natanielruiz
2017-09-04 7e2652eace4f443b6a01f006b420e91128f0bb7a
practice/load_300W-LP.ipynb
@@ -2,7 +2,7 @@
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
@@ -21,7 +21,7 @@
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
@@ -33,7 +33,7 @@
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
@@ -42,63 +42,14 @@
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  1.69706825e+06  -6.53330156e+04  -4.11682719e+05   4.34919781e+05\n",
      "   2.50819281e+05   3.26359844e+04   1.24291895e+04  -2.52986391e+05\n",
      "  -6.15043477e+04  -1.59830828e+05   2.63572094e+05   1.71440203e+05\n",
      "  -4.88330117e+04  -1.97090562e+05   2.38590391e+04   4.10180391e+04\n",
      "   1.01344531e+05   2.08940688e+05   1.22712875e+05  -2.61847754e+04\n",
      "   5.90344609e+04  -1.15512295e+04  -4.96931484e+04   5.07356172e+04\n",
      "   3.72444492e+04  -5.69681289e+04   6.74712188e+04  -4.20915156e+04\n",
      "  -3.63388320e+04  -2.46653613e+04   2.91140586e+04  -3.11200098e+04\n",
      "   1.61020850e+04  -2.50033203e+02  -4.18961016e+04  -4.14161211e+04\n",
      "   6.62841797e+01   1.20681201e+04  -3.56137744e+03  -2.65995938e+04\n",
      "   2.30893848e+03  -1.03691650e+03  -1.16494004e+04   2.12929688e+04\n",
      "   1.52232812e+04   3.64335430e+04   1.74000312e+04   1.89377402e+04\n",
      "  -1.34393281e+04   1.66427832e+04  -8.03712305e+03  -5.96380493e+02\n",
      "   4.30957910e+03   2.24528638e+03   1.95483027e+04  -1.38550059e+04\n",
      "  -1.93898594e+04  -3.69277188e+04   7.44611182e+03   1.19638623e+04\n",
      "   2.36314219e+04  -3.99684766e+03   3.02203174e+03   1.81975000e+04\n",
      "   3.92823359e+04   1.03367803e+04  -7.48786230e+03  -7.82242627e+03\n",
      "  -2.20080430e+04  -1.80566052e+03  -4.29961572e+03   6.22520508e+03\n",
      "   1.32062817e+03  -1.19227490e+04  -1.03479248e+04   2.38821729e+03\n",
      "   1.38015742e+04  -3.97805591e+03  -1.45742676e+03   2.98669434e+03\n",
      "  -1.31951680e+04   7.29575732e+03   1.37428066e+04  -1.81346204e+03\n",
      "  -5.99187988e+03  -6.37990234e+03   1.08937734e+04   3.90912183e+03\n",
      "  -1.82016113e+03  -6.95491650e+03   1.01266547e+03   5.55246487e+03\n",
      "  -4.09280261e+03  -7.49072026e+03  -3.33481183e+03   3.81758888e+03\n",
