diff --git a/.gitignore b/.gitignore index cfc395469c2eccf92dfe9c3920c0879c693596a0..c6b06b2e7712d68327292afe000be8f8736c8d07 100644 --- a/.gitignore +++ b/.gitignore @@ -3,3 +3,4 @@ node_modules *.pyc coverage.xml +.ipynb_checkpoints diff --git a/docs/algorithms/Average_Algorithm.ipynb b/docs/algorithms/Average_Algorithm.ipynb index 03fef5b73ce73c1dbfe9161c45996278743f4875..f02b8414faadb17f72824124fc48faa01169cd4a 100644 --- a/docs/algorithms/Average_Algorithm.ipynb +++ b/docs/algorithms/Average_Algorithm.ipynb @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -56,8 +56,8 @@ "source": [ "channels = ['MSD']\n", "observatories = ['SJG','HON','KAK','HER']\n", - "start = UTCDateTime('2018-08-02T18:00:00Z')\n", - "end = UTCDateTime('2018-08-03T12:00:00Z')\n", + "start = UTCDateTime('2018-06-01T0:00:00Z')\n", + "end = UTCDateTime('2018-06-01T23:59:00Z')\n", "stream3 = Stream()\n", "stream4 = Stream()\n", "\n", @@ -94,14 +94,14 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x1c140b9f10>" + "<matplotlib.figure.Figure at 0x1c0d13c0d0>" ] }, "metadata": {}, @@ -109,9 +109,19 @@ }, { "data": { - "image/png": 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DBsRb//XXX2OMYdKkSdZ6cc9T+fLl6devn/UYP/jgA2uZo6MjuXPntr5+8NwppSyWL19O5cqVqV27NlOnTiU4OJg5c+ZYy3fu3Imvry/Xr1/Hzc2NGTNm8Ouvv9owYqWUUpkpxyXnALdv32bu3Lnx1vXq1YuwsDDCwsKYO3cujRs3tr7+5ZdfUr2PW7du0aVLF8aPH8+tW7c4f/48Q4YMsQ6zOXbsGI0aNaJ27doEBARw69YtfvrpJ86dO8e1a9cA6N27NzVq1ODy5cv8888/TJs2Lckx2f379ycsLIzLly9TsmRJ+vXrZy07fPgwb775JuvWrePChQucPHmSiRMnJtqWu7s7a9eujZfAL1y4kEqVKsWr5+npSVhYGCEhIWzcuJF///2XunXrcvnyZcaPH289h+PHj+fFF1+0vp4+fXqqz6lSOZ2IsGbNGnx9fTHGULp0abp27cqMGTOIiYkhOjqaoUOH4uPjw86dO1m+fDnVq1dn5syZtg5dKaVUJsmRyfmIESOYMGFCoj3H6eHEiRM4OzvToUMH7OzscHJyokuXLri5uQHw7rvv0q5dO9555x1KlCgBQKVKlfjqq69wdXUFwN/fn759++Lo6IiDgwMNGzakQYMGye47b968dOvWjcOHD1vX/fjjj/Ts2ZNatWpRqFAhxo0bx4IFCxJtw9nZmaeeesr6xeT8+fP8888/+Pj4JFjf3t6eypUr88MPP1CqVCk+//zzlJ0opZTVyZMnuXbtGs2aNbOuGzRoEKdPn2bz5s18++23HDlyhGnTpmFnZ4cxht69e7NmzRrCwsLSvN/FixczcuRIjh8/zokTJ9LjUJRSSmWQHJmct2zZktKlSz/Ue56eqlatSnBwMAMGDGDjxo3cvh3/aa6//vornTp1SrINHx8fXn31VZYuXUpQUFCK933nzh2WLl1KhQoVrOv+/PNPqlevbn1ds2ZNTp06FW94z4N69erFwoULAUuveUpuSrOzs6N9+/b4+fmlOF6llMXu3bsxxlCvXj3rugYNGuDj40OPHj0YMWIEL7/8crwvyb6+vkRERLBt27ZU7evu3bsMHDgQOzs7evTowZQpU/Dy8sLT05OLFy+m2zEppZRKX2lOzo0x7xlj/jTGxBhjnn+g7CljzB5jTJgx5qIxpvujh5o677zzTob2nru4uLBz507CwsJ44YUXKFq0KC+88IK1d+vWrVuULFnSWv+1116jUKFC5MuXj5UrVwKwYsUKatSowbhx4yhdujSNGzfm77//TnSfs2fPplChQhQoUIAdO3bw/fffW8vCwsLiDYlxdnZGRLhz506i7bVv354dO3YQFhbGwoUL6dmzZ4qOvVSpUty6dStFdZVS/7Njxw68vLwoVKiQdZ0xhrlz51KkSBGqVq1qvefjvkqVKlGxYkV+/vnnFO8nODiYNm3a8P333zNo0CBmzJjBrVu3mD17NgBNmzbl/fffJzo6On0OTCmlVLp5lJ7zv4FhwL64K40xpYDlwAdAIaAmcOAR9pMmrVq1olSpUsybNy9N2+fKleuhxD4yMtI68whA9erVWbBgAVevXsXPz48dO3bw8ccfA5bk/cqVK9a6X375JcHBwXh7e1v/QyxatChTpkzh5MmTXLhwgXz58vHyyy8nGlO/fv0IDg7mwoULODs7x0vknZycCA3935z4oaGhGGPInz9/ou05OjrStm1b3n33XRwdHalSpUqKzk1QUBAuLi4pqquUshARNmzYQKtWrR4q8/T05OTJkxw4cIDChQs/VN6tWzcWL16coqEtV65coVGjRhw5coQtW7Ywffp0BgwYQKFChXj11VfZv38/derU4b333qN8+fK0aNGCadOmERMTw40bN/SLt1JK2Viak3MRWSAim4GIB4pGAHNF5GcRiRKRGyJyOrF2jDGOxhjn+wtQIK0xPehRes/d3d05f/58vHVnz56lTJkyCdavU6cOzzzzDMeOHQOgWbNmrFmzJsX7c3NzY+DAgdbtk6s7bdo0hg8fTkSE5fRXq1aNo0ePWuscOXKEihUr4uDgkGRbPXv2ZMqUKSnuNRcR1q9fT8OGDVNUXyllcfz4cYKCgmjTpk2C5caYRB9GNHDgQG7fvs1PP/30UNmtW7dYvHgxU6dO5e2336Zjx47cuHEDPz8/GjVq9FD9OnXqsGTJEvbt20e7du2Iioritddeo0qVKpQqVYoSJUowd+5cnfpUKaVsJCPGnNcFxBhz3BgTZIz5wRiTVDfrf4GQOEu6DYZs3bo1JUqUYNWqVanetl27duzZs4e1a9cSHR3NlStXeP/993nuuecAyxjvL774wjpWPCAggHXr1lnHir777rusX7+e9957j3/++QeAM2fOcPXqVes+Ro8ezYkTJ6w9VvPmzUv0hswHNWvWDFdXV+u4+p49e7Jo0SIOHz5McHAwEyZMoHfv3ilq55dffqFv375J1ouOjubUqVO8+OKLXL58mREjRqQoTqWUhb+/P0C88eYp5e7ujo+PD+vWrYu3PjIykoYNG9KjRw/Gjh3L999/T3R0NEuWLMHT0zPJNmvXrs3MmTPZvn07mzdv5umnn2bChAl07NiRl19+mSpVqhAYGJjqWJVSSj2ajEjOSwO9AF+gIpankE5Nov5EoGCcxS09g3nnnXe4efNmsvWio6NxcnJi9+7dgGVc9apVq/joo48oUqQI9erVo27duowZMwbAOu7b29ub/Pnz06pVK3x9fXnjjTcA8PLyYteuXfj7+1O5cmVcXFzw9fVlwIABtG/fHrAMPWnfvj3Ozs5Uq1aN3Llz89133wGWRN7JyYnLly8nGvPrr7/OpEmTiI6OplatWnzyySe0a9cOd3d3PDw8eOutt6x1q1SpwpIlSx5qw87OjtatW1OwYMEE9/HXX3/h5OSEs7MzLVu2xNHRkf3791tnnFFKpczBgwepXLkyBQqk7cfBjh07snHjRg4ePMiNGzcAeO+99zhx4gS7d+/mzp07BAYGcvDgQZo0aZKqtlu0aMHs2bMZNWoUy5cvx9/fn+joaDp27PhIs8QopZRKPSMij9aAMduBmSKyOPb1EWC5iLwf+7oa8JuIFEthe85ASEhISJJzfg8dOpS8efPy6aefPlL8KuOdOXOG7t27891331GjRg1bh6OUTTRo0IAyZcqwePHiNG0fGBhoHVZXsGBB2rZty+LFi/n4448ZPXp0eoYKWJ7V0KBBA6pWrco333zDk08+me77yAqio6P5/vvvOXDgAP369cPb29vWISmlsqDQ0ND7HZkFRSQ0ufqPIiN6zh8cNJ3wIEqllHpMXLp0iT179iR4M2hKubu788UXXzB58mQ6deqEv78/7777Lm+++WY6Rvo/Xl5erF69mqtXr9KpU6dEbxQVESZPnsyzzz7LtWvXOH/+PHfv3k203cjISL7++ms6dOgQb1z7gQMHWLRoEbNmzeLSpUvWtnfu3MmpU6fS9+CwJOXjx4+nVq1a9OvXj2XLltGsWTOdB14pZXO5kq+SMGNMbsAeS4Kf2xiTB7gHzAW+McYsAIKwjClP+RxgKsd51F9nlMqOtm7dyvLlyxk4cCBz587FwcGBLl26PFKbr732WjpFlzLNmjVj586d1KhRg86dO9OyZUsqVapE9+7dsbOzY8eOHezatYuxY8cClulh4X8zWXl5eVmfmgyWqSQ7duxonVmqWrVqPPXUU3Tu3JmuXbta6xUqVIh169axZMkSpk2bhre3NwcOJDzpV3h4OP/3f/9Hr169aN26dZLHExoaysyZM6lbty4HDx7kww8/pEOHDnz44Yc0a9YMHx8funXrxt69e8mXL98jnTullEozEUnTgiUJlweWp2PLXsOSmN8AFgIuqWjXGZCQkBBJyujRo6Vv375J1lFZw759+6R27dpy+vRpW4eiVKbYuXOn2NnZxfv7+Omnn9o6rDTbuHGjVKlSRYoVKyaAPPnkk+Lk5GQ9tg4dOsilS5fkgw8+kPnz50vFihUFEHd3dzlx4oSIiAQHB0u1atWkbt26smfPHhkyZIiULl3a2sazzz4r169fl6tXr0rTpk2t6+vXry+AnD9/PsHYXn/9dQGkYMGCcvfuXQkJCZFhw4ZJjRo1xM3NTdasWSMiIlFRUdK2bdt478mwYcPitXXs2DHJly+f+Pr6yt69eyUmJiZjT6xSKtsICQm5/7fDWdKYO6d0ydDG0xRQCpPz5cuXS926deXMmTOpOLUqs8XExMi4ceOkTZs2Eh0dbetwlMpwd+7cES8vL+vfJx8fH/H19c0x1//HH38sjo6O0r59e5k/f77cuXPnoSQ2LCxMNmzYIJ6enlK9enW5e/eudOvWTQoVKiRHjhyJV3fx4sUycuRIuXPnjnXdv//+KzNnzpTNmzfL9evXBZDFixc/FMumTZvEwcFB2rVrJ4Ds2rVLmjRpIvnz55cqVaqIo6Oj2NnZyfr162XKlClib28vv/zyi0yYMEFWrFiRYPK9ePFiyZ8/vwDSu3dviYqKSqczp5TKzjIzOX/kG0LTW0pvCL19+zZ9+/bl+vXrtGjRAjc3N+zt7TMvUJWs8PBw9uzZw+HDhxk7diy+vr62DkmpDPfRRx/x4Ycfsnfv3hx7A7SIJDone1yHDh3Cx8eHQoUKcf36debOncuLL76Y6v0VLlyYUaNGWWfLArhx4wbly5fHy8uLdevWUbZsWby9vdmxYwdr166lQ4cOxMTE0LRpUyIjI7l58yZ169blxx9/THZ/kZGRLF68mJdeeolatWrx1ltvxRt2o5R6/GTmDaHZNjkHuHnzJvPnz2fHjh3cvHlTxzZnMblz58bT0xNfX1+aN29u63CUyhT169fHzc2NZcuW2TqULGHdunW8+OKLNG/enCVLlsQbg55SdevWpUaNGsyZM8e67q233mL69OmcPXuWYsWK0bZtWzZs2EDz5s3ZsmWL9cvD5s2brTfi7tixg8aNG6d4v5s3b2bSpEls2rSJJk2a8NNPP1GsWIomHlNK5TCanKcwOVdKqawkODiYIkWKMGvWLF599VVbh5Nl3Lt3j9y5c6eotz0hzz//PFeuXGH79u2A5WnNXl5eDB8+nI8++giAc+fO4efnR6dOnR6aS/7rr78mf/78aeq1FxEWLFjAyJEjKVeuHNu2bcPJySlNx6GUyr40OdfkXCkArl+/zrJly/Dx8aF27dq2DkclY8uWLbRs2ZKAgAAqV65s63ByjHHjxvHtt99y6dIlRIQmTZoQFBTEkSNHMu3/iUOHDtG0aVMaNGjAzz//rMMolXrMZPd5zpVS6eCff/6hfv36DBo0iLp166b54TUq8+zfvx9nZ2cqVqxo61BylI4