{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Rank River Flows" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from __future__ import division\n", "\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import numpy as np\n", "\n", "from salishsea_tools import nc_tools\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = nc.Dataset('/ocean/sallen/allen/research/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "lat = grid.variables['nav_lat'][:,:]\n", "lon = grid.variables['nav_lon'][:,:]\n", "depth = grid.variables['Bathymetry'][:]" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "collapsed": false }, "outputs": [], "source": [ "river = nc.Dataset('/ocean/sallen/allen/research/MEOPAR/NEMO-forcing/rivers/rivers_cnst.nc')" ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(898, 398)\n", "(169,)\n", "(169,)\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEACAYAAACwB81wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztnX+cVOV56L8PLLCrBAGNDIIKdxtb0MZIr9beNrtjbtwh\nIdGktwpaI2kk1fBjqeZGfixbRgm5Sj5NAyjxtpukmBQE20+tMqkuiS6b+6lGk2IRiDFuJA3IIEFU\n0F1k4bl/nDPs/DgzO7vz68ye5/v5zGfOvOc95zzzzpznvO/zPs/ziqpiGIZhDH2GVVoAwzAMozyY\nwjcMwwgIpvANwzACgil8wzCMgGAK3zAMIyCYwjcMwwgI/Sp8EVksIi+JyG4RWeyWjReR7SLyioi0\ni8jYpPrLROSXIvKyiDSVUnjDMAwjf3IqfBG5DJgHXAlcDnxKROqBpcB2Vb0E+JH7GRGZDswGpgMz\ngQ0iYqMIwzAMH9CfMv494Ceq2qOqp4AdwP8CrgM2unU2Ap9xt68HNqvqSVXdB7wKXFV0qQ3DMIwB\n05/C3w181DXhnAV8EpgMTFDVQ26dQ8AEd/sCYH/S8fuBSUWU1zAMwxgkNbl2qurLInI/0A68C7wI\nnEqroyKSKz+D5W4wDMPwATkVPoCqfgf4DoCIrMbptR8SkZCqxkVkIvCGW/0AcGHS4ZPdshT6eUAY\nhmEYWVBVGeyx+XjpnO++XwT8KbAJeByY61aZCzzmbj8OzBGRkSIyFfgQ8HwWoSv2amxciTPwSH+l\nltfXf5Rt23bQ1NRCY+NKmppa2LZtR0Vl93qtXLmy4jKYnMGUsampJcu9tAJQzj77al/eM35tz/5e\nhdJvDx/4JxE5FzgJzFfVt0XkPmCriNwG7ANudJX4XhHZCuwFet36vuvNjxrVm2VPirWKd955n8WL\nn6Kra/WZsq6uFl54YTfPPvs6J07UMGpUL83NTcya1VBCiQ3DnzQ3N9HV1ZJyj8ByHCc9ePfdCOvX\nb7f7wyfkY9LJ+KVU9U3g41nqfw34WuGilY7+/qQJjh8/xuHDq1PKurpWs2bNbLq7tySVtQDYn9oI\nHIn//Oc+dxNHj47CsejOBPruhZ6e4RWRzcgknx7+kCPxJ12/vpWenuEcO3aY11/vIR7v+5PW1y/n\n1Kn/xr59mcd3d09L+dzVtZr161srpvDD4XBFrjtQTM7i4ScZZ81q4Mor22lvB1iVtjdMbe2PKiDV\nwPBTe5YSqYTFRUR8Z+mJxTpZv347PT3Dqa09xaJF17JuXTvt7V/1qN1K+h977Ni5XH75VDPxGIEk\nFutk3ryNxOMhoG9UHArdSVvbZ+1+KBIighYwaWsKPwexWGeGDb+u7na6u/+c5CGrQ99DoL6+hbVr\nI/YnNwJFLNZJa+vD7Nv3LjCSqVNHc++9s+0+KCKm8EtMes//6qsn8v3vH8hi/+/7Y0cirTz5ZPrw\n1jnfunXtNuFrGMaAKVThB9KGPxBmzWrIUMhXXtl5xv6/a9cvOHr0S6T3+L0mqrxGDDbhaxhGubDE\nZoNg1qwGnnxyFR0dUa68sp5M8w7U1p7KKFu3rj1tZJCY8N1+5nMs1kkksoJwOEoksoJYrLPo8huG\nEUysh18gXi6e9fXLWbRoZkbdEye8mzsxGvAaAezadRdnnfUgb75Zi8gJpkwZzapVt9qIwDCMAWMK\nv0DSXTwdD5+Zngo5W8BXYjTgNQKIx79B8oTw0aMtfPazD3LZZQ+b4jcMY0CYwi8CXnZ+L/obDWQb\nAUDyfMBqTp5sZedOWLz4qTPXT8Ymhg3D8MIUfhnpbzSQb8qHxAOgq2tVRsCXTQwbhpENU/hlJtdo\nIN+UD8kPgHRvoOwTw5WLBDaKh43ejEIwhe8jvFI+/OpX7/DWW8k39HIgDnweyPQG6m9iOB1TINWD\njd6MQjGF7zPSRwCxWCd//dcL+MUvjvLee++i+kEcZd/g6Q3U38RwMqZAqgsbvRmFYn74PmfWrAZ+\n9rMHOX58E0888WUikYk0Nj5NJNLK2rWZ3kDNzU3U17eklDkPhmszzp1PXIDhHwY6ejOMdKyHX0Xk\n4w00EDfRfOICzNzjHwYyejMML0zhD0HydRPNpUDM3OM/BhLkZxhe9Js8TUSWAbcAp4GXgL8Azga2\nABfjrnilqm8l1f8CjitJs6q2e5yzapKnDWW8lHp9/XJuuWUyDzywgyNHtmQcky0pnFEevNJ42wM4\nOJQ0W6aITAGeBqap6gkR2QL8ALgU+K2qrhGRJcA4VV0qItNx1ry9EpgE/BC4RFVPp53XFL5PyJ4N\ndAQQzajf2BiloyOz3DCM0lPqbJnv4Kxle5aInALOAl4HlgGNbp2NQAewFLge2KyqJ4F9IvIqcBXw\n3GAFNEpLuvknElnh9vhXeNY3e7FhVC85vXTctWv/BvgvHEX/lqpuByao6iG32iFggrt9AbA/6RT7\ncXr6RpXw+uvH3a0mID9vH8MwqoOcPXwRqQf+CpgCvA08KiK3JNdRVRWRXPYZz33RaPTMdjgcDsya\nkn7n17/+L3cr0etvBYYzfPhPWbv2brMXG0YZ6ejooKOjo2jn68+GPxu4VlXnuZ8/B1wNfAy4RlXj\nIjIReEZVf09ElgKo6n1u/SeBlar6k7Tzmg3fZyRcMLdv/xmqM0helxSWc/bZezh+/F8rJZ5hGBRu\nw+8v8Opl4GoRqRMRAT4O7AWeAOa6deYCj7nbjwNzRGSkiEwFPgQ8P1jhjPKQ8NZpb/8qqucAEZye\nfdR9n8nIkWdVUkTDMIpATpOOqv6niDwM/BTHLfM/gL8DPgBsFZHbcN0y3fp7RWQrzkOhF5hvXXn/\nkxpxOxp4ivQe/pQpZ5dfMMMwiootYh5A0iNoX3/9OLt3f9Pd24njeHUBThrmU4RCB2hr+7zZ7w2j\nwtgi5saAiMU6mTfvMXclLYeRI/8sqUZCqW9n3LjXuOqqi1i0yJS9YQwFrIcfMGbMmM/OnRvSSjsZ\nOfL7vP/+350pqa9f7pmczTCMymE9fGNAvPbaux6lDYwY8Tdcc03/CdcMw6heTOEHDJETnuUjR55l\nOXIMY4hj+fADxpQpo0mPoDUvHMMIBmbDDxjOpO1G4vFUL5xrrvkg7e376O2to6amm4ULG4lG51da\nXMMwkihptsxSYQq/sqRnyBw//n0effRtensfOlOnpuYOWlo+bEq/zMRinbS2Pswrrxx03WbP5pJL\nxrJq1RybUzFM4RuFc955sz1z35977hx++9tHKiBRMOkbfQGESA5+C4Xuoq3tM6b0A06pUysYAaC3\nty5LeW2ZJQk269a1E49PBCaSGukM8fg3bK1ho2DMS8egpqY7S3lPmSUJNtnWGE5gi5UbhWI9fIOF\nCxupqbkjpaym5nYWLjTzQTlx1hhOvDKxxWeMQjGFbxCNzqel5cOce+4czjnn85x77hxaWi63Cdsy\n09zcRCh0EDhIuutsKHSnLT5jFIxN2hqGj/Dy0vnd3x3HvffOtglbw7x0DMMwgoJ56RiGYRh5YQrf\nMAwjIPSr8EXkd0VkZ9LrbRFpFpHxIrJdRF4RkXYRGZt0zDIR+aWIvCwiTaX9CkahxGKdRCIrCIej\nRCIriMU6Ky2SYRglYEA2fBEZBhwArgIWAb9V1TUisgQYp6pLRWQ6sAm4EpgE/BC4RFVPJ53HbPg+\nIbGebd8Sh1BXdwd3321pFQzDb5Tbhv9x4FVV/Q1wHc5aeLjvn3G3rwc2q+pJVd0HvIrzgDB8SOp6\ntg7d3Q+xZs0O6+kbxhBjoAp/DrDZ3Z6gqofc7UPABHf7AmB/0jH7cXr6hg/JFt3Z3T3NQvkNY4iR\nd2oFERkJfBpYkr5PVVVEctloMvZFo9Ez2+FwmHA4nK8oRhFxoju9OGWh/IZRYTo6Oujo6Cja+fK2\n4YvI9cCXVHWm+/llIKyqcRGZCDyjqr8nIksBVPU+t96TwEpV/UnSucyG7xNisU5uuGET3d0PJZUu\nB2YSiWy3VbAMw0eU04Z/E33mHIDHgbnu9lzgsaTyOSIyUkSmAh8Cnh+sgEZpmTWrgbvv/jB1dbOB\nKNAKzKS+/kkL5TeMIUZePXwRORv4NTBVVY+5ZeOBrcBFwD7gRlV9y923HPgCThaoxar6VNr5rIfv\nM9IXRVm06FoL5TcMn2GpFQzDMAKCpVYwDMMw8sIWQDGMJGKxTtata3czVfbS3Nxkpi1jyGAK3zBc\nvKKOu7qcvPSm9I2hgJl0Akws1smMGfMYP34O48bNZcaM+YGOrvWKOu7qWm0BaMaQwXr4ASUW62Te\nvI3E4yGgDYCdO2HevLtoawtmjzZb1LEFoBUPM5lVFlP4AWXdunbi8YnAV1PK4/FvsH59ayBvwmxR\nx7aW7OBIV+5/9EcX8P3vH0gZRW3fPo+zzrqfSy6ZyKpVtwbyf1dOTOEHlGy9WYADB46VURL/0Nzc\nRFdXS4pCqq9fzqJFMysoVXXiNR/y4x/Pprt7S0o91TbefbeVnTtPM2/exsCOLsuFKfyAkj2HDhw8\nGC+jJP4hoWjWr29NCkCbaQpoEHhnYZ2WpfZwYBXxeCvr12+39i4hpvADSnNzE8888yAnT7YAyTfm\nnYRC51RKrIoza1aDKZwi4D2CzJ6oz2E4PT0lEsgATOEHllmzGrjssofZufMQTpqkkcBoYDaTJ5tX\nykCxychUvEeQTdTV3eGZqM/hFLW1pZctyJjCDzCrVt2aYWc1m/XAyea//8ILu3n22dcD+RDwng95\nkltu+TBPPLGAl156m5Mnp+Io+wZgOaFQnEWLPl8hiYOB5dIJOJY0rXAikRW0t381o7yuLnWSsr6+\nhbVrI4Fp31z/Lech+W1+/ev3UH2furqTfPnLn7JlNfvBkqcZRoUJh6Ps2BH12BN1X31EIq1Vs8ZA\nKcxUiXMeOHCYX/1KUsw7QXsgDoZCFb6ZdAJONLqBBx7YQW9vHTU13Sxc2Gi9rAGSa9WwdKoliKsU\naSZSz7mC9BgQJ6o5mDEg5cIUfoCJRjewevUuenv7zA6rV98BbDClPwC87NV1dbfT3f3nGXWrJYgr\ne5qJ/BVy+gjh8OE36era4O61qOZKYAo/wDg9+9RAmN7eh3jggTmm8AeAl//+1Vdfzve//xRdXX3K\nsZomxAtNM+E1QqitvTWphkU1V4K8FL6IjMVJuHIpzoLkfwH8EtgCXEzmilfLcFa8OgU0q2p70SU3\nCqa3ty5LufnGDRQv//0rr+ysyiCuWKyT3bt/7rkvX4XsNULo6bko6VMTkBoDUk0PxGol3x7+WuAH\nqvpnIlIDnI3za21X1TUisgRYCiwVkenAbGA6MAn4oYhcoqqnSyC/UQA1Nd1Zyi36pRiUM4irWBOs\niZ75kSMLKEQhe48Qmqit/RI9Pd/CccV0PJnq6ycyadIHquaBWM30q/BF5Bzgo6o6F0BVe4G3ReQ6\noNGtthHowFH61wObVfUksE9EXgWuAp4rvvhGITQ1TWHz5i8Cf59UOo+mposrJZIxCIo5wZrZM28F\nhnPuuS+zdu38vM/nPZHdwLRpD3P++cmjngWm5MtIPj38qcBhEfkucDnwM+CvgAmqesitcwiY4G5f\nQKpy34/T0zd8xpEjI4ArgDlALdADNPDmmwcrKpcxMIoxwZogtWfeQKInftll0QGdK1siOsuIWVny\nUfg1wAxgoaq+ICLfxOnJn0FVVURyOdZn7ItGo2e2w+Ew4XA4H3mNIuLc3PPdVx89PdFKiGMMkmLm\n8S9WimhLRFccOjo66OjoKNr58lH4+4H9qvqC+/mfgGVAXERCqhoXkYnAG+7+A8CFScdPdstSSFb4\nRmWw/O9Dg2L+jsVMEW2J6AonvTN8zz33FHS+fhW+q9B/4068vgJ8HNjjvuYC97vvj7mHPA5sEpFv\n4JhyPgQ8X5CURkko5Oa2ZGH+odhKGqxnPlTJK7WCiFyO45Y5EujCccscDmwFLiLTLXM5jltmL7BY\nVZ9KO5+lVvAJg8ml4zVJaGHxlcVyIgUDy6VjlJ1sycKqKU9MNWKjKsNy6Rhlxxb7Lj+lyG1jBI9h\nlRbAqD4GOkkYi3USiawgHI4SiawgFusspXhDkuyul7ZYjZE/1sM3BsxAJgmtZ1ocbFRlFANT+MaA\nGYgnRzGDgoKMudAaxcAUvjEo8vWxLkbWRZuoLK7rpRFcTOEbJaWQnqmZg/rwTsE8mXXr2vn6158O\n9MPQGACqWvaXc1kjCGzbtkPr65cr6JlXff0y3bZtR7/HNjW1pByXeEUiK8ogub/xbtflebWrUb24\nunPQutd6+EZJKSRyM5c5KOimHpsbMQaDKXyj5Aw2p0o2c9CxY4cDb+oxrx1jMJgfvuFbmpubqK9v\nSSmrr1+O6onA+6TnMzdi8Q/+JBbrZMaMeYwfP4dx4+YyY8b8sv021sM3fEs2c9DXv/60Z/0g9W77\n89qxCW9/Eot1Mm/eRuLxEE56Mti5E+bNu4u2ttL/NpZLx6g6LJePQ66Eafm2UdDnQsqN87sADO7/\na7l0jMCRj096EBRZrrmRfGz8NgooP9l+FyjPCNUUvlF19Of5Y4osPxu/efqUn2y/C5QnatoUvlGV\n5OrdmiLLbxRknj7lp7m5iV27NhKPtwB9v00odCeLFn225NfPS+GLyD7gHeAUcFJVrxKR8cAW4GIy\nF0BZhrMAyimgWVXbiy+6YXhjiiy/+AfLz1N+Zs1qoK0NWlsfZt++m4CRTJ06mnvvnV2Wzki+PXwF\nwqr6ZlLZUmC7qq4RkSXu56UiMh2YDUzHWeLwh+7yiKeLKbhhZMMUmUN/8Q+Wn6cyVHKt34GYdNJn\nhq8DGt3tjUAHjtK/HtisqieBfSLyKnAV8FxhohpGfpgiyw9bvzZ45Lum7a+At3FMNP9XVf9eRI6q\n6jh3vwBvquo4EVkPPKeq/+juawP+TVX/Oel85pZplBRb49UYipTLLfOPVfWgiHwQ2C4iLyfvVFUV\nkVwa3LS7UVZKOWy++eYlPProXlTPRuRdbrhhOps23V+SaxlGMclL4avqQff9sIj8C46J5pCIhFQ1\nLiITgTfc6geAC5MOn+yWpRCNRs9sh8NhwuHwYOQ3jLJy881L2Lz5TeCJM2WbN38RWGJK3yg6HR0d\ndHR0FO18/Zp0ROQsYLiqHhORs4F24B7g48ARVb1fRJYCY1U1MWm7CeehMAn4IfA7yTYcM+kY1cqI\nEZ+mt/eJjPKamk9z8mRmuWEUk3KYdCYA/+KY6akB/lFV20Xkp8BWEbkN1y0TQFX3ishWYC/QC8w3\n7W5UM7FYp+tGd5ze3lrPOqpnl1kqwxg4lkvHMHKQmuxqNfBpks05CayHb5SDQnv4lh7ZMHKwbl07\n8fhE+qIipwNfTKs1jxtumF5ewQxjEFhqBcPIQWbU7v3AEpyefh1wnJtu+n2bsDWqAlP4hpED76jd\nhHJvpbFxOJs2RcsokWEMHjPpGEYOmpubCIUOAi1pe+4Erg1cuoZq5eablzBixKepqZnDiBGf5uab\nl1RapIpgk7aG0Q+xWCfNzRt47bVuVMcCo4HZ1Nc/ydq1lorA7/TFTvx9UukXuemm8VVniit00tYU\nvmHkiaVrqE6GUuyEKXzDMIwc1NTM4dSpRzLKhw+fQ29vZrmfMbdMwzCMHIi8O6DyoYwpfMMwfE0s