN0dDR+/fVXdO7cWX3LB5VKhQEDBuCbb75BcnIyPvnkE3z44YdwdHQs4SX8b/r+++/h4eEBPz8/TJ8+HRUrVsTFixcxbtw4lCtXDjNmzICdnR0GDBiAoKAgLFy4EHXr1sXt27fx8OFDfPjhh3BxcYFCocCuXbvQvn17mJqawsLCoqQX7a1Qp04d9OnTR+OfcmPHjkWjRo3w1VdfISAgAMePH8f333+PxYsXa3y2T58+CAkJwZMnT9T7kvosKysLsbGxyM3NxYMHD7Bnzx7MmjUL/v7+6N+/PwwMDF46xgQHB8PHxweVK1dGz549kZOTg99++w3jx48v6cWjEqK39xjLy8uDkZERDAwMsGHDBpw5cwa1a9fGp59+iq+//rqkm/ef4ufnh127dmH//v1o1KgRmjZtinnz5mldwhQaGooNGzbAzc0Nq1evxtq1a1GzZs0SavXbycrKClZWVlrl7Mclb8WKFWjdurXWARbw9OyDc+fO4ezZswCe/tdw9OjRaNCgAWJiYrBjxw71f1npxWT0/169esHIyAi9e/d+6aXc+iL/9xB4+mj4li1bwt/fH+3bt0fnzp1RuXLlEm4hFYTf2+spypgdFRWFNWvW4Ndff0WdOnWwfv16hISEaNTt06cPJk6ciM8//xz169fHrVu3EBgYqNfji4WFBZo0aYL58+ejZcuWqF27NqZMmYIhQ4bg+++/h0KhwK+//oqWLVsiKCgIVatWRc+ePREVFaVxJkyVKlXQtWtXtG/fHm3atEHt2rW1EgYkz3vvvYfTp0+jcuXKCAgIQOXKlTF06FB4e3vj+PHjsLOzAwAsWbIE3bt3x4gRI1C9enUMGTIEaWlpAIBy5cohNDQUEyZMQJkyZdS3QKCnvvrqK41LJevXr4+ff/4ZGzZsQO3atTF16lRMmzZN6/6nPXr0QFxcHNLT0/mPVAB79uxB2bJl4erqirZt2yIiIgILFy7EL7/8AkNDwyKNMV5eXti0aRN27NgBd3d3tGrVCn/++WcJLxmVJIX4D9wIITk5GdbW1khKSirwoKkgbdu2RZUqVfD999/ruHVERE9FRkbC29sbCQkJhd5HhXTn7t27cHV1xalTp1C/fv2Sbs5bgb+H7yZ+b28vX19fODo64n//+19JN+WdFRISgu3bt2tdukpERFRUxckT6d2llAkJCTh27BgiIyPx0UcflXRziIjoDcjOzkZMTAwmTJiApk2bMikG/h6+q/i9vV3S09OxdOlS+Pn5wdDQEOvXr8eBAwewf//+km4aERERFZHeJcaCgoJw6tQpjB07Fp06dSrp5hAR0Rtw9OhReHt7o2rVqti8eXNJN+etwN/DdxO/t7dL/iU706dPR1ZWFqpVq4YtW7YUeGNyIiIiejvp7aWURERERERERET031OcPJHe3nyfiIiIiIiIiIj0GxNjRERERERERESkl5gYIyIiIiIiIiIivcTEGBERERERERER6SUmxoiIiIiIiIiISC8xMUZERERERERERHqJiTEiIiIiIiIiItJLRiXdABmEEACA5OTkEm4JERERERERERGVpPz8UH6+qDD/icRYSkoKAMDZ2bmEW0JERERERERERG+DlJQUWFtbF1pHIYqSPnvL5eXlITo6GpaWllAoFCXdHCIiIiIiIiIiKiFCCKSkpMDJyQkGBoXfRew/kRgjIiIiIiIiIiIqLt58n4iIiIiIiIiI9BITY0REREREREREpJeYGCMiIiIiIiIiIr3ExBgREREREREREeklJsaIiIiIiIiIiEgvMTFGRERERERERER6iYkxIiIiIiIiIiLSS/8P4f27mgGjxX4AAAAASUVORK5CYII=", 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