dO3L16lV++eUXpk2bxt69e/nxxx8ztQOnVq1arFixgk2bNjF9+vRM269S6vGjyblSWdTAgQO5ffs2J0+epGfPnvTq1UvHMWdx/v7+1KlTJ03jqlXi6tWrh4+PDx07dmTcuHH079+fBg0aZHocLVq04IUXXmDy5MnxHqCklFLpSf8HUcrGRISzZ88yevRoWrVqxQ8//MDatWtZuXIlH3zwAZUqVWLevHm0b9+eN954g8jISFuHrBKxf/9+6tSpY+swcqRhw4YB0LZtWyZNmmSzOIYOHUpgYCBbt261WQxKqZxNx5wrZUPR0dH06dOHRYsW4ejoSPny5a2PDy9XrhzHjx+3PqnwwIED1KlThw0bNiT7JESV+a5evUrJkiVZtmyZTruXAUSEXbt20aBBA5uO9xYRPDw8aN26NTNmzLBZHEqpzKVjzpV6TIwbN44lS5bw4YcfcvToUf766y9OnTrFN998w5YtW+I9Qtzb25vy5cuzcuVKG0asEuPv7w+gPecZxBhD48aNbX4jpjGGjh07smHDBpvGoZTKuTQ5V8pG9u/fz8cff8zEiRMZO3YslSpVAsDDw4N+/frh4eERr74xBl9fX1avXk1MTIwtQlZJ2LFjB6VKlaJs2bK2DkVlsCZNmnDu3DkuXbpk61CUUjmQJudK2cjChQspWbIkI0eOTPE2vr6+XLlyhd27d2dgZCottm7dSvPmzdM8l7fKPho2bAiAn5+fjSNRSuVEmpwrZQMxMTH89NNPPPvss6n6mb5+/fqUKVOGWbNmZWBmjSFyAAAgAElEQVR0KrVu3brFwYMH9Um4j4mSJUvi4eHBrl27bB2KUioH0uRcKRvYs2cPFy9epHv37qnazt7enuHDh7No0SICAwMzKDqVWr/99hsiosn5Y6Rhw4bac66UyhCanCtlAwsWLMDV1dX683hqvPrqq+TPn5/PP/88AyJTabFlyxbKly9PuXLlbB2KyiSNGjXi8OHD3Lhxw9ahKKVyGE3Olcpkf//9NwsWLKBv375pmnmiQIECvPbaa8ycOZOLFy9mQIQqNUSENWvW0L59e1uHojJR586dsbe3Z8GCBbYORSmVw+g850plokOHDtGiRQuKFSvGjh07KF68eJrauXXrFtWrVycyMhJPT086dOiAk5MT1apVo0mTJukS6+7du5k9ezbNmjWjT58+6dJmTnTo0CG8vb2tN4Sqx0f37t05fvw4x44d0xuBlcrhssU858aY94wxfxpjYowxz8dZ/5Ix5rAx5rYx5owxZkD6hKpU9hYSEkL37t0pV64cu3fvTnNiDuDi4sKvv/7Kc889h7OzM2PHjmXQoEE0bdqUAQMGEBERkar2YmJiePvtt+nbty/Xr1/n119/pXHjxqxdu5YXXnjBpk9kzOoOHDiAnZ0d9evXt3UoKpP179+fP//8k3Xr1iVYLiKsWrWKSZMmMWXKFIKCggD4+eefmT9/Pvfu3cvMcJVS2USae86NMb2Bq8AHwFQRWRy7/v+AI4A/UAXYBnQTkR0pbFd7zlWOIyJ07dqVrVu3cuDAgYfmMH9U4eHh5MqVi++++47hw4dTs2ZNVq5cSalSpZLddurUqUyfPp3Tp0+TK1cu3NzcCA4OplatWmzatIm33nqL6dOn8/fff+Pu7p6ucecEw4cPZ/369Zw8edLWoahMFhMTQ6dOndi+fTvff/891apVw8HBgTNnzvDpp5/i7+9PaGgozs7OREREcO/ePVxdXbl8+TIAuXLlonHjxtSrV4+wsDAuXLhAqVKl6NevH7Vr17bx0Sml4srMnvNHHtZijNkOzLyfnCdQ/iNwUEQmp7A9Tc5Vtnb+/Hm+/fZbOnbsiI+PD2BJgEeMGMGqVavo3Llzhu5///79PPPMM0RGRvLUU09hjOGzzz6jcuXK8epNmTLFOsf6s88+ywsvvED58uVp1qwZuXPnZv/+/bi5uXH79m08PDxo164dc+fOzdDYs6OWLVvi5OSkT259TN25c4cOHTqwffv2eOvr1KnDs88+S6NGjWjUqBGXLl3ixx9/5MaNG9SqVQsvLy82btzI8uXLOX/+PHZ2dpQuXZrLly8TGBhIp06dWLx4MXnz5rXNgSmVjW3evJnLly/Tp08f7OzS5/bKzEzOEZFHWoDtwPOJlNkDfwNtktjeEXCOs5QGJCQkRJTKbiIiIqRChQoCiIuLi1y4cEH27dsnuXPnltdffz3T4jh//rxUqlRJypQpI66uruLs7Cy7d+8WEZFbt27J008/LYD4+vrKJ598IjExMdZt7927J3fv3o3X3owZMwSQ6dOnZ9oxZAcxMTFSrFgxGT9+vK1DUTYUExMjAQEB4ufnJ9u3b5ddu3bJvXv30tRWZGSkLFq0SBwcHGTy5MnpHKlSOVd0dLRs27ZNBg4cKIAAMnfu3HRrPyQk5H67zvKIuXNyS4b2nBtjJgL1gWaSyI6MMe8C7zy4XnvOVXY0ffp0hg0bxm+//UbPnj25c+cOIkLFihXZtWsXDg4OmRaLiGCMITQ0lDZt2rB3714GDx7MkSNH+OOPP5g2bRq9evVK0Y1sIsLgwYOZP38+f//9d4qGyzwOAgICqFq1Kr/88gtt2rSxdTgqB3n22Wf5+++/2b9/P46OjrYOR6ksLSIigpYtW7Jr1y6KFy/OkCFDWL16NZUqVWLRokXpso9scUNocmJvBO0CdE0sMY81ESgYZ3HLqJiUykjh4eFMmDCB3r1706hRIw4cOECLFi3w9vZmyZIlmZqYA9ak29nZmd9++42JEyfy7bffsnfvXpYvX07v3r1TPMOEMYYJEyZgjGHmzJkZGXa28ttvv2FnZ0eDBg1sHYrKYYYNG0ZAQACDBg2ydShKZWkxMTH069cPf39/fvnlF65cucL48eNp0aIF27dv51E7oW0hQ3rOjTHPAZOAxiJyLpXt6ZhzlS3NnTuXV155hZMnT1KxYkVbh5Og4OBg7Ozs0vzZGjx4MMuWLePMmTM4OTmlc3Rw6dIlJk+ezPbt25kxYwb16tVL932kl9DQUOrVq4ebmxubN2+2dTgqB5o6dSpvvPEGJ06cSPebyJXKbk6fPs20adPYunUrFStWZPDgwURGRjJixAhOnjzJwoULef556+SBrFu3jo4dO3L27Nl0eUBctug5N8bkNsbkiW0jtzEmjzHGzhjTCpgGtE9tYq5UdjZz5kxatWqVZRNzgEKFCj3Sl94333yTkJAQvvzyy3SM6n969uzJV199xblz52jSpAlbt27NkP08ivDwcJYuXUrNmjWtXyaUygj9+vWjdOnS9O3b19r7Fxoayvbt24mOjgZ4qFdwx44dVK5cmQYNGrBnzx5+//33TI9bqfQ2depUvLy8+OKLLyhWrBjnzp2jZcuWtGvXjoIFC7Ju3bp4iTlYbsoG8Pf3t0XIjyatg9WBucQOuI+zPA38CkQCYXGWmalo1xm9IVRlMwcOHBBAVq5caetQMtzQoUOlYMGCcvPmzXRtd9u2bdZzGBERIS1btpSSJUtKcHBwurT/zz//yPz58+XKlStpbuPixYtSt25dAeQ///mPnDlzJl1iUyoxGzduFEBWrFghAQEB4urqKoD06dNHTpw4IU888YT88MMPIiKyb98+sbe3F29vb6latar1/+atW7fGu+lbqawuJCREYmJi5NSpU9KvXz8xxsgrr7wiN27cEBHLzZ8bNmyQTZs2JXnzdenSpWX06NHpFhOZdENohjaepoA0OVfZzK5du8Td3V0qVaokkZGRtg4nwwUFBUnevHllxIgRj9xWeHi4vPfee9K3b18pUaKE1K9f35pEXLx4UfLnzy8DBw585P2EhISIu7u7AOLq6iqnT5+2lu3cuVOmTp0qe/bskVOnTsmaNWvkxIkTD7Vx+PBhKVCggOTLl0+2bt36yDEplVKtWrWS8uXLS506daRChQrxZqO4v1SsWFEKFCgg1atXl8jISLl27Zq0aNEiXp0vv/zS1oeiVLL2798v+fLlk4oVK1qv3dGjR0tUVFSq22rTpo106tQpXeLS5FyTc5VFnT59Wtq2bSsvvvii3L59Wy5duiSFCxeWp556SgIDA20dXqb55JNPBJCuXbvKO++8I9evX091G5cvXxYvLy+xs7OTMmXKSI8ePeTs2bPx6kyfPl0AWb169SPFO2bMGMmbN6/s2rVLKlWqJB4eHhIYGCje3t4CiL29fbwkJleuXDJjxgzr9kFBQVK6dGnx9vaWq1evPlIsSqXW0aNHxcXFRXLnzi1r164VEcs1OWXKFFm1apV0795d3Nzc5OWXX37oi+Vnn31m7UV3cnKSsLAwWxyCUily8eJFcXV1FUdHR+nWrZt4e3vLvn370txev379pHbt2ukSW7aaSjG96Q2hKquKioriySef5Pr164SFheHh4YG9vT2XL1/m2LFjFC1a1NYhZqo5c+bw2WefERgYSL169di6dWuKZ38BaNWqFcePH2fjxo14eXklWEdE6NSpE3/88Qdnz55N08Mk7ty5g5ubG3379mXSpEkEBARQrVo1YmJiKF68OJ9//jldu3Zl06ZNhIeH4+HhwTfffMM333zDyJEjKVKkCD/99BMXL17k0KFDOo2ksomQkBDu3btHsWLF0rT96dOnqVixIosXL+a5555L5+iUenQxMTE0bNiQixcvsm/fvnT5W/v+++/z9ddfc+XKlUduK1s9hCi9F7TnXGVRs2bNEkD2798vBw4ckGbNmkmjRo3k119/tXVoNrV582YBpEWLFjJ27FgJDw9PdpsdO3akeIz+b7/9JoD4+fmlKb5169YJIAEBAdZ1n3/+ubRo0UIOHz6c4DZRUVHSuXNnASR//vxSqlSpNO9fqayibt260qVLF1uHoVSCvv/+ewFk586d6dbmnDlzBHjowXppoT3n2nOuspibN29SuXJl2rdvz7x582wdTpbz9ttvs2LFCv766y86dOjAkiVLyJMnz0P1Dh06xLfffsv27duJjIwkICAg2d72mJgYXF1defnll5k4cWKqYxszZgzfffcdQUFBqerZj46O5uTJk1StWhUgVdsqlRVNmjSJ8ePH888//1CgQAFbh6MeA4GBgeTOnZuSJUsmWS88PJzKlStTv359li5dmm7737RpE61bt+bcuXOULVv2kdrKFlMpKvU4GTduHJGRkXzyySe2DiVLev/99zl27Bhr165l48aNlCtXjsaNG/Paa6/RsWNHpk6dyqpVq2jQoAFff/01f/75J6NGjUpRwmtnZ0fjxo3x8/NLU2x+fn40bNgw1cm1vb09np6eGGM0MVc5Qvfu3YmIiODbb7+1dSjqMbB27Vo8PDxwd3fH19eXo0ePPlQnODiYMWPG0KdPH4KCgvjwww/TNQY3N8tzLQMDA9O13YymyblSydi3bx8zZ87k/fffT/bb/+OuXbt2HDx4kK5du5I/f35WrVrFnTt3GDFiBL6+vrRr147g4GAuXrxI//79U9xuo0aN2LdvHxEREamK5969e+zbt4+GDRum9lCUynHKlCnDkCFDGD16NBcuXCAmJsbWIakc6u7duwwaNIj69eszevRoVq1axWeffRavzuzZs3nyySeZOHEiy5cvZ+TIkVSuXDld43B1dQUgKCgoXdvNaLlsHYBSWVl4eDj9+/enZs2aDB482NbhZAvVqlVj+vTp8dZt27aNK1eu8Nxzz2Fvb3//p8EUa9GiBXfv3mXz5s107NgxxdsdPnyYiIgITc6VijVx4kQWLVpE2bJl8fDwYPfu3Wm+yVSpxGzdupWLFy/y888/U6NGDfLkycO7775L6dKlGTVqFH///Tf9+/e3PmyucOHCuLi4pHscBQsWxNHRkatXr6Z72xlJk3OlEiEiDBo0iICAAH7//Xdy5dKPS1o1b978kbZ/4okneOKJJ5g9ezYdOnRI8TCTnTt3kidPHmrVqvVI+1cqp3BycmLOnDk888wznD59mg4dOrB161acnJxsHZrKQdauXUuFChWoXr06AIMHD+bo0aN8/PHHGGPw8/OjRo0abNu2DXt7+wyLwxhDyZIl02W2lsykw1qUSsTPP//M3LlzmTVrliZ3WcD48eNZu3Yt06ZNS/E2mzdvpkmTJjg4OGRgZEplL507dyYmJoYDBw5w/Phx/VVQpbu9e/fSvHlza0eKi4sLS5Ys4bXXXmPixIns2LGDiRMnZmhifl+JEiU0OVcqJ4iKiuLNN9+kWbNm9OnTx9bhKOC5555jxIgRDB8+nPbt2zNixAgWLlxIdHR0gvUjIiL47bffaNWqVSZHqlTWZ4zB29ubWbNmMX/+fFauXGnrkFQOISKcPHkST0/Ph8refvttatSoQf/+/WnXrl2mxKM950rlEAsXLuSvv/5i0qRJOlNHFjJp0iS++OILbt68ybfffkuvXr3w8vLi8OHDD9XduXMnERERtG7d2gaRKpU99OrViwYNGvDdd9/ZOhSVQ1y6dIk7d+4keHNnkSJFOHz4MLNmzcq0eDQ5VyqH+Oabb2jVqhXe3t62DkXFYWdnx9