{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Planet OS API Demo for Model Comparison\n", "\n", "_Note: this notebook requires python3._\n", "\n", "This page demonstrates how the Planet OS API can easily be used to compare data from different models. This method should be used to evaluate model quality, which is a much more comprehensive task and is a duty of model developers. \n", "\n", "For descriptions of the individual models, please refer to the following dataset pages: [GFS](http://data.planetos.com/datasets/noaa_gfs_global_sflux_0.12d:gfs-global-weather-forecast-by-ncep-near-surface-parameters?utm_source=github&utm_medium=notebook&utm_campaign=model-comparison-api-notebook), [HYCOM](http://data.planetos.com/datasets/hycom_glbu0.08_91.1_global_0.08d:hycom-hybrid-coordinate-ocean-model-global-ocean-forecast?utm_source=github&utm_medium=notebook&utm_campaign=model-comparison-api-notebook), [WaveWatch III](http://data.planetos.com/datasets/noaa_ww3_global_1.25x1d:noaa-wave-watch-iii-nww3-ocean-wave-model?utm_source=github&utm_medium=notebook&utm_campaign=model-comparison-api-notebook), [SWAN](http://data.planetos.com/datasets/pacioos_swan_oahu:simulating-waves-nearshore-swan-regional-wave-model-oahu?utm_source=github&utm_medium=notebook&utm_campaign=model-comparison-api-notebook), and [BOM ACCESS-G](http://data.planetos.com/datasets/bom_access-g_global_40km:global-domain-of-the-australian-community-climate-and-earth-system-simulator-access-g-numerical-weather-prediction-nwp-data?utm_source=github&utm_medium=notebook&utm_campaign=model-comparison-api-notebook).\n", "\n", "API documentation is available at http://docs.planetos.com. If you have questions or comments, join the [Planet OS Slack community](http://slack.planetos.com) to chat with our development team.\n", "\n", "For general information on usage of IPython/Jupyter and Matplotlib, please refer to their corresponding documentation. https://ipython.org/ and http://matplotlib.org/" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import dateutil.parser\n", "import datetime\n", "from urllib.request import urlopen, Request\n", "import simplejson as json" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def extract_reference_time(API_data_loc):\n", " \"\"\"Find reference time that corresponds to most complete forecast. Should be the earliest value.\"\"\"\n", " reftimes = set()\n", " for i in API_data_loc['entries']:\n", " reftimes.update([i['axes']['reftime']])\n", " reftimes=list(reftimes)\n", " if len(reftimes)>1:\n", " reftime = reftimes[0] if dateutil.parser.parse(reftimes[0])" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,10))\n", "plt.title('Surface temperature comparison')\n", "ax = fig.add_subplot(111)\n", "for i in datasets:\n", " time_axes = []\n", " data_axes = []\n", " ## API response may give more than one reference time by default, choose only the last full forecast by default\n", " reftime = extract_reference_time(API_data[i])\n", " for d in API_data[i]['entries']:\n", " for j in d['data']:\n", " if j == datasets[i][0]:\n", " ## rought method to check if we expect kelvin or celsius\n", " add_number = d['data'][j] if d['data'][j] < 200. else d['data'][j] -273.15\n", " if d['axes']['reftime'] == reftime:\n", " ## Filter out deeper ocean levels, for HYCOM\n", " if 'z' in d['axes']:\n", " if d['axes']['z'] < 1.:\n", " data_axes.append(add_number)\n", " time_axes.append(dateutil.parser.parse(d['axes']['time']))\n", " else:\n", " data_axes.append(add_number)\n", " time_axes.append(dateutil.parser.parse(d['axes']['time']))\n", " plt.plot(time_axes,data_axes,label=i)\n", "plt.legend()\n", "fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2m Temperature Plot" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA38AAAIoCAYAAADZS1J0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSpHXAxZ8kSZIkrQP/A4Yu7wUIWtExAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,10))\n", "ax = fig.add_subplot(111)\n", "for i in datasets:\n", " time_axes = []\n", " data_axes = []\n", " reftime = extract_reference_time(API_data[i])\n", " for d in API_data[i]['entries']:\n", " for j in d['data']:\n", " if j == datasets[i][1]:\n", " ## rought method to check if we expect kelvin or celsius\n", " add_number = d['data'][j] if d['data'][j] < 200. else d['data'][j] -273.15\n", " if d['axes']['reftime'] == reftime:\n", " data_axes.append(add_number)\n", " time_axes.append(dateutil.parser.parse(d['axes']['time']))\n", " plt.plot(time_axes,data_axes,label=i)\n", "plt.legend()\n", "fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Significant Wave Height Plot" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA20AAAIoCAYAAAD6EAOhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XdUVNfawOHfUAQrIioiokDEgDAU\nFbBQ7bGg2FKwX42abkyuXq8ajSkm1/SYGJXYwlUSaxJL7AI2kKKoqFgQKSqgoKjUOd8ffM6NCoIK\nDuL7rJW14Jx99n7PmcnIO7upFEVBCCGEEEIIIUT1pKfrAIQQQgghhBBClE2SNiGEEEIIIYSoxiRp\nE0IIIYQQQohqTJI2IYQQQgghhKjGJGkTQgghhBBCiGpMkjYhhBBCCCGEqMYkaRNCCCGEEEKIakyS\nNiGEEEIIIYSoxiRpE0IIIYQQQohqTJI2IYQQQgghhKjGDHTVcOPGjRVra2tdNS+EEEIIIYQQOhUd\nHZ2pKEqT8srpLGmztrbm8OHDumpeCCGEEEIIIXRKpVJdqEg5GR4phBBCCCGEENWYJG1CCCGEEEII\nUY1J0iaEEEIIIYQQ1ZjO5rSVprCwkJSUFPLy8nQdihCPzdjYmBYtWmBoaKjrUIQQQgghxFOsWiVt\nKSkp1K9fH2tra1Qqla7DEeKRKYpCVlYWKSkp2NjY6DocIYQQQgjxFKtWwyPz8vIwMzOThE089VQq\nFWZmZtJrLIQQQgghHlu1StoASdhEjSHvZSGEEEIIURmqXdImhBBCCCGEEOJ/JGmr5r799lscHBwI\nCgqqlPr8/PzK3dS8Xr16D1Xn7NmzmT9//kNdk5+fT/fu3XF1dSU0NLRCcT2Mq1ev0qNHD+zs7OjR\nowfXrl0rtVzv3r1p2LAh/fr1u+t4UFAQzz//PE5OTowdO5bCwsJSr7e2tiYzM7PS4hZCCCGEEOJe\n5SZtKpXKSqVS7VapVAkqleq4SqV6u5QyfiqVKkelUsX9/3+zqibcZ88PP/zA5s2bCQkJ0XUolSo2\nNpbCwkLi4uJ48cUXK73+efPm0a1bNxITE+nWrRvz5s0rtdz777/PypUr7zseFBTEyZMniY+P5/bt\n2yxZsqTSYxRCCCGEEKIiKrJ6ZBEwRVGUGJVKVR+IVqlU2xVFOXFPuXBFUfqVcv0jmfPHcU6kXa+s\n6gBo27wBH/R3fGCZpKQkXnjhBby8vNi/fz+WlpZs3LiRU6dOMXHiRG7dusVzzz3Hzz//jKmpKYsX\nL2bRokUUFBTQunVrVq5cSZ06dfjjjz/46KOPKCgowMzMjJCQEMzNzUttMyMjg1deeYWsrCzc3d3Z\nunUr0dHRzJgxg3PnzhEQEMDYsWNp164db79dkjOrVCrCwsKoX7/+ffVpNBreeOMN9u7di42NDRqN\nhrFjxzJkyJC7yq1atYpPPvkERVHo27cvn332mfbclClT2L17N6ampqxevZomTZqUea/l+fbbb1m4\ncCEGBga0bduWb7/9luHDh5ORkYGrqytr1669q3y9evXIzc0FYM2aNfz5558sW7aMAQMGMHjwYEaO\nHMlPP/1EWFhYmcnsxo0b2bNnDwCjRo3Cz8/vrvu7o1u3btpyf9enTx/tzx4eHqSkpACQlZXFyy+/\nTEZGBh4eHiiKUu79CyGEEEII8TjK7WlTFCVdUZSY///5BpAAWFZ1YLqUmJjI66+/zvHjx2nYsCFr\n165l5MiRfPbZZxw9ehS1Ws2cOXMAGDRoEFFRURw5cgQHBweCg4MB8PLy4uDBg8TGxvLSSy/x+eef\nl9nenDlz6Nq1KzExMQQGBpKcnAzAwoULad68Obt372by5MnMnz+fBQsWEBcXR3h4OLVr1y61vnXr\n1pGUlER8fDxLlizhwIED95VJS0tj6tSp7Nq1i7i4OKKiotiwYQMAN2/epF27dsTExODr61vuvZZn\n3rx5xMbGcvToURYuXEjTpk1ZsmQJ3t7exMXF8dxzz1WonkWLFvHhhx8SHh7OF198wXfffVdm2cuX\nL2NhYQGAhYUFV65cqVAb9yosLGTlypX07t0bKHmtvLy8iI2NJSAgQPtaCSGEEEIIUVUeap82lUpl\nDbgBh0o53UmlUh0B0oD3FEU5/jiBldcjVpVsbGxwdXUFoH379pw9e5bs7Gx8fX2Bkp6boUOHAnDs\n2DFmzJhBdnY2ubm59OrVCyjZc+7FF18kPT2dgoKCB+7VFRERwfr164GSOVampqalluvSpQvvvvsu\nQUFBDBo0iBYtWpRZ39ChQ9HT06NZs2b4+/vfVyYqKgo/Pz+aNGkClAwHDAsLY+DAgejp6WmHLA4f\nPpxBgwY98F7L4+zsTFBQEAMHDmTgwIEVuqY05ubmfPjhh/j7+7N+/XoaNWr0yHVV1GuvvYaPjw/e\n3t4AhIWFsW7dOgD69u1b5mslhBBCCCFEZanwQiQqlaoesBZ4R1GUe8ctxgCtFEVxAb4DNpRRx6sq\nleqwSqU6nJGR8agxVzkjIyPtz/r6+mRnZ5dZdvTo0Xz//ffEx8fzwQcfaPflevPNN3njjTeIj4/n\np59+euB+XRUdYjdt2jSWLFnC7du36dixIydPnnzk+h5mWN+dpevLutfybNq0iddff53o6Gjat29P\nUVFRhdoD7msjPj4eMzMz0tLSHliHubk56enpAKSnp9O0adMKxfp3c+bMISMjgy+//LLM+IQQQggh\nhKhqFUraVCqVISUJW4iiKOvuPa8oynVFUXL//+fNgKFKpWpcSrlFiqJ0UBSlw50enqeBiYkJpqam\nhIeHA7By5Uptr9uNGzewsLCgsLDwrvlVOTk5WFqWjCJdvnz5A+v38vLi119/BWDbtm1lrnR49uxZ\n1Go1U6dOpUOHDmUmbV5eXqxduxaNRsPly5dLnbPl6enJ3r17yczMpLi4mFWrVmnvSaPRsGbNGgD+\n+9//4uXl9cB7fRCNRsPFixfx9/fn888/1/bSPYi5uTkJCQloNBptDyRAZGQkW7ZsITY2lvnz53P+\n/Pky6wgICNA+9+XLlzNgwIAKxXvHkiVL+Ouvv1i1ahV6ev/738THx0d771u2bCnztRJCCCGEEKKy\nlDs8UlXSrRAMJCiK8mUZZZoBlxVFUVQqlQclyWBWpUaqY8uXL9cuRGJra8vSpUsBmDt3Lp6enrRq\n1Qq1Ws2NGzeAkmXwhw4diqWlJR07dnxggvHBBx/w8ssvExoaiq+vLxYWFqUuMPL111+ze/du9PX1\nadu2LS+88EKp9Q0ePJidO3fi5OREmzZt8PT0xMTE5K4yFhYWfPrpp/j7+6MoCn369NEmNnXr1uX4\n8eO0b98eExMTQkNDH3ivD1JcXMzw4cPJyclBURQmT55Mw4YNH3jNvHnz6NevH1ZWVjg5OZGbm0t+\nfj7jx49n6dKlNG/enC+++IKxY8eya9euUnu+pk2bxrBhwwgODqZly5b89ttvABw+fJiFCxdqV4P0\n9vbm5MmT5Obm0qJFC4KDg+nVqxcTJ06kVatWdOrUCSiZzzdr1izta9WuXTt8fX1p2bJluc9ACCGE\nEEKIx6Eqb5icSqXyAsKBeEDz/4enAy0BFEVZqFKp3gAmUbLS5G3gXUVR9j+o3g4dOij37suVkJCA\ng4PDI9zG0y0/Px99fX0MDAw4cOAAkyZNIi4u7rHqzM3NpV69emRlZeHh4cG+ffto1qxZJUUsKupZ\nfU8LIYQQQojyqVSqaEVROpRXrtyeNkVRIoAHTuJRFOV74PuKhyf+Ljk5mWHDhqHRaKhVqxaLFy9+\n7Dr79etHdnY2BQUFzJw5UxI2IYQQQgghnlIPtXqkeDxLly7lm2++uetYly5dWLBgAbGxsQ9dX3x8\nPCNGjLjrmJGREYcOHSp1HltVe/3119m3b99dx95++23GjBlTo9oUQgghhBDiSSp3eGRVkeGR4lkg\n72khhBDV0cH0g3x88GPqGdbDzdyNdk3b0c68HY2Mq347HSHE/1R0eGSFl/wXQgghhBBPN42iYdHR\nRUzYPgEAIwMjQk+GMnnPZPqs60NqbqqOIxRClEaGRwohhBBCPANy8nP4V/i/CE8N5wWbF5jdaTZ1\nDOtQUFxA3JU4JmyfwC8nfmGqx1RdhyqEuIf0tAkhhBBC1HDFmmIm7ZjEgfQD/Nvz33zm/Rl1DOsA\nUEu/Fh4WHvS26c26xHVcL7heZXFEpkey48KOKqtfiJpKkjYhhBBCiBpuzek1xGfG82HnD3nJ/qVS\n9zgd2XYkt4pusfb02kpvX1EUFh9dzLht45i8ZzI7k3dWehtC1GSStN0jKSkJJycnXYfx1KtXr94D\nz+/Zs4d+/fo9VJ1+fn7cu3hNaQICAu56Da9evUqPHj2ws7OjR48eXLt2DSjZAH3+/PkPFYMQQgjx\ntMm6ncU3sd/g0cyDfrZl/9vrYOaARzMPQhJCKNQUVlr7twpvMWXvFL6N/ZbeNr1RN1bzr/B/cerq\nqUprQ4iaTpI2UaOsW7fuvoRx3rx5dOvWjcTERLp168a8efN0FJ0QQgjx5H0V/RW3i27zb89/l9rD\n9nejHEdx+dZltiVtq5S2M29nMmLLCHYm72RK+yl85v0ZX/t/TX3D+ry16y2u5l2tlHaEqOmqb9K2\nZRos7Vu5/22ZVqGmi4qKGDVqFM7OzgwZMoRbt26xc+dO3NzcUKvVjB07lvz8fACsra2ZPn06nTp1\nokOHDsTExNCrVy+ee+45Fi5cWGYbubm5dOvWjXbt2qFWq9m4caP23IoVK3B2dsbFxUW7D9vly5cJ\nDAzExcUFFxcX9u/fD8Avv/yCh4cHrq6uTJgwgeLiYoqLixk9ejROTk6o1Wq++uorAL799lvatm2L\ns7MzL730Uqlxbd68GXt7e7y8vHjrrbce2BuWkZFBjx49aNeuHRMmTKBVq1ZkZmbeVUZRFN5//31t\nLKGhodpz169fJzAwkLZt2zJx4kQ0Gg0AkyZNokOHDjg6OvLBBx+U2X5pz/TLL79kxowZdx3fuHEj\no0aNAmDUqFFs2LDhvmsXL17MCy+8wO3bt/Hz82Py5Mn4+Pjg4OBAVFQUgwYNws7O7r66hRBCiOos\n5nIMG89uZGTbkdg2tC23vJelFzYmNiw/vpzK2Bbqx7gfOZdzjh+6/cBop9GoVCqa1mnKN12/ISsv\ni8m7J1NYXHm9ekLUVNU3adOhU6dO8eqrr3L06FEaNGjAl19+yejRowkNDSU+Pp6ioiJ+/PFHbXkr\nKysOHDiAt7c3o0ePZs2aNRw8eJBZs2aV2YaxsTHr168nJiaG3bt3M2XKFBRF4fjx43z88cfs2rWL\nI0eOaDfjfuutt/D19eXIkSPExMTg6OhIQkICoaGh7Nu3j7i4OPT19QkJCSEuLo7U1FSOHTtGfHy8\ndqPpefPmERsby9GjR0tNKPPy8pgwYQJbtmwhIiKCjIyMBz6nOXPm0LVrV2JiYggMDCQ5Ofm+MuvW\nrSMuLo4jR46wY8cO3n//fdLT0wGIjIzkiy++ID4+nrNnz7Ju3ToAPv74Yw4fPszRo0fZu3cvR48e\nLecVKzFz5kymTJlCnTp17jp++fJlLCwsALCwsODKlSt3nf/+++/5448/2LBhA7Vr1wagVq1ahIWF\nMXHiRAYMGMCCBQs4duwYy5YtIysrq0LxCCGEELpUpCnio0Mf0axuMyY4T6jQNXoqPUa2HUnC1QQO\nXy5/SsKDpOWmse7MOga1HkQXyy53nXNq7MScznOIuRLDovhFj9WOEM+C6rvk/wu6G8JmZWVFly4l\nHy7Dhw9n7ty52NjY0KZNG6Ckt2bBggW88847QMkcKgC1Wk1ubi7169enfv36GBsbk52dTcOGDe9r\nQ1EUpk+fTlhYGHp6eqSmpnL58mV27drFkCFDaNy4MQCNGpVscrlr1y5WrFgBgL6+PiYmJqxcuZLo\n6Gjc3d0BuH37Nk2bNqV///6cO3eON998k759+9KzZ08AnJ2dCQoKYuDAgQwcOPC+mE6ePImtrS02\nNjYAvPzyyyxaVPYHaUREBOvXrwegd+/emJqallrm5ZdfRl9fH3Nzc3x9fYmKiqJBgwZ4eHhga2ur\nbSsiIoIhQ4bw66+/smjRIoqKikhPT+fEiRM4OzuX/YIBcXFxnDlzhq+++oqkpKQHlv27lStX0qJF\nCzZs2IChoaH2+N9fU0dHR23SZ2try8WLFzEzM6twG0IIIcSTdunmJT46+BGJ1xL52u9r7UqRFdHP\nth/fxX7HihMrcG/m/sgxLI5fjAoV453Hl3q+r21fdlzYQciJEEa1HUW9Wg+eDy/Es0x62kpR3njv\nexkZGQGgp6en/fnO70VFRaVeExISQkZGBtHR0cTFxWFubk5eXh6KolS4fUVRGDVqFHFxccTFxXHq\n1Clmz56NqakpR44cwc/PjwULFjBu3DgANm3axOuvv050dDTt27enqKiIXr164erqyrhx4x56GERF\nyj+ozL33qVKpOH/+PPPnz2fnzp0cPXqUvn37kpeXV247Bw4cIDo6Gmtra7y8vDh9+jR+fn4AmJub\na3v30tPTadq0qfY6JycnkpKSSElJuau+R3lNhRBCCF0r1hQTkhDCgA0DiLwUyfsd3qdry64PVYex\ngTEDWw8kIiXikeecpeamsiFxA4PsBtGsbrMyy41Tj+NG4Q1+O/3bI7UjxLNCkrZSJCcnc+DAAQBW\nrVpF9+7dSUpK4syZM0BJ74yvr+9jtZGTk0PTpk0xNDRk9+7dXLhwAYBu3brx66+/aofgXb16VXv8\nzpDM4uJirl+/Trdu3VizZo12uN/Vq1e5cOECmZmZaDQaBg8ezNy5c4mJiUGj0XDx4kX8/f35/PPP\nyc7OJjc3l7/++ou4uDiWLFmCvb09586d0/ZU/X3+WWm8vLz49ddfAdi2bZt2Vca/8/HxITQ0lOLi\nYjIyMggLC8PDwwMoGR55/vx5NBoNoaGheHl5cf36derWrYuJiQmXL19my5YtFXqekyZNIi0tjaSk\nJCIiImjTpg179uwBSnrNli9fDsDy5csZMGCA9jo3Nzd++uknAgICSEtLq1BbQgghRHWx5fwW/hn2\nT97e9TYTt09k4MaBzIuch5u5G+sC1jHSceRDfxkNJb1gRUoRfyX99UhxLT66GJVKxTj1uAeWc2zs\nSEeLjqw4sYL84vxHakuIZ0H1HR6pQw4ODixfvpwJEyZgZ2fHN998Q8eOHRk6dChFRUW4u7szceLE\nx2ojKCiI/v3706FDB1xdXbG3twfA0dGRf//73/j6+qKvr4+bmxvLli3jm2++4dVXXyU4OBh9fX1+\n/PFHOnXqxEcffUTPnj3RaDQYGhqyYMECateuzZgxY7QLe3z66acUFxczfPhwcnJyUBSFyZMn3zds\ns3bt2vzwww/07t2bxo0ba5OrsnzwwQe8/PLLhIaG4uvri4WFBfXr17+rTGBgIAcOHMDFxQWVSsXn\nn39Os2bNOHnyJJ06dWLatGnEx8fj4+NDYGAgenp6uLm54ejoiK2trXaY6uOYNm0aw4YNIzg4mJYt\nW/Lbb3d/m+fl5cX8+fPp27cv27dvf+z2hBBCiCch6lIU08KnYWZsRkPjhhjrG2Nex5xJLpN4weaF\nR0rW7mhj2gY7Uzs2ndvEy/YvP9S1KTdS2HhmI0PaDHlgL9sd/1D/g/HbxvP72d8Z2mboo4YsRI2m\nqoyVgR5Fhw4dlHv33EpISMDBwUEn8YgSubm51KtXD0VReP3117Gzs2Py5Mmlls3Pz0dfXx8DAwMO\nHDjApEmTiIuLe8IRV2/ynhZCCFEVsm5nMfSPodQ1rEtov9CHmrNWUT8f+5mvor9ic+BmrBpYVfi6\nD/Z/wJ9n/2TzoM2Y1zUvt7yiKLyy6RVyCnL4feDvGOhJn4J4dqhUqmhFUTqUV06GR4q7LF68GFdX\nVxwdHcnJyWHChLJXm0pOTsbd3R0XFxfeeustFi9e/AQjFUIIIZ5NGkXD9IjpXC+4znzf+VWSsAH0\nsemDChWbzm+q8DVXbl3h9zO/M7jN4AolbFAyp/0f6n9w8cZFtl+QES9ClEa+yqhi8fHx2r3W7jAy\nMuLQoUM6iujBJk+efF/P2tKlS7VbD9zRpUsXFixYQGxs7JMMDwBPT0/tPnl3rFy5ErVa/cRjEUII\nIZ60n4/9zP60/czqNIvnGz1fZe00q9uM9ubt2XRuExOcJ1RouOXaxLUUKUUMdxj+UG11bdkVGxMb\nguOD6W3d+7GGdgpRE0nSVsXUavVTP2RwzJgx2r3eqoPqmvAKIYQQVe1IxhG+j/2e3ta9GWI3pMrb\n62fbj9kHZnMi6wSOjR0fWLZIU8Sa02vo3LwzLRu0fKh29FR6jHEcw6z9s4i5EkN78/aPE7YQNY4M\njxRCCCGEeEp8Ff0VZsZmfNDpgyfSG9XDugeGeob8ee7PcsuGpYRx5dYVhrUZ9kht9bTuSS29Wuy4\nsOORrheiJpOkTQghhBDiKRB1KYroy9GMVY99YhtRN6jVAJ8WPmw5v4UizYP3Kf311K80rdMUX6tH\n2xaprmFdOjfvzI7kHQ+9d6wQNZ0kbUIIIYQQT4Efj/xIk9pNGNKm6odF/l0/235k5WWxL3VfmWUu\nXr/IvrR9DLEb8lirP3Zv1Z1LNy9xPOv4I9chRE0kSVsVSEtLY8iQJ/uBWp0lJSXh5OSk6zCEEEKI\np9bhS4eJuhTFWKexGOkbPdG2vVt4Y1nPkpn7ZnI2+2ypZX5L/A19lT6D7AY9Vlt+Vn4YqAxkiKQQ\n95CkrQo0b96cNWvW6DoMIYQQQtQQC48spHHtxk+8lw3ASN+IRT0Woa+nz6vbXuXijYt3nS8oLmBD\n4gb8rPwqvMx/WUyMTHBv5i5DJIW4hyRt90hKSsLe3p5Ro0bh7OzMkCFDuHXrFh9++CHu7u44OTnx\n6quvaj9Izpw5Q/fu3XFxcaFdu3acPXv2rp6lvLw8xowZg1qtxs3Njd27dz/w+PHjx/Hw8MDV1RVn\nZ2cSExNLjfPmzZv07dsXFxcXnJycCA0NJTIykkGDSr7h2rhxI7Vr16agoIC8vDxsbW2Bkn3Y7uyt\nNnjwYG7dugXA6NGjeeutt+jcuTO2trYPTDoVReH999/HyckJtVpNaGgoULIxd7du3WjXrh1qtZqN\nGzdqrykuLmb8+PE4OjrSs2dPbt++DYCfnx93NlnPzMzE2tr64V80IYQQogaLuRzDoUuHGOM4BmMD\nY53E0LJBSxb1WES+Jp/x28Zz6eYlAG4U3CD0VCjX8q8x7PlHW4DkXt1bdefC9QucyT5TKfUJURNU\n2yX/P4v8jJNXT1ZqnfaN7JnqMbXccqdOnSI4OJguXbowduxYfvjhB9544w1mzZoFwIgRI/jzzz/p\n378/QUFBTJs2jcDAQPLy8tBoNFy5ckVb14IFC4CS/dpOnjxJz549OX36dJnHFy5cyNtvv01QUBAF\nBQUUFxeXGuPWrVtp3rw5mzaVbHiZk5ND3bp1tfumhYeH4+TkRFRUFEVFRXh6egIwaNAgxo8fD8CM\nGTMIDg7mzTffBCA9PZ2IiAhOnjxJQEBAmUM8161bR1xcHEeOHCEzMxN3d3d8fHxo0qQJ69evp0GD\nBmRmZtKxY0cCAgIASExMZNWqVSxevJhhw4axdu1ahg9/uD1chBBCiJrgVuEtvov9jr62fXFqXP70\ngR+P/Egj40YMfX7oE4iubHamdvzU/Sf+se0fvPjni6hQkZWXBUDrhq3paNGxUtrp2rIrHx38iB0X\ndmBnalcpdQrxtJOetlJYWVnRpUsXAIYPH05ERAS7d+/G09MTtVrNrl27OH78ODdu3CA1NZXAwEAA\njI2NqVOnzl11RUREaDfXtre3p1WrVpw+fbrM4506deKTTz7hs88+48KFC9SuXbvUGNVqNTt27GDq\n1KmEh4djYmKCgYEBrVu3JiEhgcjISN59913CwsIIDw/H29sbgGPHjuHt7Y1arSYkJITjx/830Xfg\nwIHo6enRtm1bLl++XObziYiI4OWXX0ZfXx9zc3N8fX2JiopCURSmT5+Os7Mz3bt3JzU1VVuPjY0N\nrq6uALRv356kpKSHfVmEEEKIGuG/J//LLwm/MGrLKNYnri+zXEFxAXMOzOFg+kHGOo2ltkHpfxM8\nSY6NHVnYfSFOjZ3waeHDO+3e4Wv/r1nWexl6qsr5s7Jx7ca4NXVje/L2SqlPiJqg2va0VaRHrKrc\nu++JSqXitdde4/Dhw1hZWTF79mzy8vIqNNa6rDJlHX/llVfw9PRk06ZN9OrViyVLltC1a9f7yrVp\n04bo6Gg2b97Mv/71L3r27MmsWbPw9vZmy5YtGBoa0r17d0aPHk1xcTHz588HSoZBbtiwARcXF5Yt\nW8aePXu0dRoZ/W9i84PuraxzISEhZGRkEB0djaGhIdbW1uTl5d1Xt76+vnZ4pIGBARqNBkBbVggh\nhKiprhdc5+djP+NpUTICZtb+WZzIOsE/Pf6JoZ6httylm5eYvHsyx7KOMU49juEO1Wd0imtTVxZ0\nW1ClbfRo1YPPoj7jwvULtGrQqkrbEuJpID1tpUhOTubAgQMArFq1Ci8vLwAaN25Mbm6udr5XgwYN\naNGiBRs2bAAgPz9fO0fsDh8fH0JCQgA4ffo0ycnJPP/882UeP3fuHLa2trz11lsEBARw9OjRUmNM\nS0ujTp06DB8+nPfee4+YmBhte19//TWdOnWiSZMmZGVlcfLkSRwdHQG4ceMGFhYWFBYWatt/WD4+\nPoSGhlJcXExGRgZhYWF4eHiQk5ND06ZNMTQ0ZPfu3Vy4cKHcuqytrYmOjgaQxVuEEELUeCuOr+BG\nwQ2mtJ/Cwu4LGdV2FKtPrWbYH8OYHj6dLw9/yeKjixn2xzDOXz/P1/5f83a7t9HX09d16E9Ut5bd\nAGQVSSH+X7XtadMlBwcHli9fzoQJE7Czs2PSpElcu3YNtVqNtbU17u7u2rIrV65kwoQJzJo1C0ND\nQ3777Tf09P6XC7/22mtMnDgRtVqNgYEBy5Ytw8jIqMzjoaGh/PLLLxgaGtKsWTPtPLp7xcfH8/77\n76Onp4ehoSE//vgjAJ6enly+fBkfHx8AnJ2dadq0qbb3cO7cuXh6etKqVSvUajU3btx46OcTGBjI\ngQMHcHFxQaVS8fnnn9OsWTP2WoMeAAAgAElEQVSCgoLo378/HTp0wNXVFXt7+3Lreu+99xg2bBgr\nV64stUdRCCGEqCmu5V1j5YmV9GjVAwczBwDec38Px8aO/JLwC9GXo8m8nUmBpoDWDVvzpd+X2JjY\n6Dhq3bCoZ4GTmRM7k3fyD/U/dB2OEDqn0tVyqh06dFDurBp4R0JCAg4ODjqJ546kpCT69evHsWPH\ndBqHqBmqw3taCCFE9fDF4S9YcWIF6wPWY9vQttQyiqJwo/AG9QzrVdocsafVT0d+4vu479kzbA9m\ntc10HY4QVUKlUkUritKhvHLP9qeBEEIIIcQTkHErg1UnV9HXpm+ZCRuUzKNvUKvBM5+wAXi1KJme\nsj9tv44jEUL3ZHjkPaytratVL1tWVhbdunW77/jOnTsxM6vab53i4+O1K1zeYWRkxKFDh6q0XSGE\nEKKmWRy/mGJNMZNcJuk6lKeGQyMHGhk3IiI1gv7P9dd1OELolCRt1ZyZmRlxcXE6aVutVuusbSGE\nEKKmUBSFree30sO6B1YNrHQdzlNDT6VHl+ZdCE8Np1hT/MwtxiLE30nfuxBCCCFEFUq6nsS1/Gt4\nNvPUdShPHS9LL7LzszmRdULXoQihU5K0CSGEEEJUobgrJaNW3Jq66TiSp0+n5p1QoSIiNULXoQih\nU5K0CSGEEEJUobiMOEyMTLA2sdZ1KE8dU2NT1I3VkrSJZ54kbUIIIYQQVSj2SiwuTVxkRchH1MWy\nC/GZ8WTnZes6FCF0Rj49aoALFy7Qvn17XF1dcXR0ZOHChY9Uz+zZs5k/f/4Dy/j5+XHv/noPsmfP\nHvr161fmeUVReOutt2jdujXOzs7ExMSU2e7zzz+Pq6srrq6uXLlypdRy9erVq3BsQgghRFXLzsvm\nfM55GRr5GLwsvVBQZOl/8UyT1SNrAAsLC/bv34+RkRG5ubk4OTkREBBA8+bNdR1aubZs2UJiYiKJ\niYkcOnSISZMmlbmlQEhICB06lLv3oBBCCFFtxGWUzGdzbeKq40ieXo5mjjQ0akhEagR9bPvoOhwh\ndEJ62u6RlJSEg4MD48ePx9HRkZ49e3L79m3i4uLo2LEjzs7OBAYGcu3aNQAWL16Mu7s7Li4uDB48\nmFu3bgHwxx9/4OnpiZubG927d+fy5ctltqlWq8nOzkZRFMzMzFixYgUAI0aMYMeOHfTp04ejR48C\n4ObmxocffgjAzJkzWbJkCbVq1cLIyAiA/Px8NBrNA+8xODiYNm3a4Ofnx/jx43njjTfuK1PW/QL8\n8ssvdO7cGScnJyIjIwGIjIykc+fOuLm50blzZ06dOlWh571x40ZGjhyJSqWiY8eOZGdnk56eXqFr\nAc6fP0+nTp1wd3dn5syZFb5OCCGEeBLirsRhoDLAsbGjrkN5aunr6dOpeSf2pe1Dozz4bxwhaqpq\n29N26ZNPyE84Wal1GjnY02z69HLLJSYmsmrVKhYvXsywYcNYu3Ytn3/+Od999x2+vr7MmjWLOXPm\n8PXXXzNo0CDGjx8PwIwZMwgODubNN9/Ey8uLgwcPolKpWLJkCZ9//jlffPFFqe116dKFffv20apV\nK2xtbQkPD2fkyJEcPHiQH3/8ER8fH8LDw7G2tsbAwIB9+/YBEBERwfDhwwG4ePEiffv25cyZM/zn\nP/8ps5ctLS2NuXPnEhMTQ/369enatSsuLi73lRs5cmSp9wtw8+ZN9u/fT1hYGGPHjuXYsWPY29sT\nFhaGgYEBO3bsYPr06axdu7bcZ52amoqV1f/2rGnRogWpqalYWFjcV3bMmDHo6+szePBgZsyYgUql\n4u2332bSpEmMHDmSBQsWlNueEEII8STFXonFwcyB2ga1dR3KU83b0pst57eQcDUBRzNJgMWzR3ra\nSmFjY4Ora8kwhvbt23P27Fmys7Px9fUFYNSoUYSFhQFw7NgxvL29UavVhISEcPz4cQBSUlLo1asX\narWa//znP9rjpfH29iYsLIywsDAmTZpEfHw8qampNGrUiHr16mnPR0RE0LdvX3Jzc7l16xZJSUk8\n//zzAFhZWXH06FHOnDnD8uXLy+zZi4yMxNfXl0aNGmFoaMjQoUPvK5OTk1Pm/QK8/PLLAPj4+HD9\n+nWys7PJyclh6NChODk5MXny5Afe798pinLfMZVKdd+xkJAQ4uPjCQ8PJzw8nJUrVwKwb98+bTwj\nRoyoUJtCCCHEk1BYXMjxrOO4NpWhkY+rU/NOAISnhOs4EiF0o9r2tFWkR6yq3BlqCKCvr092dtmr\nFY0ePZoNGzbg4uLCsmXL2LNnDwBvvvkm7777LgEBAezZs4fZs2eXWYePjw8LFiwgOTmZjz/+mPXr\n17NmzRq8vb0BcHd35/Dhw9ja2tKjRw8yMzNZvHgx7du3v6+u5s2b4+joSHh4OEOGDLnvfGlJ0sO6\nN6lSqVTMnDkTf39/1q9fT1JSEn5+fhWqq0WLFly8eFH7e0pKSqm9hJaWlgDUr1+fV155hcjISEaO\nHFlqPEIIIUR1kHA1gfzifJnPVgka126MurGavRf3MtFloq7DEeKJk562CjAxMcHU1JTw8JJvd1au\nXKnthbpx4wYWFhYUFhYSEhKivSYnJ0ebaCxfvvyB9VtZWZGZmUliYiK2trZ4eXkxf/58bdJWq1Yt\nrKys+PXXX+nYsSPe3t53nU9JSeH27dsAXLt2jX379ml74O7l4eHB3r17uXbtGkVFRaUOYXzQ/QKE\nhoYCJcMzTUxMMDExuet+ly1b9sD7/buAgABWrFiBoigcPHgQExOT+4ZGFhUVkZmZCUBhYSF//vkn\nTk5OQMnQ0tWrVwPc9fyFEEIIXYu9EgvIptqVxd/Kn2NZx7h8s+x1AoSoqSRpq6Dly5fz/vvv4+zs\nTFxcHLNmzQJg7ty5eHp60qNHD+zt7bXlZ8+ezdChQ/H29qZx48bl1u/p6UmbNm2AkuGSqampeHl5\nac97e3tjbm5OnTp18Pb2JiUlRZu0JSQk4OnpiYuLC76+vrz33nuo1epS27G0tGT69Ol4enrSvXt3\n2rZti4mJSYXvF8DU1JTOnTszceJEgoODAfjnP//Jv/71L7p06UJxcXG593tHnz59sLW1pXXr1owf\nP54ffvhBe+7OENX8/Hx69eqFs7Mzrq6uWFpaaucRfvPNNyxYsAB3d3dycnIq3K4QQghR1eKuxGFZ\nz5ImdZroOpQawd/KH4A9F/foNhAhdEBVGcPlHkWHDh2Ue/f7SkhIwMHBQSfxPEtyc3OpV68eRUVF\nBAYGMnbsWAIDA3UdVo0k72khhHg2KYqC/6/+dGzekXne83QdTo2gKAr91vfDqr4VC3s82p60QlQ3\nKpUqWlGUcve0kp62Z9Ds2bNxdXXFyckJGxsbBg4cqOuQhBBC1BARqRFsPb+1UuZQP81SclPIysvC\nrYkMjawsKpUKfyt/Dl06RG5Brq7DEeKJqrYLkdRES5cu5ZtvvrnrWJcuXapsqXpPT0/y8/PvOrZy\n5Urmz59fJe09yJO+dyGEEE9Wxq0M5kXOY9uFbQCEpYQxo+MM6hjW0XFkunFnPpusHFm5/Fv6s/zE\nciJSI+ht01vX4QjxxMjwSCGqkLynhRA1naIorE1cy5eHvyS/OJ8JLhMo1hTz45Efea7hc3zl9xXW\nJtb3XVesKebk1ZPU0q+Fnandkw+8CqXnphO0OYha+rXYFLgJfT19XYdUYxRrirXDTj/3+VzX4Qjx\n2Co6PFJ62oQQQgjxyLYmbWXOgTm4N3NnVsdZ2gTNuYkz08Kn8dKml+jWshuNazemaZ2mGOoZEnUp\nioPpB8nOz0aFiiCHIN5u9zbGBsa6vZlKcKPgBq/tfI3bRbf5qcdPkrBVMn09fXytfNl5YSeFmkIM\n9Qx1HZIQT4QkbUIIIYR4ZH+e+xOLuhYs6bkEPdX/psp3sezCb/1/46ODHxF5KZLM25kUaYoAaFK7\nCT4tfOjcvDNHMo7wS8IvRKRG8InXJ6iblL76cXWgKAoZtzMwNjCmrkHd+xKywuJCJu+ZTNL1JBZ2\nX1jjehCrC38rfzac2cDhS4e1m24LUdNJ0iaEEEKIR3K94Dr70/YTZB90V8J2R7O6zfi+2/cAaBQN\nOfk53Cy8iWU9S1QqFQB9bfvStWVXZu6byfAtw/nU61P62PZ5ovdRERpFw7TwaWw5v0V7rK5hXczr\nmGNjYoOtiS3ncs5xKP0QH3t9jKeFpw6jrdk6Ne+Esb4xu5J3SdImnhmStAkhhBDikexO3k2Rpoie\n1j3LLaun0sPU2BRTY9P7znW06Mi6gHWM2zaOb2O/pZd1r2o3rPDbmG/Zcn4Lr9i/QvN6zcktzCW3\nIJe03DTO5Zxj78W9FClFvOH6BgHPBeg63BqttkFtOjXvxJ6UPUxXpmu/ABCiJpMl/++RlJSEk5OT\nrsOosD179tCvXz+gZCn/h10Z8tNPP6V169Y8//zz/PXXX6WWOX/+PJ6entjZ2fHiiy9SUFAAQHJy\nMv7+/ri5ueHs7MzmzZvLbKegoIAxY8agVqtxcXFhz5492nO9e/fGxcUFR0dHJk6cWOrm3Iqi8NZb\nb9G6dWucnZ2JiYl5qPu8w8/Pj3sXwLlXvXr1HqrOR3nuQghRE/yV9BcWdS1QN378IY31a9XnVfWr\npOamsjN5ZyVEV3nWnl5L8LFghrUZxjSPaYxyHMXrrq8z1WMq33T9ht8H/k7k8Ej2vriXCS4TdB3u\nM8Hfyp9LNy+RcDVB16EI8URI0vYMO3HiBKtXr+b48eNs3bqV1157rdSEaerUqUyePJnExERMTU0J\nDg4G4KOPPmLYsGHExsayevVqXnvttTLbWrx4MQDx8fFs376dKVOmoNFoAPj11185cuQIx44dIyMj\ng99+++2+67ds2UJiYiKJiYksWrSISZMmVcYjEEII8Yhy8nM4kH6AXta9Kq2nw8/Kj5b1W7Ls+LJq\ns8/b/rT9zD04ly6WXfiX57/KvFdDPUMaGTd6wtE9u3ytfNFT6bH74m5dhyLEEyFJWymKi4sZP348\njo6O9OzZk+PHj9OuXTvt+cTERNq3bw9AVFQUnTt3xsXFBQ8PD27cuEFeXp62V8nNzY3du0s+UJYt\nW8bAgQPp378/NjY2fP/993z55Ze4ubnRsWNHrl69WmZMUVFRODs706lTJ95///0yewOPHDlC165d\nsbOz0yZKI0aMYOPGjdoyQUFB/P7772zcuJGXXnoJIyMjbGxsaN26NZGRkXfVpygKu3btYsiQIQCM\nGjWKDRs2ACWbXF6/fh2AnJwcmjdvXmb8J06coFu3bgA0bdqUhg0banu8GjRoAEBRUREFBQWl/oO4\nceNGRo4ciUqlomPHjmRnZ5Oenl5qWxqNhtdeew1HR0f69etHnz59WLNmzX3lVq1ahVqtxsnJialT\np951bsqUKbRr145u3bqRkZEBlCSe7u7uuLi4MHjwYG7dulXm/QohRE23++L/D41sVf7QyIrS19Nn\nZNuRxGfGa/c506WMWxlM2TMF24a2zPeZj4GezCqpLhoZN8K1iSu7knfpOhQhnohq++kT/utpMi9W\n7m73ja3q4T2sTbnlEhMTWbVqFYsXL9b2JJmYmBAXF4erqytLly5l9OjRFBQU8OKLLxIaGoq7uzvX\nr1+ndu3a2k2k4+PjOXnyJD179uT06dMAHDt2jNjYWPLy8mjdujWfffYZsbGxTJ48mRUrVvDOO++U\nGtOYMWNYtGgRnTt3Ztq0aWXGfvToUQ4ePMjNmzdxc3Ojb9++jBs3jq+++ooBAwaQk5PD/v37Wb58\nOdu2baNjx47aa1u0aEFqaupd9WVlZdGwYUMMDAzuKzN79mx69uzJd999x82bN9mxY0eZcbm4uGiT\nxIsXLxIdHc3Fixfx8PAAoFevXkRGRvLCCy9oE8S/S01NxcrK6r5YLSws7iu7bt06kpKSiI+P58qV\nKzg4ODB27Ni7yqSlpTF16lSio6MxNTWlZ8+ebNiwgYEDB3Lz5k3atWvHF198wYcffsicOXP4/vvv\nGTRoEOPHjwdgxowZBAcH8+abb5Z5z0IIUZNtS9pG87rNcWpcuVMKAloH8H3c9yw7vox25u3Kv6AK\nhaeGk1uYy6den1Kv1sMNnRdVr2vLrsw/PJ+UGym0qN9C1+EIUaWkp60UNjY2uLq6AtC+fXuSkpIY\nN24cS5cupbi4mNDQUF555RVOnTqFhYUF7u7uQEmPkYGBAREREYwYMQIAe3t7WrVqpU3a/P39qV+/\nPk2aNMHExIT+/fsDoFarSUpKKjWe7Oxsbty4QefOnQF45ZVXyox9wIAB1K5dm8aNG+Pv709kZCS+\nvr6cOXOGK1eusGrVKgYPHoyBgUGpQ0/u7eV6UJlVq1YxevRoUlJS2Lx5MyNGjNAOebzX2LFjadGi\nBR06dOCdd96hc+fO2kQQ4K+//iI9PZ38/Hx27br/W7OKxHpHREQEQ4cORU9Pj2bNmuHv739fmaio\nKPz8/GjSpAkGBgYEBQURFhYGgJ6eHi+++CIAw4cPJyIiAihJuL29vVGr1YSEhHD8+PFS2xdCiJou\nJz+HA2kH6Gnds9IXgahtUJuX7F9iz8U9JOUkVWrdDyvyUiRmxma0MS3/C1/x5Plblfz7vufiHt0G\nIsQTUG172irSI1ZVjIyMtD/r6+tz+/ZtBg8ezJw5c+jatSvt27fHzMyM1NTUUv+xetA4/L/Xraen\np/1dT0+PoqKiUq95mHH998Zz5/cRI0YQEhLC6tWr+fnnn4GS3qqLFy9qy6akpNw3xLFx48ZkZ2dT\nVFSEgYHBXWWCg4PZunUrAJ06dSIvL4/MzEyaNm16X1wGBgZ89dVX2t87d+6Mnd3d+9cYGxsTEBDA\nxo0b6dGjx13nKhLrHRV5Xo/yTEePHs2GDRtwcXFh2bJldy2mIoQQz5JdybsoUoroZd2rSup/6fmX\n+Dn+Z1aeWMnMTjOrpI3yKIpCVHoU7s3cZXXCaqplg5Y8Z/Icuy7uYnjb4boOR4gqJT1tFWRsbEyv\nXr2YNGkSY8aMAUp60dLS0oiKigLgxo0bFBUV4ePjQ0hICACnT58mOTmZ559//pHbNjU1pX79+hw8\neBCA1atXl1l248aN5OXlkZWVxZ49e7S9gKNHj+brr78GwNHREYCAgABWr15Nfn4+58+fJzExUTtc\n8Q6VSoW/v792Ttjy5csZMGAAAC1btmTnzpIVvhISEsjLy6NJkyalxnXr1i1u3rwJwPbt2zEwMKBt\n27bk5uZq56YVFRWxefNm7O3t77s+ICCAFStWoCgKBw8exMTEpNShkQBeXl6sXbsWjUbD5cuXS02u\nPD092bt3L5mZmRQXF7Nq1Sp8fX2Bkjlxd+73v//9L15eXkDJ62thYUFhYaH29RVCiGfRtgvbsKxn\niaOZY5XUb1bbjIDWAWw8u5G9F/fqZFGSC9cvcOX2FdybuT/xtkXFdW3ZlZjLMeTk5+g6FCGqVLXt\naauOgoKCWLduHT17lky6rlWrFqGhobz55pvcvn2b2rVrs2PHDl577TUmTpyIWq3GwMCAZcuW3dXD\n9iiCg4MZP348devWxc/PDxMTk1LLeXh40LdvX5KTk5k5c6a2N8rc3BwHBwcGDhyoLevo6MiwYcNo\n27YtBgYGLFiwAH39kn1x+vTpw5IlS2jevDmfffYZL730EjNmzMDNzY1//OMfAHzxxReMHz+er776\nCpVKxbJly8r8NvLKlSv06tULPT09LC0tWblyJQA3b94kICCA/Px8iouL6dq1KxMnTgRg4cKFAEyc\nOJE+ffqwefNmWrduTZ06dVi6dGmZz2rw4MHs3LkTJycn2rRpg6en533Py8LCgk8//RR/f38URaFP\nnz7aZLRu3bocP36c9u3bY2JiQmhoKABz587F09OTVq1aoVaruXHjxgNeMSGEqJly8nM4mHaQEW1H\nVGkP1Dj1OA6kHeCNXW/gZObEJNdJeFt6P7Fer8hLJQtzySbZ1Zu/lT+L4xcTlhJG/+f66zocIaqM\nSldL6nbo0EG5d7+shIQEHBwcdBJPRcyfP5+cnBzmzp37xNvOzc3V7h82b9480tPTtQueVMStW7dQ\nq9XExMSUmfDVJHeeV1ZWFh4eHuzbt49mzZo98Tiq+3taCCEe1h9n/2B6xHRC+oTg3MS5Stsq1BTy\n+5nfWXR0EWk307BvZE9g60D62vbFxKhq/y17b+97xF6JZceQHTI8shrTKBq6/9Yd16aufOn3pa7D\nEeKhqVSqaEVROpRXTnraKigwMJCzZ8+WukjGk7Bp0yY+/fRTioqKaNWqFcuWLavwtTt27GDs2LG8\n++67z0TCBtCvXz+ys7MpKChg5syZOknYhBCiJtpxYQfmdcwrfdXI0hjqGTK4zWACngvg97O/s/rU\naj6N/JT5h+fjZ+XHu+3frZJVAxVFIepSFJ2bd5aErZrTU+nhZ+XHn+f+JL84HyP9xxvZJER1JUlb\nBa1fv/6JtPP666+zb9++u469/fbbjBkzRrui4cPq3r07ycnJlRFeuf7666/79jyzsbGpkucXHx+v\nXaXzDiMjIw4dOiSLhAghRDnSc9Mx0DOgSZ3S5yKX5lbhLfal7WOw3WD0VE9uWryhfknyNrjNYE5e\nPcnGMxtZm7gWPZUe833nV3p7Z7LPcDXvKh7NPMovLHSua8uu/Hb6Nw6lH8KnhY+uwxGiSkjSVs0s\nWLBA1yE8ll69etGrV9WsJnYvtVpNXFzcE2lLCCFqAkVRiLwUyS8Jv7D34l5sTWxZP2B9hXuT9qXt\nI784n+6tuldxpGWzb2SPvYc9uYW5JatYaooqfdPrO/PZPCwkaXsaeDTzoK5hXXYl75KkTdRY1W71\nSF3NsROissl7WQhRnSRfT2bIH0MYt20cR64cwbuFN2dzzhJ7JbbCdey4sANTI1PcmrpVYaQV42Xp\nxfWC6xzLPFbpdUddisKyniWW9SwrvW5R+Wrp18LL0ovdF3dTqCnUdThCVIlqlbQZGxuTlZUlf+yK\np56iKGRlZWFsbKzrUIQQAoAVJ1aQfD2ZDzt/yLYh2/iPz3+oa1iXtYlrK3R9QXEBYSlh+Lf0r/Se\nrUfR0aIjeio99qXtK7/wQ9AoGqIuRclS/0+Z/rb9uZp3lbCLYboORYgqoftP3b9p0aIFKSkpZGRk\n6DoUIR6bsbExLVpU/gR5IYR4WMWaYnYm78S7hTeBdoHa431s+vDH2T+Y6jGVBrUaPLCOQ+mHyC3M\npVvLblUdboWYGJng3NiZiJQIXnd9vdLqPXX1FNcLrst8tqdMF8suNKndhHVn1tGtVfV4jwpRmapV\n0mZoaIiNjY2uwxBCCCFqlLiMODJvZ9KzVc+7jg+2G8xvp39jy7ktvGj/4MWudiTvoK5hXTpadKzK\nUB9KF8su/BD3A1fzrtLIuFGl1KmdzyZJ21PFQM+Aga0HEnwsmMs3L2Ne11zXIQlRqarV8EghhBBC\nVL7tF7ZjpG+Edwvvu463NWuLfSP7codIFmmK2J28G58WPtTSr1WVoT4UL0svFBQOpB2otDqjLkXR\nqkEr+aP/KRTYOhCNomHj2Y26DkWISidJmxBCCFGDaRQN25O206V5F+oa1r3rnEqlYpDdIBKuJnAi\n60SZdcReieVa/jW6t9TdqpGlaWvWFlMjU/alVs68tryiPCIvReLZzLNS6hNPllUDKzyaebAucR0a\nRaPrcISoVJK0CSGEEDXY0YyjXLl9hR7WPUo938emD0b6RqxLXFdmHXd66rwsvaoqzEeip9KjU/NO\n7EvbVyl/pO9L3cftotsyJ+opFmgXSGpuKlGXonQdihCVSpI2IYQQogbbdmEbhnqG+LbwLfW8iZEJ\nPVv1ZNO5Tdwuun3f+YLiArae34pPCx/qGNap6nAfmpelF1fzrnLy6snHrmvbhW00NGoo89meYt1b\ndqd+rfoVXhVViKeFJG1CCCFEDaUoCtsvbKdz887Ur1W/zHKD7AaRW5jL1vNb7zu36+IuruVfY7Dd\n4KoM9ZF1bt4ZgIjUiMeqJ784n70pe+nWslu12NJAPBpjA2P62vRl54Wd5OTn6DocISqNJG1CCCFE\nDXUs8xiXbl6iR6vSh0be0d68PW1M2/DzsZ8p1hTfdW7d6XVY1LWoVqtG/p1ZbTPamrV97Hlt+1P3\nc7PwZrnPSlR/g9sMpkBTwJ/n/tR1KEJUGknahBBCiBpq+4XtGOgZ4Gfl98ByKpWKV51fJel6Etsv\nbNceT7mRwoH0AwTaBaKvp1/F0T66Ls27cCTjCNcLrj9yHdsubKNBrQZ4WMjQyKedfSN71I3VrDq5\nShYkETWGJG1CCCFEDaQoCtsubKOjRUdMjEzKLd+jVQ9sTWz56ehP2j90159ZjwoVga0Dy7lat3yt\nfClWiksd3lkRBcUF7Lm4h64tu2KoZ1jJ0QldGNl2JBeuX2DPxT26DkWISiFJmxBCCFEDHck4Qmpu\n6n0bapdFT6XHeOfxnMk+w+7k3RRpithwZgNdLLvQrG6zKo728Tg3dsahkQMrT6x8pJ6Vg+kHyS3M\nrfCzEtVf91bdsahrwYoTK3QdihCVQpI2IYQQogZal7iOOgZ16GXdq8LX9LbuTcv6Lfnp6E9EpEZw\n5dYVhtgNqcIoK4dKpWKU4yiSricRnhL+0Nf/lfQX9WvVr7bz9sTDM9AzIMghiOjL0RzPPK7rcIR4\nbJK0CSGEEDXMzcKbbE3aSm+b3g+1TL+BngHj1ONIuJrAJ4c+oZFxI3ysfKow0srT07on5nXMWX5i\n+UNdV1hcyO6Lu/G38sdQX4ZG1iSD7QZT17Auy48/3HtCiOpIkjYhhBCihtl6fiu3i24/0ly0fs/1\no3nd5qTfTGdA6wFPzRwvQz1DghyCiLoUxYmsExW+7mD6QW4U3JChkTVQvVr1GGw3mG0XtpGem67r\ncIR4LJK0if9j776jo6rWNoA/Z5KZ9EJIDwkhISAJNQQITUpAelf0KgKCiFIUBcFLt4AIiCBdVKSI\nXBsQkBZCBykJLYSSRn0b3loAACAASURBVHolvc1kkjnfHwgfSCBtkpNJnt9ariUz5+z9hMWCeefs\n/W4iIqpj/oz4E+4W7mhj06bC98plcrzb5l0oZAqdWBr5uFHNRsFY37hC+5h23dkFM4UZOjt2rsZk\nJJUxLcYAAH6+/bPESYiqhkUbERFRHRKZFYkbaTcwwmMEBEGo1BgjPEbg5Ksn4WLuouV01ctcYY6R\nHiNx5N4RJOcnl3n96fjTOJtwFpNbT4ZCT1EDCammOZg64KXGL+GP8D+QV5QndRyiSmPRRkREVIf8\nGf4n9GX6GOI+pErjmCnMtJSoZr3R4g1ooMGu27uee526RI3ll5fD1dwVr7/weg2lIymM8xqHPHUe\ndt15/p8JotqszKJNEARnQRBOCIJwWxCEUEEQPijlGkEQhG8FQYgQBOGGIAje1ROXiIiInkVdosb+\nyP3o5dwLVoZWUseRRCOzRujbuC9+DfsVqQWpz7xu5+2diMmJwZyOc9iApI7zsvZCj0Y98FPoT8gt\nypU6DlGllOdJWzGAmaIotgDgC2CqIAie/7pmAACPf/57B8BGraYkIiKiMp2IO4FMVSZGeoyUOoqk\n3m/3PtQlaqy8vLLU99MK0rDp+ib0aNQD3Zy61XA6ksLUtlORW5SLHbd2SB2FqFLKLNpEUUwSRfHK\nP/+fC+A2AKd/XTYMwHbxgQsALAVBcNB6WiIiInqmP8P/hL2JPTo71O+mGi7mLni71ds4FH0I5xPP\nP/X+6iurUaQpwscdPpYgHUmhRcMW6OPSBztu7UC2KlvqOEQVVqE9bYIguAJoB+Div95yAhD32K/j\n8XRhR0RERNUkLjcO5xPPY2TTkdCT6UkdR3ITWk2Ai5kLll5ciqKSIgCAKIr4+fbP8I/0x1jPsWhs\n3ljilFSTprSdgnx1Ps9tI51U7qJNEARTAH8AmCGKYs6/3y7lFrGUMd4RBCFIEISgtLS0iiUlIiKi\nZ/o97HfIBFm9Xxr5kIGeAeZ1moeYnBj8ePNH5BTl4KOTH2HZpWXo0agHJreeLHVEqmEeDTzQz7Uf\ndt7eiQxlhtRxiCqkXEWbIAhyPCjYfhZF8c9SLokH4PzYrxsBSPz3RaIofieKoo8oij42NjaVyUtE\nRET/UlRShD3he9DTuSfsTOykjlNrdHHqgn6u/bDlxhaM3j8aJ+NOYpbPLKztvRbGcmOp45EE3mv7\nHlQlKvx08yepoxBVSHm6RwoAfgBwWxTFVc+4zB/A2H+6SPoCyBZFkUfPExER1YBjMceQqcrE6Oaj\npY5S68zuMBsKPQVKxBJs7b8V47zGVfr8OtJ9bhZuGOw2GDtu78C11GtSxyEqN0EUn1rF+OQFgtAN\nwBkAIQA0/7w8F4ALAIiiuOmfwm4dgP4ACgC8JYpi0PPG9fHxEYOCnnsJERERlcO4Q+OQVpiGAyMO\nQCbwCNZ/S85PhqncFKYKU6mjUC2QrcrG63+9jnx1PnYP3g17E3upI1E9JghCsCiKPmVdp1/WBaIo\nnkXpe9Yev0YEMLX88YiIiEgbIjIjcCX1Cma2n8mC7Rn4oZweZ2FggW97f4s3Dr6BGSdm4Kf+P8FQ\n31DqWETPxb/diYiIdNivYb9CIVNgWNNhUkch0hnulu5Y1n0ZbqXfwqd/f4qyVp4RSa3MJ21ERERU\nOxWoC7A/cj9ecn0JDQwbSB2HSKf0dO6Jae2mYe3VtchUZcLHzgetrVvDy9oLJnITqeMRPYFFGxER\nkY46HH0Yeeo8NiAhqqRJrSahsLgQR6OP4lzCuUevK2QKmMhNYCw3hquFKz7p8AlcLVylC0r1XpmN\nSKoLG5EQERFVzfjD45FemA7/4f7siEhURVnKLITcD8HdzLvIKcpBgboA+ep8nI4/jaKSIsxoPwP/\neeE/3DtKWqW1RiRERERUc0RRRLFYDLlM/tzrEvISEJwSjOntprNgI9ICS0NLdG/UHd0bdX/i9dSC\nVCw6vwjLLi3D8djjWNJtCZvbUI3jVwVERES1gCiKOB1/GmMOjUGP3T1wO/32c6//K+ovAMAgt0E1\nEY+o3rI1tsUGvw1Y3Hkxbt6/iXcC3kG+Ol/qWFTPsGgjIiKSWGBsIEYfGI2pgVNxv+A+jPSNMC1w\nGpLzk0u9XhRF7I/cD29bbziZOtVwWqL6RxAEjGo2Cuv81iE2JxYLzi1gx0mqUSzaiIiIqkF5P9D9\nfPtnzDgxA4XFhfi86+c4MPIANvbdiPzifEwJnIK8oryn7glND0V0TjSGuA/Rdmwieo4O9h3wgfcH\nCIgJwPZb26WOQ/UIizYiIiIt0oga/Hz7Z/T8tSf2hO957rWHow/jq0tfwc/FD3uH7cXwpsMhl8nR\nrEEzrOq5Cvey7mHmqZlQa9RP3Lc/cj8UMgVecn2pOn8UIirFeK/x6OPSB98Ef4PLyZeljkP1BIs2\nIiIiLYnLjcOEIxOw7NIyAMDivxcjMDaw1GsvJ1/G3DNz0da2LZZ1XwZ92ZO9wbo4dsHCzgtxPvE8\n5p2ZB2WxEgCg1qhxOPowejj3gLnCvHp/ICJ6iiAI+Lzr53A2c8asU7Nwv/C+1JGoHmDRRkREpAX+\nkf4Y5T8KdzPu4rMun+HQyENo2bAlZp+a/dS38Xcz7uKD4x/A2cwZa3uvhaG+YaljjvAYgQ/bf4hD\n0Ycw/vB4JOcn43zCeWQoMzDEjUsjiaRiqjDFqp6rkK3KxrbQbVLHoXqA57QRERFVUVR2FEbtG4W2\ntm3xZfcvH7UDz1JmYdzhcUgtSMXXPb9GdHY0AmICEJwSDBsjG+wcuBMOpg5ljn8i9gT+e/a/MNAz\nQCPTRojNjcXxV45Drvf8YwGIqHrNPjUbpxNOI+DlAJgpzKSOQzqovOe08UkbERFRFYiiiC8vfgkj\nuRFW9lj5xPlNloaW2Nx3M0zkJpgcMBlfXvoSmcpMTG4zudwFGwD0cumFXYN2wVxhjhv3b6C/a38W\nbES1wLiW45CvzsfvYb9LHYXqOB6uTUREVAUBMQG4kHQB/+34XzQ0avjU+/Ym9vix3484EXcC3Zy6\nwd3SvVLzuFm4YdegXdh5eydGNh1Z1dhEpAVeDb3Q0b4jdt7eiTEtxvDLFKo2fNJGRERUSQXqAiy/\nvBzNGzTH6Oajn3mdi7kLxnmNq3TB9pCZwgzvtXkPdiZ2VRqHiLRnvNd4pBak4uC9g1JHoTqMRRsR\nEVElfXfjO6QUpGCe77ynuj8SUf3Qzakbmlo2xU+hP/HAbao2LNqIiIgqITo7GttubcNQ96FoZ9tO\n6jhEJBFBEDDeazwisiJwLvGc1HGojmLRRkREVAkbrm2AgZ4BPmz/odRRiEhiA5sMhK2xLTZe34iU\n/BSp41AdxKKNiIioguJz43Ek5gheafYKrI2spY5DRBKT68kxte1UhKSFoP8f/THr1CwEpwRzuSRp\nDYs2IiKiCtpxawdkggxvtHhD6ihEVEuM9BiJv0b+hTdavIHziecx/vB4zD49W+pYVEdw1zQREVEF\nZCmzsCdiDwY2GfjEmWxERM5mzpjVYRamtJ2Cg/cOwtLAUupIVEewaCMiIqqA3Xd3o7C4EOO9xksd\nhYhqKWO5MV5u9rLUMagO4fJIIiKiclIWK/HLnV/Q3ak7PBp4SB2HiIjqCRZtRERE5eQf6Y8MZQbe\navmW1FGIiKgeYdFGRERUDiWaEmwL3YaWDVvCx85H6jhERFSPsGgjIiKd92f4nwhJC6nWOa6lXUNs\nbize9HwTgiBU61xERESPY9FGREQ6rbC4EJ///TlWBq2s1nkuJ1+GAAFdnbpW6zxERET/xqKNiIh0\nWuj9UBSLxbiSegXxufHVNk9QchBesHoBFgYW1TYHERFRaVi0ERGRTruedv3R//8V9Ve1zFFUUoRr\nadfgY8+9bEREVPNYtBERkU67lnYNjc0bo71dexyIOgBRFLU+x420G1CVqNDBroPWxyYiIioLizYi\nItJZoijiRtoNtLFpgyFuQxCdE41b6be0Ps/llAf72bztvLU+NhERUVlYtBERkc6Kz41HhjIDbWza\noK9rXyhkCuyP2q/1ebifjYiIpMSijYiIdNa1tGsAgDY2bWCuMEcP5x44dO8Q1Bq11uZQlahwPe06\n97MREZFkWLQREZHOup52HSZyEzS1bAoAGOw2GBnKDFxIvKC1OULSQrifjYiIJMWijYiIdNaNtBto\nad0SejI9AEB3p+6wMLDQ6hJJ7mcjIiKpsWgjIiKdVKAuwN3Mu2hj0+bRa3I9Ofq79seJ2BPIV+dr\nZR7uZyMiIqmxaCMiIp108/5NaETNE0UbAAxxHwJliRL7IvZVeQ7uZyMiotqARRsREemkh4dq/7to\na2PTBm1t2mL7re0o1hRXaY6H+9k62nes0jhERERVwaKNiIh00vW062hi0aTUZYsTW01EQl4CjkQf\nqdIc3M9GRES1AYs2IiLSOY8fql2aFxu9CHcLd/x480eIoljpeS4nX8YLVi/AXGFe6TGIiIiqikUb\nERHpnNjcWGSqMp9ZtMkEGd5q+RbCMsNwNuFspeZIzk9GcEowujl1q0pUIiKiKmPRRkREOuda6v8f\nqv0sA5sMhL2JPX64+UOl5tgbsRcaUYMRHiMqdT8REZG2sGgjIiKdcyPtBkzlpnC3dH/mNXI9OcZ6\njkVwSvCjIq+8SjQl+DP8T3R26AxnM+eqxiUiIqoSFm1ERKRzQu6HoKV1S8iE5/8zNspjFMwV5vgh\npGJP284nnkdSfhJebvZyVWISERFpBYs2IiLSKcpiJcIyw9DKulWZ1xrLjTHOaxxOxp+s0Lltv4f9\nDitDK/Ry7lWVqERERFrBoo2IiHTKnYw7KBFLylW0AcCElhPQwb4DPr/wOe5m3C3z+rSCNJyKP4Xh\nTYdDrievalwiIqIqY9FGREQ65UbaDQBAS+uW5bpeX6aP5S8uh4XCAh+e/BA5RTmP3ovPjceu27uQ\nmJf46LW9EXtRIpZglMco7QYnIiKqJBZtRESkU27evwl7E3vYGNuU+x5rI2t83fNrJOUlYd7ZebiV\nfguzT8/G4D2D8eWlLzF071B8e+Vb5Bbl4o/wP9DJvhNczF2q8acgIiIqP32pAxAREVVEyP2Qci+N\nfFxb27aY1WEWll1ahpNxJ2EiN8Gbnm+in2s/7Ly9E1tCtuCXO78gT52HGd4zqiE5ERFR5bBoIyIi\nnZGhzEB8XjxGNx9dqftff+F15BblQi6T45Xmr8BcYQ4AWNZ9Gd544Q2sDFqJ1IJU9Hbprc3YRERE\nVcKijYiIdMbN+zcBoFJP2gBAEAS82+bdUt9rZdMK2wZsgyiKEASh0hmJiIi0jXvaiIhIZ4TcD4FM\nkMGzoWe1zcGCjYiIahsWbUREpDNC7oegqWVTGMuNpY5CRERUY1i0ERGRThBFETfv36z00kgiIiJd\nxaKNiIh0QlxuHLJV2eU+n42IiKiuYNFGREQ6IeR+CIDKNyEhIiLSVSzaiIhIJ9y8fxNG+kZwt3SX\nOgoREVGNYtFGRFTPiKKIrTe34pX9ryCtIE3qOOV24/4NeDb0hL6Mp9UQEVH9wqKNiKgeyVfnY+ap\nmVgVvAp3Mu5g0/VNUkcqF3WJGnfS73BpJBER1Uss2oiI6omo7Cj856//4HjscczymYXXmr+GP8L/\nQHR2tNTRyhSaHooiTRGbkBARUb3Eoo2IqB64mnoVb/z1BrJV2fiu73cY5zUO77Z5FwZ6Bvj26rdS\nxyvT5hubYaYwg6+Dr9RRiIiIahyLNiKiOi4oOQiTAybD2sga/xv8P3R06AgAaGjUEOO9xiMgJgAh\naSESp3y2vxP/xtmEs5jcejIsDCykjkNERFTjWLQREdVhl5IuYUrgFNib2OPHfj/C3sT+iffHeo2F\nlaEVvrnyDURRlCjls5VoSvB10NdwMnXCf174j9RxiIiIJMGijYiojvo78W9MDZwKRxNH/NjvR9gY\n2zx1jYncBJNbT8bl5Ms4l3hOgpTPdyDqAO5m3sUH3h9AoaeQOg4REZEkWLQREdVBgTGBmBo4Fc7m\nzvih3w+wNrJ+5rWvNHsFjUwbYcXlFVCVqGow5fMVFhfi26vfopV1K/R37S91HCIiIsmwaCMiqmP2\nRezDR6c+QgurFtjabysaGjV87vVyPTnm+c5DVHYU1l1dV0Mpy7bj1g6kFqRips9MCIIgdRwiIiLJ\nsGgjIqpDdt7aifnn5qOjfUdseWlLuRt3dHPqhtHNRmNb6DYEJQeVe758dT7OxJ9BfG58ZSM/pURT\ngu9DvsfGaxvh5+KH9nbttTY2ERGRLtKXOgAREWnHsZhj+OryV+jj0gdfvfhVhfeAzfSZifOJ5zH/\n3Hz8MfQPmMhNSr0urSANR6KP4FT8KQSlBKFYUwwA6GTfCSM8RsDPxQ/KYiUS8hOQlJcEfZk+2tu1\nh5nCrMwM8bnxmHd2Hq6kXsFLjV/Cws4LK/QzEBER1UWCVN3CfHx8xKCg8n+bS0RUHa6kXIGpwhTN\nGjSTOkqVvX/8fdxKv4XDow5DX1a57+Supl7FuEPjMNJjJBZ3WfzEe6oSFbaFbsP3Id+jsLgQbhZu\neLHRi/B18MXN+zexJ2IPEvISIBNk0IiaJ+6VCTK0tG6JTvad4G7pDitDKzQ0aggTuQnic+MRnR2N\nezn3sDdiLwQImNtpLga7DeaySCIiqtMEQQgWRdGnrOv4pI2I6q2ikiJMCZwCdYkan3X9DIPcBkkd\nqdIK1AU4n3geozxGVbpgA4B2tu0wvuV4bL25FQXFBWjeoDncLd1RWFyINVfWICEvAX1c+mC693S4\nWbg9uq+rU1dMaj0Jl5Iv4ULiBTQ0aghHE0c4mDogX52PC0kXcDHpIn68+SNKxJJS5zbSN4KPnQ/m\n+86Ho6ljpX8GIiKiuoZFGxHVW0HJQchX58PJ1AmfnPkEkVmRmNZuGmSC7m33PZd4DqoSFfxc/Ko8\n1rS205BakIrLyZdx6N6hR683tWyKLS9tga+Db6n3yQQZfB18S32/g30HTG83HQXqAiQXJCOjMAPp\nynTkq/PhaOoIV3NX2Bnb8ckaERFRKVi0EVG9dSLuBIz0jfD7kN+xImgFtoRswb3se1j24jIY6BlI\nHa9CAmMDYWlgCW877yqPpdBTYFn3ZQCA3KJcRGVHIUeVg86Onav0FA8AjOXGcLNwe+IpHRERET0f\nizYiqpdEUcTJ+JPwdfCFqcIUizsvhpuFG1YGrcS+iH0Y3Xy01BHLTV2ixum40/Br7FflourfzBRm\naGPTRqtjEhERUcXo3hogIiItCMsMQ3J+Mno59wIACIKAsZ5j4Wbh9sSSQF1wKfkSctW5WlkaSURE\nRLUPizYiqpdOxJ2AAAHdG3V/9JogCOjfpD+CU4KRkp8iYbqKCYwNhJG+ETo7dpY6ChEREVUDFm1E\nVC+djDuJVjatYG1k/cTrA1wHQISII9FHJEpWMSWaEhyPPY7uTt11bh8eERERlQ+LNiKqd1ILUhGa\nHvpoaeTjXC1c0cKqhc4skbxx/wbSlelcGklERFSHsWgjonrnVPwpAEDPRj1LfX9gk4G4mX4TsTmx\nNZiqcgJjAiGXyfFioxeljkJERETVhEUbEdU7J+NOwsnUCe6W7qW+38+1HwDgcPThmoxVYaIoIjA2\nEJ0cOsFUYSp1HCIiIqomLNqIqF4pUBfgYtJF9HLu9cyDnB1MHdDOtl2tXyK5L3If4vPiMaDJAKmj\nEBERUTVi0UZE9cqFpAtQlajQ07nnc68b0GQAIrIiEJ4ZXjPBKighLwHLLi2Dj50PBrsNljoOERER\nVSMWbURUr+yP3A9zhTm87byfe13fxn0hE2S18mmbRtRg/tn5AIAvun0BmcC/yomIiOoy/ktPRPVG\nVHYUAmMD8WrzVyGXyZ97rbWRNTrZd8LBewdRoimpoYTls/PWTgSlBGFOhzlwMnWSOg4RERFVMxZt\nNURdooZG1Egdg6he23pzKwz0DDDGc0y5rh/VbBQS8hJwKLr2PG2LzIrEmitr0NO5J4Y3HS51HCIi\nIqoB+lIHqMtEUcSFpAv4IeQHXEy+CADQF/Qh15Ojp3NPLOm6BHK953/bT0TakZyfjAORBzC6+WhY\nGVqV656+jfuieYPmWH91Pfq59ivz6Vx1UxYrMef0HJjITbCo86JnNlIhIiKiuqXMok0QhB8BDAaQ\nKopiy1Le7wlgH4B7/7z0pyiKn2kzpC46GXcSm65vQmh6KGyMbPB2q7ehkClQpClCemE69kTsQVFJ\nEVb0WCH5B0GiilCVqHAs5hj6Nu4LhZ5C6jjlti10GwBgnNe4ct8jE2R43/t9TA2cir0Re/FKs1eq\nK165LLu0DHcz72K933pYG1lLmoWIiIhqTnmetP0EYB2A7c+55owoimxf9o9LSZcw/fh0OJs5Y1Hn\nRRjqPvSpD7fNrZpj2aVlmHN6Dpa/uBz6Mj70JN2w6/YurApehT0Re7C652qdOB8sU5mJP8L/wEC3\ngXA0dazQvd2duqONTRtsur4JQ92HwkDPoJpSPt/eiL34I/wPTGo1iQdpExER1TNl7mkTRfE0gIwa\nyFInaEQNVgWvgr2JPf4c+idebvZyqU8j3mjxBj72+RgBMQGYe2Yu8tX55Z4jrSAN/pH++OTMJxh/\neDyS85O1+SMQPdehe4dgY2SDoOQgTDgyAfcL70sdqUy77uxCYXEhJrScUOF7BUHAB94fILUgFf+7\n879qSFe2uxl3seTCEnSw74ApbadIkoGIiIiko63HO50FQbgOIBHALFEUQ7U0rs45GnMUoemh+KLr\nFzDUN3zutWO9xqJYLMY3wd/gcPRhNDZvjBYNW6CVdSv0dun9RFc4ZbES+6P249e7v+JOxh0AgJWh\nFQqLCzElcAq29d8GM4VZtf5sRFFZUbidcRtzOsxBY/PGmHlqJsYcHIPNfTejsXljqeOVKq8oD7tu\n70Jv595wt3Sv1Bgd7DvA18EX34d8j1HNRsFEbqLllM+WV5SHmadmwlRhyqfyRERE9ZQgimLZFwmC\nK4ADz9jTZg5AI4piniAIAwGsEUXR4xnjvAPgHQBwcXFpHxMTU4XotY9ao8awvcNgqG+I3wb/Bj2Z\nXrnuu5x8GcEpwbidfhu3M24jKT8JANDapjX6u/ZHlioLv939DZmqTLSwaoEBTQags2NnNGvQDBeS\nLmDqsanwsffBBr8NbGxC1Wrd1XXYErIFx14+BhtjG4SkhWBq4FRYGFjAf7h/rWyMMe/sPByIOoBd\nA3fBy9qr0uOEpIXg9YOvY6znWMzymVVjP+v3Id9jzZU1+LHfj+hg36FG5iQiIqKaIQhCsCiKPmVd\nV+WvbEVRzHns/w8KgrBBEARrURSfWjMliuJ3AL4DAB8fn7KrRR3ze9jviMuNw3q/9eUu2IAH3+I/\n/mEsLjcOR6KP4PC9w1h+eTkECOjh3ANjPcfCx87niQ+LXRy7YFGXRVhwbgEW/70YX3T9olZ+cCbd\nJ4oiDt07hA72HWBjbAMAaGXTCh/5fIQF5xbgetp1tLVtK3HKJ/lH+sM/0h/vtXmvSgUb8OBnfbnZ\ny9h+azsKigswr9O8GnnqdTr+NFpYtWDBRkREVI9V+ROHIAj2AFJEURQFQeiIB/vk0qucTMfkq/Ox\n6fom+Nj5oLtT9yqN5WzmjLdbvY23W72NmJwY6Mv0n3uA7vCmw5GUn4QN1zagkVkjvNfmvSrNT1Sa\n0PRQxObG4u1Wbz/xeh+XPlhyYQkORB2oVUXbvex7+OLCF/Cx88Hk1pO1MuYC3wVoYNAAW0K2ICkv\nCSt7rKzWRizZqmxcT7uOiS0nVtscREREVPuVp+X/LwB6ArAWBCEewCIAcgAQRXETgJcBvCcIQjGA\nQgCvieVZc1nHbA/djgxlBtb1XqfVJ13l3Sf0but3EZMTg83XN6OPSx94NCh1hSpRpf0V9RfkMjn8\nGvs98bqpwhS9nHvhcPRhzOkwp1Ys0VWVqPDxqY9hoGeAZd2XVejJ9/M8PALAydQJn1/4HGMPj0V/\n1/6wNLCElaEV3Czc4GbpppW5AODvxL+hETXsFklERFTPlVm0iaL4nzLeX4cHRwLUWyWaEuy+uxs9\nnXuilU0rSTIIgoA5HebgbMJZLLm4BFv7beUySdKaEk0JjkQfQXen7jBXmD/1/mD3wTgUfQhnEs6g\nt0tvCRI+6eugrx+dZ2ZnYqf18Uc1GwV7E3ssOLcAa6+uffS6TJBhcefFGOExQivznEk4A3OFOVpZ\nS/P3ChEREdUOZbb8p7JdSb2CDGUGBrtJe1RdA8MGmOE9A8EpwTgQdUDSLFS3BKUEIa0wDQPdBpb6\nfhfHLrAytKoVf+4CYwLxy51fMNZzbLU+oerq1BXHRx9H8JhgBL4SiN+H/A5fB18sPL8QO2/trPL4\nGlGDcwnn0MWxi9aeFBIREZFuYtGmBcdijsFAz6DKe9m0YaTHSLSyboWvg75GblGu1HGojjh47yCM\n9Y3Ro1GPUt/Xl+ljYJOBOBl3Etmq7BpO9/8S8xKx4PwCeDX0wgzvGTUyp0JPAVtjWzS3ao61vdei\nj0sffHX5K2y8vhFVWSl+J+MO0pXp6ObUTYtpiYiISBexaKsijajBsdhj6OrYFcZyY6njQCbIMM93\nHjKUGVh/bb3UcagOUGvUCIgJgJ+L33PPHhzsPhhqjRpHY47WYLr/p9aoMef0HGhEDVa8uEKSvXUK\nPQVW9FiBoe5DseHaBmy8vrHSY51NOAvgwRM9IiIiqt9YtFVRyP0QpBakok/jPlJHecSroRdGNx+N\nX+78gmup16SOQzruWuo15BblPtWA5N88rTzRxKIJDkRKs0Ry47WNuJZ2DYs6L4KzubMkGYAHTx0/\n7/o5hroPxabrm3A5+XKlxjkTfwaeDT1hbWSt5YRERESka1i0VdGxmGPQl+mjh3Ppy8akMr3ddNgZ\n22HCkQnYfWf3U8u0MpWZyFBmSJSOdMmZhDPQl+nD18H3udcJgoAhbkNwJfUKEvISqj5v/BlMD5yO\nd4+9i8kBkzHpISHCwgAAIABJREFU6CR8H/I9CosLn7hOI2qwL2Ifvg/5HqM8RmFAkwFVnruqZIIM\n8zrNQyOzRph/dj7yivIqdH+2Khs37t/g0kgiIiICwKKtSkRRREBMADo5dCq1o56ULAwssHvwbnRy\n6IQlF5dg5qmZyFRm4kTsCbx//H30/rU3Xj3waoU/TFL9czbhLLxtvWEiNynz2kFugwAAv979tUpz\n3su+h5mnZuJW+i1kK7ORV5SHLFUW1lxZg0F/DsLvYb9DXaLG4ejDGOU/CvPPzYdnQ0/M6TinSvNq\nk7HcGEu7LUVyQTK+uvxVhe592Oq/NuyTJSIiIulV+XDt+uxOxh0k5CVgUqtJUkcplZWhFdb7rcdP\noT/h2yvfIjA2EBpRg4aGDTHcYzj+CPsDq6+sxnzf+VJHpVoqOT8Z4Znh+Kj9R+W63tHUEYPdBmP7\nre0Y3nQ4mlg0qfCcRSVFmH16Ngz0DLBr0K4nWvYHpwTjm+Bv8Onfn2L55eUoLC6Em4Ubvur+Ffq5\n9qt1XRbb2rbFxJYTsSVkC3o694Sfy/OXmD7EVv9ERET0OBZtVRAQEwCZIEMvl15SR3kmmSDDhJYT\n4G3rjb+i/kIXxy7o1qgb5DI5jPSNsOPWDvR37Q8fex+po1ItdC7hHABUaJneTJ+ZOBV/CksuLMGW\nl7ZU+LzAVcGrcCfjDtb1XvfUGWvt7dpjx4AdOB53HIfvHYafix/6Nu5b64q1x73X5j2cTTiLT89/\nitbWrWFjbPPc69nqn4iIiP6NyyOrIDA2ED52PrAytJI6Spna2rbFPN956OXSC3LZg65609pOg5Op\nExb/vRjKYqXECak2OptwFnbGdmhq2bTc91gbWWOG9wxcTL6Iv+79VaH5TsadxM+3f8aYFmOeuU9U\nEAT4ufhhRY8V6N+kf60vbOR6cnzZ/UsoS5R4J+AdZCozn3v92qtrka5ML7PxCxEREdUfLNoqKSor\nClHZUbWqa2RFGcuNsbjLYsTkxFSpNTnVTWqNGheSLqCbU7cKPy17udnLaGXdCisuryj3uW3J+clY\ncG4BWli1wIftP6xM5FrL3dId3/b+FnG5cXgn4J1n/p78Fvbbo4Yq/Rr3q+GUREREVFuxaKukIzFH\nAKDce1RqK18HX4z0GIltodsQmh4qdRyqRa6lXkOeOq9SzTBkggwLfBcgS5WFtVfXlnm9qkSFD098\nCLVGjeUvLodCT1GZyLWar4Mv1vRag8isSEwOmIzcotwn3j8dfxpLLixBV6eumO87v8KFMhEREdVd\nLNoqQRRF7I/cj472HWFrbCt1nCqb6TMTVoZWWHRuEdQatdRxqJY4m3AW+oI+Ojl0qtT9LRq2wOsv\nvI5f7/763LPKRFHEFxe+wM30m1jSbQlcLVwrmbj26+rUFd/0/AZ3M+9izMExWHpxKXbc2oG9EXsx\n69QsNGvQDF/3+Br6Mm43JiIiov/Hoq0SrqVdQ1xuHIa6D5U6ilaYK8wx33c+7mbexdabW6WOQ7XE\n2YSzaGfXDqYK00qPMa3dNLiYu+CT0588cy/Xr3d/xd6IvZjcerLOP7kujx7OPbC652oY6BnAP9If\nyy8vx4JzC2BpYIl1fuvKdbQCERER1S/8OrcS9kXsg5G+kU7vZ/u33i690c+1HzZd34Q+Ln3gZukm\ndSSSUEp+CsIyw6q8t8xEboIVL67AGwffwPxz87Gu97onlv1dSbmCZZeWobtTd0xpO6WqsXVGD+ce\n6OHcA6IoIkuVhfjceLhauMJMYSZ1NCIiIqqF+KStgpTFShyNPoo+Ln3q3Dfin3T8BMZyYyw8vxAl\nmhKp45CEziVWvNX/s7Ro2AIzfWbidPxp7Li1A8CDPWxbb27FtMBpcDR1xLIXl0Em1L+/jgRBQAPD\nBmhl04oFGxERET0Tn7RV0Mm4k8hV52KI+xCpo2idtZE15nSYg7ln52L33d14o8UbUkciiRyLOQY7\nYzt4WHpoZbzXX3gdl5Iu4Zsr30BZosRvYb8hOT8Z3Zy6YW6nuTBXmGtlHiIiIqK6qP59tV1F/pH+\nsDO2Q0f7jlJHqRaD3Qajq1NXrLmyBtfTrksdhyQQlR2FMwlnMNJjpNY6GAqCgM+6fgZrI2usvboW\n1obW+OGlH7Cxz0Y4mzlrZQ4iIiKiuopFWwXcL7yP84nnMcR9SK0/0LeyBEHA4s6LYW1kjUlHJ+Fc\nwjmpI1EN2x66HQZ6Bnjthde0Oq6FgQW29N2C9X7rsWvQLnR0qJtffBARERFpG4u2Cvgr6i+UiCV1\ncmnk4+xN7LF9wHa4mLlgWuA0HIw6KHWkekEjanA6/jTePfYu3jv2HgJjAlGsKa7RDPcL78M/0h/D\n3IfBytBK6+O7WrjixUYv8gwyIiLSOSV5+Uj871ykrl4NTVGR1HGonuGetgrwj/RHK+tWcLOo+50V\nrY2ssbX/Vkw/Ph1zzsxBhjIDYzzHSB2rTioqKcKBqAPYFroNUdlRsDWyhSAImHFyBmyNbfFys5cx\n1nNsjTS+2XV7F4o1xRjrNbba5yIiItIV6sRExL03BarwcECjQV5gIBy+XAajll5SR6N6gkVbOV1J\nuYKwzDDM7TRX6ig1xkxhhs19N2P2qdn46vJXiM6JxpyOcyCXyaWOVutlKbMQEBuALGUWslXZyC7K\nhpOpE4a5D4ODqQOAB0/WDt47iHVX1yEhLwEvWL2Apd2Wor9rfwiCgFPxp/Dr3V+x4doGBKcEY6Pf\nRsj1qu/3vkBdgP/d/R/8XPzQ2Lxxtc1DRESkSwpv3EDclKkQlUo4b94MiBokzV+A6FdfhfW778L6\n3ckQ5PxsRNVLEEVRkol9fHzEoKAgSeauKFEUMe7wOMTlxuGvEX/BWG4sdaQaVaIpwZqra7D15lZ0\ncuiEr3t8DQsDC6lj1VrphemYeGQiIrMjAQBG+kYwk5shtTAVAgT4Oviip3NP7I3Yi9sZt9HCqgU+\n8P4AXRy7lLpscF/EPsw/Nx/Dmw7HZ10+q7alhT/f/hnLLi3DjgE70Na2bbXMQUREpEtyDh9B4pw5\n0LexgfOmjTBo2hQAUJKdjeQlS5Djvx8Gni3g+OUyGDZvJnFa0kWCIASLouhT5nUs2sp2Mu4kph+f\njgW+CzC6+Wip40hmb8RefPb3Z3A0dcS3vb7lAdylyFRmYuLRiYjLicM3vb5BB/sOMNAzAAAk5CVg\nX8Q+7I3Yi6T8JDiZOmF6u+kY0GRAmWeUbbi2ARuvb8TUtlPxbpt3tZ67WFOMwXsGw9bYFtsHbNf6\n+ERERLpEFEWkb/4OaatXw6hdOzRavw76Vk/v9c4JCEDyosXQ5ObCevp0NJzwFgR9LmSj8mPRpiUl\nmhK8vP9lqDVq7Bm2p94vDbyaehUzTsxAgboAczrOwSiPUWwq8Y9sVTYmHpmI6JxorPNbB18H31Kv\n04gaRGRFwNXcFQo9RbnGFkUR88/Nh3+kP5Z2W6r1Zjh7wvdg4fmFWNNrDXq79Nbq2ERERLpEU1SE\n5AULkb1vH8yHDIHDF59DZmDwzOuLMzKQvPhT5B49CsM2reH45TIYuDWpwcSky8pbtLF7ZBn2R+1H\nRFYEprebXu8LNgBoZ9sOvw/5He1s2+HTvz/FRyc/QrYqW+pYkkvMS8Sko5NwL/sevu317TMLNgCQ\nCTI0a9Cs3AUb8P9HMXSy74SF5xciOCVYG7EBAGkFaVgRtALett7o6dxTa+MSERHpmuLMTMROmIDs\nfftg/f50OC7/6rkFGwDoW1nBac1qOK5ciaLoGNwbMQIZ27ZB1GhqKDXVByzankNVosL6a+vh1dAL\nLzV+Seo4tYaNsQ029d2Eme1n4mT8SYzyH4XYnFipY0lCFEX8HvY7RuwbgZicGKzutRpdnLpUy1xy\nPTlW9VqFRqaN8OGJDxGfG1/lMUVRxBcXvkBRSRE+7fJpmcs0iYiI6ipVVBSiX30NyhshcPx6JWym\nTCn3aiJBEGAxeBDc/P1h4uuLlC+XIXbceCjv3q3m1FRfcHnkY8IzwxGZFfno11dSr+CXO79gy0tb\nnvvkpD4LvR+Kyccmw8rQCjsH7oS5wlzqSDWiWFOMmJwYLL+8HOcTz6OTfSd81vXBfr/qFp0djdcP\nvg47YzvsHLizSkcBHI4+jI9PfYyP2n+Et1q+pcWUREREuiP//HnEfzADgkIB5/XrYNS28g25RFFE\n9p97kLJ0KTT5+TDwaAqz/v1hPmAgl03SU7inrRLWX1uPTdc3PfFaz0Y9sdZvrUSJdMPl5Mt4J+Ad\ndLDrgPV91tfZZaSh6aHYeG0jYnJiEJ8Xj2JNMYz0jTCz/Uy80vyVGn1K9Xfi33jv2Hvo5tQNa3qt\ngZ5Mr8JjZCgzMGLfCDiaOGLHwB3Ql3HjNBER1T9Zf+5B0oIFMHBzg/OmjZA7OWll3OKMDOQcPozc\ng4dQEBwMiCIMXngB5v37w3zgAChcXLQyD+k2Fm2VkKHMQJYy64nXGps3rtQH4vrmYSOLV5u/inmd\n5tW55iSFxYUYsW8ECosL0d6uPRqbN4aLmQt8HXwfnbtW03658wuWXlyK15q/hk86flKhP6caUYPZ\np2cjMDYQvw7+FR4NPKoxKRERUe0kajQI69gJBs2bw3nzJuiZmlbLPOqUFOQeOYKcg4dQeO0aAMDQ\nywvmA/rDrP8AKBppp1Ak3VPeoo1frT/GytAKVoZPt3Olso3wGIF7Ofew9eZWNLFogjdavCF1JK3a\ncG0DEvIS8GO/H9HBvoPUcQAArzV/DfG58dh+azvicuPw1Ytflev8vPuF9zHv7DycTzyP6e2ms2Aj\nIqJ6S52YBE1eHiyGDKm2gg0A5HZ2sBo7FlZjx0KdmIicw0eQc+gQUld+jdSVX8OwTWtYvvwyLIcP\n50HdVCp2HSCtmeE9Az2de2Jl0ErcybgjdRytuZV+C9tvbccoj1G1pmADHmx6/rjDx1jYeSEuJl/E\nawdeQ1hm2HPvOZ9wHi/7v4zglGAs8F2ASa0m1VBaIiKi2kcV9uDfTYNmNXcwttzREQ0nvIUmv/0K\n92MBsJn5EUSlCskLFiJywEBk/fEnxOLiGstDuoHLI0mrspRZGOE/Ag0MG2D3oN0VamtfGxVrivH6\nX68jrTAN+4bvq7WNVq6lXsNHJz9CnjoPA5sMhLedN9rZtoODiQMisiJwNfUqgpKDcDTmKNwt3LGi\nxwo+YSMionrv/ubvkPbNN2h2+RL0zMwkyyGKIvJPn0bat2uhDA2FvLELbKZOhfmgQRD0uE2nLuOe\nNpLM6fjTmBo4FRNbTsSM9jOkjlMlW29uxargVVjVcxX6Nu4rdZznSitIw5eXvsSFxAvIVecCAPQF\nfRSLD76tszGyQT/Xfnjf+30Y6RtJGZWIiKhWSJj1MQquBMPj+HGpowB4ULzlnTiBtG/XQnXnDhRN\nmsB62lSY9+/P4q2OYtFGklp0fhH2RuzFtv7b0Na28m1zpVKgLsDuu7ux4doGdHHsgjW91uhMcxWN\nqEFkViSupl5FXG4cWli1QFvbtnAwcdCZn4GIiKgmRA0dBn0He7hs3ix1lCeIGg1yjx3D/bXroAoP\nh4FHU1hPnQazl/pCkHF3U13Coo0klVeUh1H+o6Av08dvQ36DsdxY6kjl8rBY++nmT8hUZaKrY1d8\n0e0LWBtZSx2NiIiItEhUq3HHuz0ajh8H25kzpY5TKlGjQe6RI0hbtx5FkZEwaN4cNtOnwdTPj1/E\n1hHlLdpYqlO1MFWY4otuXyA2Nxarr6yWOs5zaUQNLidfxsJzC+H3mx++Cf4Gng09sWPADmzqu4kF\nGxERUR1UFB0NqNUw8Ki9e7wFmQzmAwbAzX8fHFesgKhSIX7adCQv/lTqaFTD2PKfqk0H+w4Y02IM\ndt7eid4uveHr4Ct1pKeciD2BpZeWIjk/Gcb6xujbuC9eaf4K2ti0kToaERERVSNVeDiAmu0cWVmC\nnh4shgyG+YD+SJq/ANl79sD2ow+hZ1H2UT9UN/BJG1WrD7w/gKu5KxacW4Dcolyp4zzhRtoNfHz6\nY1goLPBV969w8tWT+KLbFyzYiIiI6gFlWBigpwdFkyZSRyk3QV8fDcaMgVhUhJzDR6SOQzWIRRtV\nK0N9QyztthRpBWlYdmmZ1HEeScxLxPvH34eNkQ2+e+k7DHQbyI6KRERE9YgqPAKKxo0hMzCQOkqF\nGHp5QtHUHdl790odhWoQizaqdq1sWmFiq4nwj/TH8VjpW+rmFeVh2vFpKCopwnq/9bAytJI6EhER\nEdUwVViYTiyN/DdBEGA5fDgKr15FUUyM1HGohrBooxrxbut38YLVC/j0709xv/C+ZDlUJSrMPj0b\nUVlRWNlzJdws3STLQkRERNLQFBRAHRcHA4+mUkepFPMhQwCZDNn79kkdhWoIizaqEXI9OZZ2W4rC\n4kJ8cPwDKIuVNZ7hetp1jN4/GmcSzmBup7no4tilxjMQERGR9FSRkQB0owlJaeR2djDp3BnZ+/wh\najRSx6EawKKNaoxHAw8s7bYUN+7fwMLzC1FTZwQWFhdixeUVePPgmygoLsCmPpswuvnoGpmbiIiI\nah9VWBgAwLAWt/svi8XwYVAnJKCA5x7XC2z5TzWqT+M++MD7A6y5sgZNLJrgvTbvVcs8BeoCXEi6\ngFPxp3Ay7iQylBl4tfmrmOE9A6YK02qZk4iIiHSDKiwcgqEh5M7OUkepNLM+fSAzNkb2vn0w6dhR\n6jhUzVi0UY2b2HIi7mXfw4ZrG9DEvAn6N+mvtbHTC9Ox7to6+Ef4o0hTBDO5Gbo5dcPo5qPhY1/m\nYfNERERUD6jCw2Dg7g5BT0/qKJUmMzKCWf/+yD18BJr58yEzYhfsuoxFG9U4QRCwqPMixOXG4b9n\n/oucopwqL1dUl6jx8+2fsfnGZiiLlRjhMQL9XPvB284bcplcS8mJiIioLlCGh8O0W3epY1SZxfBh\nyP7zT+QeC4TFkMFSx6FqxKKNJKHQU2CD3wbMPj0bn1/4HFHZUZjlMwv6sor/kTyfeB5LLy5FTE4M\nujt1x6wOs+Bmwa6QRERE9LTizEyUpN2HgQ7vZ3vI2McHckdHZO/dy6KtjmMjEpKMqcIUa3uvxZue\nb+Ln2z9jWuA0ZKuyy31/emE6PjnzCSYHTAYAbOyzERv6bGDBRkRERM+kCgsHoLudIx8nyGSwGD4M\n+X//DXVKitRxqBqxaCNJ6cn0MLvDbHza5VNcTLqIAX8MwLqr65ClzHrmPVnKLOy6vQvD9g3Dkegj\nmNx6Mv4Y+ge6OXWrweRERESkix52jqwLT9oAwGLoUECjQc7+/VJHoWrE5ZFUK4z0GAmvhl7YfGMz\nNt/YjO23tmOUxyg0sWgCU7kpTBWmSClIQUB0AC4lX0KJWAJvW28s7LwQ7pbuUscnIiIiHaEKD4fM\nwgL6tjZSR9EKhasrjNq2RdbevbCaOBGCIEgdiaoBizaqNZpbNceqnqsQkRmB729+j113dkEjPnlg\npIuZC95q+Rb6Nu6LFlYt+BcTERERVYgqPByGHh516jOExfDhSF68GMrQWzBq6SV1HKoGLNqo1mna\noCmWdV+GxZ0XI7coF7nqXOQV5cFY3xjulu516i9ZIiIiqjmiKEIVHg6LoUOkjqJV5gP6I2XpUmTv\n28eirY5i0Ua1lqG+IQz1DWGDurF8gYiIiKRVnJQETV5enWhC8jg9CwuY9u6NnAMHYPfxLAgKhdSR\nSMvYiISIiIiI6gVlHWtC8jiLYUNRkpmJvLNnpY5SacXp6SiKiZE6Rq3Eoo2IiIiI6gVV+D/t/utg\n0WbarRv0GjZE9p69UkeplOLMTET/53XETnpH6ii1Eos2IiIiIqoXVGHh0Le3h565udRRtE6Qy2Ex\neBByT55ESdazj06qjTRFRYifPh3q2FioY2NRnJkpdaRah0UbEREREdULqvBwGDSre0/ZHrIYPhxQ\nq5Fz6JDUUcpNFEUkL1yEwqBgWL7yCgBAeeuWxKlqHxZtRERERFTniWo1iiIj6+TSyIcMXngBBs2a\nIWuv7iyRTP/+e2Tv3QvradNgO/MjACzaSsOijYiIiIjqvKLYWIhqNQzrWOfIxwmCAIvhw6G8fgOq\nqHtSxylTTkAA0lZ9A/NBg2A9dQr0LC0hd3KCMpRF27+xaCMiIiKiOq8uNyF5nPngQYBMhux9+6SO\n8lyFoaFInD0HRq1bw2Hpkkfn8Bp6efFJWylYtBERERFRnacKCwNkMijc3KSOUq3ktrYw6dYV2f7+\nEDUaqeOUSp2Sgvj3pkCvgSUarV8HmYHBo/cMPT2hjo1FSU6OhAlrHxZtRERERFTnqcLDoWjcGDJD\nQ6mjVDuLYcNQnJSEgkuXpI7yFE1BAeLfmwJNXh6cN26CvrX1E+8benkBAJS3bksRr9Zi0UZERERE\ndZ4yLKzOL418yMzPDzJTU2TvrV1LJEWNBolzPoHyzh04rvoahs2f3l9o6NkCAJuR/BuLNiIiIiKq\n0zSFhVDHxsGgDjcheZzM0BDmA/oj5+hRaPLzpY7zSNrqNcgNCIDdnNkw69mz1Gv0GzaEvr09lKGh\nNRuulmPRRkRERER1mioiEhDFevOkDXiwRFIsKEBOQIDUUQAAWXv2Iv2772D56qtoMHbsc69lM5Kn\n6UsdgIiIiIioOj3qHFmHD9b+N6P27SF3cUHSf+fi/oaNMGja9MF/Hh4w8GgKRZMmTzQAqU4FQUFI\nWrgQxp19YT9/3qNOkc9i6NkCecePoyQvH3qmJjWSsbZj0UZEREREkhNFEUX37kHRpEmZH+orShUW\nBsHAAAoXF62OW5sJggDnzZuQc/AgVOERUEWEI+/0aaC4+MEFMhkUjRv/U8g9KOiMO3WCfsOGWs1R\nFBuL+GnToWjUCI1Wr4Ygl5d5j6GnJyCKUN25DWMfH63m0VUs2oiIiIhIUqJGg+RPP0PW//4Hw5Yt\nYfP+dJh076614k0VHg4Dd3cIenpaGU9XGDRpApupUx/9Wiwqgio6GkUREVBFRDwo5sLDkRsYCGg0\nMPL2huuun7WaIWX5cogaDZw3bYSehUW57vn/DpK3WLT9g0UbEREREUlGFEWkfPEFsv73P5gPHIjC\n69cR985kGLVpA+v3p8OkS5cqF2+q8HCYdO6spcS6S1AoYNisGQz/1ZBFo1IhdcVKZO7eDU1BAWTG\nxlqZT9RoUHA5CGYv9YWiceNy3ye3tYWejTWUodzX9hAbkRARERGRJERRRMrSL5G56xdYTZwAx69X\nwv3QQdh/+inUqamIm/g2Ysa8ifwLFys9R0lWFopTU+tN58jKkBkYwPTF7kBxMQpvhGhtXFVEBDTZ\n2TD2bl/he408vaC8xQ6SD7FoIyIiIqIaJ4oiUpd9hcwdO2A1bhxsZ82CIAgQFAo0eHU03I8cht3C\nBVDHxSF2/HjEjB2HgqCgUsfJv3ABeefOlTpPfWxCUhlGbdsCgoCC4Kd/jyurMDgYAGDsU/GizdDL\nE6rIKGgKC7WWR5exaCMiIiKiGiWKIlJXrkTGtm1oMGYMbD+Z89QSSJlCAavXX4d7wFHYzZ0LVVQU\nYsa8idgJE1Bw9SoAIP/CxQevjX8LCdPfh6jRPDWXMiwMAOpVu//K0DM3h0Hz5igMvqK1MQuCr0DP\nxhpyZ+cK32vo6QloNFDeuaO1PLqMRRsRERERlYsoisg7cxapK1c+eoJVmTHSvlmNjB9+hOV/XoPd\nvLnP3bMmMzCA1dg30TTgKGznzIHyzl3E/Od1RPTrh9jx46GOi4Opnx80BQVQJyQ8db8qPBwyc3Po\n29lVKm99YuztjcJr1yA+7DBZRQXBwTBu71OpPYmPNyMhFm1EREREVAZRFJH/99+Ief0NxE2ahPTv\nf0DU0GFI+GgmVFFRFRrr/tp1Dw5ZHj0a9gsWlPsDvczICA3fGo+mxwJgO2sm9BtYwW7uf+EecBTW\n70wCAKju3n3qPlVYOAw8PLR+jEBdZOzTHpqCAijvPP37WFHqxEQUJyXB2Nu7Uvfr29tDr0EDFm3/\nYNFGRERERM9Ukp2NuIkTEfvWBKiTkmC/eBGanj6FhpMmIffkSUQNHoKE2bNRFB393HGK09KQtGgx\n7m/YAItRI2G/eBEEWcU/isqMjdHw7bfhuvsXWI0dC5mBAQyaNgUEAcp/FW2iKD5o98/9bOVi9E+B\nVaiFfW0FVdjPBjw4Z87Qy4sdJP/Boo2IiIiISlWSk4PYiW+j4HLQg6daRw6jwWuvQW5rC9uPPkTT\nYwGwems8co8GIHLQYCTOnYeiuLgnxijOyEDK8hWI6PsSsn7/HQ3GvgmHzz+vVMH2LDITE8hdnKEK\ne3LJZnFyMjS5udzPVk5ye3vInZxQoIV9bQXBwZCZmMCgefNKj2Ho6fmgA6VKVeU8uo7ntBERERHR\nU0pycxH79iQo795Fo2/XwKxXr6eu0beygt3HH6PhW28hfcv3yNy9G9n79kHfyur/x8nOhlhcDIsh\nQ2A95b0KnddVEYbNmj21PPLhvrt/n0tGz2bs0x55Z89BFMUqLSktDA6GUbt2VTrQ3NDTEyguhios\nDEatWlV6nLqARRsRERERPaEkLx9xk96B8tYtNFqzutSC7XH61taw++8nsJowAZm/7EJJesaj92TG\nxrB89VUYuDWp1swGzZoj91ggNIWFkBkZAXis3T+ftJWbkXd7ZO/zhzomBgpX10qNUZKVBVV4BMwH\nDqxSFsOW/zQjCb3Fok3qAERERERUu6QsWYLCkBA4fbMKZn5+5b5PbmcL2xkzqjHZsxk0bwaIIlQR\nEY8+4KvCwqBvZwc9CwtJMumih3vQCoKvVLpoe3gkg1H7yu1ne0ju5ASZuTmbkYB72oiIiIjoXwqv\nXoVZ714wf+klqaOUm+E/e6dU/5zLBgDK8HA+ZasghZsb9CwtHzUSqYzC4GBALodR69ZVyiIIAgw9\nPaEMDa3SOHUBizYiIiIiekRUq1EUHw9FEzepo1SI3NkZgpHRow6SYnExiiIiYcD9bBUiCAKM2rd/\nUHhVUkHnRBkvAAAgAElEQVTwlf9r787D5CyrvI9/T1V1d3Wl907IQghJCAl0K0sWBwXBhVWRRQiO\nCwIKgigybvPqKKiMzoiDOioDGDZRB1CQUTYNqLjrDAkKkkDCkhCSkKTTe9JbLff7x1PVWeikq7vr\nqaeW3+e6uK501VNVJ8eyU6fOfZ+b6tZWQtHohOOJtrYwuHYtbmhows9VzFS0iYiI7EN80yaSXV1B\nhyFFKDU4OObzywrF0MaNkEiMe2lcUCwUomr+oQyu8TptQxtexg0NqdM2DrGFCxl66SUSbW1jfmxq\nYID+p5+metH4zmfbW7SlBRePM/jCCzl5vmKlok1ERGQEyR07WXfuUrZed13QoUiRcc6x+VOf4sW3\nn073/fcHHc6YDa1bD0DlnNlBhjEumQmSzrnhZZIq2sZueF/bE38d82MH/v53iMeJLVqck1iqWzPD\nSMp7iaSKNhERKQjxTZvof+qpoMMY1nnXnSQ7O0ls3hx0KFJken/xC3of/SWRyZPZ/JnP0v3QQ0GH\nNCaZQ7Kr5vg77dEPVfMXkOzqIrGtzZscaUbVvEOCDqvoRA8/HItG6RvHIduZvXDVRx+Vk1gqZs0i\nNGlS2Q8jGbVoM7PbzGybmT29j/vNzL5tZs+b2VNmlpteqIiIlJVtX/86Gy6+BJdMBh0Kqb4+Om67\nHYDEbqPLRUaT6Ohgy79+mehrXsPcnz9MbOFCNv/z/6PnF78IOrSsDa1bR7ixkXBDQ9ChjFnVAm//\n2uDatQyuXUvlrFk52VdVbqyykuojjqB/HIds9618gqpD5xFpbMxNLKEQ0cMPp1+dtlF9Dzh1P/ef\nBhya/u9DwI0TD0tERMrNwOpnSPX0vOpw3CB03v0jkp2dVC1YQKKjPehwpIhs/cq/keztZfpXvkK4\npoaDvnsT1UceyaZPforexx4LOrysDK1bV3T72TIyh2gPrl3D4HPPaQjJBMQWL2LgmWdI7tiZ9WNc\nMkn/X/9K9cKJjfrfW7S1lcFn1+ASiZw+bzEZtWhzzv0O2N/XjGcC33eevwANZjY9VwGKiEjpS/X3\nM7RhAwB9jz8ebCwDA7Tfdhux1x9DzZveRLKjE5dKBRqTFIfeX/2KnoceYvJllxJNd3xCkyZx0LJl\nVM2dQ9u3vh1whNkZXL+eyiJcGgkQbmggMm0a/U8+xdCGDdrPNgHVCxdBKkX/k3/L+jGDa9eS2rGD\nWI6GkGREW1twRTzcJxdysaftQODl3X7emL5NREQkK4PPvwDpwmhnwEVb14/vIbl9O1Muv5xIcxMk\nk6R6egKNSQpfaudOtnzxS1QddhiTP/ShPe4L10yi4dxzGXz22eH9YoUq2dtLcvv2ohxCklG1YD47\nfvc7SKXUaZuA6qOOglBoTKP/+1Z418YmeKj23qItLQAMrCrffW25KNpshNvciBeafcjMVpjZirZx\njBAVEZHSNLjWWxJZvXgR/Y+vCKyzlRocpP2WW4gtWUJsyRLCTc2At09JZH8G1q4l0dbG5I9cjlVU\nvOr+2pNOAqDnkUfzHdqYFPMQkozo/Pm4gQEAquar0zZe4ZpJRA87jL4x7Gvre2IlkWnTiMyYkdNY\nKufM8c7gK+NhJLko2jYCB+3280xgxFFbzrllzrnFzrnFU6ZMycFLi4hIKRhYswarrqbh7HeS7O5m\n8LnnA4mj+777SGzbxuSPXA7gddqAZLv2tcn+JTs7AaiYNm3E+ytmzCB65BH0Ll+ez7DGbGjdOoCi\n3dMG3gRJ8IZpVM6aFXA0xa168SL6n3wSF4+Peq1zjv6VTxBbtAizkXo642fhMNHDDivrsf+5KNru\nB96fniJ5DNDtnHslB88rIiJlYnDNWqoOPZTYP/wDEMy+NuccnXfeRbSlZTiOcJNXtGmCpIwmme7G\nhhub9nlN3cmnMLBqlXd4dYEaXLcOQiEqirjYyUyQrDzkECwSCTia4hZbuAg3MJBVhyu+cSOJbdty\ndqj23qKtrQw8+2xBTBgOQjYj/+8C/gwsMLONZvZBM7vMzC5LX/Iw8CLwPHAzcLlv0YqISMlxzjG4\nZg3RBfOpnHkgkRnTAynaBp56isHnnqPhvPOGvyWOZIq2HE+QfOWqq2n79ndy+pwSrESH12mLNO17\nzHntKScD0Lv8kbzENB5D69dTMXMmocrKoEMZt6o5c7CKCqJaGjlhmYEi2SyRzJzPlqtDtfcWbWnB\n9fUx9NJLvjx/oRv16wfn3LtHud8BH8lZRCIiUlYSbW0ku7qGlzRNWrKEHX/4I865nC+x2Z/Oe+7B\nqqupO/3tw7eF0+cMJXPYaXPJJN0PPUTFjOlM+dgVOXteCVaysxOLRgnFYvu8pnLmTKKtrfQ8spzm\nD34gj9Flb2jd+qIeQgJgFRXM+Pp1VM2bF3QoRS8yZQoVB8+ib+VKmj9w0X6v7V+5klBdHVWH+pP3\naGtmGMkqqubO9eU1ClkulkeKiIiM2+CatQDDU95iS5aQbG9nKI+jnZM7dtLz8M+pe9tphGtqhm+3\nSIRwQ0NOO21DL73kfVu8bj2pwcGcPa8EK9nRQXg/XbaM2lNOYeDJp4hvHnH7f6BcKsXQ+vVUFfF+\ntoy6k08uyw/2fogtXET/ypV4fZp961v5BLGjj8ZC/pQXVYccglVVle0ESRVtIiISqMzkyMyUt9iS\nJUB+97X1PPwQrq+PxqVLX3VfuLk5p5224Q8cySRDL7yQs+eVYCU6O4jsZz9bRt3J3hTJ3kcLb4pk\nYssW3MBA0Z7RJv6ILV5Esqtrv1+kJTo6GHrxRapzPOp/dxaJULVgQdlOkFTRJiIigRpYs4bI1KlE\n0ksRK2bNInLAAfT9X/6Ktq577qXq0EOJHnnkq+6LNDXltNO2+/SzgbVrc/a8EqxkR+fw4Jr9qZw9\nm6rDDqOnAPe1Zcb9V85W0Sa7VC/M7Gvb93lt/U94e95ii/0r2sBbIjmwenVgx8IESUWbiIgEanDt\nc8PT3gDMjNiSJfQ9/vioy3FyYeDZZxn4+99pWHruiHvoct5pW72aaGsrVlU1vDRUil+yo2O/Q0h2\nV3fKyfQ/8QTxrVt9jmpsBjPj/tVpk91Uzp5NuLl5v4ds961YiVVWEn3Na3yNJdrSQmrHDuIvv+zr\n6xQiFW0iIhIYF48z+MILRBcs2OP22JIlJNraiOdhSljXj+/BKiupP+OMEe/3Om25KdpcKuUVbUe8\nlqp58xhcsyYnzyvBS3R27nfc/+5qTzkVgK6f/MTPkMZsaN16QrEYkQN0lq7sYmbEFi7c7wTJviee\nIHrEa32fOhpt2TWMpNyoaBMRkcAMrlsH8fjw5MiM2Ou8fW07fd7XFt+2je4HHqD25JMJNzSMeE24\nuYlUd3dWh8uO+novv0xqxw6qW1u9vRlaHlkSUv39uP7+rJZHAlTNnUPNW95Cxx3fJ7ljp8/RZW9o\n3ToqZ8/O69RWKQ6xxYuIb9w4Ync41dfHwOrVxBb6uzQSIHrooVBRUZb72lS0iYhIYPaeHJlROWcO\nFTNn0nHHHaSGhnL+uon2drZe+zVeOPkUUv39NJ3/vn1eG2lu9h7T2Tnh1818OxxtaaFq/qEkt28n\n0Z7bM+Ak/zIHa2e7PBJg8oc/TKq7m8477/QrrDEbWr9eSyNlRNXpgmykJZL9Tz0FiYTv+9kAbwnm\noYeqaBMREcmnwbVroKKCqjmz97jdzJh29VUMPf8C22+8MWevlxoaYtvXv87zJ55Exx13UHfKyRzy\n4ANUjzCAJCOz5C2ZgyWSA6tXYxUVVM2bN7wkdFDdtqKXOVg7204bQPVrX8OkE46n4/bbSe0MvtuW\nGhggvnmzijYZUfTww7BYbMQlkn0rV4IZ1UcdlZ9YWlvoX7U6L3ueC4mKNhERCczA2rVUzZ2LjbAP\noub446k/6yzal92cs29VraKCnf/7f9S+9a3MffBBZlx7LZWjnEkVafY+iOeiIzawejVV8+djlZVU\npYu2Ae1rK3rJTq+gzxzGnq0pH/4wyc5OOu/+kR9hjcnQSxvAuaI/WFv8YZEIsaOOHHGCZP/KlVTN\nn0+4ri4vsURbW0l1dxPfVHhnHfpJRZuIiARmcM3aPSZH7m3qZ/4f4aZGNn/u8znZU2ZmHPzDH3Dg\ndf9B1dzsOgrhJm955Fg6bamBATb98z8Pj1AHcM7Rv2r18Eb6SFMT4SmTNUGyBCSGl0dm32kDqD7q\nKCYdeyztt91Gqr/fj9D2KdnVxaZPfoqXzn8/L53/fjZ/+tMAo36JIeWreuEiBtesIdnbO3ybSyTo\n+9uTxHw8n21vw8NIVpfXMBIVbSIiEohkVxeJLVteNTlyd+GGBqZ/4QsMPvMM7bfempPXHet0s/F0\n2gZWP0PP/Q+w7RvfHL4tvmkzqe5uoq2tw7dF5y/QBMkSkBzH8siMyR+5nGR7O10//nGuw9qnZHc3\nGz7wwT0O+A7X11N72qneoAeREcQWLwLn6P/rX4dvG3jmWVxfH9WLFuYtjqoFCyAcZmBVee1riwQd\ngIiIlKfMkse9h5DsrfbEE6l722ls/68bqDv9HVTOPDAf4Q0L1dVBJDKms9rimzYB0PvIIwysXUt0\n/vxdQ0haW4avq5o/n84778QlElhE/yQXq2RnB1RUEKqpGfNjYwsXEjvmGNpvuZXG970PC4d9iHCX\nZE8PGz54MYPPPcfM679DzQkn+Pp6UjqqjzgCIhH6Vj5BzfHHA9D/hLdcMp+dtlBVFVXz5pXdMBJ1\n2kREJBAdP/ghofp6qo8e/RvaKVdeiYvH2fn73+Uhsj2ZWfqstuw7bfHN3l6LUCxG+003AekiNRLZ\no0itWjAfNzjI0IYNuQ1a8irR0UGksXHco/LrT3+7dy7hZn/36CR37GDDJZcwsGYNB37rWyrYZExC\nsRjRlhb6Vq4Yvq1vxUoqDjyQimnT8hpLtKWFgVWrymoYiYo2ESkZqaEhOn743zz/lrfSdsMNQYcj\n+zGwejU7HnuMpgveT7hm0qjXV8yaRWTqVPp8PrdtX8LNzWPutIUbG2k8/3x6fv4LBl94gYFVq6ia\nN49QVdXwdcMTJLVEsqglOzrHtTQyIzOxcWjdulyFtAeXStH90EOsP3cpA6tWM/Ob36D2LW/25bWk\ntMUWLmTgqb+TGhrCOUffE0/kZdT/3qKtrSQ7OkiMcG5cqVLRJiJFzw0N0Xn33bxw8ils/fKXSXR2\n0vXje3CpVNChyT5sv/FGQrW1NL1v3+ej7c7MiC1Zws7HHw/km1Wv0zaGom3zZioOPJCmCy/AqqvZ\nfuNNDKzeNYQko/KQQ7y9GSraioJLJkccz5/s6BjTGW17ywz/2H1wTS445+j5xXLWnXkmmz/5Kawi\nwkHfvYnaE0/M6etI+YgtXoQbGmLg6acZWr+eZHv78Blu+bRrGEn5LJFU0SYiRe+Vq65myxe/RMX0\n6cy6/Tamf/ELJLZsYeCpp4IOTUYwsGYNvY/+kqbzzx/TiOjYkiUk27bn/INtNsLNTSTHMIgkvmkT\nFTNmEGlspOk976bnwQdJdnTssZ8NvKEoVXPnaIJkkWi7/nqeP/XUV30hlOjsHD7PbzzCTU2E6uoY\nzGGnzaVSvPL5z7Ppn/4Jl0xx4De+zpyf/YyaY4/N2WtI+ale6C1n71u5kv4nvDPbAum0HbYAQiEG\nni6fCZLa9SwiRa/pogupO/10Jh13LGbmjSOuqKBn+SN5O+xTsrf9xpsITZpE0/vPH9PjYkuWAND3\n+ONU5fkA4EhTM4nOzqyudc4R37yZmje9CYCmiy6i44f/jRsYeFWnDaDq0Pn0P/nk8M/JHTvp/9vf\nwO0qDKqPOIJwff3E/hIyIamhIbru/hHJzk4SW7ZQMWPG8H3Jjo4JLY80MyrnzGZo3fqJB4pXsG35\nwhfo/sl9NF92KVOuuML3ASdSHiJNTVTOmUP/ipWEm5oINzRQOXdu3uMIxWJUzp1TVp02FW0iUvSi\nhx0Gh+36OVxbS80b3kDv8uUc8M+fHvdwAMm9weeeo3f5cpo/9CHCDQ1jemzlnNmEJ0+m7/EVNJ53\nnj8B7kO4qQnX10eqr49QLLbfa5Pt7bjBweEP9ZHmZhrf+x667rrbe6/upWrBAnoefpj4tm303H8/\n7bfcSrKra49rKg6exdyf/pRQdXXu/lIyJjt+9SuS6cJ9cN264f99U0NDpHbsmNDySICq2XPY+b//\nO+E4nXNsueYauu651yvYrrxSvwMlp2KLF9Gz/BHC9fVUL1oU2Psr2tJC35//EshrB0HLI0WkJNWe\ncgrxzZvLaulEMdh+03ex6mqaLrxgzI/19rUtpi+AfW3DZ7V1jN5ty0wArDhw19EEB3z848z9+cMj\nFl2Zw8VfOPU0tl33daJHvJaDbr6Z2Xffxey772LGtV8l/tIG2r79nVz8VWScuu65Z7jbufsS3Uwh\nN5HlkeB9KZHYsoVUX9+4n8M5x9Yvf4Wuu39E8yUXq2ATX1QvXESqp4f4yy8TW5i/89leFUdrqzd1\nddu2wGLIJxVtIlKSat/yZohE6H1kedChSFqyu5sdv/kNTe95N5HG8XUlYkuWkNiyhfjGjTmObv8y\nS9+SWYz9z5zRVnHgruVzFolQMXXqiNdXv/a1hGIxYkcdycF33smsZcuoeeNxVB91FNVHHUX9mWfS\n8K530XHHHXsso5T8Gdq4kZ1/+jON559PKBbbYxljMj2gJjzBTlvl7PQEyXHu2XTOsfXf/53O//5v\nmi66iCmf+IQKNvHF7nvYgtjPlpFZbj74zDOBxZBPKtpEpCSFGxqYdMwx9Cx/pKzOcSlk4fp6Dnn0\nEZovvnjczzEps6/t//I7+j/S3AxAIothJMOdtt32PI323PNXPM6s224jtvDoEa854NOfInLAAWz+\n3OdIDQ1lGbXkSte990IoRMM576Ryzpw9RvNnpopGJrCnDXaN/R/PMBLnHNu+9h90fv8HNL7/fC0L\nF19VzJxJZMoULBolevjhgcVRlX7t/lXlsaJGRZuIlKzaU04mvmEDg88+G3QokhZJb1wfr8p58wg3\nNub9vLZwk1e0JbMY+x/ftIlQXR3h2tqsn99C+//nOFxTw/RrvsTQ8y+w/cYbs35emTiXSNB93/8w\n6Y3HUTF9OpWzZ+9RtCXTS2YnMogEoPLgWWA25k6bc462b3yDjttvp/E972HqZz+rgk18ZWbUn302\n9WecgVVWBhZHuKaGytmzy2YYiYo2ESlZtSeeCOEwPcu1RLJUmBmxxYvzXrRlhkwksjhgO75p8x77\n2XKl5vjjqT/rLNqX3Uz3Aw/qHMI82fG735HYto3GpUsBryMWf+UVUgMDACQ708sjx7nkNyMUjVIx\nffqYJ0i233wL7TffQsM/voupV31eBZvkxQGf+DjTr/lS0GEQbWlR0SYiUuwijY3EXreE3l8s1xLJ\nEhJbsoT4pk3DyxDzIRSLYbFYVme1xTdvynpp5FhN/exnqDr0UDZ/+tOsO/Mseh55RMWbz7ruuZfw\n5MnUnHAC4A0MwTmGXtoApJdHhsM5OZJh76WXo3FDQ7Tfcgs1b34z066+WgWblJ1oayuJza9kfSRL\nMVPRJiIlre6UUxhav57B554LOhTJkdjrdp3Xlk+Rpqbh/Uv74pxLd9r8KdrC9fXM+cm9zLjuOlw8\nzqaPXcm6c86l99e/1hcTPohv2cKO3/6WhrPPxioqAIbPCMwUV8mOTsINDaMucc1GpmjL9n/Lnf/7\nf6R6emg4b2lOXl+k2ERbvWEkA6tKv9um/4eLSEmrPfFEYsccgxscDDoUyZGq+fMJ1dWxM9/72pqb\nRu20Jbu6SPX1+dZpA7BwmPrT387cBx9gxrVfJbVzJxsv/wjrl57Hjt/+VsVbDrXfeps3gORd7xq+\nrfLggwEYWp8u2jo7JnxG2/Bzz55Nqq+PRFtbVtf3PrKc0KRJTDr22Jy8vkixyQxCGSiDYSQq2kSk\npEUmT+bg791O9WtfG3QokiMWChFbtCiATlvzqJ22kc5o84tFItSfeSaHPPwQ07/yFZKdnbx86WW8\n8rnP+/7a5SC+bRtdP/4x9WeeQeXMXf97hiZNIjJ16vDes0RH54TPaMuonDMbIKt9bS6RoPfRX1Lz\nlrcQCnAYhEiQwvX1VBx0UFnsa1PRJiIiRaf+zDOpf8cZuGQyb68ZbmocdXrk8BltPnba9maRCA3n\nvJNDfv4wje99L9333cfAmjV5e/1S1XHb7bhEgsmXXvqq+yrnzGEw02nr6Jjw5MiMvZde7k/f44+T\n7Oqi7pSTc/LaIsWqXIaRqGgTEZGiU3fqKUz56EewcDhvr5nptO1v+WGm01aZh07b3qyykikfu4JQ\nTQ3bb9CxABORaG+n8+67qT/9dCpnzXrV/ZVzZjO0bj3OOZIduVseGZk2DYtGsyraepYvx2IxJh13\nXE5eW6RYRVtbib/8Msnu7qBD8ZWKNhERkSyEm5sgkSDV07PPa+KbNxOKxQjlYJLgeITr62k8/330\nLl/OwNq1gcRQCjpuvx03NETzCF02gKrZs0n19JBoayPZ3Z2z5ZEWClF58MGjntXmkkl6H/0ltW86\ngVA0mpPXFilW0Zb0MJJnngk4En+paBMREclCpNk7YHt/Z7VlzmgLcvR60/vfTygWo/2m7wYWQzFL\ndHbScedd1L3tbVTNnTPiNZXpZYz9f/sb4C2dzZXdl17uS9/KlSTb26k9+ZScva5Isdo1QbK0h5Go\naBMREclCZt9Szy9+Ts/DD9Pz8MPDH9oz4ps353U/20gijY00vve99Pz85wy++GKgsRSjju/dgevv\nZ/JlI3fZYLeibeUTgHccRK5UzplNfOMm3NDQPq/pXf4IFo1Sc/wbc/a6IsUq0thIZMb0kh/7r6JN\nREQkC5m9Tdu//R02feKTbPrEJ1n/3vcxtGHD8DXxTZvyMjlyNE0XXYhFo2y/6aagQykqqf5+Ou+8\nk9qTT6Zq3rx9XlcxYwZWUUHfE17RlqvlkZAeRpJMMvTyyyPe71Ipeh95hJrjjycUi+XsdUWKWTkM\nI1HRJiIikoXKgw5i3m9/w9yHHmTuQw8y+0d3Y+Ew25ctAyDZ20uqp8e3g7XHItLUROO7303Pgw8x\n+OLoQy3E07N8OaneXhrf+579XmfhMBUHzxr+kJjT5ZGzZwPsc1/bzj/8gURbG7WaGikyLNrSwtD6\n9SR37Ag6FN+oaBMREclSxdSpVB1yCFWHHEL1kUfScN55dP/0Zwxt3JTXM9qy0fyBiwjFYmz88IeJ\nb9sWdDhFoeuee6mcPZvYkiWjXpvpiEGul0eOPPZ/8MV1bPrkp3j50ssIT55MzQlvytlrihS76tZW\nAAZLeBiJijYRkRLVcccdtN96a9BhlLTmiz+ImdF+883EN6WLtoD3tGVEJk/moGXLSLS1seHCi0i0\ntQUdUkEbfOEF+leupGHpuVkNkqmcvWtISbihIWdxhGtrCU+eTPfPfsYrV13NK1ddzcYrruDF00+n\n99e/pvnii5n7wP2Eaybl7DVFit3wBMkSXiKpok1EpAS5eJzty26m74m/Bh1KSauYNo36c8+h6777\n6Fu5wrutQDptALGFR3PQsu8Sf+UVXrroIhLt7UGHVLC67v0JRCLUn3lmVtdnOmLh+nosEslpLHWn\nnUayq5sdv/kNO37zG/qfXkXThRcy75ePcsAnP0GkMXfLMUVKQWTKFCIHHEB/CU+QzO1vGRERyame\nRx6h86679rit5rjjaPrAB/bbDeh97DGS7e00LD3X7xDL3uRLLqHr3p/Q8f0fYNHo8JTJQhFbvJiD\nbrqJly+9lA0XfYDZP/6RzvbaS2poiO6f/pTat7yFyOTJWT0ms/fMj/+9p33uX5j2uX/J+fOKlLJS\nH0aiTpuISCFLpXCDQ8P/JTs62fYf19H2zf/EObfPh3Xdcy+RadOoeaNGgvutYsYMGs46C+Jxb6pg\ngGe07cukf3gdB37zGwyuXet1lGQPO371K5KdnTQsXZr1YyrnzAb8KdpEZOyiLS0MvbiOVF9f0KH4\nQp02EZECVnfqqdSdeurwzy6VYssXv0T7smVYJMKUj13xqsfEN21i5x/+wOQPfxgLh/MZbtlqvvRD\ndN13X8HsZxtJ7ZvfTGzxYtpvvpmG85YSqqwMOqSC0XXPPURmTGfSG16f9WMijY2EGxqI5HBypIiM\nX/Q1rZBKMfDsGmILjw46nJxTp01EpIhYKMS0L36B+nPeyfYbbqDtv/7rVdd03fc/ADSc8858h1e2\nKmfOZPqXv0zzxR8MOpT9mvyRy0ls3Ur3ffcFHUrBGNq4kZ1/+jMN55wz5i85pn7uX2i64AKfIhOR\nsSj1YSTqtImIFBkLhZj+r/8KyRTbv3M9Fo4w+bJLAXDJJF333cekY48tqIEY5aDh7LOCDmFUsWOO\nofroo9m+bBkN73wnpm4bPQ88AGY0vHPsX3LUv+MdPkQkIuMRmTqVcHMzAyU6jESdNhGRImShENO/\n8mXq3vEO2v7zP2m/5RYgffDuK6+MaW+OlA8zY/Lll5PY/ApdP/tZ0OEUhPiWrYSbm6mYPj3oUERk\nAsyspIeRqNMmIlKkLBxmxr//GySTbLvu6xCO0LdyBeGmJmrf/Kagw5MCNem4Y4kecQTt311Gw1ln\nYRUVQYcUqFRfH6FYLOgwRCQHoi0ttP/pT6QGBwlVVQUdTk6p0yYiUsQsEmHG166l9tRT2Xbttez4\n1a+pP/ssLXuTffK6bR8mvnEj3Q88GHQ4gVPRJlI6oq0tkEwyuGZN0KHknIo2EZEiZ5EIB/7H16g9\n6USIRGg4V2ezyf7VnHCC9430bbfu9+iIcpDq26miTaRERFtagdIcRqLlkSIiJcAqKjjwW98i0bad\niqkHBB2OFDgzY/pXvky4oWHC58olOjrY8dhvcIlEVteH6+uoPemkgjmOItXXR7i2LugwRCQHKg6c\nQai+viSHkahoExEpERYKqWCTrEUPP3xCj090dtJx+/fo+OEPcWM8zLb+rLOY/m9fwULBL/hxfX2E\npiQqn44AAB1jSURBVE4LOgwRyQEzo7q1hYFV6rSJiIhImeu44w7avv0dUn191J12Gs0Xf5Bw8+Ss\nHtt1zz1sv/56iISZfs01gRduqZ3a0yZSSqItLbTf8X3c0FBJ7e9W0SYiIiJZS/X1sfXfv0psyRKm\nXvV5ovPnj+nxUz76EUil2H7DDVgozLQvfiHQwk2DSERKS7S1FeJxBp57jurW1qDDyRkVbSIiIpK1\nREcn4C1xHGvBljH5io/iEgnaly3DImGmXnXVhPfWjVeqr4/QJBVtIqUi2tICeMNIVLSJiIhIWUp2\nekVbuLFx3M9hZkz5+D/hkgkGn3kWF48HsozJxeO4oSF12kRKSMVBBxGqqfGGkSxdGnQ4OaOiTURE\nRLKW7MoUbQ0Teh4z44BPfQoCKtgAUv39ACraREqIhUJEW1oYWP1M0KHkVPBjm0RERKRoZDptkQl0\n2jLMLNBBAan01EtT0SZSUqItLQw+63XxS4WKNhEREclaLpZHFopM0aZOm0hpiba24oaGGHzxxaBD\nyRkVbSIiIpK1RGcnhMOEamuDDmXCUjtVtImUomhrehhJCZ3XpqJNREREspbs7CLc0BD4+Wq5sKvT\nNingSEQklyoPPhiLxRhYraJNREREylCyo4NIU/EvjQRI9e0E1GkTKTUWDhM9/HBvgmSJUNEmIiIi\nWUt2dhJuKJWiLd1p0zltIiUn2tLCwLPP4pLJoEPJCRVtIiIikrVEV2dJDCEBDSIRKWXRlhZcfz9D\n69YFHUpOqGgTERGRrCU7u0qmaHMq2kRK1vAwkhLZ16aiTURERLLiUimSXV0TPli7UAx32qqrA45E\nRHKtau5cLBotmQmSKtpEREQkK6neXkgmc3KwdiFI9fVhlZVYRUXQoYhIjlkkQnTBgpIZRqKiTURE\nRLKS6OgASuNgbfDOadPSSJHSFW1tYeCZZ3CpVNChTJiKNhEREclKsrMLgHBjU8CR5EaqT0WbSCmL\ntrSQ2rmToZdeCjqUCVPRJiIiIllJdnUCxddp2/jxj9Pxgx++6vZUX5/G/YuUsGhrK1Aaw0hUtImI\niEhWkp1e0RYpskEk/X97csR9Lam+PkydNpGSVXXIIVhFhYo2ERERKR+Zoq3YOm3h+nqSPT2vul3L\nI0VKm1VWUrVgQUlMkFTRJiIiIllJdHZiVVVYkY3ID9fVkezuftXtXtE2KYCIRCRfoi0tDKxejXMu\n6FAmREWbiIiIZCVzsLaZBR3KmITr60n17KtoU6dNpJRFW1pI9fQQ37Qp6FAmREWbiIiIZCXZ0VF0\nSyMBQvV1JLu1PFKkHA0PI3m6uM9rU9EmIiIiWUl2dhblwdrhuvr9LI9U0SZSyqrmHwqRSNEPI1HR\nJiIiIllJdHUWZactXF+PGxwkNTAwfJtLpXAq2kRKXqiqiqp580acIFtMVLSJiIhIVjJ72opNuL4O\nYI8lkq6/H0BFm0gZiLYW/zASFW0iIiIyKhePk+rpIVxkZ7SBNz0S2GMYSaqvD0CHa4uUgeaLLuKg\nW24OOowJiQQdgIiIiBS+zJ6wYuy0herrAfY4q224aFOnTaTkVc2bF3QIE6ZOm4iIiIwq0dEBULSD\nSIA9hpGoaBORYqKiTUREREaV7OwCirPTFm7IFG3qtIlIcVLRJiIiIqNKdnYCRVq01WUGkXQN36ai\nTUSKiYo2ERERGVWyq3iLtlBtLZiR2n1P206vaDMVbSJSBFS0iYiIyKgynbZIQ/FNj7RQiFBd3T6W\nR04KKiwRkaypaBMREZFRJTo7CdXUYJWVQYcyLuG6upEHkWjkv4gUARVtIiIiMqpiPVg7I1xXR3Kk\nc9q0PFJEioCKNhERERlVsqOjuIu2+npSeyyP3AnhcNF2DkWkvKhoExERkVElOzsJNxbffraMUP2r\nl0eGYjHMLMCoRESyk1XRZmanmtkaM3vezD4zwv0Xmlmbmf0t/d/FuQ9VREREgpLo6iTSUNydtmTP\nnoNItDRSRIpFZLQLzCwM/BdwErAReNzM7nfOrd7r0h855z7qQ4wiIiISsGRnF+GmpqDDGLdwXT3J\n7m6cc5gZTkWbiBSRbDptrwOed8696JwbAu4GzvQ3LBERESkUqf5+XH9/ke9pq4Nkcvh8ttROFW0i\nUjyyKdoOBF7e7eeN6dv2do6ZPWVm95rZQSM9kZl9yMxWmNmKtra2cYQrIiIi+Zbs6gIo6j1t4fp6\nAFLpCZJaHikixSSbom2kHbpur58fAGY7544AfgncMdITOeeWOecWO+cWT5kyZWyRioiISCCGD9Yu\n4k5bqK4OYHgYSaq/X0WbiBSNbIq2jcDunbOZwObdL3DOtTvnBtM/3gwsyk14IiIiErREh1e0FfXy\nyDqv05ZMj/1P9fXpYG0RKRrZFG2PA4ea2RwzqwT+Ebh/9wvMbPpuP54BPJO7EEVERCRImU5bURdt\nDZmibdfySFOnTUSKxKjTI51zCTP7KLAcCAO3OedWmdk1wArn3P3Ax8zsDCABdAAX+hiziIiI5FFJ\nFG2Z5ZHa0yYiRWjUog3AOfcw8PBet129258/C3w2t6GJiIhIIUh2dUIoNFz4FKNdg0h6cM6paBOR\nopLV4doiIiJSvhKdnYTr67FwOOhQxs1iMYhESHZ14+JxSCQIxSYFHZaISFZUtImIiMh+JTu7inpp\nJICZEa6rI9nTQ2rnTgB12kSkaGS1PFJERETKV/VrWqmcOdIRrcUlXF9Psrsb1+cdsK2iTUSKhYo2\nERER2a/miy8OOoScCNfVkerpJqWiTUSKjJZHioiISFkI1deR7O7ZVbTpnDYRKRIq2kRERKQshOsb\nSHar0yYixUdFm4iIiJSF4UEkKtpEpMioaBMREZGyEK6vJ9XbS7K3F1DRJiLFQ0WbiIiIlIVwfR04\nR2LrNkBFm4gUDxVtIiIiUhZCdfUAxLe84v2sok1EioSKNhERESkL4XqvaEts9oo2q64OMhwRkayp\naBMREZGyEK6vAyC+ZQsWi2EhfQwSkeKg31YiIiJSFsJ1u4o2LY0UkWKiok1ERETKQii9PDLV3a2i\nTUSKioo2ERERKQuZPW2gISQiUlxUtImIiEhZCFVVYdGo92cVbSJSRFS0iYiISNnI7GtT0SYixURF\nm4iIiJSNzARJFW0iUkxUtImIiEjZyAwjUdEmIsVERZuIiIiUjXCdijYRKT4q2kRERKRsDO9pm6Si\nTUSKh4o2ERERKRthLY8UkSKkok1ERETKRkiDSESkCKloExERkbKR6bSZijYRKSIq2kRERKRsaBCJ\niBQjFW0iIiJSNnROm4gUIxVtIiIiUjaqFhxG1YIFROfPDzoUEZGsRYIOQERERCRfKqYewNyf/TTo\nMERExkSdNhERERERkQKmok1ERERERKSAqWgTEREREREpYCraRERERERECpiKNhERERERkQKmok1E\nRERERKSAqWgTEREREREpYCraRERERERECpiKNhERERERkQKmok1ERERERKSAqWgTkaLQftvt7Pj9\nH4IOQ0RERCTvVLSJSMFzztF2/fXs/OMfgw5FREREJO9UtIlIwUv19uL6+ohMmxp0KCIiIiJ5p6JN\nRApefMsWACqmTQs4EhEREZH8U9EmIgUvsXUrAJGp6rSJiIhI+VHRJiIFb7jTpqJNREREypCKNhEp\neIktW8GMyJQpQYciIiIikncq2kSk4MW3biEyeTJWURF0KCIiIiJ5p6JNRApeYstWIhpCIiIiImVK\nRZuIFLzE1i1UaNy/iIiIlCkVbSJS8OJbthKZqk6biIiIlCcVbSJS0JI7dpLq7VWnTURERMqWijYR\nKWiJbZkz2tRpExERkfKkok1ECloic0abOm0iIiJSplS0iUhBi29Jd9o0PVJERETKlIo2ESloia1e\npy1ywAEBRyIiIiISDBVtIlLQ4lu2Em5qIlRVFXQoIiIiIoFQ0SYiBS2xZQsR7WcTERGRMqaiTUQK\nWnzrVio0OVJERETKmIo2ESlo6rSJiIhIuVPRJiIFKzUwQLKrS502ERERKWsq2kSkYCW2Zsb9q9Mm\nIiIi5UtFm4gUrMwZbRU6o01ERETKmIo2ESlYw2e0TVWnTURERMqXijYRKVjDnTYVbSIiIlLGVLSJ\nSMFKbNlCqL6eUCwWdCgiIiIigVHRJiIFyzujTV02ERERKW8q2kSkYOmMNhEREREVbSJSwLxOmyZH\nioiISHlT0SYiBckNDZHcvl2dNhERESl7KtpEpCDFt7UBOqNNREREREWbiBSkXWe0qWgTERGR8qai\nTUQKUnyLV7RVaHmkiIiIlDkVbSJSkBLpg7UjWh4pIiIiZU5Fm4gUpPjWLYQmTSJcUxN0KCIiIiKB\nigQdgIjISKILFsDZZwcdhoiIiEjgVLSJSEFqOOecoEMQERERKQhaHikiIiIiIlLAVLSJiIiIiIgU\nMBVtIiIiIiIiBUxFm4iIiIiISAFT0SYiIiIiIlLAVLSJiIiIiIgUMBVtIiIiIiIiBUxFm4iIiIiI\nSAFT0SYiIiIiIlLAsirazOxUM1tjZs+b2WdGuL/KzH6Uvv9/zWx2rgMVEREREREpR6MWbWYWBv4L\nOA1oAd5tZi17XfZBoNM5Nw/4JnBtrgMVEREREREpR9l02l4HPO+ce9E5NwTcDZy51zVnAnek/3wv\n8FYzs9yFKSIiIiIiUp6yKdoOBF7e7eeN6dtGvMY5lwC6geZcBCgiIiIiIlLOsinaRuqYuXFcg5l9\nyMxWmNmKtra2bOITEREREREpa9kUbRuBg3b7eSaweV/XmFkEqAc69n4i59wy59xi59ziKVOmjC9i\nERERERGRMpJN0fY4cKiZzTGzSuAfgfv3uuZ+4IL0n88Ffu2ce1WnTURERERERMYmMtoFzrmEmX0U\nWA6Egducc6vM7BpghXPufuBW4Adm9jxeh+0f/QxaRERERESkXIxatAE45x4GHt7rtqt3+/MAsDS3\noYmIiIiIiEhWh2uLiIiIiIhIMFS0iYiIiIiIFDALal6ImbUBLwXy4rkzGdgedBAlTPn1n3LsL+XX\nX8qvv5Rf/ynH/lJ+/aX85sbBzrlRx+oHVrSVAjNb4ZxbHHQcpUr59Z9y7C/l11/Kr7+UX/8px/5S\nfv2l/OaXlkeKiIiIiIgUMBVtIiIiIiIiBUxF28QsCzqAEqf8+k859pfy6y/l11/Kr/+UY38pv/5S\nfvNIe9pEREREREQKmDptIiIiIiIiBUxFm0gZMDMLOgYRERERGR8VbfthnoVmFgk6llJlZu80s8ag\n4yhF6ffvZ8zsYKd10L4ws2vN7I3pP6sw9oGZHWZmk9J/Vo5zzMxqd/uz8ptjZlafyavyK8VIvyMK\nh4q2/bsTuA04MuhASo2Zvc/M/gIcBwwEHU+pMbM3AX8HFgHhYKMpPWb2XjP7NXBJ+j9UGOeWmZ1n\nZquBrwH3gXKcS+n8rgK+amZfA+U3l8zsHDN7Cfg28C1QfnPJzC42sx9nvjST3Et/TlsJfNvMvgl6\nDwdNRds+pL9NiALPAYvMrHm322Wc0t2fi4A7gCudc59wzvUHHVcJOgH4vHNuqXPuxcyNev9OjJnF\nzOzfgYuAzwFnA1vNrCbYyEqLmR0GXAl8wDl3BnC4PpzljpktAK4ALnLOfQR4g5ldGXBYJcPMpgCX\nAu8CLsPL7+Vmpi/QcsDMTgE+gfeF5Oszq3X079vEpT+jVaZ/H1yC93viKuBtZnZ25pogYyxnKtpG\nYGah9LcJfwEeB44FDgd9yzBR6fw9DtwFDJpZyMwuMLPDAw6t1BwDdKeLjKvN7N1mVqf378Q45/qA\n7zvnTnTO/RloBE5wzu0IOLRSMwVYDWwwsyrgr0A82JBKyizgb3jdeICbgavM7OjgQipu6fdpRhLo\nB7rSX0peCZwBHBVEbKVgr/yuBN4KXA/MxPuSUp/PJsjMqpxnCHgaWOqc+5NzbiPeaP8FoDwHSUUb\nYGZfMrO3p/9szrmUmTXgffD9Dt6b981mdomZzQky1mK0e37TngeWAw8CTwKvB25LdzAwM70vx2Cv\n9284vQfzd8DrgJ8CEeDdwLUqjsdu7/evc+6Z3f78U6BaXaCJGeF3xHZgB96HsheAXuArZvYtM6sL\nIsZiNkJ+e4GDgZPS35rX4+U58026fgePgZl9FrjPzK5Id4mTQAfQmP5M8Ue8LyHelb5e+R2D3fL7\nMTNrdc5td869AvwW2AQsNrPZ6WvVBRqH3XJ8pZnNd879Cmjb7b26CNgcXIQCZV60mVmTmS0DPgb8\nm5lVOOdcutPWBTyb/pbMAf+MtySqO8CQi8pI+QVwzg0AjwE3AWc55y4DzgcuNLMZzrlUYEEXkX28\nf5POuQTQDrwB+Jtz7mrgA8BkvA9qkoUR8vuqgUTpAuLXwNR8x1cK9vM74hnn3MeBPwDfcM69D+93\nxBuAuYEFXGT2k9+/AL8A3gb8CZgPfAg4z8wa9Ds4O2Y2x7y9ra3AdcBhwAedc93AFuB0oDl9+Tfx\n8nuA8pudEfK7AO9zQi1AOo+/BGqBE9O3qQs0BiPkeD5wiZnV7pVLw+vO7/5YFch5VtZFG7AT+Klz\nrhHv25pPgPeLwMwmA281sz8B5wA/AH4PNAQVbBEaMb9pm4FrnXMvADjnnsf78KCiInv7y+99eB8a\nYmbW5JzbjvfN77T8h1m09s7vJ2HPf6iccz14BduM9H3aszI2I76H08umDe8Ls/UAzrnNeF36Q4IJ\ntSjt83eEc+4Gdu1r+yjeUsnfACF9GMtaB/Cgc+59zrnHgPuBg9L33QwcARxnZlHn3Mt4nyGmBxNq\nURopvzOAeOY96pxbCTwBzDCzC83sM8GFW5T2m+P05+FKYKZz7ikzO8rMLgcVyEEom6JtpH+EnHOD\neMvIAL6A9+3C9PR92/E++P7IOfd64CN4BVs0PxEXl3HkN+Wci6cfW21m/wk04S0hkb2M8/37Q6AH\n+IZ5k5+W4O0nlL2MJb/pbrztVqA9hLf8FOdcMi8BF6Ex5jiV/kAQBt5l3qS4/8D7Fnhl3oIuImP9\nHWFmYedc3Dn3rHmDdG4CYs65Dn0Ye7W985v+QNuNV5xlrMIrHhrSA6D+GzgN+LqZ3YD3/l2fp5CL\nyhjyexCQWRWVecxfgQuAr+Yl2CI1nhynb1sCTDKzrwK3Uka1Q6GxcvndnP4HasQPVOk3rjOzW/G+\nPLh4rM9R7sabX/NG0/8b8H/Av6QHPcheJpDfSuA9wAHADRqYMbKJ/H4ws5Pwum13atnTvo0nx+nl\nfGcAZ+F1569xzu3MW9BFZAK/I+YAt+NNSv6Y0zTfEWXz77+ZnQO80zn33t1umw5cDFTirS7R7+AR\nTCC/lXhLfTcAl+szxL5NIMdL8Yq1G/B+ByvHASn5os28zdcfBp4CHnLehuDMMiaXbv1GnHMJ88b0\n/h54B17Xx5xzf8n8gxfU36GQTSC/k/GW7qwHap1zmwL5CxS4CeS3GQg55/6k9+++TTC/5pz7s77M\n2b8J5HgKEHfOPW5mlc6baCZ7meB7OOGcW2Fmzc659qD+DoVsjPn9BBBxzn3NzN4A9Djnntbv4H2b\nQH5fj5ffVWZWn+4YyQgmkONjgZeAaiDpdjs+SIJR0i1OM1uEtyTkBrw36wVmdiF4y5jSb9TpeN+A\n4Zxrw5tquAb4Lt4EKK3b3YcJ5vdGoMo516OCbWQTzO9NpEek6/07shzkN5G5Nv/RF4cJ5viGzPOo\nYBtZDt7DmX1BKthGMIb8ZrZNzAbqzBv+8kUglb5Wv4NHMMH8fglvzysq2PYtB+/hOufccyrYCkNJ\nF21404R+75x7GPgZ3mCGj5k3zh8z+zrwI6DVPKfjLcX5jHPuKOec9v/sn/LrL+XXX8qv/5Rjfym/\n/so2vwvMm2h4LrAUWOWcO9k5pz3a+6f8+m8iOT5JOS4sJVW0mXeGx81mdkn6pseA082bnteP13no\nBq40s2a8Te5nOuceT38TtgY4yjn3tUD+AgVO+fWX8usv5dd/yrG/lF9/TSC/K51zvcC/Am9wzn0r\nkL9AgVN+/accl7aS2dOWbvdehtfO/SzwCN5EnKuAOXiHhz4P3I13gOiVzpushaXX8uY/6uKh/PpL\n+fWX8us/5dhfyq+/Jphf7bkchfLrP+W49L3qsNgi9la8yUy/MLPtwJnA+51zV5jZLGCBc+5R86YV\nVu72RjX9Y5YV5ddfyq+/lF//Kcf+Un79NZH86sPu6JRf/ynHJa7ol0eaWebv8FfgdADn3Argj8Ch\nZnacc26Dc+7R9HVvA4Y3VLpSaTX6RPn1l/LrL+XXf8qxv5Rffym//lJ+/accl4+iK9osfaCtmWWm\nXmXORfojEDKz49M/P413rk/mINHjzey3wKF4U7NkBMqvv5Rffym//lOO/aX8+kv59Zfy6z/luHwV\nTdFmZq83s5uBj5tZXeabATPLLPF8Du8k93eZd27SRmAa3jpe8M4Du9w5d7Zzbnuewy94yq+/lF9/\nKb/+U479pfz6S/n1l/LrP+VYiqJoS39rcD3wa2AG8FkzOxlgt7X6vXiHhlYC15lZBdAIbE9ft8E5\ntyrfsRcD5ddfyq+/lF//Kcf+Un79pfz6S/n1n3IsUCRFG7AY+KNz7i7gy8BU4N1mNhXAzL4M3Ik3\nxvRqvDfp79M/3xFIxMVF+fWX8usv5dd/yrG/lF9/Kb/+Un79pxxLYU6PNLNjgA7n3Nr0TWuAI81s\nhnNus5ntACYDZ5rZb4C5eIeFvpB+/AeASc47c0L2ovz6S/n1l/LrP+XYX8qvv5Rffym//lOOZSQF\n1WkzswYzewh4FDjPzGrSdz0H9ADfM7OfAAfhTcmpc86tdc69xzn3gqUn6DjnUnqjvpry6y/l11/K\nr/+UY38pv/5Sfv2l/PpPOZb9KajDtc3sQOAcvDfmAuD3zrmH0/dVAscCU51zd5vZacBHnXNvT98f\ncrsm6MgIlF9/Kb/+Un79pxz7S/n1l/LrL+XXf8qx7E/gRZuZvR94Cfirc67HzKJ4HcBPAwYsc85t\nHuFxnwe6nHPX5zXgIqP8+kv59Zfy6z/l2F/Kr7+UX38pv/5TjiVbgSyPNM90M3sMuAB4L3CjmU12\nzg045/qAX+JtpHzLXo89zsxWAm8EHsx37MVA+fWX8usv5dd/yrG/lF9/Kb/+Un79pxzLeOS9aDPv\n7AgH1AKbnHNvBS4HOoBlmeucc3/EO1PiMDOrN7NJ6bteBK5yzp3inFuf1+CLgPLrL+XXX8qv/5Rj\nfym//lJ+/aX8+k85lvHK2/JI8w7/uwYIAw8DdcC5zrkL0vcb3snt/+ic+236thq80aZvAA4GFjnv\nsEDZi/LrL+XXX8qv/5Rjfym//lJ+/aX8+k85lonKS6fNzE4AVuK1eZ8H/hWIA282s9cBpL91uAb4\n4m4PfTvetw9PAq/VG3Vkyq+/lF9/Kb/+U479pfz6S/n1l/LrP+VYciFf57SlgOuccz8AMLOjgTl4\nBwDeCCwyb0zp/+C9gWenW74DwInOud/lKc5ipfz6S/n1l/LrP+XYX8qvv5Rffym//lOOZcLytadt\nJfBjMwunf/4jMMs59z0gbGZXOG9M6UwgmVmj65z7md6oWVF+/aX8+kv59Z9y7C/l11/Kr7+UX/8p\nxzJheSnanHN9zrlB51wyfdNJQFv6zxcBh5vZg8BdwBMwvLZXsqD8+kv59Zfy6z/l2F/Kr7+UX38p\nv/5TjiUX8rU8EvAm5gAOmArcn765F/gX4DXAOufcJhhe2ytjoPz6S/n1l/LrP+XYX8qvv5Rffym/\n/lOOZSLyPfI/BVQA24Ej0t8qXAWknHN/yLxRZdyUX38pv/5Sfv2nHPtL+fWX8usv5dd/yrGMW95G\n/g+/oNkxwJ/S/93unLs1rwGUOOXXX8qvv5Rf/ynH/lJ+/aX8+kv59Z9yLOMVRNE2Ezgf+IZzbjCv\nL14GlF9/Kb/+Un79pxz7S/n1l/LrL+XXf8qxjFfeizYRERERERHJXr73tImIiIiIiMgYqGgTERER\nEREpYCraRERERERECpiKNhERERERkQKmok1ERERERKSAqWgTEREREREpYCraRERERERECpiKNhER\nERERkQL2/wFmk1lFklII3wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,10))\n", "ax = fig.add_subplot(111)\n", "for i in datasets:\n", "#for i in ['noaa_gfs_global_sflux_0.12d']:\n", " time_axes = []\n", " data_axes = []\n", " for d in API_data[i]['entries']:\n", " #for k in API_data[d]:\n", " # print(k)\n", " for j in d['data']:\n", " if j == datasets[i][2]:\n", " data_axes.append(d['data'][j])\n", " time_axes.append(dateutil.parser.parse(d['axes']['time']))\n", " plt.plot(time_axes,data_axes,label=i)\n", "plt.legend()\n", "fig.autofmt_xdate()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 1 }