      "  -1.42652571e+04   3.25190696e+03  -8.06668851e+03  -8.09302285e+01\n",
      "   6.90776884e+02   6.18540532e+03  -4.45203709e+02  -1.19316644e+02\n",
      "   3.22066688e+03  -3.87281505e+03   2.97684886e+03   3.94476455e+02\n",
      "  -1.11272038e+03  -1.27330615e+01   4.55350247e+03  -2.89555926e+03\n",
      "   6.14798443e+03   5.82692202e+03  -1.44661964e+03   3.56454615e+02\n",
      "   6.34426954e+03   2.79352582e+03   4.14583497e+03   1.43854894e+03\n",
      "  -5.16225113e+03  -4.57522410e+03   3.23370728e+03  -9.63488065e+02\n",
      "  -2.74134713e+03   3.08936095e+03   3.61066414e+03  -4.00078795e+03\n",
      "  -9.83102206e+02  -2.74329951e+03  -1.55174369e+03  -6.84434853e+02\n",
      "  -2.33597127e+03   3.73775421e+03   1.02427317e+02   2.92204155e+03\n",
      "   1.44912830e+03  -1.83596196e+03  -1.16512661e+03  -3.51094402e+03\n",
      "   9.48400384e+02  -1.08330687e+03   2.43350889e+02   2.19268855e+03\n",
      "  -9.90789830e+02   1.16296530e+03   1.56232074e+03  -2.00964088e+03\n",
      "   6.12623762e+02   1.47080665e+03  -2.00006729e+03   1.00312895e+02\n",
      "  -1.91954703e+03  -1.46687661e+03   4.03627700e+02   1.64068147e+02\n",
      "  -1.99043744e+02  -6.39154809e+02   6.22728972e+02   5.76263786e+02\n",
      "   1.16506023e+03  -7.05723234e+02  -1.77256142e+03  -3.22557899e+03\n",
      "   1.35091605e+03  -1.53005243e+03   9.81808337e+02  -1.36305791e+03\n",
      "   3.81452081e+00   1.61325594e+02  -4.98502076e+02  -2.12832902e+03\n",
      "   7.85335724e+01   8.88980592e+02   2.47593342e+02   1.35603187e+02\n",
      "  -3.51698007e+02   8.47661598e+02  -3.56308426e+01   8.76648817e+02\n",
      "   1.07030326e+03   3.70701145e+02  -1.79440077e+01  -2.66410893e+01\n",
      "   1.14185129e+03  -1.03180266e+03   1.73052681e+02   1.09740767e+02\n",
      "   5.53453894e+02  -9.60119278e+02   5.19062592e+01  -9.51568374e+02\n",
      "   4.98827716e+02  -5.43007005e+01  -5.09670817e+02   4.49387407e+02\n",
      "  -6.79402151e+02  -2.53117505e+02   4.95405405e+02]\n"
      "(2, 68)\n"
     ]
    },
    {
     "data": {
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5E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VH4CMR+SPg14H//f/rLznvcYsFEImuo4sNI5ngAnnoTRHMRdQVSInt9TXjbkuts2uWQLdY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\n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E6z7zHI7FBJgGLFcWK+Fy38Qk8v2iUO1kG/pdBkntE/i+16a8eKdY05uVFTVlph2ONlx\neNCyf7TPvquoZwu2vWO17njwzoDkQ/b3nmfeHIDuENkgRc23HzYMY0uMI602VJVnHCOr1ZK33n6D\nzW5H3/fsn7TMgvsO7+C99lQ4oQIxj/ghoZJQerapx/uMD46muYXBOjwqA4MmNCW6XUd/sSZ3Ee1s\nKr3OC5hVOF8h7ZVUGTgcNZodY1ZUcpn3UVyzANkDt4ePNu3ZtjWLgxl1Y06TUGLKxlcyWr/M5uOk\nqOaqwdyMO9GODbFdWQo3Zha9PPmSGJojXXM84Upq7SqvkYL5vNarLInQ5HyXVBkFWQS853OOFAlv\ne12Llo1DxvJCuXyNFBUqb6cslie6EkjHmJFg7zNlGIZo4AFn+g/9aEDsVRdZ7uB8bSeg1g4RY1Sz\nHchZkvxh7DqiDZgaGEbe5Arqp2B2ASeOz3/mU3zu85/g8Mhx/9Fv0Q0XxGEgZysm1W0LvmV7f8t2\n3fHW60ucNBzuP89sptTVyJjeZbM+I+kF3RZUo7WsMMGf7XbNOI4sl0u60Ya128VtmtkfLuXh99w0\nW3tht9uRdSAT2QwZcUuqekdT3QE3K+VojwQY80jyrTX2cYyxp+96ut2apl6Qh5EqNRYajkKoKpQA\nrmXohDg6BjFZaRkeEcRTuQrvFzDz7B0qRycVL750zLtvn5Fzph+5dMDdYG2I4JRRlLqyYWBVRyAY\nVpVMRKl9hWrET8UAEciCyXFP5EeFfbzs7NfNoFfFUacpXKzNEPPVFHocr/KmS9Zw8VRVaZzrVeM7\nR/tG1cQ8J1Kkuq7Qwg6gaurBOMtuJzDLkBKqQsxT7qg8GoT1NrHp4NEatqPhQgeBmByX2DFVbNb7\nw94klPdVhqDVNtbae2IqilS2T3N8POfWrRv8Jz/97/LDP/IpFgee1965ybv3v8V2d8bZxSkP7p/T\ntJGm3adf9zx8eMpXX/tNfuhHPs7nfuiTvPjSITGd8tu/+y1iXrHYc8QBNhdLHuWBYbsP2jL2W1br\nLcvzHUNSqtqzf+hwcvTYb+3pcELNZf4OKxD4TNPY1EEIJdJXNZkqEdp5Q9U4Kt/iXY3MlNh0DLsZ\nWjvCXkuuBdcEpDJKQgCHN4fwM0j7kDOatsRhB/6C0DRQnYCrCGFktueYNW3JvSpgJKM4qRhzYqrI\nqLM5HJ/MKRNyidQW7JR0UubjpsQQOxUmygvgciBX4LIfJ5bk2G9cc6zpNa5OSH3Pc8DCVRMuvbrW\nU1vOdBssEkilsmg0FFdVxiyGrpFc2G7EAAtZBVVHyjZ/qapsBuyjMwfso4Wh+Xrb/bo89h/ISmSj\nYqKyFHys2P3S1ErbwjBu2GwvmO3t8/GXPsnh0YIxbnjr7pu88+5dUnZ025GLswu6Tcd2/YjgXqKp\nlOAz/TCw214wxh2zxnHzpGLoDOTRraFuDVQYfLlHM8QusTpfspjXj/1ung4nzIok6+cF73CVp3KK\nuEDwwWAol4S6JlWVFWpKkt8Yij/UFa4NaB3QWsgt4K1SNt3ITlpm1SHJPY/kipQuiGwQOkK9Andq\np5GPzGeO+XyOd1bkQO2GTtkxiYTiMjl762NmA8cYf+j05iw/CYW7dJrnU7HqZLIlXjpTzpMTTmGj\nUS264lBmbnrp931Mjjf18+x5seSiUsJBKaFdTrnQNpYGvJiQDVIIkrJYJdUbgiepL07oyOIYy6hU\nStCNjt0Iu2ijSdNkxCUkfOolSJ7i6Q9tNrGAVWrL1H1itClFucwAiHHHbnvO1776e/TDBXdeep5P\nfe4Oi/kNQnXMfO8E1YbVasPZ8oLtas2469lrlRw3bFYPuTjbsItLZq2jqmYcHswIObNaLum2PS4n\nglOoQNSxbQrAIML6/IzN/uyx39fT4YQpk9YDvrWdTVLPOGwZ4w7VyOHBD+B9KgOvhsHMObGJCboe\nhkjuBtIQacIM17SX4ZMku+la8YgaLaLLM7z7GIR9XDjF65fZdQ9Ybd+k798mVM/Ttre4davi+z/2\nCd765jts1zuEBjSx6RK1q8hqslziImNWQ+oPCY/BwqyAYMO9KtFCPlecwBmuy4Xp8LEj0JdDw13d\nvpdjRdNp9d4