ChQ9m9eze3b99m79695MmTh06dOnH37t14dTdt2kSpUqV44oknbBStUtlD9+7d2bRpEydOnLB1KCoHCAgIAKBKlSoJlmd2h5cm50rlAGvWrMHPz4//+7//s3UoKhk+Pj7MmzePwMBAtmzZEq9s06ZNtGrVSn/5UCoZr7zyCh4eHnh6elKjRg3Gjx9PpUqVmDdvHmFhYbYOT2UzAQEB5MqVi/Lly9s6FMCSnF+9ejVbTR2qyblScVy7do1+/frRoUMHfH19bR2OSoHq1atTpUoVli1bZl0XFBTEH3/8oePNlUqBAgUKMHfuXACOHj3Khx9+yKlTp3jppZeoUKECN2/etG2AKlsJCAjAw8Mjy8xwVqJECaKiorLVdazJuVKxzp8/z8svv0x0dDSzZ8/WHtdswhhDt27dWL16Nffu3QNg3bp1GGNo0aKFjaNTKnvw8fHh6tWrTJ48mXnz5jF//nzA0mHRo0ePRG+8VupBAQEBiQ5psYX7Dw/MTnOda3KuFLB+/XoqVKjAr7/+yty5c/VJoNlM9+7dCQ4OZuHChQDMmzePVq1aUbx4cRtHplT2Ubx4cV5//XVeeOEF+vTpQ1RUFJs3b2bLli1MnDjR1uGpbOLkyZNZMjnPTuPONTlXjy0RYcuWLcyaNYu+ffvSpEkTzp8/T4cOHWwdmkql6tWr06NHD0aNGsXBgwfx8/PjpZdesnVYSmVr9vb2tGjRguHDhzNp0iRCQ0NtHZLK4m7fvs25c+eoWrWqrUOxKlGiBKDJOQDGGG9jzO/GmFBjzBljzMsZtS+lUuvQoUO0bNmSli1bMnDgQAB+/PFHihYtauPIVFp98sknhIaGUrt2bQoVKsQzzzxj65CUyhGGDx9OSEiIzoWukrVnzx5EhPr169s6FKv8+fPj5OSkyXms+cDPQCGgK/ClMebhSS+VykTh4eFMmDCB2rVrc+nSJdasWUNERATnzp3D1dXV1uGpR+Du7s7bb78NwPvvv0+ePHlsHJFSOYO7uztPPfUUU6ZMyVYJjsp8u3btonDhwllqWAtYhrYEBQXZOowUy8jkvCywUERiROQg8Bfw0LtljHE0xjjfX4ACGRiTyqJEJEPbX7duHc2bN6dYsWKMHz+et956i6NHj9KxY0ccHBxwdHTM0P2rzDF27FhOnTrFkCFDbB2KUjnKkCFDOH78OBUqVODbb79lw4YNREZGJlh327ZtDBw4kPnz53Pjxo1MjlTZkp+fHw0bNsTOLmuNmnZzc+PixYu2DiPFMvLsTQf6GGNyGWN8AHdgbwL1/guExFmyz9lT6eLq1atUqFCBChUq0KRJE0qWLMkbb7zBvHnzeP755zl27Fii/wmkxD///EPXrl05d+4cAwcOJCAggAkTJmSZaZ5U+jHG4OHhoTPtKJXOevXqxbVr12jYsCH9+vWjbdu2ODg4MHLkyHidK3/++Sft2rVj5syZvPjii1StWpU6depQr149zp49my6xnD17lgEDBlCqVCkdapOFREVFsWfPHho2bGjrUB7i7u6erZJzRCRDFqApcB6Iil1eSaSeI+AcZykNSHBwsPz777+icra7d+9Ks2bNJH/+/NKmTRupVq2aAA8t3t7ecvfuXRER2bdvn/j5+YmISGRkpMTExCS5j4kTJ4qjo6PcuHEjw49HKaVysqioKPn7779l48aNMmTIEAFk6NCh4ufnJ7169RI3Nzfx9PSU27dvi7+/vwwcOFAKFy5s/VtetGhR+f777x9qd9++fbJo0aKH1kdERMj69eslJCRExo4dKy+99JLkyZPH2l7NmjUz4ahVSvj7+wsgO3futHUoDxkzZoyUKVPmkdoICQm5f905SwblzveXjErMiwChgC9gD3hh6RGvl4JtnQGpW7eu2Nvby4gRIyQ8PPyRTqjKmiIjI6VVq1bi4OAg27dvt64PDw+XESNGyLvvvitvvfWWFChQwPqH2MfHx/rvtm3bSt68eSVfvnzSu3dvuXPnzkP7uH79uhQuXFj69++fmYemlFKPhRkzZlj/Jru4uEjjxo3lyJEjD9W7efOmfP755+Lr6yt2dnbSpUsXWbFihezfv1/q1q1rbaNPnz6yZs0a+eOPP+TMmTPy1ltvWcvy5s0rLi4uUrRoUblw4YIsW7ZMADl79mzmH7h6yOzZs8XOzi7B/4tt7euvv5ZcuXJJVFRUmtvICcl5XSDwgXULgDdSsK0zIPny5ZOBAweKg4ODjB8/Ps0nU2VdX3zxhdjb28uWLVuSrdu0aVMBpGHDhvLll1/KuHHjpEOHDvLGG2/IRx99JHnz5n0oAY+JiRFfX19xcXGRoKCgjDoMpZR6rPn5+cns2bNT9Gt3ZGSkTJ8+/aFfSRs2bCjvvPNOgr+cAtKoUSM5cOCAREREyM2bN0VE5MaNG2KMSbAnXmW+oUOHSpUqVWwdRoLWrl0rgFy6dCnNbWRmcm5E0v9GPGNMQSxDWvoA67DcCLoNy9CWDcls6wyEjBo1is8++4zRo0fz1VdfceHCBQoXLpzusSrbEBFq1KhBtWrVWLJkSbL17927R65cuRK9yeTLL79k+PDhHD9+HE9PTwDmzp3Lyy+/zIoVK/D19U3X+JVSSqWdiBAYGEhAQABPPPGEdbasjz76iNOnT9OmTRvy5MlDeHg4vr6+ODg4JNhOrVq1qFixIsuWLcvM8FUCnn76aYoXL87SpUttHcpDjh07RvXq1dm5cyeNGjVKUxuhoaEULFgQoKCIZOik/xmSnAMYY1oDnwAewC1gpohMSMF2zkDIn3/+iaenJ1evXqVs2bK88847/Pe//82QWFXmO3DgAHXq1GH9+vW0bdv2kdu7e/cunp6eODs7M2PGDPbt28fHH39MkyZNUpT8K6WUyn6+/vprhg4dyvHjx7PUg28eR8WKFWPo0KHWKW2zkoiICPLly8fs2bPp27dvmtrIzOQ8w2ZrEZGNIvKkiBQQkTIpSczjKl26NGB5slOfPn2YNm0a9+7dy5BYVeabPXs2pUqVomXLlunSnqOjIytWrODatWs0aNCA4cOHc+/ePd577710aV8ppVTW07dvX1xdXfnggw9sHcpjLSQkhOvXr1OpUiVbh5KgPHnyUL58eU6cOGHrUFIka01EmYjXX3+doKAgFi1aZOtQVDo4dOgQs2fPZsSIEek6neGTTz7J9u3bAfjggw84e/as9qQopVQO5ujoyMiRI1m6dCnBwcFJ1r1x4waff/45GzduzKToHh+nT58GoGLFijaOJHFVq1bV5Dw9eXp60r59eyZPnkxGDcNRmWfq1KmULVuWESNGpHvblSpVIjw8nHHjxuHs7Jzu7SullMpaunXrRlRUFGvWrEm0zsKFC/Hy8uL111+nTZs2VKlShf/+97+EhYVlYqQ516lTpwDw8PCwcSSJe+KJJzhy5Iitw0iRbJGcA4waNYqjR4+yefNmW4ei0igmJoY5c+awaNEiBgwYkGEPAdLHtiul1OOjdOnStGzZknHjxhEYGPhQ+c2bNxkwYADlypXj1KlTrFixAh8fH6ZOnUrTpk11yGw6OHXqFIUKFcrSE3f4+PgQGBhIUFCQrUNJVrZJzps2bYq3tzeTJ0+2dSgqjTZs2MCrr77KE088wWuvvWbrcJRSSuUQc+bMwc7Ojho1avDbb7/FK5s0aRLR0dGsXr0aDw8PfH19+eGHH9i1axdHjx7l1Vdf1V/lH9Eff/yBl5eXrcNIUr169QDYuzehh9VnLdkmOTfG8Oabb7Jp0yY6derEsGHD6Nu3LzVq1KBbt26cP3/e1iFme2FhYezYsYM9e/bwzz//pHv7q1evxt3dnQMHDmjvtlJKqXTj7u6Ov78/lStXZvDgwcTExADw77//Mn36dAYPHkzx4sXjbVO7dm3mzp3LDz/8wOLFi20Rdo5x4MABateubeswkuTm5oaHhwcrV660dSjJyjbJOUD37t357rvvuHr1KuvXr8ff3586deqwb98+atasyTfffKPjx9Lozz//pGLFijRt2pT69etTokQJ9uzZky5t3717l2HDhjFv3jx69OiR6FzlSimlVFoVLVqUSZMmcfz4cWvv+apVq7h9+zYDBgxIcJuePXvSvXt3BgwYwNmzZzMz3BwjJCSEU6dO4e3tbetQkmSM4ZVXXmHp0qUp7oAMDQ3l/fffZ+DAgXTp0iWDI4wjo59ylNqF2CeEhoSEpPipTbdu3ZLevXsLIEWLFpWVK1emeFtlMXToUHF1dZXDhw/LmjVrJH/+/NZHKT/K425FRD777DMBpEuXLlnysb5KKaVyhpiYGKlQoYI8//zzIiLSunVradSoUZLbhISEiKurq3Tp0kUiIyMzI8wcZfv27QLIsWPHbB1Ksq5fvy7Ozs7y0ksvSXh4eJJ19+7dKy4uLmKMkXLlyknt2rUz7QmhNk/GHwooDcn5fadOnRJfX18BZNSoUXLv3r1Ut/E4iomJkYoVK8qAAQOs6y5evChjxowRQBYvXpzmtlesWCF2dnYybNiw9AhVKaWUStLs2bMFkOeee04AmT17drLbLFy4UOzs7KR9+/bJJm0qvsmTJ0vevHmzzReb77777n6SLbVq1ZKePXvK3r1749UJCQkRd3d3eeqpp+TcuXPWdZqcpyE5F7EkmlOmTJFcuXJJo0aN5NKlS2lq53EyY8YMAWTbtm0PlbVt21aKFy8uQ4YMkc8++yxVX3hu3LghBQoUkK5duz5y77tSSimVEjExMTJixAgpWrSo9OnTJ8W/2G7YsEHy5s0rNWrUkFmzZklMTEwGR5oz9OrVS+rXr2/rMFLF399fvvnmG+ncubNUrVpVcuXKFS9BHzBggOTPn1/Onj1rXafJ+SMk5/ft2rVLXF1dpUiRIvLVV1/phywRMTExUqlSJenRo0eC5UFBQdKwYUNxdXUVY4y0a9dOgoKCUtTu8OHDxcHBQa5cuZLeYSullFLp7vfff5d27doJIDt27LB1ONmCp6enDB482NZhpNm9e/ekdu3aUqdOHYmJiZFt27YJINOnT49XT5PzdEjORUSuXr0qr7zyivXnrdDQ0EduM6f5448/BJD169cnW3fZsmWSL18+KVKkiGzdujXJuh999JEA8tFHH6VXqEoppVSGi46OlqpVq0qRIkXk0KFDtg4nS7t9+7YYY2TOnDm2DuWRbNy40ZqzVKhQQZo0aSLR0dHx6mRmcp6jp80oXrw4c+bMYenSpfz88zxKojUAABsOSURBVM+UKVOGkSNH8s0337B79+77XwYeaz/99BMFCxbkP//5T7J1u3btykcffcSNGzf4z3/+ww8//PDQ7DjR0dFs376d8ePHM378eMaMGZNRoSullFLpzs7OjtWrV1O8eHFefPFFIiMjrWUHDhwgPDzchtFlLUeOHEFEsvw0islp2bIlPXr0YOzYsYSHh1vnzbeZjM7+U7uQjj3ncZ0/f15GjRolhQoVst4IULly5cd+yEu1atWkT58+Ka4fHR0tBw8elMaNGwsgrVq1ki1btsiVK1fk1q1b8uSTTwogTz/9tI4zV0oplW0dPHhQ7O3tZcyYMSIi8tVXXwkgNWvWFH9/fxtHZ3tXrlwRb29vKVSoUI6YgON+fhMcHJxguQ5ryYDk/L7o6GiJioqSzZs3y/PPPy+AtGnTRj799FO5fv16huwzqzp+/LgAsnr16lRve+7cOWndurX1iw4gdnZ21vOZknHpSimlVFb28ccfCyAuLi4CyIsvvigVK1YUQJo3by4BAQG2DjHTxcTEyPTp08XBwUGKFSsmBw8etHVImUKHtWQgOzs77O3tadGiBYsWLWLhwoXcvn2bd955By8vL/z8/B7aJioqirCwMM6cOUNoaKgNos4Ys2fPxsnJiVatWqV627Jly7J+/fp46/r27cvx48f55ZdfKFmyZHqFqZRSStnEm2++yciRIylTpgxz5vx/e/ceHUWZ53/8/ZVLgIQEEZABIkYuMsQgQQ3ruNwGUdCBYXYVIyqHYY7ib8VZFR1lnFFcUVB01wvgfVFcYIFRVBZEcYRknHEQD2IMkZsOQiSiICThnsDz+6M7sYnpTgOpVKfzeZ3znEPdnudbXQ9d31Q/VfUSs2fPZv369bz22mt89dVXjBgxgi1btvgdZp267777mDBhAmPHjmXt2rVkZmb6HVLcMRdj467NLBkoLi4uJjk5uc7aLSoqYtSoUfz1r38lPT2dw4cPM2TIEMyMBQsWsGvXLgA6duzI66+/TlZWVp3F5oXc3FwGDBjA1KlTueeee066ntGjR7Nw4UL27t1LUlJSLUYoIiISuzZs2MDll1/Ovn37+Pvf/063bt38Dslz33//PWeddRa33HILjzzyiN/h1KmSkhJSUlIAUpxznl6p9TQ5N7OLgb8Cv3fOTYtyG1+Sc4CysjLmzp3Lhx9+SOPGjVm4cCFNmjThuuuuo0+fPpSWlvLSSy+xbt06Xn31VUaNGlWn8dWmgQMHsn//flavXn1KNz2Ul5dTXl5Os2bNajE6ERGR2Ld371569erFoEGDeOWVV/