{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Seismic Data in the World\n",
    "\n",
    "#### Task: \n",
    "\n",
    "Find an earthquake that happened in the last hour somewhere on this planet. Find a seismic station close enough, download the data and display them. Characterize the data. Find the onset time of the P wave. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "B:  International Federation of Digital Seismograph Networks (FDSN)  https://www.fdsn.org\n",
    "\n",
    "\n",
    " <p style=\"width:40%;float:center;padding-left:50px\">\n",
    "<img src=https://www.fdsn.org/static/img/layout/fdsn-logo.png>\n",
    "<span style=\"font-size:smaller\">\n",
    "</span>\n",
    "</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check out this www page and find other stations with data for the Tohoku earthquake\n",
    "\n",
    "http://www.fdsn.org/networks/\n",
    "\n",
    "We use the client server BGR (Hannover)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "code_folding": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EREREZM/SWsF/L2Ccu4fcfQ6wBOgPjAYecvet7r4MeBr4r6DMBcCX7v6+u+8A\n7gJGmlmymaUB5wN3unuJu78FLATODcqOBv7m7qvcfTMwNqpeEREREZG40FrB/1+B0WaWaGbHAj2B\nr4CBwIKo7eYTflJP3Tx3XwlUAYcAfYGCILBvtGydvJ0ENxQZNQuQ3vxDFBERERHZs7RW8D8F+AVQ\nBnwO3O7uW4E0oDBqu8IgjRh50fkN5cUqG50Xy61AQdSyodEjEhERERHZw+324N/MOgPvAtcDycCR\nwL1mNhQoBjKiNs8I0oiRF53fUF6sstF5sTwAZEYtPRo7LhERERGRPV1rPPk/hHAXnTfdvdrdFwIf\nEx7guxgYFLXt94FFwetaeWZ2CJAIrAKWA5lm1q0pZevk7cTdy929sGYhPLhYRERERGSv1hrBfzaQ\nbmbnWthhwI8J98l/GbgxmLazH3Al8EpQ7k3gODMbbmbtgXuACUGgXgy8A9xjZilmdh5wBOFvGAjq\nvcbMDg5uEH4TpImIiIiIxI3E3b1Ddy8ws1HAQ4Sn7swD/uruU8ysDeHBu8uBCuBBd/8wKLfVzH4K\n/A04AJgK/Dyq6jHAC0AO4T76l7h7XlB2kpl9D5gFJBCeRegfLX6wIiIiIiJ7EHP31m7DHi+Y8aeg\noKCAjIy6QwtERERERHavwsJCMjMzATKDbupN0lqz/YiIiIiIyG6m4F9EREREJE4o+BcRERERiRMK\n/kVERERE4oSCfxERERGROKHgX5rN3cnOzm7tZoiIiIhIMyn4l2Z76qmn6N+/P6tWrWrtpoiIiIhI\nMyj4l2ZbuHAhADk5Oa3cEhERERFpDgX/8q2ZWWs3QURERESaQcG/iIiIiEicUPAvzeburd0EERER\nEfkWFPxLs9UE/+r2IyIiIrJ3UfAvzXLTTTfx6aefAgr+RURERPY2pi4cjTOzDKCgoKCAjIyM1m5O\nq4oO+H/605/St29f7rrrrlZskYiIiEj8KSwsJDMzEyDT3QubWk7BfxMo+P+PWE/7dQ2JiIiI7F7f\nNvhXt5+92IgRI3jggQd22/7at29fb97777/PSy+9tNvaIiIiIiLNpyf/TbCnPvmveQq/u97D+vr4\nu/tub4uIiIhIPNOT/zi3Y8eO1m6CiIiIiOzhFPzvA15++WXS0tLYtm1bazdFRERERPZgCv73AR9+\n+CEAOTk5rdwS2LBhA0VFRaxdu7a1myIiIiIidSj43wfU9LMfMGAAU6dObdW29OzZk4yMDHr37k0o\nFOKrr75q1faIiIiIyH8o+N8HRA+yffPNN3f7/ufOnRsz/amnnuK4445jwYIFu7lFIiIiIhKLgv+9\n0MaNG8nKyoqsh0KhyOuEhIT9SHdJAAAgAElEQVRdvr9QKMS6devqzT/qqKNipq9ZswbYM7ojNSQ7\nO5vzzz+/1nkUERER2Rcp+N/LuDs9evTgmGOOiaStXLky8vqxxx6LWa6kpITnn3++Vtp7773HuHHj\nGt3nww8/TK9evZrd1pobkeig+pVXXiEvL6/ZdTVHTk4OixYtqje/urq61vrAgQN55513mD9/fiRt\nw4YNLdY+ERERkdai4H8vUzeAB/jiiy9qrS9cuHCnbX7/+99zxRVXYGYUFoangj333HP56U9/CsCL\nL75Ibm5urTJFRUUA37rf/ssvvwzAxRdfzFtvvcXGjRv5r//6L0455RQeeugh3njjjW9Vb2NOPvlk\njjjiiMj61KlTI12P3nrrLRITE7n22msj+TU3AzUB/z/+8Q969uzJ0qVLW6R9IiIiIq0lsbUbIM0T\nK7Cvq7y8nJKSEu68805SUlIYNWpUrV8C/vjjj0lNTY2sl5WV8fOf/5wRI0YwbNgwysrKALjxxhtZ\nsGABmzdv/lZtXb9+PQB5eXlccMEFkfT58+dHnrK7O1u2bKGyspKePXsSCoVYvXo1ffr02am+7du3\nk5qaSkpKSqTs5MmTOf744+nUqVNku5qn/u5OYWEhp512WmS9ph013abefvvtSLl33nmHU045hf/+\n7/8G4PTTT490d6qoqGDkyJH87ne/Y8iQIc06D6tXr+aQQw5h3LhxXHbZZc0qKyIiIrJLuXtcLEAX\nYBJQAiwDhjWjbAbgBQUF3tquvfZaBxpcbrrppka3iV5yc3ObtX1LLWvXrvWxY8fWSnvmmWd8/vz5\n/vnnn0fS0tPT3d39mWeeiaSNHj3a3d3nzp0bSVu6dKkvWrQosh4KhTwjI8MBv+yyy9zd/c4776y1\nv6+//rrWelVVlbu7//jHP3bAzzzzzJjvy/bt2720tDSyHgqFvLy83N3dL7/88kh9NbZu3eo5OTmR\n9RkzZnh1dbW7u5eWlvqKFSsi9axfv75WvQsXLoy8rqysbPK1EwqFItfw2rVr/ayzzvK8vDwvLy/3\nvn37+oMPPhiz3Nq1a71Dhw4+ffr0WullZWV+yy237BGfCxERkXhTUFBQE19keHNi4uZsvDcvwGvA\n00B7YASQC3RsYtk9Ivhv7eB8dyydO3du0nYbN270pKSkWmnu7rNmzaqVdsEFF0Re33777X7ggQc6\n4CeeeKK7u48dO9bNLLLNu+++64CffPLJDviaNWs8FApF8o888kh/4oknHPCnnnrKp0+f7j/72c8c\n8J49e7q7+3vvveenn366A/7nP/85ss+aG5BbbrmlVptrbngee+yxyP4BLy8v99/+9rcO+DnnnOMV\nFRWRbW+66Sbv379/5AalY8eODvi8efPc3b2ystKfe+45Lyws9IqKCt+wYYM///zzDvjmzZv9sMMO\nc8AvvfRSf+edd2q1z9395ptvdsDfeOMN/+Mf/xjJf/LJJx3wrKwsv+KKKxzwq666ypcsWeIjR470\n7Oxsr66u9oqKCp8+fbrPnj271jVcc4NUVlbW6PVeWFjoc+fOjdyAxVJRURG5aXriiSf8/fffd3f3\nbdu2eWFhYaP7KCgo8Pvvv99XrVrl7h45/oYsW7bMJ06c2KT63d0/+ugjf+2115pUd3OFQiHfsWNH\ns8uVl5c3eF73JKFQKPIei4jIf3zb4N88HNzu08wsDcgBerv75iDtU+AZd38xxvbJQHJUUjqw4bPP\nPuO1116jT58+HHDAAXTr1o2MjAyKiorIz8+noKCA/Pz8Wq/btWtH79696d27N7169aK6upo1a9aw\ndu1acnNzKS8vp02bNpGloqICM6Nz585kZmaSnp5OWloaX375JWPHjt0dp2uvVVpayscff8yZZ57Z\npO2//vprxo0bx/jx47nmmmu46aabePrpp/nlL3/JrFmzGDJkCD//+c+57rrr6p3RqK6vvvqKoUOH\n1pu/atUqDjnkkMj6hg0b6NGjR8xtR48ezUsvvRRZ/+Uvf8nTTz+903Z/+ctf+N///d9aad26dWPL\nli0xyzz33HNcf/31FBYWcuyxx3LUUUfx5JNPRto3depU/ud//geA7t27c+qpp/LCCy/UqmPkyJFM\nmDABgEMOOYRzzz2XRx99lPT09MhYkRrXXHMNF1xwAaeffnqt9PPPP59HHnmEa665htGjR9O3b19O\nOukkysrKuPDCC5k4cSIAbdq04cUXX2TdunU88cQTDB06lKeffpqsrCxOPfVUAK666iqeeuopACZN\nmsTZZ58NwDPPPMNjjz1G27ZtKSkp4emnn+bwww/n+uuvJz8/n6VLl7JkyRI6duzISy+9xIgRI+jb\nty+vvPIK06dP5+2332bJkiX84Ac/YNy4cbz55puMHDkycgx9+/ale/fuHHHEEdxyyy0UFBTwu9/9\njoMPPpjzzjuPFStWcOWVV0bO5ZNPPkn37t158cUX2bx5M+eccw4DBw6koqKCt99+mxkzZuDudOzY\nkdLSUk4++WSSk5OZMWMGF198MWeeeSYPP/wwW7Zs4ZJLLuGOO+5g/vz5nH/++bg7GzZsYMyYMeTl\n5fH+++8zatQoLr/8cp555hkmTJjA0KFD2bp1K6+++iruzp133slVV13Fww8/zLx58xgwYACnnXYa\nhYWF/POf/2S//fbj5ptvZuzYscybN4+SkhJGjBjBoEGDSE1NZf78+axZs4ajjz6aPn368OGHH/Ll\nl18ydOhQrrvuOiZMmEDHjh2ZMmUKc+fOZdiwYWRnZ7N27Vq+//3vM3jwYPr27cvw4cNJSkpiw4YN\n3HvvvXzxxRdceOGFrFixgokTJ9KxY0fuvfdeNm7cSEVFBb/5zW9ISEjgX//6F6tXryYjI4O8vDym\nTJnCN998ww9+8AOuvvpqsrKy+Oc//0m/fv244447GDt2LO+++y4XX3wx55xzDnl5eRQVFZGWlkaX\nLl344IMPmDBhAkOGDGHw4MHk5+dz/PHHU1hYSCgUomvXrixevJglS5ZEujOefvrpvPvuu8ycOZOU\nlBQ2bdpEeXk5w4YNo3PnzixZsoQOHTrQvn17iouLqaysBGDHjh2cfPLJbN++nTlz5lBcXEzHjh3p\n0aMHycnJDB48mOzsbGbOnElubi5mRl5eHr/61a9Ys2YNeXl5nHDCCQwaNIjp06fz1ltvsWbNGkpL\nSzEzevbsycEHH0yXLl3o0qULZ5xxBv/6179o27YtS5cu5ZNPPgGgsrKSQw45hMMPP5zy8nJ69+7N\nEUccQffu3fniiy/YunUrVVVVTJs2jfXr19OvXz969epFr169SE9P59NPPyUxMZEePXqwZcsWDj/8\ncE488UQ++ugjNm7cyIoVK1i8eDFt2rRhwIABHHzwwfTt25du3bqxdetWMjMz6dixI2ZGfn4+K1eu\n5NNPP2XTpk0kJyfTtWtXMjIyyMzMxMzYtGkTF110EcOHD6egoIAlS5awePFiVq5cibvTpk0bqqur\nWb9+Pfn5+RxzzDEccMABuDuDBg0iKSmJ4uJiOnToQFFREdXV1SxcuJCZM2dSWVlJ+/btASJdSSsr\nK/ne977HcccdR+/evdm+fTsLFixg06ZNtGnTJvJ5raysJDs7m7lz57Jq1Sp69OjB4YcfzimnnEK/\nfv3o2rUrmZmZuDsLFizg+eef54MPPmD58uV07dqV/fffn/3224/evXtz3nnnceSRR9KpUycKCgqY\nN28ehYWFbNq0iVmzZpGXl0d1dTWdOnWif//+HHbYYRx22GGEQiHWr1/P8uXL6dSpE506dYqck5pr\nc926daxfv55vvvmGzp07R/Z9wAEHkJycTFJSEklJSZSUlLB06VKqqqoi52zHjh20a9eOHj160KVL\nF5KTkwmFQrg7oVCIkpISioqKKCoqIjk5GXenbdu2kaWkpIQDDzyQrl278sknn/Dvf/+bsrIy2rVr\nx/7770+/fv047LDDGDBgAP369aOgoICvv/6a+fPns3z5cjIzM0lNTaW4uJiEhATat29Peno66enp\ndO7cmYMOOoju3btTXV3N5s2bycrKYtOmTRQXF0eW9u3bs99++9G5c2e6d+9O9+7dI//PpKSkkJub\ny5o1a1i4cCFz5syhsrKSbt260bdvXwYNGkTv3r0j3Y83btzIN998Q2lpKSUlJZSWllJRUUFVVVUk\nyK5pX/v27Wnfvj2pqank5eVRVVVFVVUV27Zto6qqiuTk5Mj5Ly8vp6ysjJSUFFJTUyNLeno6CQkJ\n5ObmUlJSQklJCbm5udx+++0Ame5euFOAUI94Cf4HAx+4+/5RaY8BJe5+c4zt7wbuqpv++uuvc/vt\nt7N27dpIv/i62rZtS4cOHejQoQOZmZmUlJSwZs0aduzYUWu7Dh060KlTJ9q1a0coFIosSUlJhEIh\ncnJyKCwspKKi4rsdfBwZOnRokwYn33777dx///2MGzeOadOmMXfuXG688UZGjRrF7373Ox577DHy\n8vJo0yY8Hv7JJ5/k6quvZvz48YwaNepbte2+++7jjjvu4NRTT231H2KrEd2Wn/zkJ4wfP56TTjqJ\nadOmAeExH3/6059ITk7mjDPOqDU+IiEhgerqai699FL++c9/tlgbe/bsGRk70pjk5GT69+/P119/\nDYCZ0ZS/bw8++CAPP/ww27Zti5nfuXNncnJyOOiggyJjQM4//3wmTZpEjx49IlPa1khMTKRDhw5s\n374dCA+sHzhwIA899FCD7UhNTeWII46gY8eOLFmyhLS0tJ1mrUpJSaG0tLRW2siRI/nyyy8pLy+n\nV69ezJo1C4AjjzySefPmRc5h+/btCYVCJCYmcuWVV7Jjx45aN4Z9+/Zl+fLlkfX99tsvcgwAJ5xw\nAqmpqXzxxRcUFxcD4XPctWtXtmzZAkD79u350Y9+xL///e9IkAuQlJTEiBEjeP/99+nTpw+DBw8m\nKysrMhC/W7du5OXlUV5eTkpKCkceeSRff/01bdq04aqrrmLlypW8+eabpKWlYWZA+Fvr4uJiMjIy\n2LFjB4mJiZx00kl0796dKVOmRNo0bNgwPv/8c0pLS0lKSuK8885j8uTJO51HCF9DF110EZMnT6a8\nvJy2bdtSUFBQaxszY+DAgSQnJzNnzhzatGlDKBSie/fuJCUl0blzZ9q0aUNWVhahUIj09HTKysqo\nrKwkJSWFxMTESD01ky907dqVzp07s3Xr1lrnHMI3jTWBQUFBAZs2bcLMaNu2LeXl5ZHtDj74YAYN\nGhT5P2XdunWsXr06EmjUtLPm/Rg2bBhJSUkkJiayZMkSli9fTrt27Xb6v6rGoEGDOPjgg1m1ahXr\n16+PnJcDDzyQNm3asGnTJjp27Fhraueam5kjjzyS6upqlixZEnnw1ZDBgwdz6KGHkpOTQ1lZGQUF\nBRQUFFBWVkbnzp1ZtmwZ7du3p6SkJHIue/bsSWJiIqFQiISEBLp06UKHDh2YPXs2eXl5mBlVVVUx\n95ecnMxRRx1FWloaO3bswN3Jzc2lTZs2mBlLly7daSromsDfzCJ5+++/P4MHD6ZPnz5s3LiR2bNn\ns3HjxkiZbt26UVFRQW5uLvvvvz8jRoxg4MCBbNu2je3bt7Nt2zYWLFhQ63NYt52DBw/mwAMPxMzY\nunUr2dnZfPPNN7W2i/V3osb+++9Pz5496dq1K7m5uWzdupUtW7ZEzmW0jh07kpycTGVlZST4LCkp\nYcOGDbU+39GSkpJIT0+PPNisrKykvLwcd4/8vwHhv3c1N8ilpaVs3ryZ7OzsmGMM09PT6devX+QG\nJC0tjerq6lo3G7H+1iclJXHAAQeQlpZGWloaqamplJaWsm3bNnJycsjPz495DAkJCRxyyCEMHTqU\ndu3asXnzZpYsWcLq1atj7ichIYGUlBRSUlJITk4mISEhcn0UFRWxY8eOmDFjQkICnTt3JjExkfLy\ncsrLyyM3WzXv4Y4dO+qdhrxNmzaRhwo0M/hv9e44u2MBfgisqJN2P/B4PdsnE+7qU7N0J6rbTygU\n8vz8fF+6dKnPnDnTly5d6lu2bKnV5ztaKBTybdu2+ezZs33+/Pm+ffv2mNvFUl5e7jk5OZFuHfG0\nHHXUUTulnX/++bXWX3/99Vp96muWRx99tNZ6TZcXwHNycmrl9evXzz/88EMHfNSoUd67d29337mb\nVUVFReT1hRdeGHn98MMP+4YNG2pt6+4+ffr0yPq8efNq5W/evLnWevS4i6qqKr/44osj6wsXLvTk\n5OTI+i9+8QsH/Ec/+pGPGTOm1j4//fRTP+iggxzwjz76KJJ33333+YQJE/yuu+6KpK1bty7yetKk\nSX7GGWdE1rOzs720tNRTUlIc8EceecSPPfbYnc5l9BiLN954w0eOHOkPPvigL1++3KuqqnzBggWR\n/E2bNrm7e1VVlVdXV/vIkSMd8JdeeslHjx7t5513nufl5XlFRYV/9NFHkfEMpaWlPnLkSB8/fry7\nu0+dOtXPOOMMv/LKK33atGleXV3td999t0+fPt3ff/99HzBggD/55JOek5PjzzzzjG/fvt2zs7N9\n27Ztfthhh/mxxx7rX331lc+ePduXLVvm7uExFzfccIMvWbLEX3/9db/00kt92rRpXlRU5O7uL730\nkvfv398vvfRS37Ztm7t7pCvKxo0bfeHChX7vvff61Vdf7SUlJR4KhfyZZ57xG2+80YuLi93dfeXK\nlf7pp5/6W2+95XPmzPGSkhL/xz/+4S+99JJ/8sknMf9+bNu2zbds2eL5+fl+yy23+K9//WtftGiR\nb9myxcePHx+pO9orr7zi9957r4dCIX/ttdf85JNP9gkTJkTaHD1OZPr06X7NNdf41KlTI+9NVlaW\n//3vf/eKigpfsGCBP/roo7X+ZhUVFfnChQt9xYoVkfS8vDyfO3du5HxNmzbNr776as/OzvY1a9b4\n6tWrI/VHd38qLCz06dOn+w033OB/+MMf/NVXX42c3x07dtQ6J2vXrvWioiJfu3atjxo1ym+//fbI\neJhQKFSrG1NRUZG//fbbkWtu3bp1/uqrr/ratWvd3b24uNhnzZrlK1as8KKiIt+6detOf5trxtQs\nWbLE8/PzvaCgwJcuXVrrnL/11lt+5513+rp163Z6H/Lz83379u2Rc163m1VZWZnPnDnTlyxZUis9\nFAp5Xl6eT5kyJdLeGhUVFf7FF1/4hg0bvLy83GfMmOFPPPGEZ2VlNditLCsryx9++GFfunSpL126\n1Ddv3rzTNjXl169f71OmTPHnnnvOFyxY4MXFxb5169ad6s/NzfVly5ZF0ms+D0uWLPG33357p7ZH\n27p1qy9atMi3bdvmq1at8qysLJ81a5ZnZ2d7SUlJveVq2jlt2jR/6KGHfNy4cT5v3rwGy9SMvyov\nL/f58+d7VlaWr1ixwmfMmOHZ2dm+fPnyyPis+uTl5flnn33mr7zyik+ePNk3bNgQOe5QKOS5ubm+\nY8eOnc5RKBTydevW+UcffeTjxo3zO+64w++//36fNGmSV1RU1NveZcuW+bvvvusvv/yyv/HGG75i\nxQrPy8urt/tbTk6Of/755z5z5kzfsmWLh0IhLysr861bt/q2bdv8m2++8dWrVzcYoxQWFvr27dt9\n8+bNvn79+kg9sVRXV3tBQYFv27bNt2/f7jk5OZHxY/WprKz0UCjkmzdv9qysrHrbkp+f719++aW/\n8MILPnHiRF+1alWj3f5CoZBv377ds7Ky/L333vMPPvjAZ8+e3Wj30qKiosg1sHTpUp87d66vXbu2\n3rF0xcXFnp2d7fPmzfPPP//cV69e3ei1U6O6utqLiooisWJVVVWTul6GQiEvLS317du3++rVq335\n8uWem5vr5eXlkXF8wf+x6vO/00HCYGBrnbTHgIeaWL7V+/zXDIatCVL3leXss8+OmT5x4kRfs2ZN\nrbRDDz3U3d3/8pe/1Ap4o/vk1yzPPfdcrfVPP/008jrW9vPnz3cI33AMHjzY3d1Xr169U0A/fvx4\nHzx4sP/5z3+ule4e/k8Twv3oa6SnpzvgRUVFO9W1YsUKB/zXv/61u7uvWrUq8h9mUVGRX3nllZFr\nrrCwMFK2qKjIs7KyvKioyPPz8/3KK6/0RYsWRfZZXV3tubm57h4OTj7++ONa19KvfvUrv/vuu93d\nfcyYMd6lSxcvLy+PDKCuGTzt7pExE1OnTvX8/HyfPXu2V1dX+4knnuiXX365u7tfeeWVfvzxx9f7\nx/yzzz5rcv94ERERaRoF/w0H72lAOdAtKu1T4GdNLN/qwX+0pgbWNTPbRD/trbvk5OT4Lbfc4rfe\neqvn5+f7bbfd5q+99poDPmDAgBYP/qdNm+ZPPvmkb926NZIWfTe8fPlyT01NdcD79Onj7uFg/9e/\n/rUvX748sl30rD55eXleWVnpZ5xxhv/1r3/1FStW1HrK7e7+6quvRtZ/+9vf+saNGx3w1NRU//GP\nfxyp94YbbnDAhw4dWus9KCgo8JNPPtlnzZpVK33y5Mm+cePGyHp5eXkkoH/qqacc8Iceeuhbve8P\nPPBA5AluSwiFQr5mzZpaaeXl5f7666/HfKKlQZgiIiKtRwN+G2FmEwjP8HM9cBrwPNDH3Rv9uVkz\nywAKCgoKyMjIaNF2NsVDDz3ELbfc0uh2NQPZqqur+ctf/kKvXr245JJLGDVqFOPHjwcg1vvv7pHB\nWWbG4sWLd/kx1JgxYwYnnHBCg9vU9PF7/PHHGTNmTMxtNm7cGBk4W981Hd1XOHo9FApRUVFBu3bt\nALjkkksi5wfCc/y3bdu2GUclIiIi0rIKCwvJzMyEZvb5j6df+B0D9CQ8689Y4JKmBP57optvvpkB\nAwbEzKsZTPbOO++QlpYGhAeV3HDDDQwaNAgIDxpqSE1QfO211zJ9+nQ+++yzb9XO0aNHM2zYMABe\neOEF5s+fT0VFRWRWFggPyGlMamoq7l5v4A/QpUsX+vXrx4cffljvNmvXrmXr1q210mpmmYg+J+ef\nf36tbRT4i4iIyL4ibn7h1923AWe1djt2lcWLF0eC9GjdunWrd3aUminMBg4cyNlnn82IESPqrT/6\n6fkPfvCDBtuSmJgYcxaFnj17cumll/Lhhx/yk5/8JHJjctxxxwEwfPjwJk+h2Zi2bduybNmyBrc5\n6KCDaq2vWbMm5jc5+hVeERER2VfFTbef72JP6/ZT49BDD2XlypVA+Gl+zRzNq1evrrfMrFmzOPro\noyPTWDZVrBuNGitWrCA3N5d///vfNfPNAuF592u60uwNYk2fJyIiIrInUrefODRhwgSuu+46INy1\nB8JdZBoyZMiQZgf+ABMnTmTOnDkx8xITExkyZAi33XZbJO3jjz/eqwJ/gJUrV7J27drWboaIiIhI\ni4mbbj/7osGDBzN48GDatm3Leeedx9lnn80999zTIvu64IIL6s2rufEAKCgowMxIT09vkXa0pOhf\n3hURERHZF6nbTxPsqd1+WkOs7j+bN2+mW7durdAaERERkfikbj/SaqKf/IuIiIjInkvBv3xnNbP4\niIiIiMieTcG/fGffZgCxiIiIiOx+itrkO2toGlARERER2XMo+JfvTL+AKyIiIrJ3UPAvzXLttddG\nXp999tls2LBhr5vPX0RERCReKfiXZvm///s/1q9fD4R/Vbh79+6t3CIRERERaSoF/9Js1dXVgGb5\nEREREdnbKPiXZquqqgIU/IuIiIjsbRT8S7PVBP/6cS8RERGRvYuCf2m2mif+Xbp0aeWWiIiIiEhz\nqN+GNFufPn0YN24cI0aMaO2miIiIiEgzmLu3dhv2eGaWARQUFBSQkZHR2s0RERERkThXWFhIZmYm\nQKa7Fza1nLr9iIiIiIjECQX/IiIiIiJxQsG/iIiIiEicUPAvIiIiIhInFPyLiIiIiMQJBf8iIiIi\nInFCwb+IiIiISJxQ8C8iIiIiEicU/IuIiIiIxIndHvyb2WVmlm1mhWY228yOi8rrYmaTzKzEzJaZ\n2bA6ZW8xs21mlmtmfzQzi8obYmbzg7KfmFmvqLwUM3vZzIrMbJ2ZXbZ7jlZEREREZM+xW4N/MzsA\n+AfwP0Am8HdgQtQmjwObgP2Am4EJZtYxKHsWcA0wFDgcOAe4IshLBiYCjwKdgC+Bl6LqvSdI7w5c\nCjxhZv1a5CBFRERERPZQu/vJ/4HAN+7+sbs78DLQw8zSzSwNOB+4091L3P0tYCFwblB2NPA3d1/l\n7puBscB/BXk/Aord/Tl3LwPuBY6Jevo/GrjH3Qvd/XPgHcI3ATGZWbKZZdQsQPouPAciIiIiIq1i\ndwf/84A1ZnaqmSUAlwNfunsR0BcoCAL7GvMJP+UHGAgsaEqeu+8AVgIDg28OujVQNpZbgYKoZUMz\njlFEREREZI+UuDt35u7VZjae8JP3toQD61OD7DSgsE6RQqBDPfmFQVpDZdOCpdrdS+opG8sDwJ+j\n1tPRDYCIiIiI7OV2afBvZv8CTqon+/fALOB3wBBgKTACeM/M+gPFQEadMhlBOjHyG8qLzi8GEsys\nfdQNQHTZnbh7OVAedVz1bSoiIiIistfYpd1+3P10d29Xz/J74HvA/2fvzsOrqq7/j79XBgIhJGGe\nQYEyD2IRcQCroihaqhUpTj+1ap2+LRbbOivW1qFqtRVsUXEGi4goigqoRQVEQEZBIvM8BTKQhIQM\n6/fHvbm9CQkkmAHI5/U89+GevfY+Z59LAuucu/c+n7n7CnfPd/fJgANdgNVAgpk1C9tlL2BF8P1K\noEdZYmZWF2gPrHT3FGDHIdqKiIiIiNQIVT3mfyFwjpl1soBfEBjWs8bdMwgMB3o4uDTnEKA78EGw\n7ZvArWZ2YvACYWSwDGAWEGdm1wVX/rkfWOjuG8PaPhCcWNwPGAJMrPzTFRERERE5elT1mP//mtnf\ngelAQ2ADcEXw7jzAbcBrwB4CY+yHFcbcfZqZ9SQwdCgSeJHAsqG4e46Z/RIYB/wrWOeasEM/CLwE\nbAdSgNvcPakST1VERHUYqgwAACAASURBVERE5KhjgRU35VCCy32mpaWlER9ffGqBiIiIiEjVSk9P\nJyEhASDB3YsvfFOqKn/Cr4iIiIiIVA8l/yIiIiIiNYSSfxERERGRGkLJv4iIiIhIDaHkX0RERESk\nhlDyLyIiIiJSQyj5FxERERGpIZT8i4iIiIjUEEr+RURERERqCCX/IiIiIiI1hJJ/EREREZEaQsm/\niIiIiEgNoeRfRERERKSGUPIvIiIiIlJDKPkXEREREakhlPyLiIiIiNQQSv5FRERERGoIJf8iIiIi\nIjWEkn8RERERkRpCyb+IiIiISA2h5F9EREREpIZQ8i8iIiIiUkMo+RcRERERqSGU/IuIiIiI1BBK\n/kVEREREaggl/yIiIiIiNUSFJv9mFmVmk81sq5m5mTUroc71ZrbazDLN7Hsz6xgWu87MtphZupm9\nYma1wmLtzWyOmWWZ2SIz6xUWizCzZ80s1cx2mtnvix3zQjNbEzzm+2ZWvyLPW0RERETkWFAZd/6/\nBC4rKWBmPwfuBC4B4oCLgeRgrAfw92CsNXACcH9Y87eAGUAD4GVgiplFBWO3AAOAjsE//2Rm5wT3\n2wSYAPwWaALsA/5RIWcqIiIiInIMMXevnB2bOdDc3XeElc0H7nP3mSXUfwxIdPdbg9vnAC+5ezsz\n6wTMBxq7+4FgfCNwjbt/aWZfA8+6+8Rg7M9AK3f/tZndDFzi7hcGY+2B74LHyiml7zFATFhRPWBL\nWloa8fHxP+pzERERERH5sdLT00lISABIcPf0srarsjH/ZhYJ9AZ6BIf2rDezB83MglW6AsvDmiwF\nTjSzOsFYUmHiH7QM6HaItiXG3H0tkAe0O0R37wHSwl5bynyiIiIiIiJHqaqc8NsUiALOBboDZwG/\nAq4LxuOA8KuW9LDy4rHCeNwh2pYWKx4vyWNAQtir1SHqioiIiIgcE8qV/JvZDDPLLuV1/2Ga7w/+\n+YS7p7r7JmAMMDhYngGEj6mJDysvHiuMZxyibWmx4vGDuHuOu6cXvgjMExAREREROaZFHb7K/7j7\n+Ud6IHdPMbNtxYot7P1KoEfYdi9gvbvvN7OVQCczi3b33GC8J/BksbYrw9quCItdEjqgWTsC573u\nSM9FRERERORYVOHDfswsxsxqBzfD3wO8SmAlnnpm1oLAKj3TgrEJwDAzO9nMEoD7gDcB3D0JSALu\nDu7/NiAfmBts+ybwRzNrHFw69EZgfDA2BehnZoPMLBZ4GJhU2mRfEREREZHjVWWM+U/if0N8NoS9\nh0DivZ3ABNoFwLvAawDuvpzAMqAfBOObgb+Gtb0SuABIBW4CfunuecHYv4DZwOrgn0+5+2fB/e4C\nrgKeJ7CsaAIwoqJOVkRERETkWFFpS30eT8wsHkjTUp8iIiIicjQ46pf6FBERERGR6qXkX0RERESk\nhlDyLyIiIiJSQyj5FxERERGpIZT8i4iIiIjUEEr+RURERERqCCX/IiIiIiI1hJJ/EREREZEaQsm/\niIiIiEgNoeRfRERERKSGUPIvIiIiIlJDKPkXEREREakhlPyLiIiIiNQQSv5FRERERGoIJf8iIiIi\nIjWEkn8RERERkRpCyb+IiIiISA2h5F9EREREpIZQ8i8iIiIiUkMo+RcRERERqSGU/IuIiIiI1BBK\n/kVEREREaggl/yIiIiIiNYSSfxERERGRGkLJv4iIiIhIDVGhyb+ZdTKzD80s2cx2m9mbZla/hHon\nmNl+M/t3sfLrzGyLmaWb2StmViss1t7M5phZlpktMrNeYbEIM3vWzFLNbKeZ/b7Yfi80szVmlmlm\n75fUJxERERGR411F3/lPAN4G2gMnALWAp0qo9wywKLzAzHoAfwcuAVoH298fVuUtYAbQAHgZmGJm\nUcHYLcAAoGPwzz+Z2TnB/TYBJgC/BZoA+4B//KizFBERERE5BlVo8u/u8939dXdPc/dM4EWgb3gd\nMxsEGDCzWPMrgYnuvtDd04BHgKuDbToBnYDH3D3b3UcDkcDpwbbXAE+4+y53Twoe9+pg7FJgnrt/\nHOzTQ8DlZhZTkecuIiIiInK0izp8lR/ldGBF4UZwGM+TwC/5X3JeqCswPWx7KXCimdUJxpLc/UBY\nfBnQDfgyGF9erO2gsP2GYu6+1szygHbA9yV1OnhhEH5xUA9gy5YtxMfHH+J0RUREREQqX3p6+hG1\nq7Tk38xOAn5HYBhOoZHAR+6+xsyKN4kDws8iPay8eKwwHneItuGx3YdoW5J7CHxDUES3bt0O0URE\nREREpMp1oNhw+kMpV/JvZjMomsyH+4u7/yVY70TgA+AGd18RLGsJ/Br4aSntM4Dw2+rxYeXFY4Xx\njEO0LS1WPF6SxwjMPyhUD9iyefNm3fkXERERkWqXnp5O69atAdaUp125kn93P/9wdcysGYHx/JuA\n0Wb2GrAYeJfARN7Vwbv+cUCsmV3t7nHASqCHmZ0CvERgjH82gUm6K4FOZlYP+BfwC6AO/7vKKWzb\nF/gL0BjYGBxmtBK4xMzaA68DJxMY0lP3EOeZA+SEnRMA8fHxSv5FRERE5Jhl7l5xOzNLIDAGfypw\nAHgF2A6MAG4HzgirPoHAmP00d+8YXO1nFpBLYLLvUAKrBeW7+wAzm08gIc8ksOrPnQQS+L7AecBt\nQAvgBmAMsDPYj9FAUnD7HeBEAl+PNAY6unteGc4rHkhLS0tT8i8iIiIi1S49PZ2EhASABHcv8wSA\nik7+rwVeJZCgh2tA4C5+Y3ffY2ZNge+ABUA7d+8cbP8UgQuFbGAy8HtgK9AFiCZwF7+AwETd6wnM\nIVhD4G7/N0BPIA14HFgCvOTu7czsJuDfBC4ePgWuDcavcfcvSziPkib8blHyLyIiIiJHgyNN/it0\nwq+7vwa8VrzczM4Cdrr7nmDREwQS+y0EkvJCW4Ep7j4srO1aAiv2zCNwAVDX3bOCsaVAX3cvMLNt\nwCvu/nww1pD/rRaUDHzr7n3D9hu+WlBxJU74FRERERE5llX2Up+FQ4HGAvcFt08j8DCu64GzilU/\n1Ko+cQSGAGWVECupbXlWCyquxAm/pdQ9yL59+1i4cOERL8FUk0VHR9O5c2fatWtX3V0REREROe5U\navJvZrWB94Bp7v6ymUUA/wRuc3cvYbnPQ63MkwFEmlls2AXA4Vb8gbKtFlREaRN+y+KVV15h7Nix\n5OUddiqBHELPnj159tlnNcxKREREpAJV5jr/UcB/gG3AH4LF8QRW2/kgmFDXAuLNbAeBh26tBH4T\nto+6QHtgpbunBOv1IDC+H6AX/3uI2MpgjLDYenffb2aFqwVFu3tuMN6TwAPHKsysWbMYM2YM11xz\nDcOHD6dJkyblunAQyM7OZt68efzlL3/hwQcf5Nlnn63uLomIiIgcNyIqcd8vEliO8zr/36ziNKAl\ncFLwdSOwPvh+P4HVfuLM7LrgpNv7gYXuvjHY/k3gATOrZ2b9gCHAxGBsAjDMzE4ODjW6L1gfd08i\nsOLP3WYWY2a3AfnA3Io84Y8//piuXbsyYsQImjZtelwn/rm5uRQUFFT4fmvXrs3PfvYzbrvtNubO\nnUtqamqFH0NERESkpqqU5N/M2gLXEXggWIqZZZhZBnCmu+8ofAF7CYzj3+EBOcAvCazik0pgadBr\nwnb9IIELiO3AJALDh5IA3H05geU/PyAwPn8z8NewtlcCFwT3exPwy7Is81ke69evp0ePHoeveBxY\nunQpa9aU65kS5dKzZ08KCgrYvHlzpR1DREREpKaplGE/wTv1h73t7e6zgM7FyhYQGJJTUv39wFWH\n2N+rBJYaLSm2hqLPGahw+fn5REdHV+YhjiqVOaG58HPU3AkRERGRilOZw34kzLhx4+jVqxexsbG0\naNGCQYMG8emnnwKBCcV169YlLi6Otm3b8thjj5W6nw0bNmBmxMXFhV7XXBP4cuS6667j8ccfL1J/\n3rx5nHDCCaHt8hyruFdffZWoqCji4uIYMGAAl19+Oe+9916R+AUXXFCkzY4dO4oMf/rZz35GvXr1\n2LNnT6js8ccf57rrritzP0RERETkyFT6Up8CjzzyCGPHjuWFF17g7LPPJioqilmzZjF9+nQGDhwI\nwNq1a2nWrBnffvstAwYMoE+fPpx33nkl7i8mJoaMjBIXKiqT8hyruIEDB/LJJ5+wcOFCvv76a666\n6iq2bdtW+JCJMomOjubpp5/m0UcfPdJTEBEREZEjoDv/lSwlJYVHH32Uf/3rXwwePJg6deoQHR3N\neeedx5NPHrzY0E9/+lO6devGkiVLKr1vP/ZYp512GnXr1mXDhg3lajdixAief/75Inf/RURERKTy\nKfmvZPPmzSMvL4/BgweXqf6CBQtYsWJFlTzk6sccy92ZO3cuBQUFdOjQoVxtO3XqxEUXXcTf//73\nw1cWERERkQqjYT+VbM+ePTRq1IjIyMhQWbNmzdi/fz9mFlrKslOnTuTm5rJ//35uu+02Lr300lL3\nmZOTQ2JiYmh7/PjxXHTRRWXuU3mOVdxnn31GYmIiOTk5HDhwgGeffZa6deseFC/0v1Vei3rggQc4\n7bTTuPPOO8t8bBERERH5cXTnv5I1bNiQ5ORk8vPzQ2U7duxg6dKlZGdnh8qSkpLIyMhg9OjRzJkz\nh9zc3JJ2BwTG/KempoZehYl/VFTUQe1yc3MPWoGoPMcq7txzzyU1NZWvvvqK//znPzz22GN88MEH\nB8ULX0lJSSXup3Pnzlx44YW6+y8iIiJShZT8V7J+/foRFRXFRx99dNi6ERER3H777TRs2JDnn3++\n3Mdq3bo1GzduLFK2fv162rRpU+HHAjjxxBM544wzmD59+hG1f+CBBxgzZgx79+49ovYiIiIiUj5K\n/itZ/fr1uffee7n11lv56KOP2L9/P3l5ecyfP7/UNn/84x956qmnOHDgQLmOddlll/Huu+/y1Vdf\nUVBQwLp163jqqaf41a9+VeHHAti8eTNz5syhS5cu5W4L0KVLFy644ALGjRt3RO1FREREpHyU/FeB\nBx54gFGjRnHPPffQsGFD2rRpw7hx4/jwww9LrH/BBRdQv359Xn/9dQAuvPDCMi2L2b17d8aNG8f/\n/d//kZiYyMCBAxk+fDg33nhjqW0Od6y4uDi++uqr0Pann35KXFwc/fv35+abb+aKK67glltuKdPn\nUJIHHnggNO9BRERERCqXlTYhU/7HzOKBtLS0NOLj40utd9lll9G/f3/uuOOOqutcNVm4cCEAffr0\nqZT9b9y4kcsuu4wXX3yR3r17V8oxRERERI5V6enphc9ZSnD39LK2051/EREREZEaQsl/BdM3KRVD\nn6OIiIhIxVPyX4Hq1q1LSkpKdXfjuFC4AlD4MwRERERE5MdR8l+B+vbty+zZs9mzZ091d+WY5u5M\nnTqVBg0alPvpwSIiIiJSOj3htwJddtllTJs2jauuuorzzz+fxo0bExFxfF5frVu3DqDUh3gdqezs\nbObNm8fixYu5++67j9vPT0RERKQ6aLWfMijraj8AW7Zs4Y033uDrr78mLS2tajpYDRYtWgTAySef\nXKH7jY6OpnPnzlx66aWce+65FbpvERERkePFka72o+S/DMqT/NcUZgZoYq6IiIhIddBSnyIiIiIi\nckhK/kVEREREaggl/yIiIiIiNYSSfxERERGRGkLJv4iIiIhIDaHkX0RERESkhlDyLyIiIiJSQyj5\nFxERERGpIZT8i4iIiIjUEJWS/JvZw2a20swKzGx4sVg/M5tnZhlmtsXMhoXFTjGzpWaWZWZfmFnb\nsFgdM3vTzPaZ2SYzu6LYfq8L7i/dzF4xs1phsfZmNie430Vm1qsyzltERERE5GhWWXf+VwMjgPnh\nhWbWHJgMPAIkAr2Ab4OxGOBd4B9AA2Ae8EZY84eD5S2B4cC/zKxjsG0P4O/AJUBr4ATg/rC2bwEz\ngu1fBqaYWVRFnayIiIiIyLGgUpJ/d3/T3WcC2cVCvwdedfdp7p7n7nvcfW0w9jMgw91fdvds4M9A\nn7C7/9cAD7t7urvPBaYSuAgAuBKY6O4L3T2NwMXF1QBm1gnoBDzm7tnuPhqIBE4vrf9mFmNm8YUv\noN6P+kBERERERI4CVT3m/xTAzWyFmW03szfMrH4w1hVYXljR3TOBtUDXYJ1m4XFgKdCtpLbB2Ilm\nVicYS3L3A2HxZWFtS3IPkBb22lK+0xQREREROfpUdfLfErgKuBToAEQBzwZjcUB6sfrpwfI4IN/d\ns0qIldQ2Paz8UPstzWNAQtir1aFOSkRERETkWFDV4973A2+6+w8AZvYI8EUwlgHEF6sfHyzPACLN\nLDbsAqAwVlLb+LDyQ+23RO6eA+QUbpvZYU9MRERERORoV9V3/r8rth2eVa8EeoQCZnWB9sBKd08B\ndoTHCUwWXlFS22BsvbvvD8Y6mVl0WLxnWFsRERERkRqhspb6jDaz2sH9R5tZbTOLAF4FrjezdsHx\n+PcA04LNZgFxwSU7Ywis1rPQ3TcG428CD5hZPTPrBwwBJgZjE4BhZnaymSUA9wXr4+5JQBJwd3Ai\n721APjC3Ms5dRERERORoVVl3/l8kMMSnP/B68P2A4ApAzwBzCEyijSCwAlDhUJtfAiOBVOAMAiv8\nFHqQwOTb7cAk4LZgYo+7LwfuBD4I7ncz8NewtlcCFwT3exPwS3fPq+iTFhERERE5mpm7V3cfjnrB\n5T7T0tLSiI8vPn2gZiqcB6GfHxEREZGql56eTkJCAkCCuxdf3KZUVT3mX0REREREqomSfxERERGR\nGkLJv4iIiIhIDaHkX0RERESkhlDyLyIiIiJSQyj5FxERERGpIZT8i4iIiIjUEEr+pdzatGlT3V0Q\nERERkSOg5F/KbfPmzdXdBRERERE5Akr+RURERERqCCX/IiIiIiI1hJJ/EREREZEaQsm/iIiIiEgN\noeRfRERERKSGUPIvIiIiIlJDKPkXEREREakhlPyLiIiIiNQQSv5FRERERGoIJf8iIiIiIjWEkn8p\nl2effba6uyAiIiIiR0jJv5TLG2+8Ud1dEBEREZEjpORfysXdi2wfOHCgmnoiIiIiIuWl5F/KpXjy\nP3/+/GrqiYiIiIiUl5J/+VH69+/PI488Ut3dEBEREZEyUPIv5VL8zj/Agw8+WA09EREREZHyUvIv\nIiIiIlJDVEvyb2Ynm9lcM0s3s3Vmdn2wPMLMnjWzVDPbaWa/L9buQjNbY2aZZva+mdUPizU2s2lm\nlmVmSWZ2brG2d5vZbjPba2Z/MzOrmrMVERERETk6VNed/9eBaUAiMBT4p5l1BG4BBgAdg3/+yczO\nATCzJsAE4LdAE2Af8I+wfY4BtgGNgLuASYUXB2Y2GLgVOBXoBlwMXF+5p3h8KmnYj4iIiIgcG6or\n+W8LTHD3AndfBHwPdAKuAZ5w913ungS8CFwdbHMpMM/dP3b3TOAh4HIzizGzOOAXwIPunuXu7wHf\nAT8Ptr0GeN7d17n7duCpsP0eJLjP+MIXUK+iPwARERERkapWXcn/aOAaM4sys75Aa+AboCuwPKze\nUgJ36ikec/e1QB7QDvgJkBZM7A/btlisJPcAaWGvLeU5ORERERGRo1F1Jf+fADcA2cBc4D533wXE\nAelh9dKDZZQQC48fKlZS2/BYSR4DEsJerQ57RjWEhv2IiIiIHLuiqvqAZtYQ+AC4FpgKdAE+MbMV\nQAYQH1Y9PlhGCbHweN4hYiW1DY8dxN1zgJywPh/utGoMJf8iIiIix67quPPfjsAQnSnunu/u3wGz\nCEzwXQn0CKvbC1gRfF8kZmbtCFy8rANWAwlm1qwsbYvFRERERERqhOpI/n8A6pnZzy2gM3AOgTH5\nbwJ/DC7b2RG4ERgfbDcF6Gdmg8wsFngYmOTuOe6eQeBbhIfNrI6ZDQG6E/iGgeB+bzWzE4MXCCOD\nZVJOpd35z8/Pr+KeiIiIiEh5VXny7+5pwK+ARwiMvZ8BjHb3T4B/AbMJ3MmfDTzl7p8F2+0CrgKe\nB5IJjMUfEbbr2whMHN5DYDWfYe6eEmw7DRgLLCCwstBHwCuVeqI1zGeffVbdXRARERGRw6jyMf8A\n7j4dmF5CeQFwR/BVUruPCCTuJcV2A4MPcczHCEzklUpQUFBQ3V0QERERkcOortV+5DijicAiIiIi\nRz8l/1IupSX5Sv5FREREjn5K/qVclOSLiIiIHLuU/IuIiIiI1BBK/qVcNOxHRERE5Nil5F8qhJJ/\nERERkaOfkn+pECtXruSuu+4iPz+f9PT06u6OiIiIiJSgWtb5l2NXaXf477rrLgC2bt3K+PHj9U2A\niIiIyFFId/6lQs2YMQOA/Pz8au6JiIiIiBSn5F/K5XB39GNiYgDIycmpiu6IiIiISDko+ZdyKWvy\nn52dXRXdEREREZFyUPIvFcrMAMjNza3mnoiIiIhIcUr+pUKtWbMG0NKfIiIiIkcjJf9SLmVN6lev\nXs2BAwcquTciIiIiUh5K/qVSDBgwgDvuuKO6uyEiIiIiYZT8S6VZsGDBQWVpaWn88MMP1dAbERER\nEVHyL+XyY8fyn3POOXTq1KmCeiMiIiIi5aHkX8qlPMm/mbFz587Qg7+SkpJYtGgRACkpKUXqvv76\n6zzzzDMV11EREREROYiSf6lUzZo1Y9CgQWRlZdG5c+dQeYMGDZg5c2Zo+9prr2XkyJGH3Z+7c/fd\nd7Nhw4Zy9+Xbb7/lzDPP1NOHRUREpMZS8i8lcnc2b95cYnlZhSfZJa37X/gtwAsvvHBQbNiwYVxx\nxRUHlaelpfHEE09w8803l3sI0qhRo5gzZw579+4tVzsRERGR44WSfynRxIkTadOmDatWrQqV3XTT\nTaxfv77M+0hLSwu9P1Sift999x1UNmnSJP7zn/8cVF54EZGRkUFcXBxTpkwpc39q1aoFQHp6epnb\ngJ5ZICIiIscPJf9Sou+//x6gyPCal156qVz7yMvLC70fNmzYQfHCpwEX/llox44dpe4zJycHgLlz\n55KVlcX48eNLrVs8aS/c3r9//0F158+fT2ZmZqhe4TMKNm/eTEREBLNnzy71OCIiIiLHCiX/UqLa\ntWsDkJ2dDcCePXvKvY/w5D98fH+h4kl/YVnz5s1D29dddx3ffvttaLuwP4UKCgpCx1q2bBnPPfcc\nAI899hht2rQJxcPrFk/+8/PzOfXUU4mLiwMgIiKCmJgYgNA3HRMmTDjc6YqIiIgc9ZT8C2bGk08+\nGdp+/fXXQ3e68/LyOPPMM2nUqFG597t169Yf3bfXXnuNG264IbT9k5/8pEjc3VmyZAnR0dH06tWL\n3/3ud+Tl5XHvvfeyZcuW0EXLqFGjeP/994GDLyDChwGlpqaG3ufn54e+DSj8xqEqfPfdd0yfPr3K\njiciIiI1h5L/40xqampoyEpxH330Uanj3Z9++unQ+2uvvZaPPvoIgMsvv5w5c+ZUfEeB6Oholi5d\nyu7duw9b9+mnny7xm4Lc3Fx69+5dpCw8gd+/fz/Z2dk8/PDDRcreffddlixZAhRddjT8AWTbt28n\nKysLgJ07d5Kbm8vkyZOLzIMAyMrKKvItR7gZM2ZgZqHPfc6cOQe1L65Hjx5ccMEFQODbipImXofL\ny8sjOTn5kHUq2tKlS7nttts0H0JERORY4+414gU0BqYBWUAScG452sYDnpaW5keTgoICHzRokAM+\nbtw4nzVrlgMO+OjRoz0pKcnT0tJ8ypQpPnnyZAf8oosuKrKPW2+91QFv0aKFu7vn5OSE9nG0vDp0\n6FBqLCYm5qCyGTNmhN6vWrXKx44dW2r7bdu2+YQJE0Lbr732Wuh9+/bti2xfeeWVoffhfweAX3XV\nVUXKFixY4O5epE/5+fmh7SeeeKLI30NeXp5/++23/sYbbxQ5xrhx4xzwLVu2+Pr16/2Xv/ylp6am\nurv7vffe61OnTvXbb7/dAS8oKHB394yMDP/yyy8P+nl5/vnnfdasWaHt/fv3l+nnbM+ePb579+4i\nZWeffbYDfskll5RpH4XnWNjHqpCXl+eZmZlVdjwREZGqlJaWVpgzxHt5cuLyVD6WX8DbwItALHAJ\nsBeoX8a2R13yv3379lDSV97XmjVrfOTIkQeVd+3a1a+66qpqT/Yr8rV48eJDxvv27Vtk+/777y+y\n/fzzz5fYbsKECe7ufsstt4TKNm3a5O7ur776qgP+8ccfF2nzl7/8pcj26NGjD7rgCH9t2LAh9P6L\nL77wv/71rw74e++95//5z39CsSZNmjjgixYtcnf3evXqOeB79+717OxsX7Zsmffp0ydUPyMjw5cv\nXx7aXrhwobu7L1q0yAHv37+/HzhwIPSz1rJly9DFyGuvvebPPPOMX3rppUUuUmbNmuU333yzu7tP\nnDjRt2zZctDPbOPGjUu8WJg9e7b/3//9X5FEPT8/P/Q+PT3dhw0b5rfeequ7uycnJ/uOHTsO+zty\n8803O+B5eXn+0Ucf+QsvvHBQnfz8/CLn+uGHH5bY90PJz8/3q6++2v/73/+Wq93hZGVlubv79OnT\nvX///r5u3brDtklOTva9e/dWaD+qQlpamu/bt69MdbOysnz58uVF/t7KIvxn6miwZcuWo65PUv12\n7tzpOTk51d0NOUYcafJvHkhuj2tmFgfsAU5w9+3Bsi+Bl9z99TK0jwfS3nnnHeLj48nKymL79u1s\n376dAwcO0LFjR8455xzatm1bpF1+fj4bN25k5cqV7Nu3j6ioKKKjo4mOjiYqKoratWvTqVMnmjVr\nVqRddnY2ixYt4ttvvyU5OTl0jAYNGnDKKacwePBgli5dWlEfz3Ft7ty5nH766WWuf8MNNzBu3LjQ\n9pNPPskf//jHg+qNGDGCf/zjHweVr1ixgldeeYWnnnrqoNiAAQP48ssvy9yXhg0bhuYsnHfeeXTv\n3j30FORf//rXvPzyywe1ueKKK3jrrbcOWQegT58+LFy4MLR90UUXkZeXV2SuQX5+Pnv37qVx48YA\ntG7dusQhSGlpD4n5jAAAIABJREFUaSQkJACwatWq0MPcWrZsSePGjbn//vt58cUXi+z7ggsu4N57\n72XUqFF8/vnnofLk5GSSkpI444wzAFi7di3t27cPxT/88EMuvvhiAHr37s3UqVOJjY3lqquuYtmy\nZcyZM4eXX36ZOXPmhPYbFxdHRkYGEBiu1LNnT2bOnEmrVq246667+OCDD+jQoQNr1qwJHWfs2LEM\nHjyYrKwsHnnkEbKzs3nzzTe55JJL2L17Nzk5OXz33XcADB06lHfeeYeWLVvy0ksvsWjRIu69914A\nNm3axKOPPkrdunXZsWMHn332GbGxsVx88cV88sknrF69mtdff53LL7+cmJgYsrKyqFu3Lvfccw/P\nPPMMtWvXDi2ZGxERwfvvvx86fwgMC1u0aBFjx45l69atfPzxxwA88MADJCUl0bt3b5o3b85rr73G\nmWeeyahRo8jMzOSFF17gF7/4BSeeeCITJ07kvvvuo2HDhjz77LO8/fbb7Nixg4ceeoiOHTsSHR3N\nqlWrSEhIoFmzZtx3333Mnz+fZs2a8fXXX/O73/2O4cOHs23bNnr37k1KSgrvv/8+SUlJbNu2jeHD\nh3Peeecxfvx4/v73v3PNNdfwhz/8IXQOX3/9Neeeey45OTmMGTOGW265he+++47vv/+eX/ziF2Rk\nZDB9+nT69evH2rVr+c1vfsP69evp3bs3r7zyCr169Qrta+vWrWzbto3PP/+cSZMm0bJlSzp37sx/\n//tf0tLSmDVrFs2bN+fjjz9m7Nix3H///fTp04ecnBweeeQRli5dysUXX0xubm7od2fixImccMIJ\nZGdns2rVKqKiokJDDZOSkpg8eTJ5eXl07tyZTz/9lLlz5zJ8+HDuvvtuoqKiQn3buXMn06dPJz8/\nn6lTp/Lee+9xyimnMH36dBITE5k/fz4JCQl07tyZlStXMnfuXMyMX/3qV8TGxvLoo4/yzTffcOed\nd9KpUyfGjx9Pnz59+NnPfgYEbuSZGUlJSYwePZratWvTqlUrevfuTYsWLWjfvn2RoZPffPMNkyZN\nIisriy1bttC9e3fatGlDp06d6N69O40aNSpSPzk5mZEjR/LRRx/Rvn1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Ly3N3908++SRU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\ny0tnz57tcJ4rVqzQd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O/LXZvjA/I+Nzw9Snr61v45PpJjvXM8fvPcRxrv/T3p\nV7wpNHjISbfmueOJGoVEzyINuHfx0s8oO4FTc/xC0uBzG+kxXCqU3ZjLvjgVYh/ICdtBuvzmiCbt\nKKtrP9JZ2515I1pUUs+5uXxxXXYW4kG6mawYX1xTR73B/4dId70Xy63JsanA1/MH1SDwH8DbCmVP\nrWnDRaSD2jOkLxR/wd5fduaRbhreSTrALagp+6+t9g1pELM55+F68uNIOz2VbXct9M+a4ZyRLgN4\nIK/fVuCrwLya97oauKFOG2bm95zZSn+RPvDuzW1+ADix0/3Y7dNY5Zn0