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authorhardythe12015-04-07 15:58:05 +0530
committerhardythe12015-04-07 15:58:05 +0530
commit92cca121f959c6616e3da431c1e2d23c4fa5e886 (patch)
tree205e68d0ce598ac5caca7de839a2934d746cce86 /ELECTRIC_MACHINERY/chapter10.ipynb
parentb14c13fcc6bb6d01c468805d612acb353ec168ac (diff)
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Diffstat (limited to 'ELECTRIC_MACHINERY/chapter10.ipynb')
-rwxr-xr-xELECTRIC_MACHINERY/chapter10.ipynb73
1 files changed, 18 insertions, 55 deletions
diff --git a/ELECTRIC_MACHINERY/chapter10.ipynb b/ELECTRIC_MACHINERY/chapter10.ipynb
index 537bfc9f..2bcd2ccb 100755
--- a/ELECTRIC_MACHINERY/chapter10.ipynb
+++ b/ELECTRIC_MACHINERY/chapter10.ipynb
@@ -1,6 +1,7 @@
{
"metadata": {
- "name": ""
+ "name": "",
+ "signature": "sha256:603160d56b04457665b7cf5381387c06e4c52903d6f85f1c61a983bdc3c14ebc"
},
"nbformat": 3,
"nbformat_minor": 0,
@@ -28,7 +29,7 @@
"collapsed": false,
"input": [
"from __future__ import division\n",
- "%pylab inline\n",
+ "%matplotlib inline\n",
"from pylab import *\n",
"import numpy as np\n",
"from math import *\n",
@@ -104,31 +105,23 @@
"output_type": "stream",
"stream": "stdout",
"text": [
- "Populating the interactive namespace from numpy and matplotlib\n",
- "The required plots are shown below:"
- ]
- },
- {
- "output_type": "stream",
- "stream": "stdout",
- "text": [
- "\n"
+ "The required plots are shown below:\n"
]
},
{
"metadata": {},
"output_type": "display_data",
- "png": 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ibCiGqVKvAU4DsP/GfszznydsKIbxuYNUw2K96m0CQpzAsLS0REFBASwsLJCf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\nVVOFQzcPiRPmf3gTYFh9T5t62+9tLOi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DAABNDU1McpmEPensHQ/k6valsCYwderUXWfPnh326uu5ublW58+fD+zevftD6WsZGRmO\n+/fv/yAjI8Px7Nmzw2bNmrVNIpGwNlTl0NVBKQ5mUhQX7bmxBx+6fkg6hsw+dP0Qv934Te3PEFPY\nD62/v/8lIyOj0ldf/+KLL9Z///33Sxq/duzYsdETJ07cq62tXScUCrNtbW3vxcfH+yoqm7rg6hgk\n1/yY8CN2JO+g9ZJRQEAAGiQN0NHUweieo0nHkZmrwBWGuoa4nHOZlfVxdfvSYnNlx44dG21paZnn\n6ur6j/s4FxQUmPv5+V2TzltaWubl5+dbvPr90NBQCIVCAACfz4e7u/vLwkp3teg8nZd1vttb3bBs\nxzLYVthyIo+yzR+dcJRTeWSZn+Q8CSczT0IiknAijzzmY2NjER4eDgAvfy9b1NJT6Ns7iUQiobOz\nczrDMKiqquro6+t7vby8vBPDMBAKhaLi4uLODMNgzpw5m/fs2TNZ+r3p06fvOHTo0NjGy3oRlZJF\nTEwMK+v5KfEnJjE/kZV1KUJ1XTVjFGbE/HHyD9JRlApb25ciPat9xjRIGlhZF6l6/fXb2ezvNGvj\n7vfv37fJzs4Wurm5pVlbW4vy8vIsvby8ksRiscDCwiI/Nzf35ZNH8vLyLC0sLOit/pSAhJHgv3H/\nRQetDqSjvDFdLV2Msh+FuJw40lEolulp66n9LcVZ+9e7uLiki8VigUgkshaJRNaWlpZ5ycnJngKB\nQBwcHHx83759E2pra3VEIpF1VlaWna+vbzxb2aQqayrh87MP6iX1bK9aIaS7ioqUkJ8AAx0DOHZ1\nVPi6FOl9x/eR2iGVdAylwsb2pUq4Wi+FNYGJEyfu7dOnz5XMzEx7Kyur3F27dk1t/D6Px3t50r+j\no2PG+PHjDzg6OmYMHz78zLZt22Y1fp8thrqGYBgGF7Mvsr1qpXXw9kGMcxwHHq/Z05CVQpBNEO6V\n3EN5dTnpKBTFKnqx2CtWXVqF3IpcbBu5TeHrUrTY2FiF/vXBMAx6bOqBox8chZupm8LWw5YL0Rcw\nZNAQ0jGUwpNnT/Dx5o9xeOlh0lGUhqL//9gcehdRGb3n+B6O3Dmi9ucOt0VyYTK0NLTgKnAlHUUu\ntDRYPVlOqR27ewxPnj0hHUNuip8VI0akns8fpnsCTXD50QU/jvwR/br1Y2V9yqquoQ455TmwMbYh\nHYVi2YjfRuAjt48wwXkC6ShykfE4A8P2DMPD+Q+VfmjzVXRP4A2McxiHa3nXWv+gmtPW1KYNQA1V\n1FTgcs5ljLRTnbuGOnRxgI6mDtLEaaSjsI42gSZ8OeBLLOqziHSMdpNeQEK1Da1X25y7dw59u/VF\n0tUk0lHkhsfjIbhnMI7fPa6wdXB1+6JNoAnqft6wujuUcQjV9dWkY3DWyayTeMf+HdIx5E7RTYCr\n6DEBinpFv5398K/+/8Iw29fuf0gBKHleAi0NLXTS7UQ6ilzVNdTBdJ0pbnx6AxadXrtrjdKixwQo\nuauqrYL4qZh0DIVR178I28pYz1jlGgDw4hjXluFbVO7AcGtoE1BhihqDPHrnKGaenKmQZZMkrZe0\nCdA9z5ZxdYy7PSa6TIS5oblCls3VetEm0IJ0cTqSClTn4Je8nMg8oZJjwlI9O/dER+2OSClKIR2F\nohSOHhNowc6UnTh3/xz2j9vP6nq5rK6hDiZrTZAxKwNmhmak4yjMoshFMNAxwMqAlaSjUFS70GMC\n7TDCbgQi70eirqGOdBTOuJRzCbbGtirdAABgmsc0erHgKx6WPaRnTakg2gRaYGpgCjtjO9aePCRv\nihiDPJV1SmWHghrXy7GrI4b0oPcRamz68ek4d+/cy3mujnFzFVfrRZtAK0bZj8KJzBOkY3BGF70u\nSvkoQap9qmqrcD3/Ogb3GEw6CivG7h+Lm49uko7BCnpMoBWJBYn46MhHyJidwfq6KYorTmWewpor\naxAbGks6CitmnZqFHkY9VOLOAfSYQDt5mnlibu+59K6ilFqLfBCJoTZDScdgzTDbYTh77yzpGKyg\nTaAVGjwNfOr9qVLeSoKrY5BcRevVvHP3zmGo7T+bgCrXa6BwIK7nX8fT2qdyWyZX66WwX7Zp06bt\nFAgEYhcXl3Tpa4sXL17j4OBw283NLW3s2LGHy8vL35K+t2rVquV2dnZZvXr1uhMZGRmkqFwUJYv/\nJf4P666sIx2DqJr6GvS27A13U3fSUVhjqGsIH3MfxGbHko6ieC09hb49U1xcnH9ycrKHs7NzuvS1\nyMjIwIaGBg2GYbB06dKwpUuXhjEMg1u3bjm6ubml1tbWaotEIqGNjc096eek04uoFMWuM1lnmH47\n+5GOQRGw+vJqZkXUCtIx2u2v385mf6sVtifg7+9/ycjIqLTxa4GBgec1NDQkANC7d+/reXl5lgBw\n7Nix0RMnTtyrra1dJxQKs21tbe/Fx8f7KiobJbvfbvymlk9eGtB9AFKLUlFWXUY6CsWyBX4L8M3A\nb0jHUDhiz9PbuXPntIkTJ+4FgIKCAnM/P7+XT3GxtLTMy8/Pf+02fqGhoRAKhQAAPp8Pd3f3l8/s\nlI630fm/51NTUzF//ny5LG/VnlUIdQ/FQOuBnPn3yXu+uXr1teqLjfs2YoBwAKfykp6X5/alDvNs\n1Ss2Nhbh4eEA8PL3skUt7Sa0dxKJRMLGw0HS6Ztvvvm/sWPHHpLOz5kzZ/OePXsmS+enT5++49Ch\nQ2MbfweEh4PSxenM2P1jiWaQVUxMjFyWU/q8lDH4zoB5XvdcLsvjqubqtf7KembmiZnshlEC8tq+\n1AWpeoHUcFBzwsPDQ0+fPj3it99+myx9zcLCIj83N9dKOp+Xl2dpYWGRz3a2ltgY2SDyfiTKq8tJ\nR2kz6V8J7RX1IAp9rfqig1YHuSyPq5qr1+Aeg5GQn8BuGCUgr+1LXXC1Xqw2gbNnzw5bs2bN4mPH\njo3u0KHDy5uQBAcHH9+3b9+E2tpaHZFIZJ2VlWXn6+sbz2a21uhp66GPVR9Ei6JJR2Hdufvn1Ooc\n8Ve5mLgg/mNObY6s+Vf0v1T62RGUApvAxIkT9/bp0+fK3bt3e1pZWeXu3Llz2ueff7756dOnBoGB\ngec9PDxSZs2atQ0AHB0dM8aPH3/A0dExY/jw4We2bds2i8fjce5S5sAegYgSRZGO0WbSccL2ihJF\nIdAmUC7L4rLm6sXj8aClQezwGTFl1WXYeH0j+B34Tb4vr+2L624/vo2CyoJ2L4er9VLYlr13796J\nr742bdq0nc19fsWKFd+tWLHiO0XlkYdB1oMw5fAU0jFYxTAM9r23D05dnUhHoVgW9zAOfpZ+0NXS\nJR2FqK0JW9H9re5Y3Hcx6SgKQe8dJIMGSQPM1pnh9uzb6NyxM9EsFKVo88/Oh0BfgOX+y0lHIerI\n7SPYnrQdZ6co520k6L2D5EhTQxO5C3JpA6DUQkx2DAZZDyIdg7gAYQCu5F5BbUMt6SgKQZuAjJRp\n15irY5Bc1Vq9HlU9wt3iu+yEIexx1WNkl2XDy9yr2c+oy/ZlpGeEnl164lretdY/3AKu1os2AYpq\nowsPLmDphaWkY7DCUNcQFz68oJYHxJsy2HqwUp0UIgt6TIBqVk19jVLt+Sha0dMiOGx1wOPFj+mP\no5pJyE9AxuMMhLiHkI4is9aOCTTbBA4dOvTeXz+8zX5ZT0/v+YgRI07LIWeraBNg3/g/xmOc4ziM\ndxpPOgpnOG9zxs7RO+FrQW9tRSmHN24CnTt3fhIcHHy8uS8yDMO7dOmS//37923kkLNVXGoCz+ue\n417JPbgIXEhHaVFsbOwbX6UoYSQwXWuKxJmJ6PZWN/kG46i21Gve2XkwMzDDsn7L2AnFYe3ZvtQR\nqXq11gSa3acdNmzY2V27dk1taeGTJ0/+rT3hlFVeRR6G/zYcuQtyweM1W1ulduvRLXTS7aQ2DaCt\nBgkHYWvCVtoEKJXR7J5AbW2tjo6ODmfOieLSngDDMOj2QzdEfxQNu852pOMoxKbrm3Dz0U389M5P\npKNwSsnzEqz+czVWD1lNOorC1Evq6TEPFfLG1wlYWlrmzZgxY0dUVNTglhagjng8HgZZD1Lp+whF\ni6LpOeJNMNYzVukGAAAOWx0gKhWRjkGxpNkmkJGR4ejt7Z349ddff2lpaZk3b968jdeuXfNjMxyX\nDRQOREw2tx+y0p7zkp88f4IAYYDcsigDrp7HzabssmxU1lRCyBe2+ll1rNfm65txNffqG32Xq/Vq\ntgl06dKl+NNPP/1fbGxsQEJCgo+1tbVowYIFG2xsbO5z/R4/bPDv5o9LOZfAlSEqebs09RJMDUxJ\nx6BYdunhJfTv3l9lj3W1l7hKjFNZp0jHkKs2XydQWVlpePjw4bHr16//orCw0OzRo0cmCs72D1w6\nJgC8OC7w6alPsT5oPfR19EnHoSi5mHliJlxMXPB5789JR+GkyPuR+CbuG8RNjSMdpc3ade+g58+f\n6x04cGD82LFjD9va2t6Ljo4etHr16qUFBQXm8o+qXHg8HraP2k4bAKVS4h7Gwb+7P+kYnNXHqg+S\nC5PxvO456Shy02wTmDRp0u/dunXLOXDgwPjJkyf/lp2dLYyIiAgZNmzYWS0trXo2Q1JvhqtjkFwl\nS71OZp7EsTvHFBeGgKe1T8Hj8eBi0rbrX9Rx+zLQMYCTiRPi82V/yBBX69XidQLbt2//xNDQsJLN\nQBSlDMqqy3D0zlGM7jWadBS5MdAxwO3Zt0nH4Lz+3fsj7mEcBggHkI4iF83uCRgZGZW21gBOnjw5\nqrn3pk2btlMgEIhdXFzSpa+VlJQYBwYGnre3t88MCgqKLCsre/nIolWrVi23s7PL6tWr153IyMgg\nWf8h1Ove5OrEtKI03Hp0S/5hlIAs9ZL+EHDpOBXb1PVq4Xm952GaxzSZv8fVejV7YLhXr153fv/9\n90kMw/CaetQjwzC80NDQ8PT09Cb3HS9duuRvYGDw9KOPPvpV+pklS5Z836VLl+IlS5Z8v3r16qWl\npaVGYWFhyzIyMhwnTZr0e0JCgk9+fr7FkCFDLmRmZtpraGhIXgbl2IFhVTXt2DT4mPvgM5/PSEfh\nPOEPQpydcha9uvQiHYWimvXGt40wNTUtWrhw4bqWFm5vb5/Z3Hv+/v6XsrOzhY1fO378ePDFixcH\nAEBISEhEQEBAbFhY2LJjx46Nnjhx4l5tbe06oVCYbWtrey8+Pt7Xz8+vfTfwZkFKYQrSxGkIdQ8l\nHeU1b3KvkriHcfji7S8UE4jjZK2XdG9AXZsAvXeQbLhar2abQGxsbIC8VyYWiwUCgUAMAAKBQCwW\niwUAUFBQYN74B9/S0jIvPz/f4tXvh4aGQigUAgD4fD7c3d1fFlV60IXt+Q62HfDDtR8gLBMSWX9L\n86mpqTJ9vvhZMUqrS+HY1ZET+dmel7Vepo9NcZG5iJleMzmRn+15Weul7vNs1Ss2Nhbh4eEA8PL3\nskUMwyhsEolEQmdn53TpPJ/PL238vpGRUQnDMJgzZ87mPXv2TJa+Pn369B2HDh0a2/izL6JyT019\nDWPwnQFT+ryUdJR225e+jwneG0w6htJ4XPWYuVF0g3QMubied50pqCggHYNSgL9+O5v9nWb1yWIC\ngUBcVFRkCgCFhYVmJiYmjwDAwsIiPzc310r6uby8PEsLC4t8NrO9KR1NHfha+OLPnD9JR2m3uJw4\n9O/Wn3QMpdGlYxfO3068rRZGLsTNRzdJx1AqDZIGSBhJ6x/kOFabQHBw8PGIiIgQAIiIiAgZM2bM\nUenr+/btm1BbW6sjEomss7Ky7Hx9fWU/EZcQ6S0kuEa6i9hWb1u+jZH2IxUTRgnIWi9VUV1fjZTC\nFLxt9bZM31PXekn13tFbpsbJ1Xq12gSqqqr0v/766y8//vjjnwEgKyvLrqVTQ6UmTpy4t0+fPlfu\n3r3b08rKKnfXrl1Tly1bFnb+/PlAe3v7zOjo6EHLli0LAwBHR8eM8ePHH3B0dMwYPnz4mW3bts1q\n6owkrpIeIFR2U1ynqO1BTnUWnx8Px66OMNAxIB1FqbgIXFRiBKDVeweNHz/+gJeXV9Kvv/760a1b\nt5yqqqr0+/TpcyUtLc2NpYwAuH2K6LO6Z7iaexWDewwmHYWiZPZt3LcoqS7BuqAWTwakXrEjeQcu\nPryI3e8W6Tf4AAAgAElEQVTuJh2lRe26dxAA3L9/32bp0qWrpQ+Y0dfXr5JnQFXQUbsjbQBqjqt/\noLTF5dzL6GfVj3QMpdPXqq9K7Am02gR0dXVrnj9/riedv3//vo2urm6NYmNR8sDVMUiuetN6fXDw\nA0Tej5RvGBb5d/NH3259Zf6eum9fPbv0RFl1GQorC9v0ea7Wq9UmsHLlypXDhg07m5eXZzlp0qTf\nBw0aFL169eqlbISjKGVgY2SDP3OV9y/CFf4rYKLP6p3hVYIGTwOBNoG4++Qu6Sjt0qbnCRQXF3eR\nPlXMz8/vWpcuXYoVnuwVXD4moOxuiG/g0O1D+E/Af0hHUUqnMk9hw7UNuPDRBdJRKOo1b3zbCKmk\npCQvHo/HmJubFzAMw8vJyelWXl7+Vvfu3R/SW0qrhhhRDMRPxaRjKK23rd7GxEMT6QPaKaXU6nDQ\n7Nmzt/bu3fv6xx9//PPMmTN/8vPzuzZu3LiD9vb2mefOnRvKRkhlsTxqOfbc2EM6xkttHYO8mncV\nfaz6KDaMEnjTMVtjPWNYdrJEuji99Q+rEK6OcXMVV+vVahMwNzcvSE1NdU9KSvJKSkrySk1Nde/R\no8eD8+fPBy5ZsuR7NkIqCzMDM05eNNaaK7lX8LalbBcKUf/Ur1s/3HqsnrfgppRbq8cEnJycbt26\ndcupqdfc3d1TU1NT3RWa8C/KcEwgsSARU49NRfpnyvMXYV5FHjy2e+DRokf04eLtIGEk0OCxegF+\nu13JvYKbj25iptdM0lEoBWr3MQEnJ6dbn3322Y8TJkzYxzAM78CBA+MdHR0zampqdLW1tevkG1e5\nuQncICoVoby6HG91eIt0nDa5mvtiKIg2gPZRtgYAAKezTitlbq55WvsUqUWp6NdNOa+1aHULCA8P\nD7Wxsbn/ww8/zN+4ceO8Hj16PIiIiAjR1taui46OHsRGSGWhrakNL3MvXM+/TjoKgLaNQQbaBGJ9\n0HrFh1ECXB2zVZSreVfbNQyobvVqTkVNBUbvG93qBYNcrVerewIdO3Z8tmjRorWLFi1a++p79PnD\nr+tj1QfJhckIslGOJ2TyO/DB78Bv/YOUSqmX1CMhPwF+ln6koyg9c0NzGOoYIvNJJnp26Uk6jsxa\nPSaQmZlpv2LFiu8yMjIcpVcO83g85sGDBz1YSfgXZTgmAAC1DbXQ1tCmwysUp6UUpmDy4cnImJ1B\nOopKmHRoEgJ7BGKqx1TSUV7T7nsHTZ06ddenn376Py0trfqYmJiBISEhEZMnT/5NvjFVh46mDm0A\naqquoQ4J+QmkY7TJldwr9LRgOepr1VdprxpvtQk8f/5cb8iQIRcYhuEJhcLslStXrjx16pT63nRe\niXB1DJKr2luvOkkdBoQPwPO65/IJpEDBPYOxpO+Sdi2Dbl9/87P0a/VYIFfr1eoxgQ4dOlQ3NDRo\n2tra3tuyZcscc3PzgqqqKn02wlGK1SBpgKaGJukYKqOjdkf06tILKUUpnP8r2+otq9Y/RLWZq8AV\n/bv3B8MwSjcS0OoxgYSEBJ9evXrdKSsr43/55ZdfV1RUdFqyZMn3jR8MzwZlOSagLBiGQfcfuiPh\n4wQIDASk46iMWadmwc7YDgveXkA6CkUBkMMxAZFIZG1oaFhpZWWVGx4eHnr48OGxOTk53doTatWq\nVcudnJxuubi4pE+aNOn3mpoa3ZKSEuPAwMDz9vb2mUFBQZFlZWVKe8oKwzC4U3yHdIwWPSh9AAkj\noXePlLPeFr1xLZ/Vv48oql1abQKrVq1a3pbX2io7O1v4888/f5ycnOyZnp7u0tDQoLlv374JYWFh\nywIDA89nZmbaDx48OCosLGzZm66DNAkjQe8dvVH8jPWbrf5DS2OQV/Ou4m2rt5Vu11WR5DFm62fp\nh+t53LhORNG4OsbNVVytV7PHBM6cOTP89OnTI/Lz8y3mzp27Sbo7UVlZadieK4U7depUoa2tXffs\n2bOOmpqaDc+ePetobm5esGrVquUXL14cAAAhISERAQEBscraCDQ1NOFj7oP4/HiMsBtBOk6Trudf\nh58FPUdc3uw626Fft36oqa+BrpYu6TgU1apmm4C5uXmBl5dX0rFjx0Z7eXklSZtAp06dKjZs2PDG\nA57GxsYlCxcuXNetW7ccPT2950OHDj0XGBh4XiwWCwQCgRgABAKBWCwWvzZQHRoaCqFQCADg8/lw\nd3dHQEAAgL+7LFfmTYtNsf/UfoyYP4JoHqlX3z8fdR6zfWY3+766zku1Z3l7xu7hzL/n1fl+/fvB\nbrMd/uf0P+hq6XKiXuo0L6XI9cXGxiI8PBwAXv5etohhmBan2tpa7dY+I8t07949GwcHh4zi4uLO\ndXV1WmPGjDmye/fuKXw+v7Tx54yMjEoaz7+IqjyO3j7KDNszjHSMJtU31DPdNnRjqmqrSEehWJZa\nmMr02tKLdAyVdfDWQSYuO450jH/467ez2d/kZvcEXFxcmr0VJo/HY27cuOHaeot5XWJionefPn2u\ndO7c+QkAjB079vDVq1ffNjU1LSoqKjI1NTUtKiwsNDMxMXn0JsvnCl8LX0w7Po3oKWOxsbEv/1Jo\nTFNDE9nzsunxgFc0Vy9Vcj3/OnwtfOWyLHWol6yySrJwOfcy/Lv7v/YeV+vVbBM4ceLEO4pYYa9e\nve58/fXXXz5//lyvQ4cO1RcuXBji6+sbr6+vXxURERGydOnS1RERESFjxow5qoj1s8XM0AyDrQej\nvKack/fmoQ1APcXnx6O3RW/SMVSWn6UfVkStIB1DJm16xrBYLBbEx8f78ng8xtfXN769f6V///33\nSyIiIkI0NDQknp6eyTt27JhRWVlpOH78+AM5OTndhEJh9oEDB8bz+fyyl0HpdQIU1W6uP7pi5+id\n8Db3Jh1FJT2tfQrBWgFKl5ZCR1OHdBwArV8n0GoTOHDgwPjFixevGTBgwEUAiIuL679mzZrF77//\n/h9yztoi2gQoZRItioaWhhb6d+9POspL1fXVMF9njqJFRZz5gVJFbv9zw453dsDHwod0FAByuFjs\nm2+++VdCQoLPr7/++tGvv/76UUJCgs/XX3/9pXxjUorw6hkJVMvkWa+MxxnYfWO33JYnDx20OuDR\n4kdyawB0+2pab4veTd5HiKv1avXeQQzD8Lp27fpYOt+5c+cnLXUVitvyK/JRJ6mDkC8kHUWl9bbo\nje1J20nHeI2WRqv/l6faaW7vudDW0CYdo81aHQ5avHjxmrS0NLdJkyb9zjAMb//+/R+4urre+P77\n79t3C0IZ0eEg+fjvxf/iWd0zhA0JIx1FpdU21MJotRGKFhbBUNeQdBxKjbX7mAAAHDp06L3Lly/3\n4/F4jL+//6V33333iFxTtoGyNoHEgkTU1Negb7e+pKMAAEb9PgrTPKZhrMNY0lFUXp9f+uDbQd9i\noPVA0lEoNdbuYwLr1q1b6Ofnd23Dhg0L1q9f/wWJBqDMUotSiQ0LvDoGyTAMrudfp6cINkPeY7Z+\nln64lqe6N5Pj6hg3V3G1Xq02gcrKSsOgoKDIfv36Xd6yZcucpm7nQDXP18IX8fnxpGMAALLLsqGj\nqQOLThako6iFUPdQDO4xmHQMAID4qZj4DQ0pbmrTcBAApKWluR04cGD8wYMHx1laWuZFRUWxunUr\n63BQvaQeRquNkDM/B0Z6RkSz7Lu5D/tv7ceRD+jOnLpZEbUCOpo6WBmwknQUimXtHg6SMjExeWRq\nalrUuXPnJ48fP+4qn3iqT0tDC55mnkgsSCQdBXpaehjnMI50DIoAOgzIroqaCvjt8IMy/OHaahPY\ntm3brICAgNjBgwdHFRcXd9mxY8eMN71vkLrytfBt9fmjivDqGOToXqMx2XUy6zmUBVfHbNtLwkiQ\nWJAo94uXVLVe8tBJtxNyynOQXZb98jWu1qvVk4Zzc3Otfvjhh/nu7u6pbARSRROcJqC0upR0DEpN\n3Sm+gy4du6BLxy6ko6gVHwsfJBYkwtrImnSUFrX5mABpynpMgKJIC08NR+T9SPz+3u+ko6iVb+K+\nQUVNBb4P/J5oDrkdE6AoSnZVtVUYumco0bFhHnicfcKdKvMx90FCQQLpGK2iTUCFcXUMkqsUUS99\nHX3cenQLojKR3JfdViHuIZjiOkXuy6XbV8u8zL2QXJgMCSMBwN160SagJjZc3YCKmgrSMdSSt7k3\nEvK5/xchJV9dOnZB9rxsaPC4/TNLjwmogae1T2GyxgRly8roLYQJ+DbuW5TVlGFN4BrSUSg1xMlj\nAmVlZfxx48YddHBwuO3o6Jhx/fr13iUlJcaBgYHn7e3tM4OCgiLLysq49ziudqhtqMX7f7z/cteQ\nTalFqXA2caYNgBAfCx+6J0BxFpEmMG/evI0jRow4ffv2bYcbN2649urV605YWNiywMDA85mZmfaD\nBw+OCgsLW0Yim6LoaOogsSARWU+yWFundAwyqSCJPkmqDRQ1Zutt7o3kwmQ0SBoUsnxSuDrGzVVc\nrRfrTaC8vPytS5cu+U+bNm0nAGhpadW/9dZb5cePHw8OCQmJAICQkJCIo0ePjmE7m6J5m3sTuXI4\nsTCRNgGCjPWMkfppKpGx4V0pu/C09inr66WUB+tPmBCJRNZdu3Z9PHXq1F1paWluXl5eST/88MN8\nsVgsEAgEYgAQCATipm5UFxoaCqFQCADg8/lwd3dHQEAAgL+7LJfnjYuMkdgpEZNdJ7O2fuDF7awD\nEIDY8lhO1YOL81LyXn5OWg5ykMPqv6e6vhqzr8/GJJdJSlcvVZqvrq9GbGwsOmh1gJQi1xcbG4vw\n8HAAePl72SKGYVidEhISvLW0tOri4+N9GIbBvHnzfvjXv/71NZ/PL238OSMjo5LG8y+iKrcL9y8w\n/jv9WV/vz0k/M3UNdayvlyLrz5w/Ga/tXqRjqL2PjnzE/JT4E7H1//Xb2exvMuv7p5aWlnmWlpZ5\nPj4+CQAwbty4g8nJyZ6mpqZFRUVFpgBQWFhoZmJi8ojtbIrmaeaJlKIU1saGpX8dzPCcQR8r2Aav\n/nWr7BILFDsMqGr1UhRvM28kFCRwtl6sNwFTU9MiKyur3MzMTHsAuHDhwhAnJ6db77zzzomIiIgQ\nAIiIiAgZM2bMUbazKZqRnhFiQ2JJx6DUhKKbANU20nsIcRWR6wTS0tLcZsyYsaO2tlbHxsbm/q5d\nu6Y2NDRojh8//kBOTk43oVCYfeDAgfF8Pr/sZVB6nQCl5BiGQb2kHtqa7DyE3GmbE34b+xvcTd1Z\nWR/VtOr6ahivNkbJ0pJ/HBdgi1yeMcwFtAlQyu6Tk5/Ay8wLM71mKnxdDMNgzZU1WOC3gLWmQzXP\nc7snto3cBj9LP9bXzcmLxSh2cHUMkqsUXS8XExfWbijG4/GwpO8ShTYAun213VDboYiKiSIdo0m0\nCaiwm49u4v+i/490DOovPub0ymF1tWrwKvS16ks6RpNoEyCEjaGtZxbP8KzumcLXoyqk51wripup\nGzKfZOJ53XOFroctiq6XquFqvWgTIGDBuQUITw1X+HoSCxLhbUbPDuGKDlod4NDVAalF9CF9FHfQ\nJkCA8C0hEgsVf8rYpbhL8DL3Uvh6VAUbY9z9u/fHw/KHCl8PG+gxAdlwtV60CRDAxj2Enjx7gvLq\ncth3tlfoeijZbBi6AROcJyh0HYkFiVh9ebVC10GpDtoECHA3dcfNRzdR21CrsHUkFSbBt68v5x9o\nwSVcHbOVVWx2LAqeFih8PapSL7a4+LrgYvZF0jFeQ38hCNDX0Yc13xo3H91U2Dr6deuH8DHhCls+\nxV30WBA35Vfm45OTn5CO8RraBAjxsfDB7ce3Fbb8jtodkZ2arbDlqyKujtnKiq3bRahKvdjy+NZj\n5FbkorKmknSUf6B3FSNkxzs7oKmhSToGpWJKn5fiUdUjeiyIgzQ1NOFs4ozUolT4d/cnHecluidA\nCBsNgI7ZyoatelXUVCCtKE0hy04qTIK7qTvdvjgoICAAXmZeSCpMIh3lH2gToCiW3S2+i4+OfqSQ\nZXuZeWHbyG0KWTbVfl5mXkguTCYd4x9oE1BB0ucV0DFb2bBVLxeBC7KeZKG6vlruyzbSM4KzibPc\nl9sUun3JJjY2Fv7d/Tl3V1faBFTQewfew6nMU6RjUM3ooNUB9p3tcUN8g3QUimX2ne3xxdtfkI7x\nD/RW0gRV11ejoLIAPYx6yHW5FustcHnqZVgbWct1uZT8TD8+Hd5m3vjM5zPSUSgVR28lzWHp4nS8\nd+A9uS6zsLIQ1fXVEPKFcl0uJV9eZl5ILuLW2DClnog0gYaGBk0PD4+Ud9555wQAlJSUGAcGBp63\nt7fPDAoKiiwrK+OTyMU2F4EL7hbfRU19jdyWmVSYBC8zL/B4PDpmKyM269WvWz9YdbJibX2KQLcv\n2XC1XkSawMaNG+c5Ojpm8Hg8BgDCwsKWBQYGns/MzLQfPHhwVFhY2DISudjWQasDbI1t5XrlcHJh\nMr1pnBJwFbji3wP+LddlfnTkI5y7d06uy6RUH+tNIC8vz/L06dMjZsyYsUM6TnX8+PHgkJCQCAAI\nCQmJOHr06Bi2c5HiaeYp1/OGc8pz4GnqCYCexy0rZa/X5ZzLrA4DKnu92Na4Xl/GfMmZ50qwfsXw\nggULNqxZs2ZxRUVFJ+lrYrFYIBAIxAAgEAjEYrFY0NR3Q0NDIRQKAQB8Ph/u7u4vCyvd1VK2eU8z\nTyQXJstteTuCd4BhGM78++g8O/Mnzp1A0c0i2HW240QeOt/y/L6T+2BebI7P3v9M7suPjY1FeHg4\nALz8vWwRwzCsTSdOnBg1a9asrQzDICYmJmDUqFEnGIYBn88vbfw5IyOjkle/+yKq6onPi2cWnluo\nkGXHxMQoZLmqSpnrFf0gmum3sx+r61TmepHQuF7Tj01ntsZvZWW9f/12Nvu7zOqewJUrV/ocP348\n+PTp0yOqq6s7VFRUdPrwww93CwQCcVFRkampqWlRYWGhmYmJySM2c5HkY+EDHwsf0jEoJZdcmAwP\nUw/SMag24tLtI1g9JvDdd9+tyM3NtRKJRNb79u2bMGjQoOjdu3d/GBwcfDwiIiIEACIiIkLGjBlz\nlM1cqkq6q0i1DYl6rbuyTi7Plbj5+CY8zTzlkKjt6PYlm8b18jJX0ybwKunZQcuWLQs7f/58oL29\nfWZ0dPSgZcuWhZHMRVFs2Zm6ExmPM9q9nF+Cf8Ekl0lySESxwcXkxenhirh1iKyINYEBAwZcPH78\neDAAGBsbl1y4cGFIZmamfWRkZBCfzy8jlUuZpRWlvbxvEMDd85K5ikS9PM08kVTQ/r8INXga0NHU\nkUOitqPbl2wa10tPWw+7390NCSMhF+gv9IphFVFRU4E+O/uAgWrdWkPV0SuH1dd7ju+ho3ZH0jFo\nE+AChmGwK2XXP/6Kl1VaURpcTFygpfH3sX46ZisbEvXyMvOSy54ACXT7kg1X60WbAAfweDx8c+kb\n3Cu598bLSC5MhocZPTtE2bibuiP9UTrqJfWko1BqijYBjpBeNPamUopSXl4pLEXHbGVDol6GuobY\nMHRDu84QyqvIk15Lwyq6fcmGq/WiTYAjPEw92jU2nFyYzPopgpR8zPSa+cZjwzX1NbDbbMeJs0wo\n5USbAEe0Z0+AYRjYGNu89kQpro5BcpUy1uvW41uwNbaFnrYe6+tWxnqR1FS9NlzdgP0397MfphHa\nBDjCw9QDyYXJb7Rbz+PxcOSDI9DV0lVAMorL6JXCyk2Dp4HYh7FkMxBdO/WSwECAL/y+QE2D/J4t\nwNUxSK5SxnqlFKUQGwZUxnqR1FS9vMzJP3ieNgEO+XLAl+ig1YF0DEqJ0GNBys1N4Iabj26irqGO\nWAbaBFQYHbOVDcl6/ZjwI05lnpLpOwzDQE9LD+6m7gpK1TK6fcmmqXoZ6hrCqpOVXG4d8qZoE6Ao\nDqioqUCUKEqm7/B4PESHRKOTbqfWP0xxlpe5F1KKUoitnzYBJZdbnotjd441+R4ds5UNyXq19zoR\nEuj2JZvm6rUuaB3GO41nN0wjtAkouWhRNPbfInuKGdV+HmYeSC1KJXLRF0WWqYEp0XsI0SbAMT8n\n/YwruVfa/PmWzg6hY7ayIVmvLh27wFDXEKIyEbEMsqLbl2y4Wi/aBDhGVCbC+fvn2/x5ep646lDG\nISFK+dEmwDGeZp5tvn2EhJEgtSi12RvH0TFb2ZCu19rAtRhkPahNny1+VoxoUbSCE7WMdL2UDVfr\nxXoTyM3NtRo4cGCMk5PTLWdn55ubNm2aCwAlJSXGgYGB5+3t7TODgoIiy8rK+Gxn4wJZ/hq8V3IP\nnTt2hrGesYJTUWyw62zX5v8tY7NjsfH6RgUnothE6loB1puAtrZ23YYNGxbcunXL6dq1a35bt26d\nffv2bYewsLBlgYGB5zMzM+0HDx4cFRYWtoztbFxgzbdGZU0lHlU9avWzupq6+GrAV82+z9UxSK5S\npnpxYRhQmerFBS3V6/z98xi1dxR7YRphvQmYmpoWubu7pwKAgYHBUwcHh9v5+fkWx48fDw4JCYkA\ngJCQkIijR4+OYTsbF/B4PHiaeSKlsPXzhrvzuyPUPVTxoSjOoVcKqxYnE6c3vndYe2m1/hHFyc7O\nFqakpHj07t37ulgsFggEAjEACAQCsVgsFrz6+dDQUAiFQgAAn8+Hu7v7y+4qHW9ThfnvA79HTloO\nYvNi27W81NRUzJ8/n/i/R1nmlaVeDMPg2uVrmG40HegJYnmUpV5cmW+pXncT76L+QT3yK/Nh2cmy\nXeuLjY1FeHg4ALz8vWwRwzBEpsrKSgNPT8+kI0eOjGEYBnw+v7Tx+0ZGRiWN519EpWQRExNDOoJS\nUZZ65ZXnMV2/78pIJBKiOZSlXlzRWr2G7h7KHLtzTO7r/eu3s9nfYiJnB9XV1Wm/9957hz788MPd\nY8aMOQq8+Ou/qKjIFAAKCwvNTExMWh8Up1ok/SuBahsu1OvcvXOYfHhyi5+pk9RhSd8l4PF4LKVq\nGhfqpUxaq5eHmUebhoHljfUmwDAMb/r06b84OjpmzJ8//wfp68HBwccjIiJCACAiIiJE2hwoSp1Y\nG1m3erGgkC/Eoj6LWEpEscXLzAsFTwtYXy+PYflAxOXLl/v1798/ztXV9QaPx2MAYNWqVct9fX3j\nx48ffyAnJ6ebUCjMPnDgwHg+n1/2MiiPx7Cdlct2p+1GV/2uGGY7rNnPxMbG0r/WZMCFekkYCfhh\nfDyc/xBGekZEs7SGC/VSJqTqxePxwDBMs7uNrB8Y7tev32WJRNLkHsiFCxeGsJ1HWf2R8QdC3EJI\nx6DkTIOnAVeBK1KKUtp84RhFtQe9Ypijzt07h7ln5jb7fltOEaR/pcmGK/UiNTYsK67US1lwtV60\nCXCUwECACw8uNPme+KkYVXVVEPKF7IaiWOFh6oGMYnIPGaHUC20CHOXY1RHZZdl4VvfstfdSilLg\nYerR6tkh0nOHqbbhSr0+dP0QO97Z0eR7J+6eQNQD2R4+oyhcqZey4Gq9aBPgKB1NHfTq0gs3xDde\ney+lkNzDxSnF09bUbrbB/37zdxRUsn8GCcWOBkkD63eSZf3soDeljmcHTT8+Hd5m3vjM57N/vP6g\n9AEYhoGNsQ2hZBQpPbf0xOHxh+Fk4kQ6CqUAdQ114K/mQ7xIDAMdA7kss7Wzg+ieAId5mHo0eVvp\nHkY9aANQQxU1FciryEPPLj1JR6EURFtTG05dnZBWlMbaOmkT4LCp7lOxefjmN/4+V8cguYrr9Uor\nSoOLiQu0NIje8uslrteLa9paLw8zD1YfPE+bAIfp6+ijg1YH0jEoAiSMBA/LHv7jtZYeJUqpDg9T\ndpsAPSZAURxUVVuFrmu6onxZObQ1tQEANx/dRIOkAW6mboTTUYoUnx+PT05+gpRP5NMI6DEBilJC\n+jr6EPKFyHj89/UCzibOtAGoARcTF9ga27L2bAHaBJTMkF+HQFQqatNn6ZitbLhWL7bHhmXFtXpx\nXVvrpaethz/e/4O1u8TSJqAEKmsqAQDP6p7hSu4VWHSyIJyIYgPbY8OUeqJNgONKnpfAaoMVJIwE\nN8Q34NDVATqaOm36LlfvVcJVXKuXp5kn6xcOyYJr9eI6rtaLNgGOM9YzRifdThCVijjxcHGKPR6m\nHtDX1icdg1JxtAkoAelfhLI+XJyO2cqGa/Uy0jPC2SlnAQBTDk9B1pMswon+iWv14jqu1os2ASUg\nHRtOLUqVqQmkpqYqMJXq4Wq96hrqcOTOEZgZmpGO8g9crRdXyVqvgxkHkV+Rr6A0f+NUEzh79uyw\nXr163bGzs8tavXr1UtJ5uEJ6lkjc1Dh4m3u3+XtlZWWtf4h6iav1ulN8B1adrOR2Lxl54Wq9uErW\neu27uQ8XH15UUJq/caYJNDQ0aM6ZM2fL2bNnh2VkZDju3bt34u3btx1I5+ICTzNPVNVWoaN2R87c\nMoBij6zDgJRqYOvsMM40gfj4eF9bW9t7QqEwW1tbu27ChAn7jh07Npp0Li6w7GSJuKlxMn8vOztb\n/mFUGFfrlVzEzRMCuFovrpK1Xp5mnuw8YY5hGE5Mf/zxx7gZM2b8LJ3fvXv3lDlz5myWzgNg6EQn\nOtGJTrJPLf32cmZsgcfjMS2939K9LyiKoqg3w5nhIAsLi/zc3Fwr6Xxubq6VpaVlHslMFEVRqo4z\nTcDb2zsxKyvLLjs7W1hbW6uzf//+D4KDg4+TzkVRFKXKODMcpKWlVb9ly5Y5Q4cOPdfQ0KA5ffr0\nXxwcHG6TzkVRFKXSSB8Qbst05syZYT179rxja2ubFRYWtpR0HmWYunfvnu3i4nLD3d09xcfHJ550\nHq5NU6dO3WliYiJ2dnZOl7725MkT4yFDhpy3s7PLDAwMjCwtLeWTzsmVqal6ffXVVystLCzy3N3d\nU9zd3VPOnDkzjHROrkw5OTlWAQEBMY6OjrecnJxubty4cS7DcHMbI16s1qb6+npNGxubeyKRSFhb\nW63WzOMAAAcvSURBVKvt5uaWmpGR4UA6F9cnoVAoevLkiTHpHFyd4uLi/JOTkz0a/6gtXrz4+9Wr\nVy9hGAZhYWFLly5dGkY6J1empuq1cuXKr9atW/cF6WxcnAoLC01TUlLcGYZBZWWlgb29/d2MjAwH\nLm5jnDkm0