wOx3MzZ87ktttu4+uvv6Zdu3Z+h1On4iI5N7PTgL8BBiyuD8l5dZxzmFnl9OHDhxk3bhwLFy5kzZo19O7d28foTk5hYSGpqanMmTOHG264we9wRERE6q3HH3+cSZMmsWnTJs4++2y/w/GMc44+ffqQmprKW2+95Xc4da4uk3Mvx5zfBKwGPo+0kpklmFlyRQFaehjTCQtNzAESEhKYPXs2PXr0YNiwYSxYsMCnyE7e4sWLadKkCcOHD/c7FBERkXpt/PjxnHHGGTz00EN+h+KpJUuWsG7dOiZOnOh3KHHPk+TczFoDtwGTo1h9ElAcUgq9iKk2NW3alOXLl3PJJZeQnZ3NtGlR/SgQE1asWMFvf/tbBg8eTKtWrfwOR0REpF5LSkrixhtvZNGiRRw+fNjvcDyTk5NDly5dGDBggN+hxD2vrpw/DDzhnNsTxbpTgZSQ0smjmGpVx44dWbRoEZMnT2bSpEn84Q9/iPmXGhUVFVU+meXqq6/2ORoREZH4cM0111BcXMz8+fP9DsUzBQUFpKen+x1Gg1DrybmZZQJZwAvRrO+cO+ycK6koQGltx+QVM+P+++/n0Ucf5aGHHiIrK4u77rqLPXv2UFZWFlPJem5uLpmZmbRp04b333+fsWPH+h2SiIhIXEhPTyc7O5uJEyeyadMmv8PxREFBAT179vQ7jAbBiyvnA4DuwNdm9g1wDXCvmUWVrNdHd911F0uXLqV9+/Y899xzpKWlkZiYSIcOHZgyZQqrV68+qUQ9Ly+P/v37c9VVV1FcXFzj+s45jh49Wu2y++67j507d/LUU08xaNAgf19LKyIiEmdmzpxJ27ZtueCCC3jwwQdj6gLdqdq6dSvbtm3TlfM6UutPazGzFgTe8lnhSWAz8Jhzbm8U28fU01pO1NatW3n22Wdp3bo1mzdvZs6cORw5coQLLriAuXPncu6550ZVT0FBAQMGDCApKYnvvvuOYcOGsWjRorDrb9iwgVGjRvH5558zdepU7rzzzsple/bsoW3btsycOZPx48ef8j6KiIjIjxUXFzN58mSeeOIJ5s+fT3Z2tt8h1YobbriBnJwc8vPz62VuVhvi4lGKlQ2YvQxsqK+PUjxV5eXlvP/++0yYMIEtW7aQnZ3NJZdcQkpKCm3btiUjI4MOHTpUrr9161aeeOIJnn32Wbp27UpOTg7vvfce2dnZLF68mJEjR/6ojeLiYnr16kVSUhKZmZnMmzeP5cuXc9lll1FYWMjdd9/NvHnzKCwspGPHjnW5+yIiIg3O4MGDOXbsGCtXrvQ7lFqRkZHBgAEDmDFjht+h+CaukvMTFW/JeYX9+/cza9YsXnnlFQoKCip/7kpISOCWW24hNTWV2bNnk5eXR0pKCnfccQe33XYbycnJOOf4xS9+waeffsr69esrOgcQeHHSmDFjWLZsGXl5eaSmpnLllVeyZs0a3nzzTa6//nq2bt1Ko0aNKC8v92v3RUREGoyXX36ZX//61+zYsYOf/OQnfodzSpxzJCUl8eCDD3LHHXf4HY5vlJzHYXIe6siRIxw9epRvvvmGOXPmMH36dA4cOMBVV13F1VdfzdChQ2nZ8vjHvW/bto2MjAy6d+/OM888Q0pKCs8//zxvvvkmW7ZsYe7cuVx77bUA7N69m4EDB5Kfn1+5/YwZM7jlllvqdD9FREQaol27dtGuXTteeOEFfvOb3/gdzikpKiqiQ4cOvPHGG/zyl7/0OxzfKDmP8+S8quLiYsrKymjTpk3E9XJycpgwYUJl0t2mTRuGDBnC3Xffzfnnn3/cukePHmXFihWceeaZZGZmeha7iIiI/Ngll1xCYmIi7777rt+hnJIPPviAfv368dlnn3Heeef5HY5vlJw3sOT8RJSVlfH2229TXl7OsGHDaN68ud8hiYiISBULFiwgOzub1atXk5WV5Xc4J238+PEsWLCAoqKiBp1zKDlXci4iIiL12LFjx+jUqRPXXnstjz/+uN/hnJTy8nJatGjBAw88wKRJk/wOx1d1mZzrYdciIiIitey0005j+PDhvPXWW36HctJ27NhBWVkZvXv39juUBkXJuYiIiIgHLr30UrZs2cLOnTv9DuWkfPXVVwB07tzZ50gaFiXnIiIiIh6oGGu+Zs0anyM5OVu3bgWUnNc1JeciIiIiHjjrrLNo27YtH330kd+hnJSNGzfSpk0bEhMT/Q6lQWnsdwAiIiIi8cjMyMrKqldXzsvKypg5cyb79u3joYce4rLLLvM7pAZHybmIiIiIRy666CKefvppnHOYmd/h1OjFF1/k9ttvB+Dmm29m2rRpPkfU8GhYi4iIiIhHsrKy2L17N+vXr/c7lKjMmjWLrl27Mn36dGbNmlXx+ECpQ0rORURERDzSv39/zjnnHC699FIWLVrkdzgRFRQUkJ+fz5QpU7jzzjvrxZX+eKTkXERERMQjiYmJvPPOO/Tt25drrrmGjz/+2O+QqnXkyBHS09OBwCMgxT9KzkVEREQ81LVrV1577TV69uzJxIkTibW3swOVw25efPFFzjjjDJ+jadiUnIuIiIh4rHHjxjz22GPk5uby5JNP+h3Oj6xduxYzIzs72+9QGjwl5yIiIiJ1YOjQodxxxx3cfvvt5OTk+B3OcdauXcu5556rZ5rHAM+SczNra2ZLzeyAmW00s8FetSUiIiJSH0yfPp1+/foxcOBAfv7zn7Nt2za+++47X2M6duwYf/7zn+nXr5+vcUiAl1fOZwI7gDbA3cAiMzvdw/ZEREREYtppp53GSy+9xDnnnMPKlSvp3LkzaWlpfPDBB77F1KlTJzZu3MjQoUN9i0F+4ElybmZJwC+B+5xzB5xzbwD5wHAv2hMRERGpL7p168YXX3xBXl4ev/rVr2jatClTpkxhxowZ9OrVi507d9ZZLIcOHaKoqAhAbwONEV69IbQbUOycKwqZ9ymQXnVFM0sAEkJmtfQoJhEREZGYkZGRweuvv86rr77KmDFjeOeddwDo168fq1atokOHDp7H8I9//AOAnJwckpKSPG9PaubVsJYkoKTKvJLg/KomAcUhpdCjmERERERizujRo0lPT6dz586sXbuWAwcOcNFFF3Hvvfdy7NgxT9vevHkzELiaL7HBq+R8H5BcZV5ycH5VU4GUkNLJo5hEREREYk6jRo1YvXo1mzZtIjMzk/fee48hQ4bw8MMP88knn/xo/dzcXPbu3VsrbW/ZsoUWLVrQvn37WqlPTp1XyflmIMXMQo/0+cD6qis65w4750oqClDqUUwiIiIiMSkxMZGmTZsC0KNHD55//nlatmzJ8uXLj1tv3bp1DBgwgJ49e1JeXn7K7W7YsIHu3btjZqdcl9QOT5Jz59w+4C3gATNrbmYjgPOAJV60JyIiIhJPmjZtyhVXXMFzzz3Hrl27KudXvMCoqKiIZcuWnXI7+fn5ZGRknHI9Unu8fJTivwGpwG7gMWCUc26Ph+2JiIiIxI2pU6dSWlpK165dufXWW5k/fz7z5s1j2rRpXHjhhTz//PPVbueci6p+5xz5+fmcd955tRm2nCLPknPn3HfOuSuccy2cc92dc+951ZaIiIhIvElLS2Pjxo2MGzeOpUuXMnr0aFJSUrjxxhu56aabWLZsGR9++OFx2/zxj3+kT58+HD16tMb6CwsLKS0tJT39Rw/TEx9ZtH9d1RUzSwaKi4uLSU6uek+piIiISMPjnGPJkiVkZmaSmprK/v37GTx4MHl5eaxcuZK+ffvy6aef0rt3bwDeffddhgwZErHOv/zlL/Tv35+CggJ++tOf1sVu1FslJSWkpKQApATvkfSMl8NaRERERKQWmBkjRowgNTUVCNxAunLlSjIyMhg3bhxr1qxh5MiRdOvWjc6dO7N48eIa69y+fTsQeEOoxA4l5yIiIiL1UPPmzXnhhRfYvHkzWVlZJCcns3jxYgYNGsTq1atr3L6wsJCUlBRattT7H2OJknMRERGReqpXr1786U9/4p577mHFihWkp6eTlZVFXl4eBw8ejLjt9u3bK6/ES+xo7HcAIiIiInLyRowYwYgRIyqn+/btS3l5OZ988gk/+9nPwm63fft2DWmJQbpyLiIiIhJHMjIyaNasGR999FHE9TZs2ECXLl3qKCqJlpJzERERkTjSpEkT+vTpE3Hc+Y4dO9i4cSP9+/evw8gkGkrORUREROJMVlZWxCvnq1atAmDgwIF1E5BETcm5iIiISJzJysriyy+/ZNeuXdUu//jjj+nSpQvt2rWr48ikJkrORUREROJM3759AcJePf/kk0/IzMysy5AkSkrORUREROJMWloa7du3rxy+EurQoUOsW7eu8m2iEluUnIuIiIjEGTNj2LBhLF269Lj5Bw8eZOTIkRw6dIjhw4f7FJ1EouRcREREJA6NHDmSgoICPv74Yw4fPsyYMWNo0aIFubm5LF26lF69evkdolTDnHN+x3AcM0sGiouLi0lOTvY7HBEREZF66ejRo/To0YMLL7yQrl278sgjj3D99ddz4403cvHFF/sdXr1SUlJCSkoKQIpzrsTLtvSGUBEREZE41KhRI2666SZ+97vfAXD//fczefJkf4OSGunKuYiIiEicKiwsJC0tjYyMDD788EMSEhL8Dqle0pVzERERETllnTp14ttvv6VVq1aYmd/hSBQ8uyHUzO4xM2dm/+RVGyIiIiIS2emnn67EvB7xJDk3s47AaOAbL+oXEREREYlHXl05fxy4Hzhc04pmlmBmyRUFaOlRTCIiIiIiMa3Wk3MzGwi0cc4tjnKTSUBxSCms7ZhEREREROqDWr0h1MwaA/8F3HACm00F/jNkuiVQWFLi6Y2wIiIiIiJRqcu89ISSczN7F+gfZvEUoBT4wDmXH22dzrnDhAx/MbOWAKmpqScSmoiIiIiI11oDnmbqtfqcczN7g0DyfiQ4qy2wF7jTOTc7yjoM6EAg0ZfIWhIYBtQJfV5S+9S/xCvqW+IV9S3xSkXfqnfPOR8LNAuZXgOMB1ZFW4EL/LXwda1GFadCHotU6nVHkYZH/Uu8or4lXlHfEq/U5aMoazU5d87tDZ02s6PA9865A7XZjoiIiIhIPPL0DaHOubO9rF9EREREJJ549oZQqROHgQeI4nnyIidB/Uu8or4lXlHfEq/UWd+q1RtCRURERETk5OnKuYiIiIhIjFByLiIiIiISI5Sci4iIiIjECCXnIiIiIiIxQsm5iIiIiEiMaFDJuZklmNlsMys0s2IzW2VmGSHL7zGz78zsezN71IKvgzKzxmb2mpl9bWbOzNpXqTfNzN41s73BdSbVEMcwM9tiZvvN7E0zOz1kWR8z+5uZlZjZl2b26xrqGhvcn5LgvjUNzm9nZgvNbGdwf5aY2VnBZW+b2b5gKTezQyHT1wXrXGdmpcEYbq7S5kVm9qmZHTCzHDPrHCG+5mb2P8G6tpnZtdHEL7XHzNqa2dLg8dpoZoNDllXb58PUE/a413ScJT5F6lvB5Y3N7DMz21BDPepbcpxwfSt4Hn8p+L21y8xeNbPECPVEOt9G7L8Sf8zsATMrMLNjZpYdMj9i3lNNPZ5+ZzWo5JzAS5e+BP4JaA28BbwBYGZXAP8P6AukA78AQhPjXOBfw9T7dLDetsA/A7eG+09uZu2AecCtQDugFHgyZJU5wFKgFXAV8JSZdQ9TVwbwn8BIIBU4G/hDcHEi8EFwX9oDW4DZAM65Yc65JOdcEvAecHPFtHNuLpAA3AycDgwHHjCz/sE2E4DXgzG3Bv4OvBrmc4HAM0FbAx2BbOCZiv2pIX6pPTOBHUAb4G5gkZmdHkWfrxTFcQ97nCWuVdu3QpZPAIojVaC+JWGE61u3AhnAuUAacCZwT3UVRHG+ran/SvzZDPw78FGV+WHznqrq5DvLOddgC9AUOAacAcwH7g5ZNg54v5ptHNC+yrzPgEEh0wuBW8O0OR54O2S6C3AQSAhOlwJpIcs/AoaHqWsq8EzI9M+BL8Os2w0orWb+cmBsDZ/TXGBi8N+XA5+HLEsEDgCdw2xbBPQNmZ4D3Hei8aucdB9PIvDChJ+EzMsFxkTb56M57pGOs0p8lkh9K/jvM4EC4EpgQ4R61LdUou5bBC6GPRAy/9+A18LUE/Z8W1P/VYnvAqwCsiMsr8x7qlnm+XdWQ7tyXtXFwE7n3G6gJ4Eku8KnBK4mRmMmkB38ua0bgSvzq8Kse1w7zrkvgHLgnOCsGcANwZ+DswhcUV4dTV3BmNPMrHk16/4MWB/d7vzAzBoBWSHbVo1/P/BFcH7FMIn/C/77dAJX7cN9ricSv5ycbkCxc64oZF7FMYjY580sz8xGByfDHvcojrPEp0h9C+AR4GFgf9UN1bekBpH61itA/+CQlFYEftFeUbGSBYaX/nNwMtL5tqb+Kw1UNXlPnX9nNT650Os/M0sBngPuDc5KAkpCVikJzovG3wj89b4faARMds59FmbdJOC7KvNC21pO8K+s4PRNzrlvI9RVNeaK+QcrZppZKjANuKHGPfmxKcDXwDth2jwufufctCrxHXXOHahu3Wjjl1MS7ni1qmbZcX3eOdcrinqSqPk4S3wK27fM7GKgO4FhUgOqbqi+JTWI9L31BbAX2Engl+w/Ay9WrOSca1WlnnDn22YR2pCGrWreU+ffWQ3yyrmZNSMw1nypc+6/g7P3AckhqyUH59VUVyNgGfACgf/sacDVZnZVcHnFjZYVdVVtp7ItMzsDWALcRuBnt97Af5hZXzM7K6Su9WHqSg6ZXxFfawIJ/8POufdq2p8q+3Yz8C/AVS7420yk+KupYh/QyMxahFm3xvjllEU6XifS52uqJ9JxlvgUrk8cAJ4C/j3ke+Nk6lHfargi9YlZBC6EpRAYH7wL+K+TqOdEzmXSQITJe6ry/DurwSXnZtYY+F8CN4HcGbKogMBNJhXOJ7phIK2BDgTGTpc757YSSPwHAbgfbrSs+KvpuHbM7Bx+uFH1HAI/sy12zh11zuUTGB7T3zm3LaSu9OrqCsb8D+fcwWDdSQT+cHjTOfd0FPtSycyuIfCrwuXOuV0hi6rGn0hgHF9B1Tqcc3uAb6qJseJzjRi/1IrNQIod/4ShimNwIn0+7HGP4jhLfArXtz4D+gBLzOwbAjdOdTWzb6qcsCqob0lVkb63egGznXOlzrkS4L8J3K9UnUjn20htSAMUIe+pyvvvLL8H5dd1IfDEkneAJlXmXwlsJXDluz2QD4wLWZ5A4Mq4AzoDzUKWfUXgqRenAZ0InJxuDtN+O2APgRsKWhC4w3dOcFkKgZ/rhgMG9CDwR8TQMHVlALsJnAhTCPy89x/BZU2Bd4GXavg8fnRDKHAZ8C3Qq5r1E4DtwNjgv6cCuRHqnw78H9CSwFj8vcC5NcWvUqt9fhGBIVzNgRHA9wSuOEXs8ydy3CMdZ5X4LRH6VvuQ8i8EEqH2gKlvqZxi33olWFoQuBHvf4D/DVNH2PNtpDb83ncVT/tVEwK5XC6Bob7NCORuYfOeaurw/DvL9w+qjg9KZwLJ9UF++PlhH9AvuHwSgZ/I9gCPhp5IgkmMCy0hyy4iMO68mMBduk8AjSLEcQWBcXMHCDzO8fSQZZcD6wg8tWUb8Psa9mksgbFRpcDL/PDUlwHBOPdX2dezqmxfXXK+Eiirst2zVfY3L/g55hLypBbg9xx/d3xzAnc97wt25tHRxK9Sq/2+LYFfUA4Am4BLQ5ZF6vPrgeuiPO4Rj7NKfJZIfStknYFUeVqL+pZKTSVc3yKQcP8p+L21G3gT6BCyXeU5PTgd6XxbY/9Via8SzDNclTIwirynTr+zLFiRiIiIiIj4rMGNORcRERERiVVKzkVEREREYoSScxERERGRGKHkXEREREQkRig5FxERERGJEUrORURERERihJJzEREREZEYoeRcRERERCRGKDkXEREREYkRSs5FRERERGKEknMRERERkRjx/wGynbNSP18eqAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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\n", + "text/plain": [ + "<matplotlib.figure.Figure at 0x1c160b9790>" ] }, "metadata": {}, @@ -124,8 +134,16 @@ "\n", "algorithm_factory = AverageAlgorithm(scales=[0.92959,0.994381,0.9999])\n", "dst3_stream = algorithm_factory.process(stream3)\n", + "\n", + "# to ensure that the scales go with the correct observatories, observatories \n", + "# can also be set during initialization, order of observatories must be same order as scales\n", + "algorithm_factory = AverageAlgorithm(observatories=['SJG','GUA','HON'],scales = [0.994381, 0.9999, 0.92959])\n", + "dst3_diffinit = algorithm_factory.process(stream3)\n", + "\n", + "\n", "dst4_stream.plot()\n", - "dst3_stream.plot()" + "dst3_stream.plot()\n", + "dst3_diffinit.plot()" ] }, { @@ -137,14 +155,14 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x1c152034d0>" + "<matplotlib.figure.Figure at 0x1a0ced1290>" ] }, "metadata": {}, @@ -152,21 +170,21 @@ } ], "source": [ - "scaled_factory = AverageAlgorithm(scales = [.2, 2, .5, .5])\n", - "averaged_scaled_series = scaled_factory.process(dst4_stream)\n", + "scaled_factory = AverageAlgorithm(observatories = ['HON','HER','KAK','SJG'],scales = [.2, 2, .5, .5])\n", + "averaged_scaled_series = scaled_factory.process(stream4)\n", "averaged_scaled_series.plot()" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x1a0ad39c90>" + "<matplotlib.figure.Figure at 0x1c16290390>" ] }, "metadata": {}, @@ -174,9 +192,9 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x1c15617650>" + "<matplotlib.figure.Figure at 0x1c163a1210>" ] }, "metadata": {}, @@ -188,8 +206,8 @@ "dst_factory = EdgeFactory()\n", "chan = ['MGD','MSD',]\n", "OG_DST = input_factory.get_timeseries(\n", - " starttime=UTCDateTime('2018-08-02T18:00:00Z'),\n", - " endtime=UTCDateTime('2018-08-03T12:00:00Z'),\n", + " starttime=start,\n", + " endtime=end,\n", " channels=chan,\n", " observatory='USGS',\n", " type='variation',\n", @@ -226,24 +244,24 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x1c15351f50>" + "<matplotlib.legend.Legend at 0x1c169a94d0>" ] }, - "execution_count": 35, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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yik//3OlrcwRBqCiOjaIBmOWSAWRorRdbv0/BCLwTWusJWus0rXVaUlJSJU4XvAxuW5+BbZIY/+sWjubk+9ocQRAClAoLutZ6P7BHKdXWuuhcYINXrKqBPDO8PTn5Rbz+y2ZfmyIIQgXQTkGXAGsUtXI/MEkptQboBrxUeZNqJq0bxHFdrxQmLd7NlgPZvjZHEIRyov0g5BJWmZ211quANC/ZUuN56Lw2TFu1lxdnp/PJrb18bY4QJJzOL2Ldviwyjp1iY2Y2+61jCJ3XoQHntmtAdIRvxh0RvE+lBF3wLnVrRfDgua15YVY68zYdZFDb+r42SQhAdh85xdfL9rBk51E27c8ucajm6av2AZBaL4ZJd/amSUJ0dZoZdPhDT1ERdD/jpj6pfP7XLp6Zto4f/zaAWpHyFwllk51bwHu/b+fN37YWW9e0bjQtk2Lp2DieBvFR1K0VwbFTBSzfeZRpq/ax88gp+r08l8u7N+HVq7oQHiojglQEpwh6IIZcBO8TERbCS5d35roPFvPe/O08fF4bX5sk+DF/bT/CqAl/FVv+t6GtubhLY1ok1iIkRLnd98bezfjfNd34etkenvh2LVNX7mXboZN8O6aviHqAIoLuh/Rtlcj5HRrw9m9buaJ7E1ITpb+WYCevsIgPFuzgtR+dB3br3zqRsZd2pGVSrMfHUkpxzVkpXNS5ESPf/ZM1GVmMeHMh399/DqElPAgE9zj3FA3MLBehinjhsk6EhSpJYxTOsOtIDsPHL6DtMz84ifmrV3Zhx78v4rPbzy6XmDsSFxXOzPvPoV3DODZknuCBySu9ZXaNwR9CLiLofkr9+Chu7pPK9NX7WLUnQIfIyT0BY2vDqi98bUnAcjq/iEXbDpP65CwGvjaP9ftOANCmQSwz7z+H7S9dxNVnNUWpynvTYaEhzH6gPy2SajFrTab0XA5ARND9mLsHtqROTAT/+n69r02pGFl7zPvC8b61IwApLLLww7pM2j/7A9e9v/jM8ht7N2Pp00P56aGBdGpSu8T4eEUJCVF8f58Jtzw7fb30iSgH/pDlIoLux9SpFcEDQ1qxcvdxpq/a62tzKoDEYCvCLxsO0OrpOdz9+QoAosJDePmKzuz490U8f1knkuIiq/T8tSLD+G5MXwDu+ny5DO3sMQ4x9EAbPleoHq47uxnN6sXw1m9bA/jGClS7q5ddR3IY8Opv3PHpMsAI+Zd39ib9uQsY1SvFK2EVT+naNIHb+jVn+6Ecpq4MRGeiZiKC7udEhIVw7+BWbD5w8kxHkIDBJkAB+yCqHrTWvPbjRga+No/dR08B8MWdZ7Px+Qvp07JetQq5I09c2JbGtaN4YVY6uQVFPrEhkPCHYi6CHgBc1q0JrevH8va8QPPSbUIUSDZXLwdP5DJo3Dze+m0bAI+e34adLw+nb8tEH1sGkWGhvDayK0dz8hn3o8x9WxaS5SJ4RERYCKMHtGDzgZN8tXSPr83xHPHQS+WDBdvp9dKv7Dpyisa1o/jjicHcN6S1r81yol+rRIa0q8/ni3dxMDvX1+YIZSCCHiBc1TOZjo3jeff3bRRZRCADmdP5Rdz3xQpemGWm4L1/SCvmPz6Y5DoxPrbMPY+e35bcAgtvzS0+rIBgxznLRRpFhVJQSjFmUEt2HjnFT+v3+9ocD5GQiyuHT+Zx0fgFzFyTSVxkGL89OohHzm9LmB93te/QOJ4R3RrzxZLdZBw75Wtz/BZfibgj/luKhGJc2KkRzerF8N+fN1NQFADzj0rIxYn0zBP0/fdcdhzOoXeLuvzxxBCaB8iwDvcPaU1BkeaThTt9bUpAIDF0oUxCQxSPDWvLloMn+Wn9AV+b4wGSh25j9tpMLvy/BeQXWXjignZMHt2H2jHhvjbLY1rVj2VYxwZ8smgne4+f9rU5fok/THAhgh5gXNipESl1Y/j3nPTA8NIF5qzN5J5JppPQxNt6MWZQSx9bVDEeG9aOQotm8pLdvjbFL/GHeqgIeoARGqJ46qL2ZBw7zZx1gRJL94ei7htmrtnHGAcxH9gmcCdKb1U/lsFtk/hq6R5xJspAuv4LHnN+hwY0T6zFh3/s8O+89BoeQ39z7hbu+8KMWvjtmD4BLeY2rj+7GQez8/g1/aCvTfE7nIbPla7/gqeEhChu65fK6j3HWbH7mK/NKZkzhbrmCfr3q/cx7qfNhCiYek9fejar62uTvMKgtkk0qh3FO79v829nooYigh6gXNkzmYSY8GKTHPgXNfOG/2XDAe7/0njm0+89h+4pdXxskfcICw3hrgEtrM5EgA7rXEXIaItChYmJCOO+wa34a/tRVvvreOm2El6DPLnlu46eGVzrm7v70Dm5to8t8j5X9kwmMiyETxbt9LUp/otkuQjl5ZqzmhIbGcbHC3f42pQSqFkhl037s7nynT8B+Oz2XpyVGhxhFlfiosIZdVZTZq/N5MjJPF+b4zdIxyKhUsRFhTMyLZmZazLZc9QPe/Cd8dB9a0Z1sG5vFsNenw/A/67pSv/Wgd8AWhrXnJVCkUXz9bIMX5viN0jXf6HS3NavOaEhijfmbvG1KW6oAUoO5BYU8aB1Ds7/G9WNy7sn+9iiqqd9ozjSmtXh8792SeOoG6RjkVAhmtaNYUS3xny7Yq//jbNRA7JctNbc/NESth3K4f4hrRjRrYmvTaoWlFJcndaUvcdPM2/zIV+b4xf4w3NNBD0IuGtgS4osmg//8LdYenA3ilosmnsmrWDxjqNc1TOZh89r42uTqpULOjckLiqMidI4CriMh+4jGyot6EqpUKXUSqXUTG8YJJSflkmxDO/SiK+X7iE7t8DX5tgJYg89v9DCA5NXMmfdfoZ3acQrV3bx2cxCviLe2ji6cOthTvhTufMDAjnk8iCQ7oXjCJXg1r6p5OQX8f787b42xYHgE3IwYZYxny9n5ppMzuvQgP+7phuhITVLzG1c0KkhBUWab6Rx1C/aEiol6EqpZGA48IF3zBEqSlpqXQa0SeLTv3b5j7ekg2+8D601Y2es59eNB7m2V1Peub6HX49lXtX0SKlD5ya1+WZZAM2kVUU4h1wCM8vldeBxoMQ7Vyk1Wim1TCm17NAhaTypSu4a0ILjpwr42l+mqQvCjkX/+3kzE//cRc9mdRh7accaLeZgGkdHdGvMxv3ZrNub5Wtz/IaAC7kopS4GDmqtl5e2ndZ6gtY6TWudlpQU3Lm5vqZfq0S6JtfmxdnpfuKlB1cM/ZOFOxg/dyvNE2sx6Y6ziQwL9bVJfsFl3ZsQFR7CpMW7fG2Kb/GDYl4Z96IfcKlSaicwGRiilPrcK1YJFebOAS3QGt6Zt83XpgSVZ/7Jwh2M/X4DtaPDmXZvP6LCRcxtJMZGMrR9A35cf4DcgiJfm+MzHMMsAZflorX+u9Y6WWudCowC5mqtb/CaZUKFGN65EU3rRjNh/nZO5hX62JrgCLlMWryLsd9voHliLX74W39qRwfOTEPVxZU9kjmak8+MVft8bUqNpmYHAIMQpRTPDO9AkUVz7YS/vHfgrb/ApKsh94Tn++hiHwKOH9fv5+mp66hbK4Jp9/ajUe1oX5vklwxqm0SThGh+CJgJzL2Pk98SyOOha63naa0v9saxhMpzfocGAKzdm8Vhbw2etOgN2PIjLH2/HDtZC/XJA1CQ6x07qpFf0w9w12fLqVsrgun39hPPvBSUUlzUuSFzNx5k26GTvjbHJwRFxyLB/1BK8fNDAwC467NS26w9J9Y8JFj1pef7OHopLzaAsbXNa/di79hUhczbdJDbJy4jLiqM78b0pWndGF+b5Pfc2q85YOZQFXyDCHqQ0rpBHA3iI1m+6xhbD3rBY7KJ85EtcMTTBlfrPpEuY4J/MRIO+e/EHB/+sYNbPl5KdHgo0+7tR2piLV+bFBA0ToimfaN43vOrzm3Vh9Noi4GWtij4P1/e2RuA0dYJFyqHhhBryGH1ZA93sZbqkR/B2Cx4Yifc+RuEhMF3d3rBJu9isWjenLuF52duID4qjG/u7kPLpFhfmxVQ9Eqt4weN8b7BKcslkGPogn/SIimWfq3qsf1wDjNWVzL7QGtIaApNz4b5r8KBDZ7sZH23douPrgNNekD7SyDLv7qKWyyaJ79bw7ifNhMTEcq3Y/rSqUnwzTZU1dSODg/0pKaARgQ9yPnv1d0AeODLlRRZKnOnaUDB+S+ar6smebCL9Xyug1aFhPlVKuOJ3AKufu9Pvl6WQYP4SP588lxaN4jztVmBSQ0boMwRmVNUqHIaxEfx1EXtAM5MwlAhtDY3a9OzoO1wWDsFLGV1IrEJumsxU/hLKuPG/Sc4+8VfWbbrGFf2SGbhE0OoHSPZLBWl5sq5S5aLxNCFquI2a/bBzDWZ/LCuohkI2i7MXUbCyf2wY34Zu5ghfg7nFJCTV0huQREWi/XB4GMPXWvNN8v2cMHrCzhdUMQLl3XiP1d3rfFjs3gLfxh5sCYS5msDhKonLDSEibf14uaPlnD35ytY/c/zy59TrS2c8b/aXGAyV1Z/CS0HO212/FQ+01ft47uVe4ne+yeTI+D+L1fypyX/zDb/DNvFFaH5fPDTJga3q0+D+ChyC4pokVirWsYU33P0FDd/tITth3NQCj66+SwGt6tf5eetCdj+PluFrkbh8BDz1eNMBL2GMLBNElenJfP1sgx6Pv8zG5+/oHzeqOMdGh5tvPSlH0Cv0Vga92ThtsM88OVKjp2yDwrWJ8QUa+2mIq6AN+Zu5Y25W52WjzqrKdf2SqFr04Ry/8ayOJVfyHXvL2bVnuMAtKofy8TbetEkQXp/egtVg4MuziEX30i6CHoN4rkRnfh6WQaFFs3I9/7k27v7EuLxxAzWRlHbt773o5Z+wC+fv8wdx2912rJ1/ViuPzuFi2LDYSpMHt0HUs85sz7v+98JXbOQrkm1WZ3hPOTq5KV7mGwd/jciLIRxI7syoHUiCTERFfrNYDzyf89JZ/Zae7f0927sybCODSt8TKF0amLAxR+iTCLoNYio8FAWPD6Y/q/+xsrdx2nx1Gx2/Psiz8IcVg/9UHYes9bsY+z3G3gtbADDTv9BJNeTRwSvXtWFS7s2to9EuN02nKrz8SPDQ0Eppt9nRD6/0ML6fVlMWrybKcvt6Yz5hRYe+NK5Iff5yzpxYaeGJMZGlmKqZl9WLt8tz+A/P292WndtrxSeHt6e2Egp+lWBPeTi7AAI1YOU6hpG07oxTL2nL5e/vQiA9s/+wOKnhpYZUz9dUMihY6cZ8OIvZ5ZNs/RjZNh8Vo0qIrrb8OI7lZS26JLlEhEWQveUOnRPqcO4kV05nV/E5gPZ/LH1MK/96Nyj9B/T1vGPaevOfI8MCyE6IpQiiyY7t+QOLdefncKzl3SQMcyrmJos4Y5hFl956yLoNZDuKXX45eEBDP3vfHILLHT91088NqwtHRvH0791EqEhirzCIr5dvpclO44wbdU+JoQfIlnZJ6Z6+qL2XN3zXHjnY6LTv4NuV7k5k0vHIhtlZLlER4TStWkCXZsmcO/gVgDk5BWyZMdRnp2xjj1HT5/ZNq/QQl6h+wmzhrZvwF0DW5DWrE6Nm8DZ1/hB9KHa8YffLIJeQ2lVP455jw5i0Lh5AMU8YVeUtWPz8yM6ckPvZnaB7HwV/PUOHN8NCSnOO5XooUN5i3+tyDAGt6vPgnZDACiyaHLyCzmcncep/CK0huiIEJJio4iPDhMB9xFy2Q2BOqeoEMCkJtZi64sXMrR96Sl7MRGhdGwUR4fGtbmxT6qzWPa8xaQ0/vG6mz0r5qF7QmiIIj4qnBZJsXRqUpvOybVpVT+O2jHhIuZ+gD80EFY3/jA4l3joNZyw0BA+uPkscvIK+XH9fr5auoes0wUMaVefAW2S6NY0wTRyTvoITroRysTW0Hmk6Tk6dCxExdvXndHz0mPoQvBge5j6ykP1Jf7wi0XQBcCENK7okcwVPZJL2KKUrIU+98Dar2Hu83Dhqw4CXnUeuiD4MzKWi+DflNb1r3F36HYDLJkAX1wNp47a9wHx0GsgNfF57Q/DHYiHLnhIGXnF5z8Pmatgy0/wanNoPtA+iYWroIuHHrRI84VBBucS/BvtMDiXO2LqwpiFcP0U833H72YAL/Dr0RYF71KTu/474qt4xMz8AAAgAElEQVQ2BPHQBc/QFs/cr9bnwd/3QkQt2DQbtvwM9Ts4byMeetBTE/9ef/jNIuiCh5SjK3ekddq2dsPNqxjioQcrZ7r+18D/13kKOt/YICEXwTO8OR6qeOhBiwRcfIsIuuAh3hxsSTz0YKcmPq/94TeLoAue4W0PXQhK7CGXmoc/jIcugi54TmlZLuU7kHnzB5dG8CqS5WIIuBi6UqqpUuo3pVS6Umq9UupBbxom+BmOU9BVFiWCHuz4Qyeb6sYffnJlslwKgUe01iuUUnHAcqXUz1rrDV6yTfAntIYQL3voNbJiHtzU7JCL7+cUrfAdqrXO1FqvsH7OBtKBJt4yTPA3vFhExUMXgpyAC7k4opRKBboDi71xPMEP8eo07uKhBzs18VntD7+50oKulIoFvgX+prU+4Wb9aKXUMqXUskOHDlX2dILP8GLa4hk994M7QPAqMha9ISAnuFBKhWPEfJLW+jt322itJ2it07TWaUlJSZU5neBLxEMXPOBMCanhf21+oQWLpfovQoUbRZV5FH8IpGut/+s9kwT/pIzBucqDxNCDnkDr+q+15mB2Hqv3HGfLwZPsOpLDwew8juXkcyq/iNioMIosmvxCC/lFZg7bUKVQCgotmrwCC4dP5p053tvztvHO79uIiwyjdkw48VHhvH19D5rVq1Wlv6MyWS79gBuBtUqpVdZlT2mtZ1feLMHv8GbaonjoQUsgRVyO5eTzS/oB/tx+hD+2HOZgtl2QE2MjaZwQRZ2YCOrHh5BbUERoiCIiNITwMOPYWCwarSEsVBEZFkrt6HDaN4qjQXwUmw9kcyK3kBOnC8iyvqLDQ6v8N1VY0LXWfyBDN9QcqqKnqHjoQYu//rVaa35JP8hXS3czb9MhCi2aurUi6NOyHmnN6tC5SW06NI4nJqJy4xYOaOOb8LKMtih4iLfHcrEdUwgm/PWf1VqzYMthXvtxE2v3ZtEgPpLbz2nOxV0a06lJfNA05oqgC+7RGgpOQ0SM/bt46EIZ+KMwbth3gudmruev7UdpkhDNuJFdubx7E0JD/M/WyiJjuQjuWfQGvNQI9iy1LhAPXfCcMrv+p38PY2tD1t4qs6GwyMJbv21lxFt/sOXAScZe0oG5jw7kqp7JQSnmIB66UBLLPzHvn10OT2WUPQVdeRAPPWjxuOv/yknmfd9KqO39DubHcvK5Z9IK/tx+hOFdGvHCiE7UqRXh9fP4GyLogntaDoaj26DNMPNd8tAFD/C4hISGm/eifK/bsONwDjd/tIT9WbmMG9mVq3ome/0c/ooIuuCejbNcFnizp6h46MFOmX9tWJR597KgH8zO5aaPFpOTV8Tku3rTI6WOV4/v70gMXSjOqaOQnWk+552AAxvgwDrx0IWysZaRMjsWhVnDH4V5pW9XDk7mFXLbJ0s5nJ3PR7ecVePEHMRDF9yR4zDmzol98E4f6/LD3jm+eOhBi8ePfFt7jC7yynnzCy2M+Xw56ZnZfHBTGt2aJnjluIGGeOhCcU4dtX8+sM7+Ofe4l04QnBkGggOePqu98FC3WDSPT1nNgi2HefmKzgxuV7/SxwxURNCF4pw6Yt6j6zovP7TRO8e3eehFBRXbf/1U+HCYd2wRvIrnE1xYN7QUVvqc4+duYdqqfTx6fhtGpjWt9PECGRF0oTg2QY9rVEUnsN7M/2kDhzaVf/dvboE9f0FBrletEiqPx3OK2pS/kjH0ZTuPMv7XLVzevQn3Dm5VqWMFAyLoNZ2C03DSIWb++6sw93nzOa6B87Y3f++dczo2ru5b6X6bAxvg99fcV8lDrE0/uVnesUcond2LTSegw1s83qXsSIqtllZxQT+RW8DfvlpFcp0YnhvR0X0v1ZzDUFQIR7aBxTvxen9GGkVrOi82NO8NOkPdVNODD0yjVVRt522bD6g+u75/ADKWQsfLILG1WbZrERzdDmHRkJ9tBN31oVOTyT8Fi9+Fvg9AqBdv7fXWqQ62/mL/L0rA80Qoq+IXepC2uGsRJLWDGOcQ4Isz08nMyuXru/oQFxVuX3HyoBHv8Ch4rSU06gaZq6Dj5TDibZMy6bX5cf2L4PxVQtlsmgMvN7N/P7DWLuZgRDM0smrO7cldn3/KvDtm1nx8IUy/1y5W+dnety2QWfAf+PVfsPpL7x1z0xzYudB8Liw7xGVPSC3DRbe1n7jmoeedhJkP2RvmLUXmf3+7D+xZAuvMw2Xd3iwWLF/F33sU0rOZNT3x+G5Y8SmMaw3/bQevpJrlmdbRvddPNcNZ/PYCnD4Gyz4OurCdeOjBjNYmSyU0AlCQ1Ma+7udnS89aCY/yrpfnhIOgu9bNj2yDei3tjWUH10NKb+eHQH6OeffEu6tJ2K5LXrGZICvOl6Psn8shfiWGXLSGhf8Hu6wPiZxDMOU2uPA1qFUPNkyHZR+ZkNuev6C1tfH75H744ho4fRTd+jxemLWB7yLH0nDdEWj5lnnQe8qiN8zDDyBrD3S6Ehp09Hx/P0Y89EChMM85ndATdi2Cd8+Bt3rBW2c5r6vfofR9VUjVeS9OHrrDnb/qC3ijB7ycAoetjaWzHoEvr3Xe3+bVeRp/tRTB6q+CP4ZqewBXNHuoLApPl7lJmZWvo9vhl3/CsZ3m+6pJsO5b+OO/JtZtO8Cev8z7lh/t+5425V/9O5mxGXfSEGvjfXnEHJxrBQv+A+/0hUObYcYDztcuANtoaq6gF+aDxeJrKzzny1HwanNTBc5c49k++Sedv+c5fA8pw/vOOeRcxU7p49k5PaIED33bXPPueiNt/cX9YTz10Nd8BVNHm/hyZchcbWo2/tohyvafeiEV0C1Fnh/X7RUqzIejO9zv8Odb8Hw9mDbGo+O3C9lT8sq6Leyfxywy7z1ugr9nQMsh7vd56yxYMdE8YPJzTA3h5RTjZAQQgSPoJ/bBwvFwbJd3jvdCEsx8ELb+ar9BC/OMmPz6HORZ47O7FsGS98u+iZd+aDIBqioMYBO7L0fBe/0928c1JWzbr+Z9+URYN6Xs/W2ezJUfei/DBZzdOEshzH4cdiywX3NXdAkPXk89dFsooiIpklkZds/+/XNNuKDgVPmPU9V8dQP88br5XFU1kZxDsPi9Uu8FW9piseFzj2wz99yKiSXs6aWH5DMH4YGVMOQZuPYrE0q54Tu4aBxExplyBtD1Woh106D+/YPwUmN77+hp98DMh8v