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@krischer
Created April 6, 2016 17:08
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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MmQTsAGYGsO8RYBowC3jMSrsVWGblnSIiA0WkP/A9Y8xFwNvA/2fl/S1ws1XH\nb8Lpv1Kqc/j1r3/NvHnzbE93DVUo60paW1spLS1tc8aJN8EsdK2srAz7lGBvF06D0Be6+hopsQtK\n0tPTqayspLa2tl3+/Px8xowZ4zqGV1xxBWvXruX48eO29b/66qskJSUxbNgw1qxZ47XvqmsJd6Rk\nArDC2l5O2xvttdsnIrFAszGmyhhzCEiyybsCuBA4D1jjXt7azjDG7DXGVAOlIpIc5mtQSnVg7777\nLjt37uSOO+6IaL2hXKukrKyMhIQEYmJi/OYNdvomKSnJ6/5IjZR4u2S8t7K+RkqOHTvWbk1JVFSU\n1/d169atnHnmma7n/fr149xzz2X16tXt8ubn5zN//ny2bNnCK6+8wg9/+EN2797dLl9DQwMPPPAA\no0ePJicnh3/+85+2fQX46quvWLx4MR9++KHXQEideuHeJTgJOGptVwLJfvYlAe7herOIxHikV1l5\ne7mludftHkg587b7y//e977XrrN2pxF6O7Uw0Lzhlte2Tn35nj17kpiY6HqkpKSQmZlJVlYWaWlp\nREdHtyujTo6dO3dy22238c477/i8AV4oBg0aFPQ38ECnbiC4ha7l5eU+15TExcXR1NREY2MjPXv2\ntM3ja6Frr169EBEaGhps74zs6zolwYyUwLfrSkaNGtUmfevWrZx//vlt0qZNm8YHH3zAlVde2SZ9\n4cKF/OpXv2LUqFGMGjWKBx98kJkzZ7Jx40bXSEtFRQVXXnkl/fv354033mDfvn3MmzeP119/nT/+\n8Y+ugOnzzz/nwQcfZMuWLVxyySUcOXKErVu3Mm3aNK699lpOP/10SkpK+Oyzz9i8eTNbt26lvr6e\nqKgoUlNTycjIIC0tjaioKJqbm6mtreX48ePU1NRQX1/vCvQ8f3put7a20tLSQktLS5tt5wMc/5+C\neURFRfnc78kY43q0tra2225tbQUcwWV0dHSbnyLSJp/7z2D77uvu3uEGJRWA8zc5gbbBgd2+Cmvb\n1b4xpklEnHmrrP37gTpguE3drW7lPdt0iY+Pd22PHTuWM844w/YF2H1z8PZtIpj0E5VX24t8e/X1\n9VRWVlJYWMi2bdsoLi7myJEjHDlyhLKyMtLT08nMzCQjI4OBAwe2eQwYMICkpCT69OlDfHw8vXv3\ndv0zcP+Db25upqmpyfXTc7u1tZXY2Fh69+5NXFwcvXv3pmfPnmFfj6Mzy8vL40c/+hGPPvooF198\nccTrD2XJvPwQAAAY6ElEQVRNSaDXKIHAR0paW1uprq72OX0jIq4zcLy1X1VV1W7kwp1zsatdUOLr\nOiXBrCkB74tdP//883YLla+44gqmTZvGM8884/qg+vrrr9mwYQOvv/66K9/cuXNZv349s2fP5o03\n3qCkpIQrr7ySnJwcnnzySaKiojjrrLOYNm0aCxcuZNy4ccyYMYM9e/awfft27rvvPt5++23Xay8u\nLub//u//eOmllzh06BDJycmceeaZTJ8+nfvvv5/4+HhaWlooKiri6NGjFBUVAY4P6z59+rj+3mNj\nY9t8wDr/Xt3/bt3ToqOjXQ/nB77zAW2DhkAf7sGF58PbFzPPYCYqKsqVBo7fSWfg5NxubW1tk8+9\njkD6vmXLFj777DPX/+H169fb/l6FG5RsAO4GXgcuA9b72meMqRORaBFJwBGElLnlnQq8av28FWi0\nyuNR91ERGQKUAEnGGNu/+v/93/8N86Up5VhoV1BQwJEjRygoKHA91q9f79qurKykpqaGmpoaGhoa\nXN8o4NtvDz169CAmJoaYmBjb7aioKOrr66mrq6O2tpa6ujqam5tdwUmvXr3a/IyJiWn3j81u2z2t\nR48eAf2MxLZ7+3bfuuzSGhsbqaioYM+ePfzrX/9i27ZtvPTSS+2+RUfK4MGDg56+CfQaJeCYMqmv\nr/c5ugGOgCA+Pt7viJxzXYm3oKS6upoRI0b47E91dbVt+UiOlNhd1bWxsZHt27czduzYNuljxowh\nISGBdevWMWnSJAAeffRRfv7znxMXF+fKJyL85S9/4aabbmLQoEG0tLQwf/58/vu//7vNB2/v3r1Z\ntGgRs2fPJi8vj+nTp3PZZZe1W4uUmprKbbfdxm233Wb72pyGDRvmc78K3AUXXNDm+SuvvGKbL6yg\nxBiTLyJFIpIHHAAeF5GngPvs9lnFHgDexzHiMddKexl4XUR+AvzLGHMUQESWicg6HMHLLCvv/cBr\nOKZxHgyn/0r507NnT7Kzs8nOzg4ov90wbKhaWlqoq6ujsbGRxsZGGhoaXD+doyt2w8G+hombm5vb\n/XQ+PIeTnWn19fVt9vvbbm5ubvPtyr0fvtJiYmJISEggOzubW265hauuuiqiC1s9ZWVlcfjwYa/f\nKO3YnQbrjYi4Rkuc94ex4+90YCd/60p8nRIM3he7NjQ0YIyxHUHxdfE0uzUl4Bgp+fDDD9ukbd++\nnezs7DaBhtOsWbN44403mDRpErt27WL58uU899xz7fLFxsby1ltvceTIEXr37u1zsfEZZ5zhdXRc\ndWzhjpRgjJnvkXS3j30YY9bSdkEsxpjjwNU2eZ8GnvZI2wZMCqPLSp0wkVx/Eh0d3WYaUkVWnz59\niIuLo7S0lJSUlIDKePsg9sa5riQSQYm/M3B8rSkB79cqcS5ytQvMEhISqK6udg3dOx0/fhxjDH36\n9GlXxm76xnORq7s5c+Zw5plnMnfuXO666y4WLFjgdSpLRMjKyvL6GlXnpxdPU0p1W87RkkAFG5QE\nsq6kvLzc55k3ToGMlPgKSryNlHibuoFvA2PPYMg5dWMXyNhd1dVXUJKZmcnjjz/OOeecQ2xsLHfd\ndZfX16C6Pg1KlFLd1okOSgK5VkmkRkr8Td/4GinxtcjW7lLzvs5CyszMpKioiMbGRlear6AE4Mc/\n/jG1tbV88MEHerZbN6dBiVKq2zoZIyX+TguO1JoSf9M33q7q6mukBOzXlfh6H2JiYjjttNPYuXMn\n4Dgrw19QAvhcDKy6Dw1KlFLdVihBia/1IZ4CuVZJMEFJOCMl3qZvIj1SAjB+/Hjy8/MBx52B4+Li\nggrmVPelQYlSqtsK5lolxpiQF7r6EuiaEl+n50L4C119tes5UuIvKDnzzDNdQcmGDRuYOHGi17xK\nudOgRCnVbQUzUlJdXe26eFagTtZISWNjIy0tLT6vehvKQleAlJSUdq/B36nR48ePZ+vWrQBs3LiR\nCy+80GtepdxpUKKU6raCCUqCHSWByAYlvha6OkdJfF1vJdSFrikpKRQXF7dJKyoq8vleeI6UTJgw\nwWtepdxpUKKU6rbcL6DmT6hBSUlJic88kVjo6m8KBsIbKfF8Df4ut5+ZmUlcXBwvvvgiR48e9bvI\nVSknDUqUUt1W37596dGjh9878MKJHSkJdE2Jt5ESf4tcwfvZN/5GSlJTU9sFJYWFhT4X/IoIv/nN\nb7j99tt54IEH9MwaFbCwr+iqlFKd2aBBgzh8+LDfwOBEBSX+7hDs5G+kxFdgAaEvdLUbKSksLGTg\nwIE+25s1axbl5eXcfvvtPvMp5S6skRIRWSQieSLymoi0u+KN3X4RmSgi6630MVZanIgstdLudSv/\nsYiUich0t7RXROQTEVklIvPC6b9SSgW6riTY04Hh24un+ZoeisSaksrKSr9BSTjTN+5rShoaGqiu\nriY5Odlne1FRUdx5553ExMT4zKeUu5CDEhEZB2QYYyYBO4CZAe5/BJiG4wZ7j1lptwLLrLxTRMQZ\ngs8C/mDT/M3GmCnGmN+H2n+llAJHUBLIacGhjJQ47+psN0LhFGhQ0q9fPyorK20DHH+BhbN8JKZv\nnGfeuN8LR6lICee3agKwwtpejsdN9uz2i0gs0GyMqTLGHAKSbPKuBC4EMMYUAp7LyQ3wsoh8aAU+\nSikVsmBGSkK5AJivKZzm5mbq6ur8rgcBx5VSY2NjOX78eLt9J3qkxD0oCWTqRqlQhROUJAHO3/BK\nwHMsz26/expAs4jEBFCXu3nGmAnAncCfQu69UkpxaoMSZzDh61Red97WlQQalIQyUhIfH09TUxN1\ndXWA/0WuSoXD70JXEUkH3sIxQgGOkQuDY2TDGV4nAJ53naqw2V9hbbvaN8Y0iYgzb5W1f7+3/hhj\nyq2fO0TEiIgYm/HMhx56yLWdk5NDTk6On1eqlOqOAg1KCgsLQwpK7C4+5hToIlcn57qSrKysNumB\nBCW9evXCGENDQ0Obi6z5W+gqIqSmplJaWkpWVhYFBQUalKig5ebmkpub6zef36DEGHMMmOyZLiLj\ngbuB14HLgPUeWTZ47jfG1IlItIgk4AhCytzyTgVetX7e6tmcW7t9jTHVIpIGxNgFJNA2KFFKKW8C\nvdT8iRgpCXQ9iZOvkZLBgwf7LCsirtESZ1BijAloPYpzsWtWVpZO36iQeA4OLFy40DZfyNM3xph8\noEhE8oDRwFIAEXlKRHp52w88ALwPvAkssNJeBmZYeXONMUetuv4MzAEeFpH5Vt7XRWQt8HfgnlD7\nr5RS4AhKDh486PMMmZqaGowxxMfHB12/v6AkkGuUOHm71HwgIyXQfrFrXV0dMTExfq8j4r6uRKdv\n1IkU1nVKjDHzbdLu9rN/LR6LYo0xx4GrbfLeYpM2I9T+KqWUp379+tGzZ09KS0tJSUmxzeM8HTjQ\ntR/uIjlS4u2mfIGMdkD7xa6BlsvMzHSNJhUUFPDd73434D4rFQw9p0sp1e1lZ2dz4MABr/tDnboB\n30FJsGtKwh0p8VzsGshF1wCGDx/O7t27AThw4ACDBg0KuM9KBUODEqVUt3eqgpJQRkoiOX0TyD1z\nAEaMGMGuXbtoaWlhx44djBo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lVIegQYlSSimlOgQNSpRSSinVIWhQopRSSqkOQYMSpZRS\nSnUI/z+isjN46//FgAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10232d630>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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BecASK+0uYJWVd4aIZItIBnCtMWYy8CbwMyvvb4DbrTp+HUr7lVLtQ11dHQ8+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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1073efc18>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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2/Rf+8ePHA6p3PgIQX5dfwL/ZlFAWoXqaAfEVgKxdu5arrrrK8f348ePp3r07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\npZRSSrW4/w9sTpT2RnmNRQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1129c34a8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x1073efba8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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RpOSqq64qEqxIkQcSVktZMOeu7fHUqVOHBg0a0LBhQyIjIwteGzduzFlnncVZ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\n4Be8AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112d712b0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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I4N577+WVV14JdSjGVEk2s2KMqVCPP/44MTExPPfcc6EOpUwdOnSIq6++mu3b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\nY4wxxhSu2j8byBhjjDGVk50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"text/plain": [
"<matplotlib.figure.Figure at 0x112d742e8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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kbqCGqr4gIvOAMcAxYLGq3iwiZZ3LQojIv51+12SI1T4NZEwe+7//+z/uuOMO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\nJqNqAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112f5b550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"# Use requests to get nice error messages\n",
"import io\n",
"import requests\n",
"import obspy\n",
"\n",
"\n",
"# No STF\n",
"r = requests.get(\"http://localhost:7000/seismograms?receiverlatitude=0.0&sourcelatitude=0.0&\"\n",
" \"receiverlongitude=10.0&sourcelongitude=0.0&format=miniseed&\"\n",
" \"sourcedoublecouple=33.3,33.3,33.3&components=N&\"\n",
" \"sourcedepthinmeters=10000&dt=1.0\")\n",
"if not r.ok:\n",
" print(\"ERROR\")\n",
" print(r.reason)\n",
"else:\n",
" with io.BytesIO(r.content) as buf:\n",
" st = obspy.read(buf)\n",
" st.trim(endtime=st[0].stats.starttime + 500).plot()\n",
" \n",
"\n",
" \n",
"for sw in [20.0, 30.0, 40.0, 60.0, 100.0, 200.0]:\n",
" r = requests.get(\"http://localhost:7000/seismograms?receiverlatitude=0.0&sourcelatitude=0.0&\"\n",
" \"receiverlongitude=10.0&sourcelongitude=0.0&format=miniseed&\"\n",
" \"sourcedoublecouple=33.3,33.3,33.3&sourcewidth=%.1f&components=N&\"\n",
" \"sourcedepthinmeters=10000&dt=1.0\" % sw)\n",
" if not r.ok:\n",
" print(\"ERROR\")\n",
" print(r.reason)\n",
" break\n",
" with io.BytesIO(r.content) as buf:\n",
" st = obspy.read(buf)\n",
" st.trim(endtime=st[0].stats.starttime + 500).plot()"
]
}
],
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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