Bx6/cCbY+gZVc3y9/e/ZGRkVNr4tePHjweHhIREAEBISEjE0aNHx5BJxz1N1Qug21hz\nTE1Ni9zd3VMBwMDA4KmDg8Pt/Px8Cy5uY5xvAvn5+RZWVla50nlLS8u8/Px8ekP9VvB4PGbIkCEX\nvL29E3/++eePSedRBmKxWCAQCMQAIBAIxGKxWEA6E9dt3rz5czc3t7Tp06f/UlZWxiedh4uys7OF\nKSkpHr17977OxW2M802gtesHqKb9+eeffVNSUjzOnDkzfOvWrbMvXbrkTzqTMuHxeAzd9lr22Wef\n/SgSiaxTU1PdzczMChcuXLiOdCauefr0qcF77713aOPGjfMMDQ0rG7/HlW2M802AXj/wZszMzAoB\noGvXro/ffffdI/Hx8b6kM3GdQCAQFxUVmQJAYWGhmYmJySPSmbjMxMTkkfSHbMaMGTvoNvZPdXV1\n2u+9996hDz/8cPeYMWOOAtzcxjjfBOj1A7J79uxZx8rKSkMAqKqq0o+MjAxycXFJJ52L64KDg49H\nRESEAEBERESI9P+4VNMKCwtf3tv6yJEj79Jt7G8Mw/CmT5/+i6OjY8b8+fN/kL7OyW2M9JHptkyn\nT58ebm9vf9fGxubed999t5x0Hq5PDx48sHZzc0t1c3NLdXJyuklr9vo0YcKEvWZmZgXa2tq1lpaW\nuTt37pz65MkT48GDB1/g0ul7XJlerdcvv/wy7cMPP/zVxcXlhqura9ro0aOPFhUVCUjn5Mp06dKl\nfjweT+Lm5pba+BRaLm5jPIYhPiRFURRFEcL54SCKoihKcWgToCiKUmO0CVAURakx2gQoiqLUGG0C\nFEVRaow2AUrllJeXv/Xjjz9+Jp0vKCgwf//99/+Q93pWrly50tLSMm/lypUr5b3s1gwcODDG0NCw\nMikpyYvtdVOqhTYBSuWUlpYabdu2bZZ03tzcvOCPP/54X97r4fF4zBdffLGeRBOIiYkZ6O3tnciF\n2w5Qyo02AUrlLFu2LOz+/fs2Hh4eKUuXLl398OHD7tKrWcPDw0PHjBlzNCgoKNLa2lq0ZcuWOWvX\nrl3k6emZ/Pbbb18tLS01AoD79+/bDB8+/Iy3t3di//794+7evduzqXUxje6iuXLlypUhISER/fv3\njxMKhdmHDx8eu2jRorWurq43hg8ffqa+vl5Lms/JyemWm5tb2uLFi9cAwOPHj7uOGzfuoK+vb7yv\nr2/8lStX+gAv7j0zderUXa6urjfc3NzSDh8+PFbR9aPUDOmr1ehEJ3lP2dnZ3Rvf914kEgml87t2\n7Qq1tbXNevr0qf7jx4+7dOrUqXz79u0zGYbBggUL1v/www/zGIbBoEGDorKysmwZhsG1a9d6Dxo0\nKOrV9axcufKrtWvXLpTOf/XVVyv9/f3j6uvrNdPS0lz19PSenT17dijDMHj33XcPHz16dHRxcXHn\nnj173pF+p7y8vBPDMJg4ceLvly9f7sswDB4+fNjNwcEhg2EYLFmyZPWCBQvWSz/f+ArTgICAmKSk\nJE/S9aaTck+cebwkRckL08o97gcOHBijr69fpa+vX8Xn88veeeedEwDg4uKSfuPGDdeqqir9K1eu\n9Gl8HKG2tlantfXyeDxm+PDhZzQ1NRucnZ1vSiQSjaFDh56TLjs7O1s4atSokx06dKiePn36L6NG\njTo5atSokwBw4cKFIbdv33aQLquystKwqqpKPyoqavD+/fs/kL7O5/PLZK8IRTWPNgFK7ejq6tZI\n/7uGhoZEOq+hoSGpr6/XkkgkGkZGRqUpKSkesi5bR0enVrosbW3tusbrqa+v19LU1GyIj4/3jYqK\nGnzw4MFxW7ZsmRMVFTWYYRje9evXe0u/31hrTY2i2oMeE6BUjqGhYaX0LqqykP7YGhoaVlpbW4sO\nHjw4Tvr6jRs3XOWRraqqSr+srIw/fPjwM+vXr/8iLS3NDQCCgoIiN23aNFf6OenrgYGB57du3Tpb\n+jp9cAslb7QJUCqnc+fOT/r27funi4tL+tKlS1c3fnjHqw/yePW/S+d/++23yb/88st0d3f3VGdn\n55vHjx8Pbsu6m1u2dL6ystLwnXfeOeHm5pbm7+9/acOGDQsAYNOmTXMTExO93dzc0pycnG5t3779\nEwD417/+9U1paamRi4tLuru7e2psbGxAO0pDUa+hdxGlqDf0n//85ysDA4OnpJ6oNXDgwJh169Yt\n9PT0TCaxfko10D0BinpDBgYGT3/66aeZpC4WE4lE1o2PO1DUm6B7AhRFUWqM7glQFEWpMdoEKIqi\n1BhtAhRFUWqMNgGKoig1RpsARVGUGvt/5i5yreN7pjkAAAAASUVORK5CYII=\n",
"text": [
- "<matplotlib.figure.Figure at 0x7f054c060710>"
+ "<matplotlib.figure.Figure at 0x25c1f10>"
]
},
{
"metadata": {},
"output_type": "display_data",
- "png": 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CsWppbSLgX0cGLlysTua8ZMS8lJExL4eaQXV1NVauXIlJkyZh0qRJWL16Ncxm\n+/95HaHT6TB27FhER0dj/fr1AIDi4mJ069YNABAcHIyioqJW7Ze0457/uQc/Xv7R7mOCfIM49Efk\nRA4NE82bNw++vr5ISkqCEALvvvsu5s6di7fffrtNL3748GH06NEDxcXFuPfeezFgwACHnztnzhyE\nhoYCADp37ozY2FjbOJy163K74baVLPVYtyvOViD7UDYGTB7Q7OMLLxWif7f+Lq3PSu18tLJtJUs9\nsm9bOfP1srKysHXrVgCwvV82x6FJZxEREfj6669bvK0tVqxYAQDYtGkTjhw5guDgYBQXF+OOO+7A\nDz/80LBoOxMnSHv6r++Pj2Z+xElnRE5m773ToWEivV6PvLw823ZeXl6b5xlUVlaisrJ+lnBFRQUy\nMzMRERGBhIQEpKamAgBSU1ORkJDQptehejf+NiITGRu7zHnJiHkpI2NeDg0TrVy5Erfffjv696//\nze37779v89VEhYWFmDJlCnQ6HSorKzFz5kzcd999GDFiBGbMmIEtW7agV69e2LZtm+J9W4QFNXU1\n8O3g26YayXV4nodIXQ6vTVRZWYnTp09Dp9MhKioKfn5+zq6tWS0NE7114i18/vPn2DJ5iwurotYa\n8/cx2HTfJtzc5Wa1SyFya20eJtq2bRssFguGDRuGXbt24cEHH0R2dna7FtmeOOlMW/bO3stGQKQy\nh5rByy+/jICAABw4cAD79u3D/PnzsWjRImfX1mpsBo3JOEap1P68/bhWc80lr+UOebkS81JGxrwc\nPoEM1E8Ie/TRRzFp0iTU1tY6tbC2YDNwT4/ufBT5V/PVLoPILTnUDEJCQvDEE09g+/btmDhxIsxm\nM5uBxlivQdayIN8gl61P5A55uRLzUkbGvBxqBv/4xz8wevRoZGZmonPnzigpKcFrr73m7NpazeBr\nQI2lRu0yqJ2xyRM5j0PNwGAw4MEHH8Qtt9wCAOjVqxfGjRvn1MLaIsQQgrNPnVW7DKnIOEZplV+a\nj5q6lpt3kJ/rlqSQOS8ZMS9lZMxLzk+oIY9y19a7HDoX4OrF6og8CZuBh5BxjNJKwLEZyEP7DEVw\nx2AnV1NP5rxkxLyUkTEvh2YgEzmbDi3PQF40TN7LmYm0jkcGHkLGMUorrk2kfcxLGRnzcttmUFVb\n5dBJSZID1yYiUpfbNoPJ/5iMvbl71S5DGjKOUVoZDUZ00Ms1YilzXjJiXsrImJdc/wPbUaBPIK9J\n14iD8w7OU7GOAAAOOElEQVSqXQKRx3PbIwNOUGpIxjFKpUqrSnHgpwMueS13yMuVmJcyMubFZkCa\n8XPpz3gi/Qm1yyByS2wGHkLGMUqlXDkD2R3yciXmpYyMebltM+jq3xW1FnkX0yPlOAOZyHncthks\nuX0JXh7zstplSEPGMUqrn0t/dqhxB/oEotxcDouwOL0mmfOSEfNSRsa83PZqItKO4ZuH4/Cjh2E0\nGO0+zkvvhY7eHfHJvnJ8sc/Q6P4bpyo0NXWhpcdYt3NzgQMH2n+/zqpX7f2ePQucOqWdetXe7zff\nAAUFyp4zYwagd+Kv7w5/BrJMdDodXnhBwMcH8PaG7U9fX8DPr/kvLy/n1+aqNN3pde7JCEHq6CMI\nFEaUlQFlZcDVq/V/VlQAdXX1XxYLsEPMxsXU1/Hw/V1huK4f3FhnU3W3x2O4X/eoRYv7ffvttjcD\ne5+BrNlmkJIiYDYDNTWw/VldXf9VVdX469q1+jcT19TH11Hi24khCNuTjSB9CAIDgcBAwGCo/7Nj\nR6BDh/pG7uVV/58hJAR45BHn1kTkjtyyGWiwbFVlZWVJeQUDAPRZ0wdHHzuKEEOI2qXYyJyXjJiX\nMmrlZe+9021PIFuEBZevXVa7DHIQ1yYiUpfbHhmUXCtB2J/DcPkZNgTZ3bbpNnw08yP0DOipdilE\nbs3ee6fbXk1kXZtICMHfOiV35NEjapdA5PHcdpjI28sbvl6+qKypVLsUKch4XXNrfFP8Db69+K3T\nX8dd8nIV5qWMjHm5bTMAuCSFO9p+ZjveOfWO2mUQuR02Aw/hLld6GHwNKK1y/pIU7pKXqzAvZWTM\nS8pmkJmZiaioKISHh2PlypWt3k+IIQTXaq+1Y2WkNoOvAVfNbPBE7U26ZlBdXY3HH38cmZmZOHny\nJN577z2cOHGiVfvaN3sfYnvFtnOF2iTjGKXVT1d+Qp2lzqHHBvkGueTIQOa8ZMS8lJExL+mawZEj\nRxAREYGQkBB06NABM2bMQHp6utplkRMN/dtQXLp2yaHHcuiPyDmkawYmkwl9+/a1bRuNRphMJhUr\ncg8yjlG2Rt+gvhjaZ6jTX8dd8nIV5qWMjHlJN8+gvecEfH/pe9zS9ZZG+5374Vx88sMnjR6/ZfIW\n3Pubexvdzsc77/El10rg6+Xb6DFNGRA8ACvuWYG9uXuRuCOx0f3xN8Xj7fvfbnQ7H8/Hu9PjnUG6\nGciff/45Vq5ciY8//hgAsHr1apjNZvzxj3+0PUan02H27NkIDQ0FAHTu3BmxsbG2bmsdj7tjxB0w\n/JcBmXdmQqfTNbj/avVVDBk+BADwxedfAACGjxyOLn5dcORQ/SQod3r8oexDmPv4XGnquf7xRw8d\nRZBfUKN/P3vb5jozIodFNno9Xy9fnMo+1ebHHz12FA/Pf9hp+3e3x3998ms89uRj0tQj++NzcnKw\nZMmSVu/f0e2srCxs3boVABAaGorly5drZ6G6qqoqDBgwAIcOHUKPHj0wfPhwbNy4EYMGDbI9xtGF\n6r6/9D2G/m0oSp/lp2NxITFlmJcyzEsZGReqk64ZAMCuXbvw9NNPw2KxYNasWXjuueca3O9oM5jz\nzzn4+1d/h1gm3V+RiMjlNLc20YQJEzBhwoQ278fRcWgiIk8n3dVE7WnV2FU488QZtcuQgozXNcuM\neSnDvJSRMS8pjwzaS5BfEIL8gtQug4hIelKeM2gJP+mMiEg5j/ykMyIichybgYeQcYxSZsxLGeal\njIx5sRkQERHPGRAReQqeMyAiIrvYDDyEjGOUMmNeyjAvZWTMi82AiIh4zoCIyFPwnAEREdnFZuAh\nZByjlBnzUoZ5KSNjXmwGRETEcwZERJ6C5wyIiMguNgMPIeMYpcyYlzLMSxkZ82IzICIinjMgIvIU\nPGdARER2sRl4CBnHKGXGvJRhXsrImBebARER8ZwBEZGn4DkDIiKyi83AQ8g4Rikz5qUM81JGxrzY\nDIiIiOcMiIg8Bc8ZEBGRXao0g5SUFBiNRsTFxSEuLg67du2y3bdixQqEh4cjKioKu3fvVqM8tyTj\nGKXMmJcyzEsZGfNSpRnodDokJSXhxIkTOHHiBCZMmAAAOHbsGHbs2IFTp04hMzMTCxYsgNlsVqNE\nt5OTk6N2CZrCvJRhXsrImJdqw0RNjVulp6dj5syZ8PLyQkhICCIiIpCdna1Cde7nypUrapegKcxL\nGealjIx5qdYMNmzYgIEDByIxMRElJSUAgIKCAhiNRttjjEYjTCaTWiUSEXkMpzWDsWPHIioqqtHX\nRx99hCeffBLnzp3DmTNnEBYWhsWLFzurDPqXvLw8tUvQFOalDPNSRsq8hMoKCgrErbfeKoQQ4qWX\nXhKrV6+23Tdx4kRx8ODBRs8JCwsTAPjFL37xi18KvmJiYpp9L+4AFRQVFaFHjx4AgPfffx8REREA\ngISEBCxcuBBLlizBhQsXcPr0aQwbNqzR83/44QeX1ktE5O5UaQa///3vcfLkSZjNZvTr1w+bN28G\nAAwePBhTp05FdHQ09Ho9Nm7cCG9vbzVKJCLyKJqcgUxERO1LczOQMzMzERUVhfDwcKxcuVLtcqQX\nGhqK6OhoxMXFNTnk5unmzZuHnj17IioqynZbSUkJxo4di+joaIwfP17KywDV0lReN04izczMVLFC\nueTn52PUqFGIiopC//79sWrVKgCS/oy19wlhZ6qqqhKhoaHCZDKJmpoaMWTIEHH8+HG1y5JaaGio\nuHTpktplSOvAgQPi+PHjIjIy0nbbokWLxOuvvy6EEOL1118XixcvVqs86TSVV0pKilizZo2KVcnr\nwoUL4tSpU0IIIcrKysQtt9wicnJypPwZ09SRwZEjRxAREYGQkBB06NABM2bMQHp6utplSU9wJLBZ\nI0eORJcuXRrclpGRgVmzZgEAEhMT+TN2nabyAvgz1pyePXsiMjISABAQEIDo6GgUFBRI+TOmqWZg\nMpnQt29f2zYnpbVMp9PZDkfXr1+vdjmaUFxcjG7dugEAgoODUVRUpHJF8mtqEik1lJeXh6NHj2LE\niBFS/oxpqhnodDq1S9Ccw4cP4/jx49izZw/eeustfPbZZ2qXRG6Gk0hbVl5ejunTp2PdunUwGAxq\nl9MkTTUDo9GI/Px823Z+fn6DIwVqzDqfo3v37pg+fTqOHj2qckXy6969Oy5evAig/ijBmiE1LTg4\nGDqdDjqdDgsWLODP2A1qamowbdo0PPzww5gyZQoAOX/GNNUMhg4ditOnT6OgoAA1NTXYtm2bbcVT\naqyyshKVlZUAgIqKCmRmZtom+FHzEhISkJqaCgBITU1FQkKCyhXJ7fohjusnkVL9uZRHHnkE4eHh\nWLp0qe12KX/GVD6BrVhGRoaIiIgQAwcOFK+++qra5Ujtxx9/FNHR0SImJkbccsst4oUXXlC7JOnM\nnDlT9O7dW3h7ewuj0Si2bNkiLl26JO655x4RFRUlxo4dKy5fvqx2mdK4Ma/NmzeLxMREER0dLQYM\nGCDGjx8vTCaT2mVK4/PPPxc6nU7ExMSI2NhYERsbK3bt2iXlzxgnnRERkbaGiYiIyDnYDIiIiM2A\niIjYDIiICGwGREQENgMiIgK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yZAhxR4f7DPh8ft3du3d71dTUmOs3NIQa6DQ3Ec5aipBB6XRrqZOTk3LEiBG/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\n",