1MPMlgSPoWRnw8z/KlTpVIrYCv+JT+PwK2DTb/GEv1DdP5QX/MTfHhhmmQWb2o3AwvfRj/vqceT99rJTzWsrn3WkNf/wPfnqm+LqiQtg+r/T9C1yqyOkzTWPjD38v+9zhtewPhOg69tHxvIKDoBechiXvwcSLS77Gtu7htgGdbOSeMA/5kwdLP11YpP1cYK7r9nnu/4tDm8yD+WC6GQv+fx3tXpqlwPk43mbnQvN/2yg47Zk4556wNmhbf4+3QgWuIb61X8Ocx0vvYFZSyGX9VPOePqP0cw75R4kH1iqUIbzHPxq+Y1/8z+MwNsvE4G/+3v5fD3gM2l5gPrc6177cxkXj4DLrcdpeVIpBGpZ9CLv+KL7q9HGvjkXjDQJH0EOtg/lUIm+V08dN3rNrQc3ONNkBjugi2Lvc/r2sUeFsY1OUdDMV5sMb3U0Lvqcc2wm/jDWNOK5MGAifjrBnILjD1ZNc+7Vp5S+weqx97oN7l9jXxzuMS92wE/S2Vn8bdfXcZk9w9NBttgAcL6X2ZSmC8BjnZdPvMQ95WwNXSdg8/8JcI5JLPzDX7s83i2+7Ybp5XzvFZP4A7FnsvM3p4yWH6/Kyyzdpwy//gs3WOPEnF5n/Oz/HPGxebAjPOaTqnT4On15mwgGOuIrkX295fv7SSC+hVuZaxi0WE0pZPZleK59kZ9R1hJzIsK//8lp734bSiEmEAY/av49ZBKO+gIfWw9P7ebHrL+zMi+OGyy6BS8bD7T/by9LZoz1Lq73tR/PQiIw1Qv/UPuj3oFk38ImS95v5kKllgPmPN86CV5qZmpErOUd85tEHTpaL7Qlb2hPx1FGIjC+enZG5xuTPfjLcZH20GOy8fttvsHGm87J9q5wbDvcug8bdSj63rWA5eugfDDUiefVEyFhiBHr5x3DJ68X337XI1AbAeBxwphHILbYxVk4eKHkbmyf5xC5T+FwZ9qJ5b9DZiNfo32Hh60bo6reHthfabfEqDoKed7LkzRxZ+03J16MsL8kmQIW55sa0pfVt+Qn63m8+28Z7t/2Pe5ebDAiAiFjn473ZE86+Gy58xdy4juXt86tMg94/j5fdQmixmMZAMNdZhRpHInO180N00tVGbD6wxn+njYG7frev3+PwULbxRprZJqJW6TacPGiEe/8aiE+GgY/Z1239uYR9XMrcz/8483BMtS5K+P0fkLUN+j9sasBl8cAqqJPqvCyp/Znsk22HTvLJkv1c2yuFtg3joOHNZR/THck9zctGRC2TRfXETlMT7X4j7F8Lk60N8c0Hwo7fTWPuGz0gtT/sXGDff8tPpkYHJv+/zTCjM2DuqzFuPPsqJHAE/YyHXoKnrLVpNGx7EVz8P+P19LzZiPx7/aHjFXYRdPW4XMUcYPtvOMX1Zj0CZ91RfLu9y403Z+Podkg523zOWApYp3A7vtu+TUGu8UaT2tqX2cQcjDcaEgqnSgnf2Dixz4jK9w+awrT0A+PlRMbZQzLhMTDgcZj/qvtj3DTNhBhik4zItxgMqeeUfe4K43Bd83OcV43NMmGPP980ITEbU+8q+XAWN1kd676F1AHmN+Va0/hOHXH2bg9ssN+MAH9bZ0QVrP+/lcXvFJ+tafG75hWVAI9usQ8Ha8vOWDUJujt4b5YiE3ZoOcTeQca10Tq6Dpw6bOLUgxzCYlt+dM72OLTRZGXUSYUvroa9K4r//iNbzO9LSDEPNMeUVTAPk8nXwuYfnJcPfMzcS5aikj10W8edj4aZ4SHchFFitluP60mNtMsoqNvc/v3WOaYm7dD559+z04kOD+Wh89q4OYAXiLbmsic0hVpJ9uU3zzCOWYb1PnYUc1cWjTcvGwfWwje3wsiPvW9vCQSOoLvz0C1FplEtLNK+fNNsUyXauQA2TLP3drT1doOSG7X6PuD8h5QVowZ436XVfNrdJt7c8Qrn5VkOVdBvbjY30lP73HtQG2dC+0uLe6RD/lG86vrT0yaLY/8aWPW5WXZ4s308cxVq7HF8eLhSKxGaOzS0th5a8rbeoJ5Db0NXUQNj6yXjnQW9NPJPmeyThf8Hw/5tHoZzHjfrxmbZPfT9a50dglMuwwHvXGD2dceSCe6X5x43bRwXuTwsp9/rLOi7FsG3t0Pve6BZX2g11Dl0UZhnt2fDNPMqicJck5VRJ9We/ueOjKXw6aWmvLvWtA6uLy7mAGMTKLOB8uRBU6u1iVzdFsaRKclWR+5ZbGpICx1qqT1vcd6mWV/zsrJw62F+ST/Ikxe2IzG2ijq7ORIeBdd9Y+4LgOu+Ng5TWfF/d6z/rloFPYBi6NY/cuNMe3701LtMQybYq8dg7124ba69McYT+twLF79uf1q7cqZ3W6Hxyhe/5367bXOdxdhicbbPdiPZYvmuecNf32QaYpZ+6Ly8fnt43E3a136XNEabmIPxzpUqHn/2JQ072z+vmmT/7PgQVAoadPLseOu/M2IO8OPf7WIOxgO3PZjLagfZOKvkdM56LUveb8l77rOvdv1pwiFv9LR7/H+9beKusx917gBUUjpfaZQm5mCuhc15cYz5r/7K9E8AiLUO/VDf1rHGRcwj44sf9+QBEwKz4SLmg/L+w6EL3oV2FzvvN+QZqN8O2lzgvDy25OFuiyya52duILlONLf0TS1xO6/T5nxo0sN8jqkLIz+BS61tWQ27eH4/qRIchCoigDx0a5V2y0/wYgN49pi9UM18yPQus+FBB4gzxDWG7H1w0wyIawhpt5rXso9h5t/MNj1vMZMmf3ltyXFFR47vdo4z5p0wDVquvN4Z2g2Hc58tvm7WI8WXpfaHKDc3WGnYajauKVr1fdgzzl2tpMfNJlTmyB2/mnDKvx3mhAwJK3+edfY+5++tzjM36++vOC/fOBPCo4vv36ir+4bOxLb2DlCfjoD7V9jtS2oHHzsIl2vD7crPzcvGoTKyqCrL7EeNQ9DhMpOTb+NRh1TOea/AvJec93PX69Rd6mFYFDy5h++Xb2Xn1B2caj0IEus7hzNttWjXMhxf8iTRU5bvYeP+bN68rjtR4dUrjk6EhJpc9h43me952SaN87u7TPtYVAKMngfjre1sbS4w0QFPavneNLNaz1YZXMcVccxAcRRzKN1zueT/nL8/km4asFoMdF7e/Ub7Z1sDlSdiDqbqPvl65+9uwzzaFPi3etkXuXovZ98NF7xsYq/lFXOwV+MbdDChjrPvNgMU3epBQ1VVoRTc6lLdb9qreLgjPMq0BTjWSmp7OOFvV5fepSHhZpCmO3+DG6bA4Kfgkc3wzCHn7Rw9Txuth9mHFHbE0bPMzjT/se1hU96x45e87/x96L9Map0N2+9pcyHFiEpw7xQ4suxDI+rjHIaY7XOf8za2BuJ+D5pjQnEvuyRu+A7CIigIN2VUa4o7EYnW+Lejd3v1p+Z/dsPJvEJe+3EzPZvVYXjnqhrKuYJExplQ01UfwbCXTKNq3ebwVCY8fQCu+8pcQw/Gv/EmlRJ0pdQFSqlNSqmtSqknvWWUW1z/9A/dxHkdx+9uPrD4ejCNRK64y0YIDTM31C2zKhauOOYgQl/dULzxryQudUmlO/efJn3wRofQUXl6bdqqfOHRcP8yk5nR/XqI9vEUXc1cfkNIKXnuMXUh7Tbz2bVm4bifYz5x/0dMBxMbkbEm68NWjQYzUmNYRPGJPFyplUSxUES3G+DKD6CuNRSTfJb95nXN1vCEXS7pp12uhl53wh1z4ZyH7F5sQgrcu9Q8iG6aYWy7b6lpcwEY9JS5ViPehl53mcZwdwx7Cc5/wXlZRAz8fa8pc7aaiuuDsePl5v2S/4MnHRr6G3cHXCa4cLwOdy+EziOt57HW0ELCoMOIkq4I787bxuGTefzj4g7uh8b1BxKamlCtzb6IGLtWhUVW+3hDFRZ0pVQo8BZwIdABuFYpVcYAIZUk1U0PyZtnwoNr4JFN8MhGqGX1mmolFvfqz3nI5LrasBWwkuh1p8n2iGtoX9bzFnNDjbRWO897ruT9oxxEMz+n5Ni8I7FJzr0y3YUAbpxmPIIBj0GXa0o/3jOlpDX6mlvn2D+X1Bhp4/wX4Z6/TGzTkQiHh+3FDg1t8U2MB3WbNTvk7LtLPvb9y00jWEnUqld82dCxplw8sMLE+rP22KvXriJYFkntiy+zlZXknuZctnKgrIOshUWYWuVjW01NIbG1ydIZ+LgJXXW/3jTUlpRbHZPo3pGJjDX/xfXfGA/etVbY7mLTwNrzFhNSsDVwW+1zmuAiMtY8NG6Zbfo12M5nc5BKCZ3tPX6a9xds57JujQN3ftCwSBP+rcahIirjofcCtmqtt2ut84HJQMmPW29ww3dmPIa/7zWNOS3PNYJbp5lddHOsvQbPuhPusI4B0qSnEY+hY+0pY1G1jYflCYkOGSI9bjY3VIcRpsXe5jm6o91w++f9a5wfJm7PY62SOnaQcHfThUeZG37IM3DFBPddmMFkxXi1h6eXqedQ/S/LzogYEwPufhM8uNq+3FbzuWWWc63DJvQpvU0efmmdRmLqmgdF6/Pdr3dMY7PhKHQRsSbM9+3t5nu9VvYejE/uhqscshxG/04x7pxr/9zvQYiIK/4gPyOCpfQcTWhavLyEhpn75tYfTJuEjVIaIgHTcG3rp+CIa07+nXON9+1y3jNd//veD6n9nPex/Zb4ksNnr/5gQlaPXdCudDv9mQPrzfs3t1TbQF+VEfQmgOMIORnWZVVHWISJXUXGmsacG78rufNGsz7QqIu5se6ca0+Dsolqn/s9P6+jh24L6yhlWuzDS+m40aAjNEmzf69tvTy9RsOFLmlug58xVWcbN80wVV9PeHQz3LfMednQf5k0TH/GUbTKGizszHYhzlX5of8yItOsn70BuNOVzvtEJ3g2Bru7jI6UvpDgplOWY1fySBeRC4+2ny+qNnRyyN5p3A2aueT4O9YyznsOnsqgGLYHni5F0Eui1bnmfrB1lGvYGVoM8mzfZuc4d8Rz/a1R8cb7tuJRZCQkxNRwb3OTNgms3H2M6av2cWf/FjRJcFNDDRRs4aQN0+CLUdUSfqlMlou7v65Y3UIpNRoYDZCS4iZ+XdW4lrDwKJMhU56YnFL2HmKu3pqt80OTNFMTWOKQyhgZ7yxaLQbDFe9DTD1TrbUUmdQygD73OB+3xcDiDbWlkdgarvjADN5/bKfZ15YZ5K+EOVyb0HLa2v5SOLIV+t5nXjaePlD+Y9m48BXnQcseXGNqQmU1RrsOHuYuTObIdZOdM3dsOKZzumILSZU0UJknRMTAPw6bh6en5T8kxHQ8e6ef6Zjn6qGXQJlBho6Xud9Pa16YlU5SXCRjBpWSKhoIdB1lXmunmDz2gxtK723uBSoj6BmA4xTbycA+14201hOACQBpaWlVH0y6a37ZXcErMv3UDd+ZTAZ3kz78ba1pWIuMNaLwL2vVPyrePnBUl2tM9dMxVtx7jMmgyc4su4u2J3QZae+w4dqz0R9xvJblbXi+5jP3y0vImPCIWg4hsRu+NaE8Tzi81fm769R9rkTGFV/2VGbptRTb/1nZkRQrGoKzNfh6+D9VNGw8a20my3cd45UrO1MrMnCyqkul81UmSSPWTejOy1Tmii0FWiulmgN7gVHAdV6xqjJ4eyApG2ERJd/gjpkzShmv7vQx46GfsD7j+txbvOFPqeLxxcpSO9l4UqWFgvyRCD/q+ASmJ6cjMYnFe5baSO4JWQ4ZH1HlaMTrYR2TpKzfr7zgoVcGW7igjFpfZbJRcguKeHnORto3iueqnk3L3iGQqAYxh0rE0LXWhcB9wI9AOvC11nq9twwLaGzuSXSC3WN07O5elVz+rhm/PLFV2dv6E/7yALrtRzNQlCv1rZko/R+FMX86r7tkvOlUYqMsD92RS8eXvQ3YnQFfzbqUdot5d9dA7IBdzsvvon+8cCcZx07zzPD2hIb4aZqin1OpOo3Wejbgwx4qfoptfJLaTU1a5d5l1eeBRtcxVbxAw1889JTe7pdf9o4Z2rb/I8VtjYp3zo8vj6B7iu2YMWXkzFcV5zwM/R7yOFxZ3pDLwRO5vPXbVoa2r0+/VmVkgwklEiRBKj/jqo/M2CIx9Uxctn4Ap15VFx42tvmMhKZw1Yclr3eMTbuLU0cllD4pd1nYRhHtMqrsbasCx6GFy9isIjw7fT35RRaeHl61XVmCHRH0qqDDiFJ7wAluqAqvtjopS8n+ttZ5ELY+95lxz8tz/NL6PPgZ5XHQ56zN5If1+3n8grY0T/ST0FuAIoIu+Af+2rXbW7imPrrrtBME2OcU9Wz7rFMFPDtjPR0axXNn/xZl7yCUigi64FtGTix7vlYhYCjvc/mFWRs4mpPPx7ecRXhoAKTa+jki6IJv6XhZiZ1MAo6z7ix9IpEahPYg6DJnbSbfLM9gzKCWdGoS4CE3P0EEXRC8xfBxZW8T5Ngc9LJCLnuPn+aJb9fQNbk2Dw2tomnlaiBSxxEEwWt4EnLJySvknkkrsGgYf213IsJEhryFeOiCIHidkjz03IIi7vx0Gev2ZvHO9T