K6Htv6KvT8orZOypG6V/y1YQ5TyQjatw1E340JzGnUxhztFnHAtcbsxQJMgOVD9HR\n9yPjkLi3sX9FP0KHI5chM3DXTkClaBV8aJs2DsQhBMsFUZoQ0NyjaoDp2y8IN072WezP+dorX+Fr\nr3yZqqr40R//Ye7ceZEX7jzHredu8K99/icZux3Li1MOmn1OT09Zn47MmnNWFz0xOdQPPHfriDoc\nsTdv6FbnyNhRZxsyT3lL3dTsNQ1ehHHI9GPm/GLH8uHjjTHBU+KEIo7K1SQGm5crH2BgYH/ZE1Iu\nxQCBiMkve6NGI5Hp44gbMbXdYM05L47ohQoLrXJ2uDGABFAlp55xXDKmgc12pK483s1xbsHx4RFt\nPWM57Kz6GDz90BsyBjWnUSuVTvlWSgmnrryHEvuVIocPV/mXYNrnk7lrn2Ua7dGJq+ZahTS7K2cr\nIamU8NZuTgspp7xOAbwrgHALoTMZJ8ZggBQljXIaT4O0qlrCSQH19ONoXDxZyeqJ0bHrE8Og9INN\nmVvL/poD4phmfiZA9gTs/lCmlBPeX+aD5U1etmvaCm7dPOLkxj5tWzOvM+M40o+RL33xq7z+5l2e\ne+4mL955nhdfOCFUwmKv4bOf/gxnZ48YtwOEhK8zyEjC0c4rnFMqr8S1AdVdWxsHbl1T1zbZk5LQ\nS7TcH+i7x5+tl3+Vy/+jNxF5AGyAh096Ld/GbvJ0rgue3rU9W5fZx1X11nd70lPhhAAi8puq+hNP\neh3vt6d1XfD0ru3Zuj6cPX5H8Zk9s2f2PbFnTvjMntkTtqfJCX/xSS/gA+xpXRc8vWt7tq4PYU9N\nTvjMntkfV3uaTsJn9sz+WNoTd0IR+Q9F5Gsi8g0R+bmnYD2vicgXReR3ROQ3y2MnIvLPROSV8vn4\nI1jHfy8i90XkS9ce+8B1iMhfL9fwayLyHzyBtf28iLxdrtvviMhPfdRrE5GXReSfi8jviciXReQ/\nL48/FdftA+1KL/2j/8BAZ68CnwRq4HeBzz3hNb0G3HzfY/818HPl658D/quPYB1/CvgTwJe+2zqA\nz5Vr1wCfKNfUf8Rr+3ngv/w2z/3I1gbcBv5E+Xof+Hr5+0/Fdfugjyd9Ev5J4Buq+k013NEvYZr3\nT5v9NPAPytf/APiPv9d/UFX/H+D90j4ftI6fBn5JVXtV/RbwDezafpRr+yD7yNamqndV9bfL1yvg\nK5hU+1Nx3T7InrQT3gHevPb9Y+vbfw9NgV8Vkd8Sk/QGeF6vBFHfBZ5/Mkv7wHU8Ldfxr4rIF0q4\nOoV8T2RtIvJ9wI8Bv85Tft2etBM+jfaTqvqjwJ8G/oqI/KnrP1SLY554SflpWcc1+7tYWvGjmE70\n33lSCxGRBSbv/tdU9eL6z57C6/bEnfCx9O0/SlPVt8vn+8D/ioUn90TkNkD5fP8JLe+D1vHEr6Oq\n3lPVpKoZ+HtchXUf6dpEpMIc8B+q6i+Xh5/a6wZP3gn/JfCDIvIJEamBn8E075+IicieiOxPXwP/\nPvClsqY/X57254H/7cms8APX8Y+BnxGRRkQ+Afwg8Bsf5cKmm7zYn8Gu20e6NrGBy78PfEVVf+Ha\nj57a6wY82epoqVD9FFbFehX4m094LZ/EqmW/C3x5Wg9wA/g/gVeAXwVOPoK1/M9YWDdiucrPfqd1\nAH+zXMOvAX/6CaztfwS+CHwBu7lvf9RrA34SCzW/APxO+fipp+W6fdDHM8TMM3tmT9iedDj6zJ7Z\nH3t75oTP7Jk9YXvmhM/smT1he+aEz+yZPWF75oTP7Jk9YXvmhM/smT1he+aEz+yZPWF75oTP7Jk9\nYfv/AaCvv6eVms+OAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb3cd210e50>"
       "<matplotlib.figure.Figure at 0x7f4675fcb190>"
      ]
     },
     "metadata": {},
@@ -138,7 +89,7 @@
    "\n",
    "cropped_img = img[int(y_min):int(y_max), int(x_min):int(x_max), :]\n",
    "\n",
    "print mat['Shape_Para'][:,0]\n",
    "print mat['pt2d'].shape\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.imshow(cropped_img)\n",