\n1smMGfMYP34O48bNZcaM+cRinXkf78RIWOwEmEnHMAyfEY1u4IEHdtDbW8epU2+gOoZ3360ndUnA\nu2hr+0zecyhDJcOp2fANwxgyRKMbWL16F729D7klK9z3r2bUjURaefLJVWWTzQ+UKx++YRhGyXF6\n9luSSrKrqCCtUVwsTOEbhuEbenvr0kuy1rWgt4Fjk7aGMUBisU4ikRWEw1EikRUDmkA0clNT051W\n0gRkRjqHQneyaNG15RJryGA9fMMYANHoBtas2UV390Nnyrq6HGVkQViFs3BhI6tX35Fkw29g2LD1\nnH/+bzlx4iZgJFOnjubee2dntPfNNy9h69Y9nHO6i7eH1XPjjZdW5cRsKbFJW8PIk1iskxtueJDu\n7i0Z+4I4gVhsEt45x469yfvvj2DUqHMYPVpZuLCBaHR+zmMT6RPOIsIcvsAjfJf3eLIq0yfkoiyB\nVyIyXER2isgT7ufxIrJdRF4RkXYRGZtUd5mI/FJEXhaRpsEKZhh+Y926drq7p3nuswnEwkh45xw5\nsoX3398O/IBTp87JS9kDPPHIvzGFf+cTLKeNY3yCZUzh33nikX8rvfBVRL42/MU4SxYmuuVLge2q\negnwI/cz7nq2s3FWiZgJbBCRITFPEI1u4LzzZjN27Oc577zZRKMbKi2SUWac3Pjek4g2gVgYjnfO\nQyllvb0P8cAD+c2PvCfTeIMoo+hBgFH08Ab38J54P6CDSr/KWEQmA58E2oDEUOI6YKO7vRH4jLt9\nPbBZVU+q6j7gVZzFzKua5N7H22//A0eObGH16l2m9AOGkxu/ifQJxLq6220CsUAyvXMS5d5rCKcz\nbNh7gFDLW0SYzijeAsQtNxLk0/v+W+ArwOmksgmqesjdPoSz0DnABcD+pHr7gUmFCllpCu19GEOD\n5uYm6uufAiJAKxClrm42d999uU3YFkimd06ivCev42+4YTq13M8jfJd2drOF71LLfYFMn5CLnF46\nIvIp4A1V3SkiYa86qqoikmsGtupnZwvtfRhDg4RST02RvMCUfRHI9M6BmprbWbgwv7bdtOl+bmYJ\njz76DwzXR3lf3uX6Gz42pCZsi0F/bpn/A7hORD4J1AJjROR7wCERCalqXEQmAm+49Q8AFyYdP9kt\nyyAajZ7ZDofDhMPhQX2BclBo78MYOsya1WAKvgQ4E7MbeOCBOfT21lJT05P3hG2CTZvuZ9Om0slY\nCTo6Oujo6Cja+fJ2yxSRRuB/q+qnRWQNcERV7xeRpcBYVV3qTtpuwrHbTwJ+CPxOug9mtbllZub3\ncHofLS2XD+gPafibWKyT1taH2bfvOKqjmDr1bFatmmMK3vANZUue5ir8L6vqdSIyHtgKXATsA25U\n1bfcesuBL+C4MyxW1ac8zlVVCh8SPsKdg+59GP4mFutk3ryNxOMhCsnKaBilJBDZMmOxTtata+fE\niRpGjeqlubmpKm7AapU7iEQiK2hvB8vKaPiZIZ8tMxbrZPHip+jq6ut1VUMoe7XKHVQcH3tvLKjK\nGCr4Pihq3br2FKUJ0NW1mvXrt1dIovyoVrmDiuNjb0FVxtDG9wo/W8/L772uapU7qDQ3NxEKWVZG\nw2GoZkT1vUnH6Xll4vdeV7XKHVRmzWqgrQ3XSyd3VkZjaDOkzbGqWvaXc9n82LZth9bXL1fQM6/6\n+mW6bduOvM9RCapVbsMIOk1NLSn3beIViayotGjq6s5B617f9/D7ohtbk6IbZ+Z80vrBO2YwcveH\nH76XYVQz+dxDQ9ocW8jTYrAvBtDDHyhePeu6utv10kv/UpuaWqq2h+09Ylhetd/HMMpNvvfQUO7h\nDzmFn+3HghVVrST9/Cc0jGog33vIz+bYQhW+7006AyW7P7UzHHNcI1urzhQypIeZhlEG8r2HSmGO\n9QtDTuFn846BPu+Y9B+4Gmzj5vUzMKrhNzXKy0DuoaGaJG/IKfzm5ia6ulrSgp6W4yzA5ZD8A1eL\nC5bX96qvX86iRTNzHBVMquU3NcqL3UNVkktnoMRinaxfv50DB47R1XWQ7u4FgHOj19cvZ+3avuGZ\nk0OlOvKnJL5X3zDz2oK9flpbH+G1195F5ARTpoxm1apbq14pVtNvapSXYt9D5SYQydMKob8fOByO\nsmNHNOO4xsYoHR2Z5UMFJzvkY8Tj30gqbSEUitPWNreqboJ0gvqbGvlTrSa/IZ88rVD6s8UF1Ta+\nbl17mrIHWE083sr69dur4s+fjaD+pkZ+BNnk5/tcOqXGWac0NX+KY9cb2vlTcnkzVbvnT1B/UyM/\ngpzYcMj38PujWC5Y1TZEzOXNVJvHUr1+/r5D2a3OKJwguzj3t4h5LbADGAWMBP5VVZe5K15tAS4m\nc8WrZTgrXp0CmlW1vXTiF4dCXbCqcYjY3NzErl13pZl1lhMKxVm06PM5j62G7ztU3eqMwinU5Ofn\nzk6/9BeZBZzlvtcAzwF/AqwB7nbLlwD3udvTgReBEcAU4FVgmMc5SxWIVhGqNQp227YdOmPGfB03\n7lYdN26OXnHFbXlFE1br9zUM1cIiabOlblm58sEySF6GSFtVfc/dHIkTrnoUuA5odMs3Ah3AUuB6\nYLOqngT2icirOAuaPzfYB1I1kG2IeODAMSKRFb7tCQy2FxzkIbFR/QzU5Jfco9+9++ccObIlZX93\n90OsWTObK6+8zFf3txf9KnwRGQb8B1APfEtV94jIBFU95FY5BExwty8gVbnvByYVUV5fkm2I2NV1\nkN27tyR9TjV7VOvQ0LxgjGon385Opvky6lmvu3taVXi35dPDPw18RETOAZ4SkWvS9quI5HKq99