1oVk+yWryJPBoFQfAi1iwXNzH0giIL932xkkXbjvDqlV04v2PDYtsIlUMEXRAEr1FSyCW/0MLDX6/ml/QDPDeiI1f29HAqQaFcSMhFEASv4xhyOXwyjzGfL2fpzmM8cUE7buqT6jO7gh0RdEEQvIarg56eeYI7Ji7j8Mk8xl/bnUu7NvaJXTUFEXRBELyG4/C5s9Zk8tiU1cRFhfHN3X3okhygc4MGECLogiB4nWemrWPVnuN0bZrAhBt70iC+EhOPCB4jgi4IgtewDWO+Yd8JHhvWltEDWkiX/mpEBF0QBK/Rq3ld7uzfnGvOakqr+m6m2hOqFBF0QRC8RlxUuIxp7kOkLiQIghAkiKALgiAECSLogiAIQYIIuiAIQpAggi4IghAkiKALgiAECSLogiAIQYIIuiAIQpCgdFmT/3nzZEodAnZVcPdE4LAXzQkm5Nq4R65Lyci1cY+/XpdmWuuksjaqVkGvDEqpZVrrNF/b4Y/ItXGPXJeSkWvjnkC/LhJyEQRBCBJE0AVBEIKEQBL0Cb42wI+Ra+MeuS4lI9fGPQF9XQImhi4IgiCUTiB56IIgCEIpBISgK6UuUEptUkptVUo96Wt7qgKlVFOl1G9KqXSl1Hql1IPW5XWVUj8rpbZY3+tYlyul1HjrNVmjlOrhcKybrdtvUUrd7LC8p1JqrXWf8cpxAkg/RykVqpRaqZSaaf3eXCm12Pobv1JKRViXR1q/b7WuT3U4xt+tyzcppYY5LA/Y8qWUSlBKTVFKbbSWnT5SZkAp9ZD1PlqnlPpSKRVVI8qM1tqvX0AosA1oAUQAq4EOvrarCn5nI6CH9XMcsBnoALwKPGld/iTwivXzRcAczETrvYHF1uV1ge3W9zrWz3Ws65YAfaz7zAEu9PXvLsf1eRj4Aphp/f41MMr6+V1gjPXzPcC71s+jgK+snztYy04k0NxapkIDvXwBE4E7rJ8jgISaXmaAJsAOINqhrNxSE8pMIHjovYCtWuvtWut8YDIwwsc2eR2tdabWeoX1czaQjimYIzA3Ldb3y6yfRwCfasNfQIJSqhEwDPhZa31Ua30M+Bm4wLouXmv9pzal9VOHY/k1SqlkYDjwgfW7AoYAU6ybuF4X2/WaApxr3X4EMFlrnae13gFsxZStgC1fSql4YADwIYDWOl9rfRwpM2BmY4tWSoUBMUAmNaDMBIKgNwH2OHzPsC4LWqxVvu7AYqCB1lPDpowAAAJ0SURBVDoTjOgD9a2blXRdSlue4WZ5IPA68DhgsX6vBxzXWhdavzv+ljO/37o+y7p9ea9XINACOAR8bA1HfaCUqkUNLzNa673AOGA3RsizgOXUgDITCILuLmYXtKk5SqlY4Fvgb1rrE6Vt6maZrsByv0YpdTFwUGu93HGxm011GeuC6rpYCQN6AO9orbsDOZgQS0nUiGtjbTMYgQmTNAZqARe62TToykwgCHoG0NThezKwz0e2VClKqXCMmE/SWn9nXXzAWvXF+n7Quryk61La8mQ3y/2dfsClSqmdmKrtEIzHnmCtToPzbznz+63rawNHKf/1CgQygAyt9WLr9ykYga/pZWYosENrfUhrXQB8B/SlBpSZQBD0pUBrawt1BKbRYoaPbfI61pjdh0C61vq/DqtmALasg5uB6Q7Lb7JmLvQGsqzV6x+B85VSdayeyvnAj9Z12Uqp3tZz3eRwLL9Fa/13rXWy1joV89/P1VpfD/wGXGXdzPW62K7XVdbttXX5KGtGQ3OgNabBL2DLl9Z6P7BHKdXWuuhcYAM1vMxgQi29lVIxVrtt1yX4y4yvW2U9eWFa5zdjWpaf9rU9VfQbz8FU29YAq6yvizCxvF+BLdb3utbtFfCW9ZqsBdIcjnUbpgFnK3Crw/I0YJ11nzexdiwLlBcwCHuWSwvMzbUV+AaItC6Psn7fal3fwmH/p62/fRMO2RqBXL6AbsAya7mZhslSqfFlBvgXsNFq+2eYTJWgLzPSU1QQBCFICISQiyAIguABIuiCIAhBggi6IAhCkCCCLgiCECSIoAuCIAQJIuiCIAhBggi6IAhCkCCCLgiCECT8PxxN7GSIr2nNAAAAAElFTkSuQmCC\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x1c1560e250>" + "<matplotlib.figure.Figure at 0x1c161155d0>" ] }, "metadata": {}, diff --git a/geomagio/algorithm/AverageAlgorithm.py b/geomagio/algorithm/AverageAlgorithm.py index cb9c6c85bafdb3fcb4f4191510b3e6d4921d6093..0d43c9e019fd0983419b0803beb935749f766372 100644 --- a/geomagio/algorithm/AverageAlgorithm.py +++ b/geomagio/algorithm/AverageAlgorithm.py @@ -10,17 +10,6 @@ import numpy import obspy.core -# Possible correction factors. -# Defaults to 1.0 if station not found in list. -CORR = { - 'HON': 1.0, - 'SJG': 1.0, - 'HER': 1.0, - 'KAK': 1.0, - 'GUA': 1.0 -} - - class AverageAlgorithm(Algorithm): """Algorithm that creates an averaged Dst. @@ -29,7 +18,7 @@ class AverageAlgorithm(Algorithm): """ - def __init__(self, observatories=None, channel=None, scales=[None, ]): + def __init__(self, observatories=None, channel=None, scales=None): Algorithm.__init__(self) self._npts = -1 self._stt = -1 @@ -93,26 +82,20 @@ class AverageAlgorithm(Algorithm): out_stream: new stream object containing the averaged values. """ + if not self.observatories: + self.observatories = self.observatories or \ + [t.stats.station for t in timeseries] - # If outchannel is not initialized it defaults to the - # input channel of the timeseries if not self.outchannel: self.outchannel = timeseries[0].stats.channel - if not self.observatories: - self.observatories = [] - for trace in timeseries: - self.observatories += [trace.stats.station, ] - - # Set Correction values if specified and add a dicitonary - # if observatory is not already set in CORR - if self.scales[0]: - for obs in self.observatories: - if obs not in CORR: - new_obs = {str(obs): 1.0} - CORR.update(new_obs) - for (i, obs) in enumerate(self.observatories): - CORR[obs] = self.scales[i] + scale_values = self.scales or ([1] * len(timeseries)) + lat_corr = {} + i = 0 + for obs in self.observatories: + new_obs = {str(obs): scale_values[i]} + lat_corr.update(new_obs) + i += 1 # Run checks on input timeseries self.check_stream(timeseries) @@ -123,9 +106,8 @@ class AverageAlgorithm(Algorithm): for obsy in self.observatories: # lookup latitude correction factor, default = 1.0 - latcorr = 1.0 - if obsy in CORR: - latcorr = CORR[obsy] + if obsy in lat_corr: + latcorr = lat_corr[obsy] # create array of data for each station # and take into account correction factor @@ -136,8 +118,16 @@ class AverageAlgorithm(Algorithm): dst_tot = numpy.mean(combined, axis=0) # Create a stream from the trace function + new_stats = obspy.core.Stats() + new_stats.station = 'USGS' + new_stats.channel = self.outchannel + new_stats.network = 'NT' + new_stats.location = 'RD' + new_stats.starttime = timeseries[0].stats.starttime + new_stats.npts = timeseries[0].stats.npts + new_stats.delta = timeseries[0].stats.delta stream = obspy.core.Stream(( - get_trace(self.outchannel, self._stats, dst_tot), )) + obspy.core.Trace(dst_tot, new_stats), )) # return averaged values as a stream return stream @@ -152,7 +142,7 @@ class AverageAlgorithm(Algorithm): command line argument parser """ parser.add_argument('--average-observatory-scale', - default=(None,), + default=None, help='Scale factor for observatories specified with ' + '--observatory argument', nargs='*', @@ -175,44 +165,7 @@ class AverageAlgorithm(Algorithm): self.outchannel = arguments.outchannels[0] self.scales = arguments.average_observatory_scale - if self.scales[0] is not None: + if self.scales: if len(self.observatories) != len(self.scales): raise AlgorithmException( 'Mismatch between observatories and scale factors') - else: - for (i, obs) in enumerate(self.observatories): - CORR[obs] = self.scales[i] - - -def get_trace(channel, stats, data): - """Utility to create a new trace object. - - Parameters - ---------- - channel : str - channel name. - stats : obspy.core.Stats - channel metadata to clone. - data : numpy.array - channel data. - - Returns - ------- - obspy.core.Trace - trace containing data and metadata. - """ - New_stats = obspy.core.Stats(stats) - - if 'data_interval' in stats: - New_stats.data_interval = stats.data_interval - elif stats.delta == 60: - New_stats.data_interval = 'minute' - elif stats.delta == 1: - New_stats.data_interval = 'second' - - New_stats.channel = channel - New_stats.station = 'USGS' - New_stats.network = 'NT' - New_stats.location = stats.location - - return obspy.core.Trace(data, New_stats)