"text": [
- "<matplotlib.figure.Figure at 0x2986d90>"
+ "<matplotlib.figure.Figure at 0x3529b90>"
]
}
],
@@ -147,7 +140,7 @@
"collapsed": false,
"input": [
"from __future__ import division\n",
- "%pylab inline\n",
+ "%matplotlib inline\n",
"from math import *\n",
"\n",
"#Variable declaration:\n",
@@ -180,34 +173,19 @@
"metadata": {},
"outputs": [
{
- "output_type": "stream",
- "stream": "stdout",
- "text": [
- "Populating the interactive namespace from numpy and matplotlib\n"
- ]
- },
- {
- "output_type": "stream",
- "stream": "stderr",
- "text": [
- "WARNING: pylab import has clobbered these variables: ['fmod', 'sinh', 'trunc', 'tan', 'gamma', 'cosh', 'radians', 'modf', 'expm1', 'ldexp', 'linalg', 'random', 'frexp', 'ceil', 'isnan', 'copysign', 'cos', 'degrees', 'tanh', 'fabs', 'sqrt', 'hypot', 'power', 'log', 'log10', 'info', 'log1p', 'floor', 'fft', 'pi', 'exp', 'isinf', 'e', 'sin']\n",
- "`%pylab --no-import-all` prevents importing * from pylab and numpy\n"
- ]
- },
- {
"metadata": {},
"output_type": "display_data",
- "png": 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ExEQAQGJiIsLDw7UZRoum3oVkZmLGAWci0poGtRCKiopgZmaGNm3aALh9nYSS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\nYII=\n",
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YmBReuHBhxLsE8a+gOmhCkIYhqQDQnuR+L6PGxkb1uLi4MS1tZPz48SfeJYDO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\npcyJEyce7tu37592dnYZ165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IhUKOn5/fyTt37ji0Zbnw9tCpDJ1WTk6OVWBgYIxEIlHT\n0tKqk24yg9bT1dWt2rVrV1hlZaXem16L0JyLFy8O/fTTT380MTEpbIvyoG3gDAEAAAgh6EMAAICX\nkBAAAIAQgoQAAAAvISEAAAAhBAkBAABeQkIAAABCCCH/D1IYMYHMZAvtAAAAAElFTkSuQmCC\n",
"text": [
- "<matplotlib.figure.Figure at 0x2c18b90>"
+ "<matplotlib.figure.Figure at 0x2ce0f10>"
]
},
{
"metadata": {},
"output_type": "display_data",
- "png": 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rNrSlYlmi19lH0AcA+CeJAn90dPRHXC63mN7ncrnF586dGye7ZgEAgKxIdOdu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\ng8APAMAwCPwAAAyDwA8AwDD/DxR4tH4eP493AAAAAElFTkSuQmCC\n",
"text": [
- "<matplotlib.figure.Figure at 0x2981fd0>"
+ "<matplotlib.figure.Figure at 0x33b4a90>"
]
}
],
@@ -226,7 +204,7 @@
"collapsed": false,
"input": [
"from __future__ import division\n",
- "%pylab inline\n",
+ "%matplotlib inline\n",
"from math import *\n",
"\n",
"#Variable declaration:\n",
@@ -315,26 +293,11 @@
"metadata": {},
"outputs": [
{
- "output_type": "stream",
- "stream": "stdout",
- "text": [
- "Populating the interactive namespace from numpy and matplotlib\n"
- ]
- },
- {
- "output_type": "stream",
- "stream": "stderr",
- "text": [
- "WARNING: pylab import has clobbered these variables: ['fmod', 'cosh', 'sinh', 'trunc', 'tan', 'gamma', 'degrees', 'radians', 'sin', 'expm1', 'ldexp', 'isnan', 'frexp', 'ceil', 'copysign', 'cos', 'tanh', 'fabs', 'sqrt', 'hypot', 'log', 'log10', 'pi', 'log1p', 'floor', 'modf', 'exp', 'isinf', 'e']\n",
- "`%pylab --no-import-all` prevents importing * from pylab and numpy\n"
- ]
- },
- {
"metadata": {},
"output_type": "display_data",
- "png": 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0J06fPo0NGzaYfZ0gCHjppZcQGxsLANDr9UhNTTXOh279l0NGRgb07+hx9Z9X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\nnWFyrbKyktnvtjWRwBa5n/5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LPuhJW/DhLpBJ2C8sZzJJ1NbWypYuXfrRsGHD8ocNG5a/fPny9Xfv3u1j6ve4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\n",
"text": [
- "<matplotlib.figure.Figure at 0x1e16bd0>"
+ "<matplotlib.figure.Figure at 0x2594cd0>"
]
},
{
@@ -361,9 +324,9 @@
{
"metadata": {},
"output_type": "display_data",
- "png": 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/wb59+xYzUTkkHtQEKFeXeUA9kav6kshVfZEw4DwJxAm4xwS/4R4T3Gez/SRa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\nYII=\n",
"text": [
- "<matplotlib.figure.Figure at 0x2983e10>"
+ "<matplotlib.figure.Figure at 0x37f8250>"
]
}
],