wX\njUbPbIfDYcLhcD7y+hKvCL66utvdgK8+kvP4VIMdPBsWsWgEhUyPnuzODqUY4XZ0dNDR0VG08+Xt\npaOqb4tIDPgD4JCIhFQ1LiITgTfcageAC5MOm+yWZZCs8KsdryHi/v2wZ0+m4k78KbK7hvk/sZt5\nwRhBIdN82QTcATyUVOakbqmtLb5bZ3pn+J577inofP156ZwH9KrqWyJSB1wL3AM8DswF7nffH3MP\neRzYJCLfwDHlfAh4viAJq4T0IWIksoI9ezLrJcwehdjBE6ag118/zsGDBwmFxjJp0gfLahIyLxgj\nCGSaLxuA3Qwb9qecPv1hHGfEmdTXP1kVI9z+evgTgY2uHX8Y8D1V/ZGI7AS2ishtuG6ZAKq6V0S2\nAntxxj7z3ZnlwNGf2WOwdnAvU9CRIy3s2dNEV9dTgP9NQoZRLXjfx/u55ZaP89xzB90R7vaqGeEO\n+Vw6lSRXHh8vxZ2e2M2LbInBoBVY1W+CsGqdKDaMSuGnhGuWS8fH5DJ7DNYO3t8CL7lMQtU8UWwY\nlWIomS9N4VeQwfyR+lvgJZdJqJonig2jmAR1pGsKv8rItcBLf66RA5ko9rohgEDeJMbQIsgjXVP4\nVUayKeh7AlsIAAASRUlEQVTAgWMcPBgnFDqHyZP7nzjKd6LY64bYtesu4G3i8W+fKQvKTWJUJ9l6\n8UEe6ZrCr0IGa1PMN2DK64Zwkqy1ppQF5SYxqo9cvfggpwYxhR8g8p0o7m9iOJl8b5Kg2kyNypCr\nFz9qlLeHYBBSg5jCDxj5jA76mxhOJp+bxGs5xRdeWMiUKQ8zZsxkewAYRSdXL/4rX/lYYFODmMI3\nMvAy/YRCdwLvEI/31cv3JmltfYR4fENK2dGjD3D06AISyagSw22wiWGjcHLNVwU5NYgFXhmeeAWb\nAIMKQBk3bi5vvbXRY89cnOzaDjNmLODtt8emJaG7g7vv/jDR6PxCv5IRIAYb2Oh3Cg28MoVvlJzx\n4+dw9OgjHntuAjaf+TR2rPeDoa5uNo8+uiCvtNI2V2Ak8FOEbLGwSFvD90yZMpqjR1uA9NiBs1Pq\nibzveXxyrvFc3hdAQf7V9rDwD8X4LYZShGyxMIVvlJxVq25l3ryNxOOtOJ4+pxg27JecPr3oTJ36\n+uWMGXM2R496neFUXmmlVXXQ/tVBDsbxG/ZblA5T+EbJmTWrgba2hP0famvh6quv4bnnttPT8/SZ\nSTOAG264g+7u7LnGB+NDnY/raJCDcfyG/RalwxS+URbyHV7fffdu1qyZTXf3NLxyjefyvsg2L5SP\n62iQg3H8hv0WpcMUvuErotH5XHnlZUmTbakpI/qLFh6sf7Wt0+sf7LcoHabwDd9RaFrpwfhXZ1uX\n+OqrLy/w2xgDJddD3SbWC6Nft0wRuRB4GDgfZ0Hyv1PVdSIyHtgCXIy76pWqvuUeswz4As6YvFlV\n29POaW6Zhu+IRjewZs2OJHPStdTXP8XatRFTKmUmWxxIpm99S6B+n0LdMoflUeckcKeqXgpcDSwQ\nkWnAUmC7ql4C/Mj9jIhMB2YD04GZwAZ3iUTD8DXPPvs63d1bcKJ/VwEN7mRh8RenNrKT6MX39Axn\n1KjeM/7z2Sdz7ffJl35NOqoaB+Lu9nER+TnOAuXXAY1utY1AB47Svx7YrKongX0i8ipwFfBc0aU3\njCLy+uvHPcsPHDhWZkmCi2W5LC0D6nmLyBTgCuAnwARVPeTuOgRMcLcvAPYnHbYf5wFhGL7m4MGD\nWcrjnuVGcYnFOpk798GsvXibzC2cvCdtRWQ08M/AYlU9JtJnRlJVFZFcRvmMfdFo9Mx2OBwmHA7n\nK4phlIRQaCxHjmRGBIdC51RKpMCQ6NkfOTLNc39Qs1x2dHTQ0dFRtPPlpfBFZASOsv+eqj7mFh8S\nkZCqxkVkIvCGW34AuDDp8MluWQrJCt8w/MCkSR9kz54mnIVenIhgmMnkyeWzEQfVC6XPPr/Cc39Q\ns1ymd4bvueeegs7Xr8IXpyv/bWCvqn4zadfjOOkO73ffH0sq3yQi38Ax5XwIeL4gKQ2jDDjugJkZ\nFvPpQRZDUQc5pUCffb4JSB1lhUJ3smjRZwHLj1Mo+fTw/xi4BdglIjvdsmXAfcBWEbkN1y0TQFX3\nishWYC/QC8w3H0yjGhhsD7JYijrIKQX67POJ75kYZb3MxImjh/z3Lxf5eOn8P7JP7n48yzFfA75W\ngFyGUREG04MslqIOshdKc3MTnZ1foqfnWzhKvwEnj9J8xox5urLCDSHMP94wCqRYijrIXiizZjUw\nbdpJnJ591H2fCTQE4vuXC1P4hlEgxVLUzc1N1Ne3pJQ5cwjXDlq2amLVqluprz9NcuBbkL5/ObBc\nOoZRIP0ldMuXIHqhJBP0718ObIlDwygCQ3E5PcN/2Jq2hmFUJbFYJ62tj/Daa+8icoIpU0azatWt\n9qDMgSl8wygxQQ2GKiWxWCfz5j1GPP6NpNIWQqE4bW1zrX2zYArfMIpANqXu5WMftJS8pSASWUF7\n+1c99rQyY8abnHfeOHvAelCowrdJWyPw5AqcCnIwVCnJ5soKw9m79xg9PQ+eKQlKtHE5MLdMI/Dk\nyrOey8c+FuskEllBOBwlEllBLNZZDnGHBNlcWeEUPT0Xp5RYzvviYT18I/DkUurZFNOxY4cDm/em\nGDQ3N7Fr111pNvzljBjxKidPLsyoH4Ro43JgPXwj8OQKnMoWDKV6wlZfKoBZsxpoa/sMM2YsYNy4\nuYwbdxNXXPEGl102hr58On1YtG1xsB6+UbUUy3smV+BUtmCgr3/dO7+L9UTzxytvkTOfEqyc9+XE\nFL7hW3Ip9GKmEu4vwtNLMa1b1+55LuuJFoZF25YYVS37y7msEWS2bduhTU0t2ti4UpuaWnTbth0Z\n++vrlyvomVd9/fIz9ZqaWlL2JV6RyIqyyZ8p37KM72EYxcTVnYPWvdbDN8pOPr3zXO6QAM8//xvP\ncydMKsmjg3fe2Q+MZMyY84vm1209UaMaMYVvDJqEUj1w4DDx+FtMnDiRCy4YnaFQ000zhw+/SVfX\nhpRzpfu2Z/OcOXDgGIsXP8Vbb13oub+29lTaA6UTeIrkFZSK5U0z2NWXLHLXqBj9DQGA7wCHgJeS\nysYD24FXgHZgbNK+ZcAvgZeBpiznLPnQxygNCVPMpZf+pdbV3a6wQyG76cXL9FFb+zlPc0xj48oz\n18lmsjn33Bvdba/rLjsjX195ZU0/Xu2Xy1RlGLmgQJNOPm6Z38VZiSCZpcB2Vb0E+JH7GRGZDswG\nprvHbBARc/2sMrIFFCV6zu3tX2XPng/S3f0QzvM+u3uil2mmp+ciz+smT3hmc4cMhca6nxqACIkF\nM8aNu4m1ax2TSurowF+rSOUK8jKMUpPPEoc/FpEpacXXAY3u9kagA0fpXw9sVtWTwD4ReRW4Cniu\nSPIaRSLVxv0G8D5jxkzmnXf2c/DgmJSAGO80AzVp76kkFKq3aaaJ2trEcnYO6a532Wzk69a1s2dP\nolZiKTy46qo+c1CqX72/VpEK8jKGRuUZrA1/gqoecrcPARPc7QtIVe77gUmDvIZRIrwmTaEF+BhO\njz01qVXCvp6qrHrT3lNJKFTvoKYGpk17mPPPzz3hmc1G3t9iI6l+9U3ud/OHX3eQlzE0Kk/Bk7aq\nqiKSK/Wl575oNHpmOxwOEw6HCxXFSCLXxKCXWcFRiK3k6rGnKquEIo2QS6FmC2oabN7zfLxj0uu8\n884hRBbwgQ98sOLeNINZHcsmeYNLR0cHHR0dxTthPoZ+YAqpk7YvAyF3eyLwsru9FFiaVO9J4A89\nzleySQ2j/4nBxsaVnhOZsDLnJGfmeXdoXd2NevHFN+u5587Wyy5bfKZeujyRyAptbFzpuT9oDKQ9\nbJLXSIYCJ20Hq/DXAEu0T8nf525PB14ERgJTgS7cnPtp5yt5wwSZK674Uk7PlGweMLAip/eLqinv\nclPpADPDXxSq8Ps16YjIZpwJ2vNE5DfAXwP3AVtF5DZgH3Cjq8X3ishWYC+OcXe+K6RRQtKDjHbv\n7vGsl5gY9DIrwHIcx6oGQqF/4IILvE0gg/U9T5fTTBP5YZO8RjHJx0vnpiy7Pp6l/teArxUilJE/\nmROwK7LWPXbsMJHICk6cqGHMmEPMmOEo9WPHDqN6gjFjnqa2djuLFn2+aIo4OTjrV78S15XTwdIJ\n949N8hpFpZDhwWBfmEmnaGQO+Vd6mmVGjJinodAXymoLTrU/V79por/8P6W43hVX3KYjRsxLabNQ\n6K/MlBZQsFw6wSZzyN9LXz7xVmA4cIpRow4Qj/8gpWapl+rz9ttPpVpME8XMzjmw692KE+rS91vC\nO0W/nhEMLAq2yskc8ifcJRuAVUCU+vpTXHyxd+6ZUipcb7/9VI4dO1yy6xeTckfI9l2vHfg2id8S\nVhGPf9sic41BYQq/yslMQdBAKHSQGTMW0NgYJRJpZe3amUya9EHP40tpC3YieBMkHkTJOCtHVQPl\nnjztu151j4wMf2EmnSrHOxDJe9J1oAE/hfM+fUFZCXlm44RufACYyZgx3itH+Y1yT572Xc8mbY3i\nYQp/CJCPq+Rg87cX4ko5ZsxknHQNrcB/ARcBC0hes7S2Nrdpor/rF+rqme/xg4mQLYS+6+WOZDaM\ngWAKP0AM1Ie+0IlKp5eaSHCWyEvfd1w+KQVyXb9Q+QZyfLkXPOm73nb27/8t8fgcJk4MMWnSB2yh\nFWPwFOLiM9gX5pZZFRQa5ZktFUO2FAwDvX6h8lkUq1FtYG6ZRqkodKLSu1e8IO/eaX/XL1Q+i2I1\ngoYpfCMrxZioLCQVQ3/XL1Q+i2I1goa5ZRpZybbq1KJF1/ri+oXKV+nvZxjlRrQCuc1ERCtxXSOT\nfLxg1q/fnmSSubasE4b9Xb9Q+Sr9/QxjIIgIqiqDPt4UfnCJxTqZN++xlOUMQ6G7aGv7jCk9w/Ah\npvCNQTNjxnx27tzgUb6An/3swQpIZBhGLgpV+DZpG2Bee+3dLOXHyyxJ+Uk3Zf3RH13As8++brn6\njSFNSRS+iMwEvomT3q9NVe8vxXWMwhDJlsfm/bLKkaBcC6RkBlx18vTTm+jttVz9xhCnECd+rxeO\nkn8VZ1nEEThLHk5Lq1PcaIQS8cwzz1RahLwYrJxXXHFbRt58WKZXXHFbcQV0ySVnOdduzQy4Sv/8\njO8DsIb6f7PcVIucFBh4VQq3zKuAV1V1n6qeBB4Bri/BdUpOUVeLLyGDlXPVqlsJheI4uW6iQCuh\nUJxVq27t99hYrJNIZAXhcJRIZAWxWGdBcpYz/XBmwFX65w7A3wFYQ/2/WW6qRc5CKYVJZxLwm6TP\n+4E/LMF1jAKZNauBtjZct0SorSWv5Q1LsRhIOaNeMwOuLADLCAalUPjmflNFDCYSNntvfPCrZ5Uz\n6jUz82UTNTV3pNjwLSOlMRQpulumiFwNRFV1pvt5GXBakyZuRcQeCoZhGINA/eSHLyI1wC+A/wm8\nDjwP3KSqPy/qhQzDMIwBUXSTjqr2ishCnOTnw4Fvm7I3DMOoPBWJtDUMwzDKT9mzZYrITBF5WUR+\nKSJLyn39bIjIPhHZJSI7ReR5t2y8iGwXkVdEpF1ExlZAru+IyCEReSmpLKtcIrLMbduXRaSpwnJG\nRWS/26Y7ReQTPpDzQhF5RkT2iMhuEWl2y33Vpjnk9E2bikitiPxERF4Ukb0i8n/ccr+1ZTY5fdOW\nafIOd+V5wv1cvPYsxIl/oC/yCMqq1At4DRifVrYGuNvdXgLcVwG5PgpcAbzUn1zAdLdNR7ht/Cow\nrIJyrgTu8qhbSTlDwEfc7dE4803T/NamOeT0VZsCZ7nvNcBzwJ/4rS1zyOmrtky6/l3APwKPu5+L\n1p7l7uH7PSgrffb7OmCju70R+Ex5xQFV/TFwNK04m1zXA5tV9aSq7sP5A1xVQTkhs02hsnLGVfVF\nd/s48HOc2BFftWkOOcFHbaqq77mbI3E6dEfxWVvmkBN81JYAIjIZ+CTQliRb0dqz3ArfKyhrUpa6\n5UaBH4rIT0Xki27ZBFU95G4fAiZURrQMssl1AU6bJvBD+y4Skf8UkW8nDUV9IaeITMEZlfwEH7dp\nkpzPuUW+aVMRGSYiL+K02TOqugcftmUWOcFHbenyt8BXgNNJZUVrz3IrfD/PEP+xql4BfAJYICIf\nTd6pzhjKd/LnIVclZf4WMBX4CHAQ+Jscdcsqp4iMBv4ZWKyqx1IE8VGbunL+E46cx/FZm6rqaVX9\nCDAZaBCRa9L2+6ItPeQM47O2FJFPAW+o6k68Rx4Ft2e5Ff4B4MKkzxeS+oSqGKp60H0/DPwLztDo\nkIiEAERkIvBG5SRMIZtc6e072S2rCKr6hrrgDFETw82KyikiI3CU/fdU9TG32HdtmiTn9xNy+rVN\nVfVtIAb8AT5sSw85/7sP2/J/ANeJyGvAZuBjIvI9itie5Vb4PwU+JCJTRGQkMBt4vMwyZCAiZ4nI\nB9zts4Em4CUc2ea61eYCj3mfoexkk+txYI6IjBSRqcCHcALfKoL750zwWZw2hQrKKSICfBvYq6rf\nTNrlqzbNJqef2lREzkuYQUSkDrgW2In/2tJTzoQSdan4/1NVl6vqhao6FZgDPK2qn6OY7Vmumeek\nGehP4HgcvAosK/f1s8g0FWe2+0Vgd0IuYDzwQ+AVoB0YWwHZNuNELL+PM//xF7nkApa7bfsyEKmg\nnF8AHgZ2Af/p/kkn+EDOP8Gxj76Io5x2AjP91qZZ5PyEn9oU+H3gP1wZdwFfccv91pbZ5PRNW3rI\n3Eifl07R2tMCrwzDMAJC2QOvDMMwjMpgCt8wDCMgmMI3DMMICKbwDcMwAoIpfMMwjIBgCt8wDCMg\nmMI3DMMICKbwDcMwAsL/BzS00MWYvh3XAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print data.shape\n", "data = river.variables['rorunoff'][0,:]\n", "i = np.arange(data.shape[1]) \n", "j = np.arange(data.shape[0])\n", "i, j = np.meshgrid(i, j)\n", "rivers = data[data > 0]\n", "ip = i[data > 0]\n", "jp = j[data > 0]\n", "\n", "print rivers.shape\n", "print ip.shape\n", "\n", "plt.plot(ip,jp, 'o')\n", "k = np.argmax(rivers)\n", "plt.plot(ip[k], jp[k], 'r*')" ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12.1126656532 Main Fraser\n", "2.44464802742 Squamish\n", "2.43153619766 North Fraser\n", "1.92052942514 Skagit\n", "[ 1.63108504] Homathko\n", "[ 1.34229779] SnohomishAllenQuilceda\n", "1.31377834082 Toba\n", "0.982839524746 Southgate\n", "0.809399306774 Middle Fraser\n", "0.805842578411 South Fraser\n", "[ 0.71016031] Stillaguamish - total flux, only main arm mapped\n", "[ 0.45240337] Powell\n", "[ 0.43676871] Puyallup\n", "[ 0.37520501] Salmon Sayward\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc8AAANmCAYAAACc9AAkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nM7OaPDzNzMxq+gXX8wZZzY00LAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "together = np.zeros((3,len(rivers)))\n", "together[0] = ip\n", "together[1] = jp\n", "together[2] = rivers\n", "rank_rivers = together[:,together[2,:].argsort()]\n", "\n", "fig, ax = plt.subplots(1,1,figsize=(7.5,15))\n", "imin = 0; imax = 898; jmin = 0; jmax = 398\n", "cmap = plt.get_cmap('winter_r')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(depth[imin:imax,jmin:jmax], cmap=cmap)\n", "\n", "ax.plot(rank_rivers[0,-3:], rank_rivers[1,-3:], 