eN378v63hfRz9IQc22v/\ny/PKPtdOJt00tov0SN9Zne7Hbp7GMMcNjynel8dHjuvUu5G9n/bT8HjmHPdUni+jZrwHLBlPeVZ+\nczMzMzMz63E9cc2/mZmZmZk158G/mZmZmVlFePBvZmZmZlYRHvybmZmZmVWEB/9mZmZmZhXhwb+Z\nmZmZWUV48G9mZmZmVhEe/JuZmZmZVYQH/2ZmZmZmFeHBv5mZmZlZRXjwb2ZmZmZWEf8Pef7eyFt7\nWkUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25da3bf2390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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EWiEFAiIiIiIirZACARERERGRVkiBgIiIiIhIK6RAQERERESkFVIgICIiIiLSCsXu7Abs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\n3nnv88gjM4tNMwz17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TFjMUcf3Y82bQpwd5Ys2UC7doVUVFTRtWs73IOrzl26tAOCPkix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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25da330c780>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Other station\n",
    "\n",
    "from obspy import UTCDateTime\n",
    "from obspy.clients.fdsn import Client\n",
    "\n",
    "client = Client(\"BGR\")\n",
    "\n",
    "t = UTCDateTime(\"2019-10-22T23:36:00\")  # Austria\n",
    "st = client.get_waveforms(\"GR\", \"FUR\", \"*\", \"BH*\",\n",
    "                          t , t + 5 * 60)\n",
    "\n",
    "st.plot()\n",
    "\n",
    "inv = client.get_stations(network=\"GR\", station=\"FUR\", channel=\"BH*\", \n",
    "                     level=\"response\", \n",
    "                     starttime=t, endtime=t+5*60)\n",
    "\n",
    "st.attach_response(inv)\n",
    "\n",
    "#####\n",
    "# Choose only one of the following\n",
    "#####\n",
    "# remove the response and plot ACC\n",
    "#resp_removed_ACC = stream.remove_response(output='ACC') # convert to acceleration in M/S\n",
    "#resp_removed_ACC.plot(color='darkgreen', linewidth='0.5', handle='true')\n",
    "\n",
    "# remove the response and plot VEL\n",
    "resp_removed_VEL = st.remove_response(output='VEL') # convert to velocity in M/S\n",
    "resp_removed_VEL.plot(color='darkblue', linewidth='0.5', handle='true')\n",
    "\n",
    "# remove the response and plot DISP\n",
    "#resp_removed_DISP = st.remove_response(output='DISP') # convert to accelerationdsiplacment  in M/S\n",
    "#resp_removed_DISP.filter(\"highpass\",freq=1.0)\n",
    "#resp_removed_DISP.plot(color='darkred', linewidth='0.5')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Now let us plot a section around the peak values to get an estimate for the period. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ODhIa6l9jEUxenr0B+SH+33/597//DXYYSimllCphNMk4h6z56ium9upFXlYW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25da3a64898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "resp_removed_VEL[0].plot(color='darkred', linewidth='0.5',starttime=t+15,endtime=t+20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I would estimate a dominant frequency of ** 3 Hz **\n",
    "\n",
    "Let us get the peak amplitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Max velocity is:  0.000242392316797  m/s\n"
     ]
    }
   ],
   "source": [
    "print(' Max velocity is: ',resp_removed_VEL[0].max(),' m/s')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we calculate the strain. Let us assume a phase velocity of 3000m/s. Ac = cording to plane wave theory we know that \n",
    "\n",
    "$$ \\frac{v_x}{\\epsilon_{xx}} = c $$\n",
    "\n",
    "c being phase velocity. So \n",
    "\n",
    "$$ \\epsilon_{xx} = \\frac{v_x}{c}  $$\n",
    "\n",
    "We obtain:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Strain estimate:  8.07974389324e-08\n"
     ]
    }
   ],
   "source": [
    "print(' Strain estimate: ',resp_removed_VEL[0].max()/3000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "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": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