'bo', label=\"Main Fraser\")\n", "print np.sum(rank_rivers[2,-3:]), 'Main Fraser'\n", "\n", "ax.plot(rank_rivers[0,-7:-5], rank_rivers[1,-7:-5], 'mo', label=\"Squamish\")\n", "print np.sum(rank_rivers[2,-7:-5]), 'Squamish'\n", "\n", "ax.plot(rank_rivers[0,-9:-7], rank_rivers[1,-9:-7], 'ro', label=\"North Fraser\")\n", "print np.sum(rank_rivers[2,-9:-7]), 'North Fraser'\n", "\n", "ax.plot(rank_rivers[0,-11:-9], rank_rivers[1,-11:-9], 'yo', label=\"Skagit\")\n", "print np.sum(rank_rivers[2,-11:-9]), 'Skagit'\n", "\n", "ax.plot(rank_rivers[0,-4:-3], rank_rivers[1,-4:-3], 'go', label=\"Homathko\")\n", "print rank_rivers[2,-4:-3], 'Homathko'\n", "\n", "ax.plot(rank_rivers[0,-5:-4], rank_rivers[1,-5:-4], 'ko', label=\"SnohomishAllenQuilceda\")\n", "print rank_rivers[2,-5:-4], 'SnohomishAllenQuilceda'\n", "\n", "ax.plot(rank_rivers[0,-18:-15], rank_rivers[1,-18:-15], 'wo', label=\"Toba\")\n", "print np.sum(rank_rivers[2,-18:-15]), 'Toba'\n", "\n", "ax.plot(rank_rivers[0,-14:-12], rank_rivers[1,-14:-12], 'b^', label=\"Southgate\")\n", "print np.sum(rank_rivers[2,-14:-12]), 'Southgate'\n", "\n", "ax.plot(rank_rivers[0,-21:-19], rank_rivers[1,-21:-19], 'm^', label=\"Middle Fraser\")\n", "print np.sum(rank_rivers[2,-21:-19]), 'Middle Fraser'\n", "\n", "ax.plot(rank_rivers[0,-23:-21], rank_rivers[1,-23:-21], 'r^', label=\"South Fraser\")\n", "print np.sum(rank_rivers[2,-23:-21]), 'South Fraser'\n", "\n", "ax.plot(rank_rivers[0,-12:-11], rank_rivers[1,-12:-11], 'y^', label=\"Stillaguamish\")\n", "print rank_rivers[2,-12:-11]/0.7, 'Stillaguamish - total flux, only main arm mapped'\n", "\n", "ax.plot(rank_rivers[0,-15:-14], rank_rivers[1,-15:-14], 'g^', label=\"Powell\")\n", "print rank_rivers[2,-15:-14], 'Powell'\n", "\n", "ax.plot(rank_rivers[0,-19:-18], rank_rivers[1,-19:-18], 'k^', label=\"Puyallup\")\n", "print rank_rivers[2,-19:-18], 'Puyallup'\n", "\n", "ax.plot(rank_rivers[0,-24:-23], rank_rivers[1,-24:-23], 'k^', label=\"Salmon Sayward\")\n", "print rank_rivers[2,-24:-23], 'Salmon Sayward'\n", "\n", "#print (rank_rivers[:,-25:-23])\n", "\n", "plt.legend(loc=(0.01,0.55))" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAysAAAHSCAYAAADsVVSkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ik = 425; jk = 302; d = 6\n", "fig, ax = plt.subplots(1,1,figsize=(15,7.5))\n", "imin = 390; imax = 435; jmin = 280; jmax = 398\n", "cmap = plt.get_cmap('winter_r')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(depth[imin:imax,jmin:jmax], vmax = 10., cmap=cmap)\n", "ax.set_xlim((0,110))\n", "ax.set_xlabel('Grid Points')\n", "ax.set_ylabel('Grid Points')\n", "ax.text(40, 28, \"Short Fraser River\", fontsize=14)\n", "cbar=fig.colorbar(mesh)\n", "cbar.set_label('Depth (m)')\n", "ax.plot(np.array((324,324,334,334,334,318))-jmin+0.5,np.array((411,412,414,415,416,434))-imin+0.5,'ko');" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }