{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def three_plots(x):\n", " plt.plot(x, x, label='linear')\n", " plt.plot(x, x**2, label='quadratic')\n", " plt.plot(x, x**3, label='cubic')\n", " plt.xlabel('x label')\n", " plt.ylabel('y label')\n", " plt.title('Simple Plot')\n", " plt.legend()\n", " plt.show() " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "x = np.linspace(0, 2, 100)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('default')\n", "three_plots(x)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('fivethirtyeight')\n", "three_plots(x)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('default')\n", "three_plots(x)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 2*np.pi, 100)\n", "plt.plot(x, np.sin(x), label='Sine')\n", "plt.plot(x, (-x+np.pi)/np.pi, label='Linear')\n", "plt.xlabel('Angle [rad]', fontsize = 16)\n", "plt.ylabel('Amplitude', fontsize=16)\n", "plt.title('Sine Wave', fontsize=16)\n", "plt.xticks(np.linspace(0, 2*np.pi, num=5))\n", "plt.yticks(np.linspace(-1, 1, num=3))\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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9OsHBwSQlJeX4nH369Elzd8vJyYmmTZuyf//+dG3feeeddMcCGbZ9bN++fdSsWTPdo9ABAwagKAr79u3LdvaKFSvi4uJCbGwspqam9OrVCxcXFyIiImjcuDGurq64uLhQs2bNbF9DCCGEyAkp6kSGNmzYQP/+/Vm+fDnu7u7Y2trSr18/oqKisn1OBweHDPc9/UjXxMSE0qVLZ3jssx7/3rlzh3LlyqXbX758+ece+yypqakkJyeTnJzMgQMHcHNzw8zMjOTkZA4dOkSzZs30rwshhBBakaJOZMjOzg5fX1+uXLnC1atXmTFjBj///HOaAQUWFhYkJCSkO/b27dsZnjOjgjAqKipdAZecnJyuAHt87NNtn1S6dGkiIyPT7Y+IiNC/p+yYOnUqpqammJqa4uvrS3BwsP77P//8k+nTp+u/F0IIIbQiRZ14rooVKzJq1Chee+01Tp48qd9fqVIlTp8+nabt33//zfnz5zM8T0BAAIqi6L+/evUqhw8fznCk7Nq1a9N8v27dOoAM2z7Wpk0bzp49myYjwOrVq9HpdLRq1QoAc3NzAB4+fJjpuZ40ZMgQjh07xo4dOwBYuXIlx44dY/LkyVhaWvLHH39w7Ngxjh079kLnE0IIIfKCDJQQ6cTExNCqVSv69OlD9erVsbS01Bc1b775pr6dl5cXffv2ZcSIEXTv3p2rV6/y9ddfZzqS9NatW7zxxht4e3sTExPDpEmTsLCwwMfHJ007MzMzZs+eTXx8PA0bNtSPfu3QoQPNmjXLNPfYsWNZvXo1nTp1YurUqTg5ObFt2zb8/PwYPnw4VatWBcDS0hInJyd++eUX2rRpg62tLXZ2dhlOHgzq49vy5cuzevVqbGxs8PLywsTEBF9fX9q1a0fDhg0zzXTw4EGio6MBSElJ4erVq/qVNVq0aPHcUbdCCCHEC1OEeMqjR4+UYcOGKXXr1lWsrKyUYsWKKdWqVVMmTZqk3L9/X98uNTVV+frrr5XKlSsrFhYWSoMGDZR9+/YpLVq0UFq0aKFvt3//fgVQ1qxZo4wePVqxt7dXzM3NlebNmyvHjx9Pc+3+/fsrJUqUUE6fPq20bNlSKVasmGJra6sMHz5ciY+PT9PWyclJ6d+/f5p9V69eVfr06aOULl1aMTU1VapVq6bMmjVLSUlJSdNuz549Sv369RVzc3MFSHeejLz55ptK7969FUVRlOTkZMXW1lZZtWrVM49p0aKFAmS47d+//7nXFEIIIV6UTlGeeB4mhMYGDBjATz/9RHx8vNZRhBBCiEJF+tQJIYQQQhgAKeqEEEIIIQyAPH4VQgghhDAAcqdOCCGEEMIASFEnhBBCCGEApKgTQgghhDAABjf5cGpqKhEREVhaWqZZPF4IYVgURSEuLo7y5ctjZFR0/j6V33FCGL7s/n4zuKIuIiICR0dHrWMIIfLJtWvXqFChgtYx8o38jhOi6Mjq7zeDK+osLS0B9QdhZWWlcRohRF6JjY3F0dFR/5kvKuR3nBCGL7u/3wyuqHv8OMLKykp+4QlRBBS1R5DyO06IoiOrv9+KTkcUIYQQQggDlqdFXVBQEF26dKF8+fLodDo2b9783GMOHjyIm5sbFhYWVK5cmcWLF+dlRCGEEEIIg5CnRd39+/epV68eCxYseKH2ly9fpmPHjjRv3pyQkBA++eQTRo8ezcaNG/MyphBCGKxrMde0jiCEyCd52qeuQ4cOdOjQ4YXbL168mIoVK+Lr6wtAjRo1OH78ON988w3du3fP8JiEhAQSEhL038fGxuYsdC6LiYFTp+DcObhwAa5ehVu34PZtuH8fHj4ERQFTU7CwAFtbKF0aHB2hUiWoUgXq1oWXXwZjY63fjRCisHiQ9IBhW4ex+dxmTg07hXMpZ60jCSHyWIEaKHHkyBE8PT3T7GvXrh0rVqwgKSkJU1PTdMfMmDGDKVOm5FfE57pxA3btgqAg+O03tZDLDSVKQOPG0LQptG2r/jeDH4cQIp/5+fkxa9YsIiMjqVWrFr6+vjRv3jzDtv7+/rz77rvp9j98+BALC4tczWVubM6lu5eIS4yj/+b+7O+/H2Mj+ctQCENWoIq6qKgoypYtm2Zf2bJlSU5O5vbt25QrVy7dMT4+PowbN07//eNhwPkpLAw2bIBffoHQ0PSvV6wItWvDK6+AszM4OICdHVhaqnfndDpISoIHD+DuXYiOhmvX4PJl9dx//aXe1du3T92mT1ePbd8e3n4bOnZUiz4hRP7asGEDY8aMwc/PDw8PD5YsWUKHDh04e/YsFStWzPAYKysrzp8/n2Zfbhd0AMZGxqx5Yw11F9flUPghZh+ZzUceH+X6dYQQBUeBKuog/fBdRVEy3P+Yubk55ubmeZ7raffuwfffw4oVaQs5nQ4aNoTWraF5c/XuWunSObtWSopa3B0+DAcPqncCb9+GH39UtxIloEcPGDgQPDzUDEKIvDdnzhwGDRrE4MGDAfD19WXnzp0sWrSIGTNmZHiMTqfDwcEhX/I5l3JmXvt5DPx1IJ/u+xTPlz1xcXDJl2sLIfJfgZrSxMHBgaioqDT7bt26hYmJCaVzWhnlkrAwGDoUypeH995TCzoTE/Vumb8/3LwJR4/CjBnqvtyIbWys3ukbMgTWrv3vGh99pN75u38fvvtOLSJdXNRC89GjnF9XCJG5xMRETpw4ka7LiKenJ4cPH870uPj4eJycnKhQoQKdO3cmJCTkmddJSEggNjY2zZYVA1wG0K16N5JSk+i3qR8JyQnPP0gIUSgVqKLO3d2d3bt3p9m3a9cuGjRokGF/uvz0xx/QpQvUrAlLl6oDHGrXhrlzISoKtm2D/v3B3j7vsxgZQaNGMHMmXLwIhw7Bu+9C8eJw+jQMHqwOspg1C+Li8j6PEEXR7du3SUlJybDLyNN/nD5WvXp1/P39+fXXXwkICMDCwgIPDw/++eefTK8zY8YMrK2t9VtWu5fodDqWdl6KfXF7/rz1J1MOFpw+yEKI3JWnRV18fDyhoaGE/v/55OXLlwkNDSU8PBxQ+8P169dP337YsGFcvXqVcePGERYWxsqVK1mxYgUffPBBXsZ8plOn1DtujRvD1q3qo8033lAHQpw+DaNH587duOzS6aBZM1i5Eq5fh2++Ufvw3bz535282bPlzp0QeSWjLiOZdRdp0qQJffv2pV69ejRv3pwffviBqlWrMn/+/EzP7+PjQ0xMjH67di3rU5TYl7BnaZelAMz8fSZHrh3J8jmEEAVfnhZ1x48fp379+tSvXx+AcePGUb9+fT7//HMAIiMj9QUegLOzM4GBgRw4cAAXFxemTZvGvHnzMp3OJC9dvw5eXlC/Pmzfrj4C7d9fnZrk55/VR50Fre9aqVIwfrw64nblSnU6lDt34IMP1K/XrlWnTxFC5JydnR3GxsYZdhl5+u5dZoyMjGjYsOEz79SZm5vrlwTLydJg3ap3w6uuF6lKKv039+dh0sNsnUcIUXDpFMWw/pmPjY3F2tqamJiYbP3yS0hQ72x98YU6GhWgZ091xOkrr+Ry2DyWnAyrVsHkyWqRCtCkCSxYAG5umkYTIsdy+lnPDY0bN8bNzQ0/Pz/9vpo1a/L6669nOlDiSYqi0KhRI+rUqcPKlStf6Jo5ed93H96l9qLaRMRFMN59PN94fpOl44UQ+SO7n/MC1adOawcPqhP9TpyoFnQeHnDsGKxfX/gKOlAHcAwaBP/8A19+qY6SDQ5W++O9/z4UsHmahSh0xo0bx/Lly1m5ciVhYWGMHTuW8PBwhg0bBkC/fv3w8fHRt58yZQo7d+7k0qVLhIaGMmjQIEJDQ/Xt81qpYqVY1mUZAHOOzOHwtcwHdAghCh8p6lCLG29vaNkS/v5bnUdu7Vp1AEKDBlqnyzkLC/DxUd9b796Qmgrz5kGtWur0KEKI7OnZsye+vr5MnToVFxcXgoKCCAwMxMnJCYDw8HAiIyP17e/du8eQIUOoUaMGnp6e3Lhxg6CgIBo1apRvmTtW6cgAlwEoKLz7y7vyGFYIA1LkH7/u26eOHH3ctW/oUPjqK7CxyeOgGtq1C4YPh0uX1O8HD4Y5c9QJjYUoLArC41ct5Mb7vvfoHrX8ahERF8FHTT9i5mszczmlECIn5PFrNvj5QZs2akHn7Kw+fl282LALOgBPz/9G7gIsX64OCDl6VNtcQoj8YWNhw+JOiwH45sg3HI84rnEiIURuKNJFXYcOULKketfq9Gl49VWtE+WfEiXUOfYOHFCnQLl4Ue1DOHOm+nhWCGHYulTrQu/avUlVUhn4y0ASUxK1jiSEyKEiXdQ5O6uDCPz81OKuKGrRQp2Lr1cvdTmyCROga1d1KhQhhGGb234udsXt+PPWn8z8TR7BClHYFemiDtRBEUWdjQ2sWwfLloG5ubo6hpsbPGf1IiFEIWdfwp75HdSJj6cfmk5YdJjGiYQQOVHkizqh0unUARNHj8LLL8PVq9C0qToKWAhhuHrW6kmnKp1ITEnEe4s3qYr0vxCisJKiTqRRr546N1/HjurSYn37qtOhSD87IQyTTqdjUadFlDQrye/XfmfRsUVaRxJCZJMUdSKdUqVgyxb45BP1+6++gu7dIT5e21xCiLzhaO3IV22+AsBnrw83Ym9onEgIkR1S1IkMGRmpS6WtWQNmZrB5szo5882bWicTQuSF4Q2H06RCE+IS43hv+3taxxFCZIMUdeKZ+vaF/fuhdGk4cUJdO/bcOa1TCSFym5HOiKWdl2JiZMKmc5vYfG6z1pGEEFkkRZ14rqZN4cgRdQDFlSvQrBn88YfWqYQQua1O2Tp82PRDAEYFjiI2QRaIFqIwkaJOvJAqVdTCrmFDdQ671q1h926tUwkhcttnr37Gy6Ve5kbcDT7b95nWcYQQWSBFnXhh9vbqWrmvvQb370OnTrBpk9aphBC5qZhpMRZ1UkfALji2QJYQE6IQkaJOZEnJkurI2LffhqQk9b/ff691KiFEbnrt5df0S4gN3TqU5NRkrSMJUejtuLCDI9eO5Ok1pKgTWWZuDgEBMGCAurRYv36wYoXWqYQQuWlOuznYWNhwMvIkC/9YqHUcIQq1mEcxvPvLuzRd2ZQt57fk2XWkqBPZYmysFnIjR4KiqKtRLF2qdSohRG5xKOmgn7vus/2fydx1QuTAZ/s/Iyo+iiq2VfB82TPPriNFncg2IyOYPx/GjFG/HzoUFslk9EIYDG83b/3cdWN3jtU6jhCF0omIEyw8pt7t9uvkh7mJeZ5dS4o6kSM6HcyZA+PHq9+PGAHLlmmbSQiRO4x0RizqtAgjnRE/nv2RHRd2aB1JiEIlJTWFYduGkaqk0rt2b9pWbpun15OiTuSYTgezZsHY//8hP3Qo+PtrGkkIkUtcHFx4v/H7gDp33cOkhxonEqLwWHJiCccjjmNtbs2cdnPy/HpS1IlcodPB7Nnw3ntqH7tBg2DDBq1TCSFyw5SWUyhvWZ6Ldy8y8/eZWscRolC4GX+TT/aqi6hPbz0dh5IOeX5NKepErtHpYO5cGDIEUlPVJca25N0gHyFEPrE0t8S3nS8AX/32Ff/c+UfjREIUfB/t+YiYhBhcy7kyvMHwfLmmFHUiV+l04OcH77wDycnqPHb792udSgiRU2/VfAvPlz1JSEngve3voSiK1pGEKLCCrgax+tRqdOhY1GkRxkbG+XJdKepErjM2VvvUdesGCQnw+utw4oTWqYQQOaHT6VjQYQFmxmbsvLiTTedkORkhMpKUksSIbSMAGOI2hEYvNcq3a0tRJ/KEiYk6QXHr1hAXB+3bw/nzWqcSQuREldJV+KjpRwCM2TGG+4n3NU4kRMEz7+g8zkSfwa64HV+2+TJfr53nRZ2fnx/Ozs5YWFjg5ubGoUOHMm3r7++PTqdLtz169CivY4o8YGEBmzdDgwZw+za0awcREVqnEkLkhE9zHyrZVOJa7DWmB03XOo4QBcqN2BtMPjgZgJltZ2JbzDZfr5+nRd2GDRsYM2YMEydOJCQkhObNm9OhQwfCw8MzPcbKyorIyMg0m4WFRV7GFHnI0hK2b4eqVeHqVfWO3b17WqcSQmRXcdPizG0/F4DZR2Zz7vY5jRMJUXCM3zWe+MR43Cu4M8BlQL5fP0+Lujlz5jA00O/SAAAgAElEQVRo0CAGDx5MjRo18PX1xdHRkUXPWHZAp9Ph4OCQZnuWhIQEYmNj02yiYLGzgx07wMEB/vzzv752QojCqWu1rnSu2pmk1CQZNCHE/+29tJcNZzZgpDPCr5MfRrr87+GWZ1dMTEzkxIkTeHqmXePM09OTw4cPZ3pcfHw8Tk5OVKhQgc6dOxMSEvLM68yYMQNra2v95ujomCv5Re5ydlYLO0tLOHgQBgxQpz0RQhROc9vPxdzYnD2X9vDT2Z+0jiOEphJTEhm1fRQAIxqMwMXBRZMceVbU3b59m5SUFMqWLZtmf9myZYmKisrwmOrVq+Pv78+vv/5KQEAAFhYWeHh48M8/mc+J5OPjQ0xMjH67du1arr4PkXvq1YOff1YHUaxfDxMmaJ1ICJFdlUtVZkIz9UM8dudY4hPjNU4khHbmBs/l3O1z2Be3Z1rraZrlyPN7gzqdLs33iqKk2/dYkyZN6Nu3L/Xq1aN58+b88MMPVK1alfnz52d6fnNzc6ysrNJsouBq2xZWrFC/njULFi/WNo8QIvs+9vgYZxtnbsTdYNpB7f4hE0JLN2JvMOXgFABmvTYLGwsbzbLkWVFnZ2eHsbFxurtyt27dSnf3LjNGRkY0bNjwmXfqROHTrx9Mnap+PXKkOpBCCFH4FDMtph808W3wtzJoQhRJH+z+gPtJ92nq2BSvel6aZsmzos7MzAw3Nzd2796dZv/u3btp2rTpC51DURRCQ0MpV65cXkQUGvr00//61fXoAadOaZ1ICJEdXap1oVOVTiSlJjF6+2gZNCGKlP2X97P+r/UY6YxY2HGhJoMjnpSnVx83bhzLly9n5cqVhIWFMXbsWMLDwxk2bBgA/fr1w8fHR99+ypQp7Ny5k0uXLhEaGsqgQYMIDQ3VtxeGQ6eDJUvUyYnj46FLF4iM1DqVECI7Hg+a2H1pNz+H/ax1HCHyRVJKkn5wxDC3YZoNjnhSnhZ1PXv2xNfXl6lTp+Li4kJQUBCBgYE4OTkBEB4eTuQT/5Lfu3ePIUOGUKNGDTw9Pblx4wZBQUE0apR/S2yI/GNmBj/9BNWqwbVr6nJiDx9qnUoIkVUv277MRx7qShNjd47lQdIDjRMJkfcW/LGAs9FnsStux/TWBWMibp1iYPfKY2Njsba2JiYmRgZNFBIXLkDjxvDvv+qj2PXr1Tt5QjxLUf2sF9T3/SDpATUX1uRqzFU+bf6ppiMAhchrkXGRVFtQjbjEOJZ1WcZg18G5ev7sfs5l7VehuVdegU2bwNQUfvjhv0EUQojCo7hpcb5t9y0AXx/+mgv/XtA4kRB55+M9HxOXGEejlxoxsP5ArePoSVEnCoRXX4XHC41Mngw//qhpHCFENnSr3g3Plz1JTElkzI4xWscRIk/8Fv4ba06vQYeOBR0WaD444kkFJ4ko8gYNgrFj1a/794eTJ7XNI4TIGp1Ox7z28zA1MmXbP9vYcn6L1pGEyFUpqSm8t/09AAa7DqbhSw01TpSWFHWiQJk1C9q3VwdMdOsGN29qnUiIZ/Pz88PZ2RkLCwvc3Nw4dOjQM9tv3LiRmjVrYm5uTs2aNdm0aVM+Jc0f1eyqMbaJ+tfZmJ1jeJT8SONEQuSeJSeWEBoVSimLUnzR+gut46QjRZ0oUIyNISDgvxGxb74JCQlapxIiYxs2bGDMmDFMnDiRkJAQmjdvTocOHQgPD8+w/ZEjR+jZsydeXl6cOnUKLy8vevTowdGjR/M5ed769NVPKW9Znkt3L/HN4W+0jiNEroi+H83EfRMBmN56OvYl7DVOlJ6MfhUF0vnz6ojYmBjw9lbntJMRseJJBeGz3rhxY1xdXVn0uEMoUKNGDbp168aMGTPSte/ZsyexsbFsf2IZlfbt21OqVCkCAgJe6JoF4X2/iIA/A+jzcx+KmRQjbGQYTjZOWkcSIkeGbBnCspPLcHFw4bj3cYyNjPPsWjL6VRiUatX+m9pk2TK1qBOiIElMTOTEiRN4enqm2e/p6cnhw4czPObIkSPp2rdr1y7T9gAJCQnExsam2QqDXrV78arTqzxMfsj4XeO1jiNEjhy7cYzlJ5cDsKDDgjwt6HJCijpRYLVvD49vdrz3Hjynq5IQ+er27dukpKSkW8u6bNmy6da8fiwqKipL7QFmzJiBtbW1fnN0dMx5+Hyg06kjA411xmwM28ieS3u0jiREtqQqqYzaPgoFhb51++JR0UPrSJmSok4UaB99BD17QnIyvPUWXL+udSIh0tI91S9AUZR0+3LS3sfHh5iYGP127dq1nAXOR3XK1mFkw5EAvLf9PRJTEjVOJETW+Yf688eNP7A0s+Trtl9rHeeZpKgTBZpOBytWQL16cOsWdO8Oj2QwnSgA7OzsMDY2TneX7datW+nuxj3m4OCQpfYA5ubmWFlZpdkKkymtpmBf3J5zt88x7+g8reMIkSX3Ht1jwp4JAExqMYlyluU0TvRsUtSJAq9ECXXFCVtb+OMPGDkSDGt4jyiMzMzMcHNzY/fu3Wn27969m6ZNm2Z4jLu7e7r2u3btyrS9IbCxsGFm25kATDk4hci4yOccIUTB8fn+z4l+EE0NuxqMbjxa6zjPJUWdKBScndWBE0ZGsHIlLF2qdSIhYNy4cSxfvpyVK1cSFhbG2LFjCQ8PZ9iwYQD069cPHx8fffv333+fXbt2MXPmTM6dO8fMmTPZs2cPY8YY9uoL/V3606RCE+IT4/loz0daxxHihZy+eZqFxxYCML/DfEyNTTVO9HxS1IlC47XX0g6cCA7WNo8QPXv2xNfXl6lTp+Li4kJQUBCBgYE4OanTd4SHhxMZ+d+dqaZNm7J+/Xq+++476tati7+/Pxs2bKBx48ZavYV8YaQzYkGHBejQ8f3p7zl0VUY9iYJNURRGBY4iVUnl7Zpv06ZyG60jvRCZp04UKooCb78NGzdC+fJw4gQ4OGidSmihqH7WC/P7HrZ1GEtOLKFu2bqcGHICEyMTrSMJkaF1f67jnZ/fobhpccJGhlHRumK+Xl/mqRNFgk4H330HNWpARIQ6MjYpSetUQogX8UXrL7AtZsvpm6dZfHyx1nGEyFBsQiwf7PoAgInNJ+Z7QZcTUtSJQsfSUh04YWkJQUEwYYLWiYQQL6J08dL69TI/3fcpt+7f0jiREOlNPTiVyPhIXrF9hfHuhWvibCnqRKFUrRqsWqV+PWcO/PCDtnmEEC/G29Ub13KuxCTE6KeKEKKgOBt9lrlH5wIwr/08zE3MNU6UNVLUiULrjTfg44/VrwcOhLNntc0jhHg+YyNjFnRYAMB3od9x5NoRjRMJoVIUhfe2v0dyajKvV3udDlU6aB0py6SoE4Xa9OnQujXcv69OTBwXp3UiIcTzuDu6867LuwCM2j6KlNQUjRMJAT+e/ZF9l/dhYWLBt+2+1TpOtkhRJwo1ExMICICXXoJz59Q7doY1nlsIw/RV26+wsbDhZORJlp6QiSeFtuIT4xm3cxwAPs18cC7lrHGi7JGiThR6ZcrAjz+CqSn89BP4+mqdSAjxPGVKlGFaq2kATNw3kej70RonEkXZtIPTuBF3g8qlKvORR+GdIFuKOmEQ3N3VARMAH34Ih2RuUyEKvGENhuHi4MLdR3dl0ITQzLnb55gTrP4DMq/9PCxMLDROlH1S1AmDMXIk9OkDKSnq/HVPrZsuhChgTIxMWNhRXYZpZehKgq/LMjEifymKwsjAkSSnJtOlahc6Ve2kdaQckaJOGAydTl0TtlYtiIyEXr0gOVnrVEKIZ2nq2JQBLgMAGLFthAyaEPnqhzM/6AdHzG0/V+s4OSZFnTAoJUqoS4iVLAkHD8LEiVonEkI8z8y2M7GxsCEkKkRWmhD5Ji4hjnG7Cv/giCdJUScMTrVq6lJiAF9/DZs3a5tHCPFsZUqU0a80MXHfRG7G39Q4kSgKJh+YTERcRKEfHPGkfCnq/Pz8cHZ2xsLCAjc3Nw49pxf7xo0bqVmzJubm5tSsWZNNmzblR0xhQN56C8aOVb/u3x8uXNA2jxDi2Ya6DcWtnBsxCTF8tMcw/oEVBdefN//Urxwxv8P8Qj044kl5XtRt2LCBMWPGMHHiREJCQmjevDkdOnQgPDw8w/ZHjhyhZ8+eeHl5cerUKby8vOjRowdHjx7N66jCwMycCR4eEBurTkz84IHWiYQQmTE2Msavkx86dKw+tZqgq0FaRxIGSlEURgSOIEVJ4Y3qb9CxSketI+UanaLk7VStjRs3xtXVlUWLFun31ahRg27dujFjxox07Xv27ElsbCzbt2/X72vfvj2lSpUiICAgXfuEhAQSEhL038fGxuLo6EhMTAxWVla5/G5EYXPjBri6wq1bMGAArFypDqgQhV9sbCzW1tZF7rNu6O972NZhLDmxhFr2tQgZGoKpsanWkYSBWRW6igG/DKC4aXHCRoZR0bqi1pHSye7nPE/v1CUmJnLixAk8PT3T7Pf09OTw4cMZHnPkyJF07du1a5dp+xkzZmBtba3fHB0dcye8MAgvvQTr14OREfj7w4oVWicSQjzLl22+xK64HWeiz+AbLDOJi9x19+FdPtz9IQCTWkwqkAVdTuRpUXf79m1SUlIoW7Zsmv1ly5YlKpNJxKKiorLU3sfHh5iYGP127dq13AkvDEarVvCF2gebUaPg5Elt8wghMmdbzJav234NwOSDkwmPybirjhDZ4bPXh+gH0dS0r8mYJmO0jpPr8mWghO6p512KoqTbl9325ubmWFlZpdmEeNpHH0GXLpCQoA6iuHtX60RCiMz0d+lPs4rNeJD0gPd3vK91HGEggq8H69cZXtRpEWbGZhonyn15WtTZ2dlhbGyc7i7brVu30t2Ne8zBwSFL7YV4EUZGsGoVVK4Mly9Dv36Qmqp1KiFERox0RizqtAgTIxM2n9vM1r+3ah1JFHLJqckM3zYcBYX+9frzqtOrWkfKE3la1JmZmeHm5sbu3bvT7N+9ezdNmzbN8Bh3d/d07Xft2pVpeyFeVKlS8NNPYG4OW7eqo2OFEAVT7TK1GdtEnZdoVOAo7ife1ziRKMzmH51PaFQopSxKMeu1WVrHyTN5/vh13LhxLF++nJUrVxIWFsbYsWMJDw9n2LBhAPTr1w8fHx99+/fff59du3Yxc+ZMzp07x8yZM9mzZw9jxhjes2+R/+rXh4XqUpN8+ins3attHiFE5h53ZL8ac5WpB6dqHUcUUtdirvHZ/s8AdfUS+xL2GifKO3le1PXs2RNfX1+mTp2Ki4sLQUFBBAYG4uTkBEB4eDiRkZH69k2bNmX9+vV899131K1bF39/fzZs2EDjxo3zOqooIgYNgoED1cevvXvD9etaJxJCZKSEWQkWdFgAwJzgOfx580+NE4nC6P0d73M/6T4ejh4Mch2kdZw8lefz1OU3Q5/DSeSOhw+haVMIDYUmTdR1Ys0Mr8+sQSuqn/Wi+L7f3PAmm85twr2CO78N/A0jnaxwKV7Mr+d/5fX1r2NiZELI0BBql6mtdaQXUiDnqROioCpWDDZuBBsbCA6G8eO1TiSEyMy8DvMoaVaSI9eP6EcvCvE8cQlxjAwcCcB49/GFpqDLCSnqRJFVuTKsWaN+vWABrF2rbR4hRMYqWFXgi9bqZJMT9kwgMi7yOUcIAZ/t/4zrsddxtnHm8xafax0nX0hRJ4q0zp1h4kT16yFD4K+/tM0jhMjYyIYjaVi+ITEJMTJ3nXiu4xHHmf/HfECdk664aXGNE+UPKepEkTdlCrz2Gjx4AG++CTExWicSQjzN2MiYZV2WYawz5sezP7Ll/BatI4kCKiklCe8t3qQqqfSu3Zt2r7TTOlK+kaJOFHnGxrBuHTg6wj//QP/+MjGxEAVRPYd6jHdXO8COCBxBbEKsxolEQfRt8Lf6Oem+bfet1nHylRR1QgB2durACTMz+OUXmZhYiIJqUstJVC5Vmeux15m4d6LWcUQBc+HfC0w6MAmAOe3mULZk0VqNSoo6If6vYUN1wASoExPv2qVtHiFEesVNi7Ok8xIAFh5byJFrRzROJAoKRVEYunUoj5If0ca5Df3r9dc6Ur6Tok6IJ3h7q5MTP56Y+MoVrRMJIZ7WtnJbBrgMQEFh0K+DSEhO0DqSKABWhqxk3+V9WJhYsKTzEnQ6ndaR8p0UdUI8ZcECaNAA/v1XHTjx8KHWiYQQT5vtOZuyJcoSdjuMLw59oXUcobGIuAjG71L7W05rNY2XbV/WOJE2pKgT4ikWFmr/Ojs7CAlRpzoxrHVXhCj8bIvZsrCjupDzjN9mcCrqlMaJhFYURWHEthHEJMTQsHxDxjQpumvFS1EnRAYqVoQfflBHxn7/Pcyfr3UiIcTTutfszps13iQ5NZmBvw4kOTVZ60hCAz+c+YFfzv+CqZEpK7quwMTIROtImpGiTohMtGoFs2apX48bp64PK4QoWBZ0WEApi1KcjDzJrN9naR1H5LNb928xavsoAD5p/gl1ytbROJG2pKgT4hnGjIF33oGUFHj7bQgP1zqREOJJ5SzLMbf9XAAmH5zMmVtnNE4k8tOowFHcfnCbumXr8knzT7SOozkp6oR4Bp0Oli6F+vUhOhq6dVNXnhBCFBx96/alc9XOJKYk8u4v78pj2CJi49mN/Hj2R4x1xnz3+neYGZtpHUlzUtQJ8RzFi8OmTf8NnBg8WAZOCLh79y5eXl5YW1tjbW2Nl5cX9+7de+YxLVu2RKfTpdl69eqVT4kNl06nY0nnJdhY2HAs4pg8hi0Cou9HM3zbcAAmNJuAazlXjRMVDFLUCfECnJzgxx/VgRMBAf/1tRNFV58+fQgNDWXHjh3s2LGD0NBQvLy8nnuct7c3kZGR+m3JkiX5kNbwlbcsr38MO+nAJP68+afGiUReURSF4duGE/0gmjpl6vDZq59pHanAkKJOiBfUsiXMVf/NYMIECAzUNI7QUFhYGDt27GD58uW4u7vj7u7OsmXL2Lp1K+fPn3/mscWLF8fBwUG/WVtb51Nqw+dV14uu1bqSlJpE/839SUxJ1DqSyAPr/1rPxrCNmBiZsKrbKsxNzLWOVGBIUSdEFowY8d+8db17Q1iY1omEFo4cOYK1tTWNGzfW72vSpAnW1tYcPnz4mceuXbsWOzs7atWqxQcffEBcXNwz2yckJBAbG5tmExl7/BjWtpgtIVEhTA+arnUkkcsi4iIYGTgSgM9e/Yz65eprnKhgkaJOiCzQ6dQ565o3h9hY6NpVXXlCFC1RUVGUKVMm3f4yZcoQFRWV6XHvvPMOAQEBHDhwgM8++4yNGzfy5ptvPvNaM2bM0Pfbs7a2xtHRMcf5DZlDSQcWd1oMwJeHvuTo9aMaJxK5RVEUBv4ykLuP7uJWzg2fZj5aRypwpKgTIovMzNQVJ5yc4MIFdaqTpCStU4ncMHny5HQDGZ7ejh8/DpDhupKKojxzvUlvb2/atm1L7dq16dWrFz/99BN79uzh5MmTmR7j4+NDTEyMfrt27VrO36iBe7vW2/Sp04cUJQWvTV7cT7yvdSSRCxYdX8TOizuxMLHg+ze/x9TYVOtIBU7RnXZZiBywt4ctW6BpU9i3D0aPBj8/9U6eKLxGjRr13NGolSpV4vTp09y8eTPda9HR0ZQtW/aFr+fq6oqpqSn//PMPrq4Zj94zNzfH3Fz6DGXVgg4LOHjlIP/8+w8f7v4Qv05+WkcSOXD+9nk+2PUBADPbzqS6XXWNExVMUtQJkU116sC6dfD667B4MdSooRZ3ovCys7PDzs7uue3c3d2JiYnhjz/+oFGjRgAcPXqUmJgYmjZt+sLXO3PmDElJSZQrVy7bmUXGShUrhX83f15b8xqLji+iY5WOdK7aWetYIhsSUxLp83MfHiY/pI1zG0Y1GqV1pAJLHr8KkQNdusDXX6tfjx0L27Zpm0fkjxo1atC+fXu8vb0JDg4mODgYb29vOnfuTLVq1QC4ceMG1atX548//gDg4sWLTJ06lePHj3PlyhUCAwN5++23qV+/Ph4eHlq+HYPVtnJbxjUZB8DAXwYSFZ95f0dRcE3aP4mTkSexLWbLqm6rMNJJ6ZIZ+ckIkUPjx8OgQZCaCr16walTWicS+WHt2rXUqVMHT09PPD09qVu3LmvWrNG/npSUxPnz53nw/yVIzMzM2Lt3L+3ataNatWqMHj0aT09P9uzZg7GxsVZvw+B92eZL6patS/SDaN795V1SlVStI4ksOHDlADN/nwnA0s5LecnqJY0TFWw6RTGsufFjY2OxtrYmJiYGKysrreOIIiIxEdq3h/374aWX4OhR9b8i7xTVz3pRfd85cebWGRosa8Cj5EfM8ZzDWPexWkcSL+DOgzvUW1yPG3E3GOgykBWvr9A6Ur7J7udc7tQJkQsej4itXh1u3IDOneE5048JIfJJrTK1mOM5B4CP93zMiYgTGicSz6MoCu/+8i434m5QrXQ15nWYp3WkQiFPizpZG1EUJaVKqX3q7O0hNBR69JCpToQoKIY1GMYb1d8gKTWJXht7EZcgf3UVZAuPLWTL31swMzZj/VvrKWFWQutIhUKeFnWyNqIoaipXhq1boVgx2LEDhg9XV58QQmhLp9OxvOtyHK0cufDvBYZuHYqB9T4yGCciTjB+13gAvnntG1wcXDROVHjkWVGXX2sjyhI6oqBp1AjWrwcjI1ixAqZN0zqREALAtpgtAd0DMNYZE/BXAMtOLtM6knhKzKMYevzUg8SURLpV7ybTl2RRnhV1+bU2oiyhIwqirl1hwQL160mTYJn82yFEgeBR0YMv23wJwOjtowmNCtU4kXhMURQG/TqIS3cvUcmmEiu7rnzmCi0ivTwr6vJrbURZQkcUVMOHw8SJ6tfDhsEvv2ibRwih+qDpB3Sq0omElATe+uEt7j16dl9vkT98g33ZGLYRUyNTNry1gVLFSmkdqdDJclFX0NZGNDc3x8rKKs0mREExbRoMHPjfHHZBQVonEkIY6YxY1W0VTtZOXLx7kf6b+8v8dRo7dPUQH+7+EIDZnrNp9FIjjRMVTlku6kaNGkVYWNgzt9q1a+Pg4JDrayMKUdjodLBkibryxKNH6n9DQrROJYQoXbw0G3tsxMzYjF/P/8rM32ZqHanIioyLpMdPPUhRUuhdu7f0o8uBLK/9KmsjCpE1JiawYYM6OXFQELRrB4cOwf9XkxJCaMStvBsLOixgyNYhTNw3kfrl6tP+lfZaxypSEpIT6P5Dd6Lio6hdpjbLuiyTfnQ5kGd96mRtRCH+U6wY/Por1K8P0dHQti1cuaJ1KiHEYNfBeLt6o6DQe2NvLvx7QetIRcro7aM5cv0I1ubW/NzjZ5mPLofydJ46WRtRiP9YW8POneqqE9evq4VdRITWqYQo2nQ6HfM7zMe9gjv3Ht2j2/puMjFxPll8fDFLTy5Fh46A7gFUKV1F60iFnqz9KkQ+u3EDmjeHy5fVAu/AAchCN1Pxf0X1s15U33dei4yLpMGyBkTERdC5amc299yMsZHcTMgr+y7vo9337UhOTWZGmxlMaDZB60gFiqz9KkQh8dJLsHcvVKgA585BmzbqI1khhHbKWZZjc8/NWJhYsPXvrXy852OtIxmsv+/8zVs/vEVyajJ96vThYw/5WecWKeqE0ICzM+zfD+XLw5kzUtgJURA0fKkhq7qtAmD2kdksOyGzhue2fx/+S5eALtx9dJfGLzVmRdcVMjAiF0lRJ4RGXnkF9u0DBwf4809o3Rpu3dI6lRBFW49aPZjcYjIAw7cNZ8eFHdoGMiCPkh/x+vrX+fvO3zhaObK5l3pnVOQeKeqE0FC1amqfunLl4K+/oFUriIzUOpUQRdvnLT6nX71+pCgpvP3j24REyuSSOZWqpDJg8wB+C/8NK3MrAt8JxKGkg9axDI4UdUJorFo1OHhQ7Wt39iy8+ipcvap1KiGKLp1Ox7Iuy2jt3Jr4xHg6ruvIpbuXtI5VaCmKwge7PmDDmQ2YGJnwc4+fqV2mttaxDJIUdUIUAFWqqBMTOzvDhQvq6Ni//9Y6lRBFl5mxGRt7bKROmTpExUfR7vt23IxPv0qSeL6vf/+ab4O/BWBl15W0qdxG40SGS4o6IQqIypXVwq5aNbh2DZo1gxMntE4lRNFlY2HDjr47qGRTiQv/XqDD2g7EPIrROlahsuLkCibsVacrme05G696XhonMmxS1AlRgFSooBZ2rq7qaNhWrdTBFEIIbZS3LM/OvjuxL25PSFQIHdd1JD4xXutYhULAnwF4b/EG4GOPjxnnPk7jRIZPijohCpgyZdTpTlq1grg4dc3YtWu1TiVE0VW1dFV2ee3CxsKGw9cO0zWgKw+THmodq0DbFLYJr01eKCgMcxvGjDYztI5UJEhRJ0QBZGUFgYHQowckJUHfvvDll2BY678IUXi4OLiw450dlDQryf4r++m6visPkh5oHatA2nxuMz1/6kmKkkL/ev1Z2GmhzEWXT6SoE6KAsrCAgAD44AP1+4kT4d13ISFB21xCFFWNKzQmsE8gJUxLsOfSHroEdOF+4n2tYxUoG89u5O0f3yYpNYletXuxvOtyjHRSauQX+UkLUYAZGcGsWbBwIRgbw6pV6uoTMkmxENpo7tScnX13UtKsJPsu75PBE09Ye3otPX/qqV/+a80bazAxMtE6VpEiRZ0QhcCIEerjWGtr+P13cHODY8e0TiVE0eRR0YNdfXdhZW7FofBDtF7dmuj7RXudv4V/LKTvpr6kKCn0q9eP1d1WS0GnASnqhCgkPD0hOFid8uT6dXUuuxUrpJ+dEFpwd3TnQP8D2Be352TkSZp916xITlCsKAqTD0xm1PZRALzX6D2+e/07jI2MNU5WNElRJ0QhUr06HD0KXbuqfesGD1b72d2Xbj1C5Lv65erz28DfqGhdkb/v/I37CneO3Sg6t9ATUxIZ+OtAphycAsDnr37O3PZzpQ+dhuQnL0QhY20NmzbBF1+ofe5WrYKGDS1+KwUAACAASURBVOHUKa2TCVH0VC1dlSODjuDi4MKt+7do4d+Cn87+pHWsPHfnwR06ru2If6g/xjpjlnRewpRWU2SUq8akqBOiEDIygk8+gb17wcEBwsKgUSOYMwdSU7VOJ0TRUt6yPEEDgmj/SnseJj/k7R/f5vP9n5OqGOaH8cytMzRa3oi9l/dSwrQEv/b+lSFuQ7SOJZCiTohCrWVLOH1afRybmAjjx6uTFl+8qHUyIYoWS3NLtvTewtgmYwGYFjSNrgFdufPgjsbJclfAnwE0WdGES3cv4WzjzJFBR+hYpaPWscT/SVEnRCFnbw+bN8PixVCihLrMWN268O23kJysdTohig4TIxPmtJuD/+v+mBubs+2fbbgudSX4erDW0XLsYdJDhm0dRp+f+xCfGE9r59Yc8z5GnbJ1tI4mniBFnRAGQKeDoUPhzz/Vu3cPHsC4ceoj2T/+0DqdEEVLf5f+BA8O5hXbVwiPCafZymZMPjCZpJQkraNlS0hkCA2WNWDJiSXo0PFp80/Z1XcXpYuX1jqaeIoUdUIYEGdntZ/d0qVgYwMhIdC4sTpCNjJS63RCFB0uDi6cGHKC3rV7k6KkMOXgFJqubMrpm6e1jvbCElMSmXZwGo2XN+Zs9FnKlijL9ne2M631NJmypICSok4IA2NkBN7ecP489Oun7vP3hypV4PPPIUYmvxciX1iZW7Gu+zoCugdgY2HD8YjjuC11w2ePT4FfN/a38N+ov6Q+nx/4nKTUJLrX6M5fI/6i3SvttI4mnkGKOiEMVJky6nQnwcHq3br792HaNKhcWZ0O5d49rRMKUTT0qt2Lv4b/xZs13iQ5NZmvfv+Kaguqsfb02gI3Qvbqvav03tib5t8152z02f+1d+/xOdf/H8cfM4c5zBxnW45JyDmKiVBOExFyKhYSpSL5+aaTEdZR0iKnYsQkDalkFcYXOWSlJRHaHGaO2yw7f35/fL6uWiiH67o+u67reb/dPrd9rs/1uXY9P+V673V9Pp/3+41/SX+W9FzC8geXU6FEBavjyb9QUSfi5po3h61bYcUKqFsXzpyBF1+EatXgP/+BhASrE4q4v5tK38SKPitY2Xcl1fyqcST1CA9HP8wdc+9gza9rMCyeGibpfBLPrH2GOu/VIeqnKLzw4tEmj7J35F76N+iv8edchJdh9b8kO0tNTcXPz4+UlBRKly5tdRyRAiUnB5Ytg/BwiI83txUqBN27w9Ch0KkTFLZwusYjR8xOHzfd9O/7eupn3VOP251cyL7A9G3Tmbp5KuezzgNwe+DtPBv8LL1v601R76JOy/Lr6V+Z8d0M5u+eT0ZOBgBtq7dlWsdpNAls4rQckt/1fs5V1Il4oLw8WLMGZswwO1ZcFBgIvXvDgw9Cy5bg7YR7oY8dM2fIWLYMNm0yx9p7881/f52nftY99bjd0cn0k7y55U0idkTY7rEL8g0itFEooY1CqV2htkPe90L2BVb+spIFPyxg3W/rbNuDKwczse1E2t/cXmfmLFYgi7opU6bw+eefExcXR9GiRTl3FTfxGIbBxIkTmTNnDmfPnqV58+a899571KtX76reUw2eyLX56SeYPx8WL4ZTp/7cXq4cdOwI7dvDXXdB7drmWbQblZICW7bAxo3w1VcQF5f/+b59ISrq33+P1Z91K9o3sP64xf5Opp9k9q7ZvLfjPZLOJ9m2Nw5ozP233k+XWl24PfB2ingXue73OJZ2jG8PfcvqfatZe2AtaVlpAHjhRbfa3RjVfBTtqrdTMVdAFMiibsKECZQpU4YjR44wf/78q2r0XnvtNaZMmcKCBQu49dZbmTx5MrGxsezbtw9fX99/fb0aPJHrk5VlFlmffAKrVl3aS7ZsWWjQwFxuuQWqVzfP7JUrZ85HW6SIeWYvKwsyMsx795KTITHRnOFi3z6zgDtwIP/v9fIy7/vr08c8Q1i58tXltfqzbkX7BtYftzhOVm4Wq35ZxcIfFrL2wFpyjVzbcyWKlODOm+6koX9D6vnXo3qZ6gT5BlGueDl8CvtQuFBhLmRfID07naTzSRxNPcq+0/uIPxnP9qPbOXj2YL73quZXjUGNBhHaKJSa5Wo6+1DlXxTIou6iBQsWMHr06H9t9AzDICgoiNGjR/Of//wHgMzMTCpVqsRrr73G8OHDL3lNZmYmmZmZtsepqalUqVJFDZ7IDcjOhu++M4u82FhzAOOMDPv9/po14e67zYGSQ0LMWTGuVUEpbhzZvl3cR22c5zn1xyk+//VzVv+6mvWH1nM24+wN/b5CXoVoVKkRXWp14f7a99MsqBmFvNRXsqC63vbNwluiL3Xo0CGSkpLo2LGjbVuxYsVo06YNW7ZsuWyjFx4ezsSJE50ZU8TtFSkCrVqZC5hn3+LjzRkr4uPh0CE4fNg8E3f6NJw/f+nry5Y1h1UJDDSLuFtuMacva9z4+oo4V3c97RuojfNUFUpUILRxKKGNQ8kz8th7ci/fHf2O+OR4fj71M0dTj3I07SgpGSn5zuj5FPYhoFQAgaUCuaXcLdT3r0+jSo1oUbkFfj5+Fh6ROEOBKuqSksx7CSpVqpRve6VKlfj9998v+5rx48czZswY2+OL32JFxH6KFoUmTczlcgzDPLuXm2vu64wOFq7meto3UBsn5lm2ev71qOd/+Xsvc/JyyMnLoah3UZ1983DX/H8/LCwMLy+vf1x27tx5Q6H+fqOmYRhXvHmzWLFilC5dOt8iIs7l5WUWc8WLu3ZBV9DaN1AbJ/+ucKHC+BT2UUEn136m7sknn6Rfv37/uE/16tWvK0xAQABgfqMNDAy0bU9OTr7k262IiL2pfRMRV3bNRV2FChWoUMExU4XUqFGDgIAAYmJiaPK/6zxZWVls3LiR1157zSHvKSJykdo3EXFlDj1Xm5CQQFxcHAkJCeTm5hIXF0dcXBzn/3JXdZ06dYiOjgbMyxKjR49m6tSpREdH89NPP/HII49QokQJBgwY4MioIiLXRO2biBQ0Du0o8fLLL7Nw4ULb44vfTtevX0/btm0B2LdvHyl/GRBr3LhxXLhwgSeeeMI2OOe6deuuegyniyO0pKam2ukoRKQguvgZt2pSHCvaN1AbJ+IJrrd9c7tpwo4cOaKeYSIeJDExkcpXO2KxG1AbJ+I5rrV9c7uiLi8vj2PHjuHr63tV051cHB4gMTHRbXuV6Rjdg44xP8MwSEtLIygoiEKFPKfX37W0cfo34x50jO7BGe1bgRqnzh4KFSp0Xd/aPWGoAB2je9Ax/snPz/MGU72eNk7/ZtyDjtE9OLJ985yvtyIiIiJuTEWdiIiIiBvwDgsLC7M6hNW8vb1p27YthQu73dVoGx2je9AxyrXyhP+eOkb3oGO8cW7XUUJERETEE+nyq4iIiIgbUFEnIiIi4gZU1ImIiIi4ARV1IiIiIm5ARZ2IiIiIG/DYoi42NpZu3boRFBSEl5cXK1eutDqSXYWHh3PHHXfg6+uLv78/PXr0YN++fVbHsqtZs2bRsGFD2+jcwcHBfPnll1bHcqjw8HC8vLwYPXq01VHsJiwsDC8vr3xLQECA1bFcmru3b6A2zh25Y/sGzm3jPLaoS09Pp1GjRkRERFgdxSE2btzIyJEj2bZtGzExMeTk5NCxY0fS09OtjmY3lStX5tVXX2Xnzp3s3LmTe+65h+7duxMfH291NIfYsWMHc+bMoWHDhlZHsbt69epx/Phx27Jnzx6rI7k0d2/fQG2cu3Hn9g2c2MYZYgBGdHS01TEcKjk52QCMjRs3Wh3FocqWLWvMmzfP6hh2l5aWZtSqVcuIiYkx2rRpY4waNcrqSHYzYcIEo1GjRlbHcFue0L4Zhto4V+bO7ZthOLeN89gzdZ4mJSUFgHLlylmcxDFyc3OJiooiPT2d4OBgq+PY3ciRI7nvvvto37691VEcYv/+/QQFBVGjRg369evHwYMHrY4kLkZtnOty9/YNnNfGue9cHGJjGAZjxoyhVatW1K9f3+o4drVnzx6Cg4PJyMigVKlSREdHc9ttt1kdy66ioqL4/vvv2bFjh9VRHKJ58+ZERkZy6623cuLECSZPnkzLli2Jj4+nfPnyVscTF6A2znW5e/sGzm3jVNR5gCeffJIff/yRzZs3Wx3F7mrXrk1cXBznzp1jxYoVhIaGsnHjRrdp9BITExk1ahTr1q3Dx8fH6jgOERISYltv0KABwcHB1KxZk4ULFzJmzBgLk4mrUBvnmjyhfQPntnEq6tzcU089xerVq4mNjaVy5cpWx7G7okWLcssttwDQrFkzduzYwTvvvMPs2bMtTmYfu3btIjk5maZNm9q25ebmEhsbS0REBJmZmXh7e1uY0P5KlixJgwYN2L9/v9VRxAWojXNdnti+gWPbOBV1bsowDJ566imio6PZsGEDNWrUsDqSUxiGQWZmptUx7Obee++9pJfU4MGDqVOnDv/5z3/cssHLzMxk7969tG7d2uooUoCpjXN9nti+gWPbOI8t6s6fP8+BAwdsjw8dOkRcXBzlypWjatWqFiazj5EjR7JkyRJWrVqFr68vSUlJAPj5+VG8eHGL09nH888/T0hICFWqVCEtLY2oqCg2bNjA2rVrrY5mN76+vpfcI1SyZEnKly/vNvcOjR07lm7dulG1alWSk5OZPHkyqamphIaGWh3NZbl7+wZq49yBJ7Rv4OQ2zil9bAug9evXG8AlS2hoqNXR7OJyxwYYH374odXR7GbIkCFGtWrVjKJFixoVK1Y07r33XmPdunVWx3I4d+vy37dvXyMwMNAoUqSIERQUZPTs2dOIj4+3OpZLc/f2zTDUxrkrd2vfDMO5bZyXYRiG/UtFEREREXEmjVMnIiIi4gZU1ImIiIi4ARV1IiIiIm5ARZ2IiIiIG1BRJyIiIuIGVNSJiIiIuAEVdSIiIiJuQEWdiIiIiBtQUSciIiLiBlTUiYiIiLgBFXUiIiIibkBFnYiIiIgbUFEnIiIi4gZU1ImIiIi4ARV1IiIiIm5ARZ2IiIiIG1BRJyIiIuIGVNSJiIiIuAEVdSIiIiJuoLDVAewtLy+PY8eO4evri5eXl9VxRMRBDMMgLS2NoKAgChXynO+nauNE3N/1tm9uV9QdO3aMKlWqWB1DRJwkMTGRypUrWx3DadTGiXiOa23f3K6o8/X1Bcz/EKVLl7Y4jYg4SmpqKlWqVLF95j2F2jgR93e97Ztdi7rY2FjeeOMNdu3axfHjx4mOjqZHjx625x955BEWLlyY7zXNmzdn27ZttseZmZmMHTuWpUuXcuHCBe69915mzpx51ZXqxcsRpUuXVoMn4gE87RKk2jgRz3Gt7Ztdb0RJT0+nUaNGREREXHGfzp07c/z4cdvyxRdf5Ht+9OjRREdHExUVxebNmzl//jxdu3YlNzfXnlFFRERE3Ipdz9SFhIQQEhLyj/sUK1aMgICAyz6XkpLC/PnzWbRoEe3btwdg8eLFVKlSha+//ppOnTpd8prMzEwyMzNtj1NTU2/gCERERERck9O7jG3YsAF/f39uvfVWhg0bRnJysu25Xbt2kZ2dTceOHW3bgoKCqF+/Plu2bLns7wsPD8fPz8+26AZiEReVnQ379lmdQkTEIQzDYJ+D2zinFnUhISF89NFHfPvtt7z11lvs2LGDe+65x3amLSkpiaJFi1K2bNl8r6tUqRJJSUmX/Z3jx48nJSXFtiQmJjr8OETEAdasgTp1oHdvq5OIiNhFbm4usbGxjBo1iqpVq9KgQQPOnTvnsPdzau/Xvn372tbr169Ps2bNqFatGp9//jk9e/a84usMw7jizYLFihWjWLFids8qIk72wQfmz5o1rc0hInIDcnJyiI2N5ZNPPuHTTz/lxIkTtudKlSrFnj17aN26tUPe29IhTQIDA6lWrRr79+8HICAggKysLM6ePZvvbF1ycjItW7a0KqaIONqxY3Cx09SQIdZmERG5Rjk5Oaxfv57ly5cTHR3NqVOnbM+VKVOG7t2706tXLzp06ICPj4/Dclha1J0+fZrExEQCAwMBaNq0KUWKFCEmJoY+ffoAcPz4cX766Sdef/11K6OKiCMtXAh5edCqFdSubXUaEZF/9ddC7tNPP+X06dO25ypUqECPHj3o3bs37dq1o2jRok7JZNei7vz58xw4cMD2+NChQ8TFxVGuXDnKlStHWFgYvXr1IjAwkMOHD/P8889ToUIFHnjgAQD8/PwYOnQozz77LOXLl6dcuXKMHTuWBg0a2HrDioibMYw/L70OHWptFhGRf5Cbm8vGjRv5+OOPWbFiRb4zchUrVqRnz5707t2btm3bUriw88+b2fUdd+7cSbt27WyPx4wZA0BoaCizZs1iz549REZGcu7cOQIDA2nXrh3Lli3LN2Ly22+/TeHChenTp49t8OEFCxbg7e1tz6giUlDExsKBA+DrCw8+aHUaEZF88vLy2Lp1K1FRUSxfvjzfPXIVKlSgV69e9OnTh7vvvtuSQu6vvAzDMCxNYGepqan4+fmRkpKi0dZFXMGgQbBoEQwbBnPmXPXLPPWz7qnHLeJMhmGwe/duli5dyrJly/KNrFG2bFl69uxJ3759adeunUMKuev9nLvd3K8i4kLOnoXly811XXoVEYv9+uuvLF26lCVLlvDrr7/atvv6+tKjRw/69u1Lhw4dnHaP3LVy+uDDIiI2kZGQkQGNGsGdd1qd5prFxsbSrVs3goKC8PLyYuXKlf+4/4YNG/Dy8rpk+eWXX5yUWET+7vjx47z99tvccccd1K5dm7CwMH799Vd8fHzo3bs3K1as4MSJE0RGRnLfffcV2IIOdKZORKxiGDB7trn+2GNwjRNXFwQX57sePHgwvXr1uurX7du3L98llYoVKzoinohcQWpqKtHR0SxevJhvv/2WvLw8ALy9venQoQMDBgyge/fuLneLg4o6EbHG5s2wdy+UKAEPPWR1mutyNfNdX46/vz9lypS5qn01v7WIfWRnZ7Nu3ToWLVrEqlWryMjIsD0XHBzMQw89RJ8+fVz6S5aKOhGxxsWzdP37g5+ftVmcrEmTJmRkZHDbbbfx4osv5hs14O/Cw8OZOHGiE9OJuA/DMPj+++9ZtGgRS5Ys4eTJk7bnateuzcMPP8yAAQO4+eabLUxpPyrqRMT5Tp2CTz4x14cPtzaLEwUGBjJnzhyaNm1KZmYmixYt4t5772XDhg3cfffdl33N+PHjbcNDgXmmrkqVKs6KLOKSjh49yuLFi4mMjOTnn3+2bff396d///48/PDDNG3a9IpTkLoqFXUi4nzz50NmJtx+OzRrZnUap6lduza1/zJjRnBwMImJibz55ptXLOo0v7XI1blw4QIrV65k4cKFxMTE2O6T8/HxoUePHgwcOJCOHTtaPpacI7nvkYlIwZSbC7NmmesjR7pkBwl7atGiBYsXL7Y6hohLMgyD7777jg8//JCoqKh895y2atWK0NBQHnzwQfw85BYPFXUi4lxffAG//w5ly0K/flansdzu3btt81+LyNVJSkpi0aJFfPjhh+zdu9e2vVq1aoSGhjJo0CBq1qxpYUJrqKgTEed67z3z59ChZs9XF/ZP811XrVqV8ePHc/ToUSIjIwGYPn061atXp169emRlZbF48WJWrFjBihUrrDoEEZeRnZ3Nl19+yfz58/n888/Jzc0FoHjx4vTu3ZvBgwfTpk0bChXy3CF4VdSJiPPs3w9ffWVecn38cavT3LB/mu96wYIFHD9+nISEBNvzWVlZjB07lqNHj1K8eHHq1avH559/TpcuXZyeXcRVHDhwgPnz57NgwQKSkpJs24ODgxk8eDB9+/Z1ufHkHEVzv4qI84waBTNmQJcu8PnnN/SrPPWz7qnHLZ4lIyODTz/9lHnz5rF+/Xrbdn9/fwYNGsSQIUOoW7euhQkdS3O/ikjBlpICH3xgro8aZW0WESmQ9u7dy5w5c4iMjOTMmTMAeHl50blzZx599FG6du1aoKfpspqKOhFxjg8/hPPnoW5d6NDB6jQiUkBkZGSwYsUKZs+ezaZNm2zbq1SpwtChQxkyZIjGZrxKKupExPFyc+Hdd831UaM8fhgTETHvlZs9ezYffvghp0+fBsy5V7t27cpjjz1Gp06d8Pb2tjila1FRJyKOt2YNHDxoDmMycKDVaUTEIjk5OXz22WfMmjWLmJgY2/bKlSszbNgwhg4dyk033WRhQtemok5EHO/tt82fjz3m8sOYiMi1S0pKYt68ecyePZsjR44Af94r9/jjjxMSEuLWMz04i/4Liohj7dgBGzdC4cLw5JNWpxERJzEMg61btxIREcEnn3xCdnY2ABUqVGDo0KEMHz6cGjVqWJzSvaioExHHeust8+eAAVC5srVZRMThLly4QFRUFO+++y67d++2bQ8ODuaJJ57gwQcf1HzGDqKiTkQc59AhWL7cXH/2WWuziIhDHTlyhJkzZzJnzhxbxwcfHx/69+/Pk08+ye23325xQvenok5EHGf6dMjLg44doWFDq9OIiANs27aN6dOn88knn9im7qpatSojR45k6NChlC9f3uKEnkNFnYg4xunTMG+euT52rLVZRMSusrOz+eSTT5g+fTrbt2+3bW/Tpg1PP/00999/vzo+WED/xUXEMd59F/74A5o0gfbtrU4jInZw9uxZ5s6dy7vvvmvrxVqsWDEGDBjA008/TePGjS1O6NlU1ImI/Z0/b87xCvDccxpsWMTFHTx4kHfeeYf58+eTnp4OQKVKlXjiiScYMWIE/v7+FicUUFEnIo4wZw6cPQu1akGvXlanEZHrtH37dt58801WrFhBXl4eAA0aNOCZZ55hwIAB6sVawKioExH7ysqCadPM9XHjQNP8iLiUvLw8vvjiC9544w1iY2Nt2zt16sSzzz5L+/bt8dLZ9wJJRZ2I2NfChXD0KAQFaUowEReSlZXF0qVLeeONN4iPjwegSJEiDBgwgGeffZYGDRpYnFD+jYo6EbGf7GyYOtVcHzcOdGlGpMBLT09n7ty5vPXWW7bOD76+vowYMYJRo0ZpLlYXoqJOROxn8WI4fBgqVYJhw6xOIyL/4MyZM0RERPDOO+9w5swZAAICAhg9ejQjRozAz8/P4oRyrVTUiYh95OTAlCnm+v/9H5QoYW0eEbmspKQkpk2bxqxZszh//jwANWvWZNy4cQwaNAgfHx+LE8r1UlEnIvaxZAn89htUqAAjRlidRkT+JjExkddff525c+eSmZkJQMOGDRk/fjy9e/fWYMFuQP8HReTGZWfDpEnm+tixULKktXlExObQoUOEh4ezYMECsrOzAWjRogUvvPAC9913n3qyuhEVdSJy4yIjzbN0FSvCyJFWpxER4LfffmPKlClERkba5mRt164dL774Iu3atVMx54ZU1InIjcnKgldeMdefew5KlbI2j4iHu1wx17FjR1566SVatWplcTpxJBV1InJj5s+H33+HwEB4/HGr04h4rIMHDzJ58uR8xVxISAgvv/wyLVq0sDidOIOKOhG5fn/8AZMnm+vPPw/Fi1ubR8QDJSQkMHnyZD788ENycnIAs5ibMGECzZs3tzidOJOKOhG5fhERcOwYVKumcelEnCwpKYmpU6cye/ZssrKyAPMya1hYGMHBwRanEyuoqBOR63P2LISHm+uTJmn2CBEnOXPmDK+//jozZszgwoULALRp04ZXXnmF1q1bW5xOrKSiTkSuz+uvw7lzUL8+PPSQ1WlE3F56ejrTp0/njTfeICUlBTCHJpk8eTL33HOPerOKijoRuQ5Hj8I775jrU6eCt7e1eUTcWHZ2NnPnzmXSpEmcOHECMAcNnjJlisaZk3wK2fOXxcbG0q1bN4KCgvDy8mLlypX5njcMg7CwMIKCgihevDht27YlPj4+3z5nz55l4MCB+Pn54efnx8CBAzl37pw9Y4rIjXrpJbhwAVq1gq5drU4j4pby8vJYtmwZdevWZeTIkZw4cYKbb76Zjz76iN27d9O1a1cVdJKPXYu69PR0GjVqRERExGWff/3115k2bRoRERHs2LGDgIAAOnToQFpamm2fAQMGEBcXx9q1a1m7di1xcXEMHDjQnjFF5Eb88AMsWGCuv/km6I+KiN1t2LCB5s2b069fP3777Tf8/f2JiIhg7969DBgwgEKF7PrnW9yF4SCAER0dbXucl5dnBAQEGK+++qptW0ZGhuHn52e8//77hmEYxs8//2wAxrZt22z7bN261QCMX3755bLvk5GRYaSkpNiWxMREAzBSUlIcdGQiHiwvzzDatzcMMIx+/SyNkpKS4pGfdU89bk8RHx9vdO3a1QAMwChVqpQxceJEIy0tzepo4kTX+zl3Wql/6NAhkpKS6Nixo21bsWLFaNOmDVu2bAFg69at+Pn55RtXp0WLFvj5+dn2+bvw8HDbpVo/Pz+qVKni2AMR8WRr18LXX0PRoua9dCJiF8nJyTz++OM0aNCANWvW4O3tzeOPP86BAwd4+eWXKaWZWuQqOK2oS0pKAqBSpUr5tleqVMn2XFJSEv7+/pe81t/f37bP340fP56UlBTbkpiYaOfkIgJAdjY884y5/vTTUKOGtXlE3EBGRgavvvoqt9xyC++//z55eXn06NGD+Ph4Zs6cecnfTJF/4vTer3+/qdMwjHzbLnfT59/3+atixYpRTONjiTjee+/Bvn1QsSK8+KLVaURcmmEYfPLJJ4wbN47Dhw8D0KxZM9566y3uvvtua8OJy3LambqAgACAS864JScn276JBAQE2Lpr/9XJkyf1bUXESidPQliYuT51Kvj5WRpHxJXt3r2bNm3a0KdPHw4fPsxNN91EZGQk3333nQo6uSFOK+pq1KhBQEAAMTExtm1ZWVls3LiRli1bAhAcHExKSgrbt2+37fPdd9+RkpJi20dELPDii5CSAk2awODBVqcpMP5tGKfL2bhxI02bNsXHx4ebb76Z999/3wlJpSA4Xft9ZQAAIABJREFUefIkjz32GE2bNmXTpk0UL16cCRMmsG/fPgYOHKgerXLD7Pov6Pz588TFxREXFweYnSPi4uJISEjAy8uL0aNHM3XqVKKjo/npp5945JFHKFGiBAMGDACgbt26dO7cmWHDhrFt2za2bdvGsGHD6Nq1K7Vr17ZnVBG5Wjt2wNy55vo772ig4b/4t2Gc/u7QoUN06dKF1q1bs3v3bp5//nmefvppVqxY4eCkYqWcnBxmzJhBrVq1mDt3LoZh0K9fP/bt20dYWBglS5a0OqK4C3t2wV2/fr2tG/Zfl9DQUMMwzGFNJkyYYAQEBBjFihUz7r77bmPPnj35fsfp06eNhx56yPD19TV8fX2Nhx56yDh79uxVZ1B3fxE7yskxjGbNzCFMBg60Ok0+Be2zzt+GcbqccePGGXXq1Mm3bfjw4UaLFi2u+BoN2+TaNm7caDRo0MD297Bx48ZGbGys1bGkgLve9s2uHSXatm2LYRhXfN7Ly4uwsDDCLt6bcxnlypVj8eLF9owlItdr/nzYuRNKlzbnepUbsnXr1nzDOgF06tSJ+fPnk52dTZEiRS55TXh4OBMnTnRWRLGTpKQkxo4dy0cffQSYf9umTp3Ko48+irfOdouD6AK+iFzeyZMwfry5PmkS/K+zk1y/pKSkyw7rlJOTw6lTpy77Gg3b5FouXmqtXbs2H330EV5eXowYMYJff/2V4cOHq6ATh3L6kCYi4iKefRbOnIGGDWHkSKvTuI3LDet0ue0Xadgm17F9+3ZGjBjB7t27AbjzzjuZOXMmTZs2tTiZeAqdqRORS33zDSxaZM7rOmcOFNb3P3sICAi47LBOhQsXpnz58halkht17tw5nnjiCVq0aMHu3bspU6YM77//Plu3blVBJ06lllpE8svIgBEjzPUnnoC/TNsnNyY4OJjPPvss37Z169bRrFmzy95PJwWb8b8BhJ9++mlbsT5w4EDefPPNy86OJOJoOlMnIvlNmgQHDkBQEEyZYnWaAu2fhnEC8364QYMG2fYfMWIEv//+O2PGjGHv3r188MEHzJ8/n7Fjx1qSX65fQkIC999/P3369CEpKYlbb72Vb7/9lsjISBV0YhkVdSLyp++//7OXa0SEZo74Fzt37qRJkyY0adIEgDFjxtCkSRNefvllAI4fP24r8MAchP2LL75gw4YNNG7cmFdeeYUZM2bQq1cvS/LLtcvLyyMiIoJ69eqxZs0aihQpwoQJE/jxxx9p166d1fHEw3kZ/zQGiQtKTU3Fz8+PlJQUSpcubXUcEdeRnQ133AE//AAPPggff2x1on/kqZ91Tz3uguCXX35h6NChbNmyBYCWLVsyd+5cbrvtNouTibu53s+5ztSJiOm118yCrnx5ePddq9OIFBg5OTmEh4fTuHFjtmzZQqlSpXjvvffYtGmTCjopUNRRQkQgLs68lw7MqcD+NpaaiKfas2cPgwcPZteuXQB07tyZ2bNnU7VqVYuTiVxKZ+pEPF1mJoSGmpdfH3gA/jcXs4gny8nJYcqUKTRt2pRdu3ZRpkwZFi5cyBdffKGCTgosnakT8XSTJsGPP0KFCvD+++bYdCIe7JdffmHQoEHs2LEDgG7dujF79mwCAwMtTibyz3SmTsST/fe/8Oqr5vrs2aChGMSD5eXlMX36dJo0acKOHTsoU6YMkZGRrFq1SgWduASdqRPxVCkp8PDDkJcHAwdCz55WJxKxTEJCAo888gjr168HzHvn5s2bx0033WRxMpGrpzN1Ip7qqafg8GGoUcMck07EAxmGweLFi2nQoAHr16+nZMmSvP/++3zxxRcq6MTl6EydiCdassSc27VQIfOnxjsTD3Tu3Dkef/xxoqKiAGjRogWLFi3illtusTiZyPXRmToRT3PgAAwfbq6/+CLcdZe1eUQssGnTJho2bEhUVBTe3t5MmjSJTZs2qaATl6YzdSKeJDMT+vaF8+fh7rvhpZesTiTiVDk5OUyaNIkpU6aQl5dHzZo1+eijj2jevLnV0URumIo6EU/yf/9nzu9avjx89BEUVhMgniMhIYEBAwbw3//+F4DQ0FDeffddfH19LU4mYh+6/CriKZYt+3P6rwULoHJlS+OIONOqVato3Lgx//3vf/H19WXJkiUsWLBABZ24FRV1Ip7gl1/g0UfN9eeeg65drc0j4iRZWVmMHj2aHj16cPbsWe644w7i4uLo37+/1dFE7E5FnYi7S0uDXr3M++jatoVXXrE6kYhTHD58mFatWvHOO+8A8Oyzz7J582Zuvvlmi5OJOIZuqBFxZ4YBjzwCP/8MgYGwdKnuoxOPsGbNGgYNGsTZs2cpW7YsCxcupFu3blbHEnEonakTcWfh4fDpp1CkCKxYAQEBVicScajc3FxeeOEFunXrxtmzZ7nzzjvZvXu3CjrxCPrKLuKu1qwxx6EDeO89CA62No+Ig506dYr+/fvz9ddfA/Dkk0/y1ltvUbRoUYuTiTiHijoRd/TTT9C/v3n5dfhwGDbM6kQiDrVz50569epFQkICJUqUYN68eeoMIR5Hl19F3M3Jk9Ct258dIy4OYyLiphYsWECrVq1ISEigVq1abN++XQWdeCQVdSLu5MIF6N4dDh+GmjXhk0/M++lE3FB2djZPP/00gwcPJjMzk27durFjxw7q1atndTQRS6ioE3EXeXkQGgpbt0KZMuY9deXLW51KxCFOnTpFp06dePd/Z6LDwsJYuXIlfn5+FicTsY7uqRNxF889B8uXm2fmVq6EOnWsTiTiEPHx8XTr1o1Dhw5RqlQpFi9eTPfu3a2OJWI5FXUi7mD6dHjjDXP9gw+gTRtr84g4yJo1a+jfvz/nz5/n5ptvZvXq1brcKvI/uvwq4uqWLoVnnjHXX30VHn7Y2jwiDmAYBtOmTeP+++/n/PnztG3blu3bt6ugE/kLFXUirmztWvM+OoCnn4Zx46zNI+IA2dnZjBgxgmeffRbDMBg2bBjr1q2jvO4ZFclHl19FXNWmTdCzJ2RnQ9++8Pbb4OVldSoRu0pJSeHBBx8kJiYGLy8v3nrrLUaPHo2X/q2LXEJFnYgr2rkTunY1hzDp0gUiI6GQTryLe0lMTKRLly789NNPlChRgqVLl3L//fdbHUukwFJRJ+Jq4uKgY0dITYW77zbHotM0SOJmfvzxR0JCQjh27BgBAQGsWbOGpk2bWh1LpEDTV3sRV7JnD7RvD2fPmnO5rlkDxYtbnUrErr755htatWrFsWPHuO222/juu+9U0IlcBRV1Iq7ihx/gnnvg9Gm44w748kvw9bU6lYhdLV26lJCQENLS0mjTpg2bN2+matWqVscScQkq6kRcwe7dZkF36hQ0awZffQUaOV/czPTp0xkwYADZ2dn06dOHr776irJly1odS8RlqKgTKei2bjULujNnoHlziIkB/aETN2IYBi+88ALP/G+8xaeffpqlS5dSrFgxi5OJuBanFnVhYWF4eXnlWwICAmzPG4ZBWFgYQUFBFC9enLZt2xIfH+/MiCIFyzffQIcOcO4c3HUXrFtnzusq4iZyc3N5/PHHmTp1KgBTpkxh+vTpFFJvbpFr5vRPTb169Th+/Lht2bNnj+25119/nWnTphEREcGOHTsICAigQ4cOpKWlOTumiPU+/dQcriQ93ezt+tVXULq01alE7CY7O5uHHnqI2bNn4+XlxezZs3n++ec1Bp3IdXJ6UVe4cGECAgJsS8WKFQHzLN306dN54YUX6NmzJ/Xr12fhwoX88ccfLFmyxNkxRaz1/vvQuzdkZcEDD8Dq1VCypNWp5DJmzpxJjRo18PHxoWnTpmzatOmK+y5YsOCSqxVeXl5kZGQ4MXHBcOHCBXr27MmyZcsoUqQIUVFRPPbYY1bHEnFpTi/q9u/fT1BQEDVq1KBfv34cPHgQgEOHDpGUlETHjh1t+xYrVow2bdqwZcuWK/6+zMxMUlNT8y0iLsswYMIEePxxc/2xx2D5ctC9RQXSsmXLGD16NC+88AK7d++mdevWhISEkJCQcMXXlC5dOt/ViuPHj+Pj4+PE1NZLT0+na9eurFmzBh8fH1atWkWfPn2sjiXi8pxa1DVv3pzIyEi++uor5s6dS1JSEi1btuT06dMkJSUBUKlSpXyvqVSpku25ywkPD8fPz8+2VKlSxaHHIOIwWVnmPK6TJpmPX3rJPGPn7W1tLrmiadOmMXToUB599FHq1q3L9OnTqVKlCrNmzbriay7eS/zXxZOkpqbSuXNnvv32W0qVKsXatWsJCQmxOpaIW3BqURcSEkKvXr1o0KAB7du35/PPPwdg4cKFtn3+fi+FYRj/eH/F+PHjSUlJsS2JiYmOCS/iSKdPQ6dOsGiRWcTNmWMWd7q3qMDKyspi165d+a4uAHTs2PEfry6cP3+eatWqUblyZbp27cru3bv/8X3c6WpESkoKnTp1YvPmzfj5+RETE0ObNm2sjiXiNiztXlSyZEkaNGjA/v37bd9W/35WLjk5+ZKzd39VrFgxSpcunW8RcSm//AItWsCGDVCqlDlLxLBhVqeSf3Hq1Clyc3Ov6epCnTp1WLBgAatXr2bp0qX4+Phw1113sX///iu+j7tcjTh37hwdO3Zk27ZtlCtXjm+++YYWLVpYHUvErVha1GVmZrJ3714CAwOpUaMGAQEBxMTE2J7Pyspi48aNtGzZ0sKUIg705ZdmQXfgAFSvbo5J17mz1ankGlzL1YUWLVrw8MMP06hRI1q3bs3HH3/MrbfeyrvvvnvF3+8OVyPOnTtHhw4d2L59O+XLl+fbb7/VtF8iDlDYmW82duxYunXrRtWqVUlOTmby5MmkpqYSGhqKl5cXo0ePZurUqdSqVYtatWoxdepUSpQowYABA5wZU8TxDANefRVeeMFcv+sucwgTf3+rk8lVqlChAt7e3td8deGvChUqxB133PGPZ+qKFSvm0oPwpqSk0LFjR3bu3EmFChX45ptvaNiwodWxRNySU4u6I0eO0L9/f06dOkXFihVp0aIF27Zto1q1agCMGzeOCxcu8MQTT3D27FmaN2/OunXr8NX8luJOUlJg8GCIjjYfjxgB77wDRYtam0uuSdGiRWnatCkxMTE88MADtu0xMTF07979qn6HYRjExcXRoEEDR8W01MVOETt27KB8+fIq6EQczKlFXVRU1D8+7+XlRVhYGGFhYc4JJOJsP/xgjj934IBZxEVE6P45FzZmzBgGDhxIs2bNCA4OZs6cOSQkJDBixAgABg0axE033UR4eDgAEydOpEWLFtSqVYvU1FRmzJhBXFwc7733npWH4RAXhy3Ztm0bZcuW5euvv1ZBJ+JgTi3qRDyWYcDs2TB6NGRmQrVq8Mkn0KyZ1cnkBvTt25fTp08zadIkjh8/Tv369fniiy9sVx8SEhLyTXd17tw5HnvsMZKSkvDz86NJkybExsZy5513WnUIDpGRkcEDDzzApk2bbL1cGzdubHUsEbfnZRiGYXUIe0pNTcXPz4+UlBT1hJWC4exZGD7cHEQYzKm/IiOhfHlrc7k4T/2sF/Tjzs7Opnfv3qxevZqSJUsSExNDcHCw1bFEXMr1fs41Y7KII23YAA0bmgVd4cLw5pvw2Wcq6MQt5eXlMWTIEFavXo2Pjw+fffaZCjoRJ9LlVxFHyMgwZ4R46y3z0ustt8BHH4GbXWYTucgwDEaNGsXixYspXLgwy5cvp127dlbHEvEoKupE7G3XLnO6r/h48/GQIWbv1lKlrM0l4kCvvPIKEREReHl5sXDhQrp27Wp1JBGPo8uvIvaSkQHPPw/Nm5sFXaVKsGoVzJ+vgk7c2vvvv8+ECRMAmDFjhsYWFbGIztSJ2MPGjWZniH37zMd9+sB770GFCtbmEnGw6OhonnjiCQBefPFFnnzySYsTiXgunakTuRGnT8PQodC2rVnQBQSYM0MsW6aCTtzeli1bGDBgAIZhMGzYMCZNmmR1JBGPpqJO5Hrk5cHcuXDrrfDBB+a24cNh7174y+wCIu5q3759dOvWjYyMDLp168bMmTOvOOetiDiHLr+KXKutW+Hpp2HnTvNxgwYwa5Y5f6uIBzh58iRdunThzJkz3HnnnSxdupTChfXnRMRqOlMncrUSEuDhh6FlS7Og8/WFadPg++9V0InHyMjIoEePHhw8eJCbb76Zzz77jJIlS1odS0TQmTqRf5eSAq+9Bm+/bfZwBRg8GKZONe+hE/EQhmEwePBgtmzZQpkyZfj888/x9/e3OpaI/I+KOpEryciAmTNhyhQ4c8bcdvfd5oDCmrNVPNCkSZOIioqiSJEiREdHU6dOHasjichfqKgT+busLLPzw+TJcPSoua1uXQgPh/vvB90MLh7o448/JiwsDDDHpWvbtq2leUTkUirqRC7KzIQFC8zLqgkJ5rYqVWDCBHOGCN0ILh5q165dhIaGAjBmzBiGDBlicSIRuRz9lRL54w+YNw/eeAOOHDG3BQTACy/AsGFQrJi1+UQsdOLECXr06EFGRgYhISG8/vrrVkcSkStQUSee69Qpc9aHiAhzHSAwEJ57zizmihe3Np+IxbKysujduzdHjhzh1ltvZenSpXh7e1sdS0SuQEWdeJ69e2HGDFi4EC5cMLfdfDOMG2deZvXxsTafSAHxzDPPsHnzZkqXLs2qVavw8/OzOpKI/AMVdeIZcnPhyy/Ns3JfffXn9qZN4f/+D3r10j1zIn8RGRnJzJkzAfjoo4/U01XEBeivmLi3Eyfgww9hzhw4dMjc5uUF3bvDqFHQpo16s4r8TVxcHMOHDwdgwoQJdO3a1eJEInI1VNSJ+8nNhXXrYP58WL0asrPN7WXLwtCh8Pjj5uVWEbnEuXPn6NWrFxkZGXTp0oWXX37Z6kgicpVU1In72LfPvE8uMvLP8eUAmjeHESOgTx8oUcK6fCIFnGEYDBkyhIMHD1K9enUWLVpEoUKaTVLEVaioE9d2/Dh8/DEsXmzOx3pRuXLmPK1Dh0LDhtblE3Eh06dPJzo6mqJFi7J8+XLKlStndSQRuQYq6sT1JCfDp5+axdyGDWAY5nZvb+jcGR55BLp10/hyItfgu+++Y9y4cQBMmzaNZpoKT8TlqKgT15CQACtXQnQ0xMZCXt6fzwUHw4AB5uVVTS4ucs3OnTtHv379yMnJ4cEHH+SJJ56wOpKIXAcVdVIw5eXB99/DmjVmZ4fdu/M/f8cd8OCDZiFXrZo1GUXcgGEYPPbYYxw+fJjq1aszd+5cvNQjXMQlqaiTguPMGYiJgbVrzTHlTpz48zkvL2jVCh54wFyqV7cspog7mT9/PsuXL6dw4cJERUVpgGERF6aiTqxz4QJs3Qpff20Wc7t2/Xl/HECpUtCxI9x/P3TpAhUrWpdVxA39+uuvjBo1CoApU6bQvHlzixOJyI1QUSfOc+ECbN8OGzeaHRy2bIHMzPz71K9vdnbo3Blat4aiRS2JKuLusrOzeeihh/jjjz+45557GDt2rNWRROQGqagTxzl50izc/vtfc9mx48+BgC8KDIR77oEOHaB9e7jpJmuyiniYiRMnsnPnTsqWLcvChQs1Hp2IG1BRJ/Zx4QL88IN5Jm77dti2DX777dL9AgPh7ruhbVtzqV1b03SJONnWrVsJDw8HYM6cOVSuXNniRCJiDyrq5NqdPw979pi9U7//3rwXLj4ecnIu3bduXbjrLnNp3dqcnktFnIhl0tPTCQ0NJS8vj4EDB9K7d2+rI4mInaiokyvLzYVDh+Cnn8wi7scfzbNxBw7k79Bwkb8/3Hnnn0vz5lCmjPNzi8gVPffcc+zfv5+bbrqJGTNmWB1HROxIRZ2YnRUOHDDnTt2711x+/tn8mZFx+dcEBkLjxtC0Kdx+OzRrBpUr6yycSAG2fv16IiIiAPjggw8ooy9dIm5FRZ2nyMyEw4fN+9wOHDCX/fvh11/N7X+doeGvfHzgttvMXqkNG5pLo0aauUHExaSnp/Poo48C8Nhjj9GxY0eLE4mIvamocxdZWZCYaE6n9fvvZqF2+LB5+fTQIThy5PKXTC/y9TU7LdStay633Qb16kGNGuacqiLi0l588UUOHjxIlSpVeOONN6yOIyIOoKLOFaSlwfHjcOwYHD3653LkiFnIJSaasy/8U9EGULIk1KwJt9zy51K7NtSqBQEBunQq4qa2bNnCO++8A5i9XUuXLm1xIhFxBBV1VjAMs1BLTjbHcktONouyvy5JSeZy/Dikp1/d7/XxMedBvbhUr24uN99snnHz91fhJmJnM2fO5I033uD48ePUq1eP6dOn07p16yvuv2LFCl566SV+++03atasyZQpU3jggQccli8rK4thw4ZhGAaPPPIInTt3dth7iYi1VNTdCMOAP/6As2fh3Dnz59mz5hymZ87A6dOXLqdOmUtW1rW9l68vBAWZy003mUuVKmbnhMqVzSKufHkVbSJOtGzZMkaPHs3MmTO56667mD17NiEhIfz8889UrVr1kv23bt1K3759eeWVV3jggQeIjo6mT58+bN682WFTdL3++uv8/PPP+Pv789ZbbznkPUSkYPAyjH+7ZudaUlNT8fPzIyUl5d8vMaSnm5cx09Iuv6SmQkrKnz//upw7Zy6XG5vtapUsac5n6u8PlSr9+bNSJbN36cWfgYHmPKgiYnNNn3UHad68ObfffjuzZs2ybatbty49evSwDe77V3379iU1NZUvv/zStq1z586ULVuWpUuXXtV7Xstx79u3j4YNG5KVlcXSpUvp16/fVR6ZiFjpetu3Anum7lovaVyXtWvBHgNventD2bL5l/LloVw58+fFpWLFP39WqADFi9/4e4uIJbKysti1axfPPfdcvu0dO3Zky5Ytl33N1q1beeaZZ/Jt69SpE9OnT7/i+2RmZpL5lzmSU1NTryqfYRgMHz6crKwsQkJC6Nu371W9TkRcV4Es6q71ksZ1K10a/PzMs2C+vubP0qXN9Ys//fzM9dKlzYF0/fz+XMqW/fP1uuwp4lFOnTpFbm4ulSpVyre9UqVKJCUlXfY1SUlJ17Q/QHh4OBMnTrzmfBcuXCAoKIgSJUowc+ZMvNRGibi9AlnUTZs2jaFDh9rGVJo+fTpfffUVs2bNuuwljevWoYN5CVVE5Dr9vVgyDOMfC6hr3X/8+PGMGTPG9jg1NZUqVar8a64SJUqwZMkSEhMTr2p/EXF9Ba6ou9ZLGtd7aUJE5EZUqFABb2/vS86yJScnX3I27qKAgIBr2h+gWLFiFCtW7LpzqqAT8RyFrA7wd9d6SSM8PBw/Pz/bogZMRJyhaNGiNG3alJiYmHzbY2JiaNmy5WVfExwcfMn+69atu+L+IiLXosAVdRdd7SWK8ePHk5KSYlsSExOdFVFEPNyYMWOYN28eH3zwAXv37uWZZ54hISGBESNGADBo0CDGjx9v23/UqFGsW7eO1157jV9++YXXXnuNr7/+mtGjR1t1CCLiRgrc5ddrvaRxo5cmRESuV9++fTl9+jSTJk3i+PHj1K9fny+++IJq1aoBkJCQQKFCf353btmyJVFRUbz44ou89NJL1KxZk2XLljlsjDoR8SwFcpy65s2b07RpU2bOnGnbdtttt9G9e/d/7SiRkpJCmTJlSExM1FQ4Im7sYoeBc+fO4efnZ3Ucp1EbJ+L+rrd9K3Bn6sC8pDFw4ECaNWtGcHAwc+bMyXdJ45+kpaUBujlYxFOkpaV5VFGnNk7Ec1xr+1Ygi7p/u6TxT4KCgkhMTMTX1/eqxmW6WA2787deHaN70DHmZxgGaWlpBAUFOSldwXAtbZz+zbgHHaN7cEb7ViAvvzpTQZhqyNF0jO5BxyjXyhP+e+oY3YOO0T4KbO9XEREREbl6KupERERE3IB3WFhYmNUhrObt7U3btm0pXLhA3mJoFzpG96BjlGvlCf89dYzuQcd44zz+njoRERERd6DLryIiIiJuQEWdiIiIiBtQUSciIiLiBlTUiYiIiLgBFXUiIiIibsBji7rY2Fi6detGUFAQXl5erFy50upIdhUeHs4dd9yBr68v/v7+9OjRg3379lkdy65mzZpFw4YNKV26NKVLlyY4OJgvv/zS6lgOFR4ejpeXF6NHj7Y6it2EhYXh5eWVbwkICLA6lktz9/YN1Ma5I3ds38C5bZzHFnXp6ek0atSIiIgIq6M4xMaNGxk5ciTbtm0jJiaGnJwcOnbsSHp6utXR7KZy5cq8+uqr7Ny5k507d3LPPffQvXt34uPjrY7mEDt27GDOnDk0bNjQ6ih2V69ePY4fP25b9uzZY3Ukl+bu7RuojXM37ty+gRPbOEMMwIiOjrY6hkMlJycbgLFx40arozhU2bJljXnz5lkdw+7S0tKMWrVqGTExMUabNm2MUaNGWR3JbiZMmGA0atTI6hhuyxPaN8NQG+fK3Ll9MwzntnEee6bO06SkpABQrlw5i5M4Rm5uLlFRUaSnpxMcHGx1HLsbOXIk9913H+3bt7c6ikPs37+foKAgatSoQb9+/Th48KDVkcTFqI1zXe7evoHz2jj3nYtDbAzDYMyYMbRq1Yr69etbHceu9uzZQ3BwMBkZGZQqVYro6Ghuu+02q2PZVVRUFN9//z07duywOopDNG/enMjISG699VZOnDjB5MmTadmyJfHx8ZQvX97qeOIC1Ma5Lndv38C5bZyKOg/w5JNP8uOPP7J582aro9hd7dq1iYuL49y5c6xYsYLQ0FA2btzoNo1eYmIio0aNYt26dfj4+FgdxyFCQkJs6w0aNCA4OJiaNWuycOFCxowZY2EycRVq41yTJ7Rv4Nw2TkWdm3vqqadYvXo1sbGxVK5c2eo4dle0aFFuueUWAJo1a8aOHTt45513mD17tsXJ7GPXrl0kJyfTtGlT27bc3FxiY2OJiIggMzMTb29vCxPaX8mSJWnQoAH79++3Ooq4ALVxrssT2zdwbBunos5NGYbBU089RXR0NBs2bKBGjRqNd3Y/AAABoklEQVRWR3IKwzDIzMy0Oobd3HvvvZf0kho8eDB16tThP//5j1s2eJmZmezdu5fWrVtbHUUKMLVxrs8T2zdwbBvnsUXd+fPnOXDggO3xoUOHiIuLo1y5clStWtXCZPYxcuRIlixZwqpVq/D19SUpKQkAPz8/ihcvbnE6+3j++ecJCQmhSpUqpKWlERUVxYYNG1i7dq3V0ezG19f3knuESpYsSfny5d3m3qGxY8fSrVs3qlatSnJyMpMnTyY1NZXQ0FCro7ksd2/fQG2cO/CE9g2c3MY5pY9tAbR+/XoDuGQJDQ21OppdXO7YAOPDDz+0OprdDBkyxKhWrZpRtGhRo2LFisa9995rrFu3zupYDuduXf779u1rBAYGGkWKFDGCgoKMnj17GvHx8VbHcmnu3r4Zhto4d+Vu7ZthOLeN8zIMw7B/qSgiIiIizqRx6kRERETcgIo6ERERETegok5ERETEDaioExEREXEDKupERERE3ICKOhERERE3oKJORERExA2oqBMRERFxAyrqRERERNyAijoRERERN6CiTkRERMQN/D+/sUiXDOAbvQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(1, 5, 100)\n", "plt.suptitle('Many plots', fontsize=16)\n", "plt.subplot(2,2,1)\n", "plt.plot(x, np.sin(x), color='blue')\n", "plt.title('subplot #1')\n", "plt.subplot(2,2,2)\n", "plt.plot(x, np.cos(x), color='green')\n", "plt.subplot(2,2,3)\n", "plt.plot(x, np.exp(x), color='red')\n", "plt.subplot(2,2,4)\n", "plt.plot(x, np.log(x), color='black')\n", "# adjust spacing between subplots;\n", "# rect parameter specifies the bounding box\n", "# that the subplots will be fit inside.\n", "plt.tight_layout(rect=[0, 0.03, 1, 0.95])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(-1.5*np.pi, 1.5*np.pi, 100)\n", "fig = plt.figure()\n", "# index starts with 0\n", "ax1 = plt.subplot2grid((3, 3), (0, 0), colspan=3)\n", "ax2 = plt.subplot2grid((3, 3), (1, 0), colspan=2)\n", "ax3 = plt.subplot2grid((3, 3), (1, 2), rowspan=2)\n", "ax4 = plt.subplot2grid((3, 3), (2, 0))\n", "ax5 = plt.subplot2grid((3, 3), (2, 1))\n", "\n", "# Display and change the style of the first plot\n", "ax1.plot(x, np.sin(x), c='black')\n", "ax1.grid(color='gray',linewidth=0.5)\n", "ax1.set_xticks(np.linspace(-1.5*np.pi, 1.5*np.pi, 4))\n", "ax1.set_xticklabels(\n", " [r'-$\\frac{3}{2}\\pi$',\n", " r'-$\\frac{\\pi}{2}$',\n", " r'$\\frac{\\pi}{2}$',\n", " r'$\\frac{3}{2}\\pi$'])\n", "\n", "# Display and change the style of the second plot\n", "ax2.plot(x, np.cos(x), c='black')\n", "ax2.set_yticks([-1,0,1])\n", "ax2.set_yticklabels([-1,0,1])\n", "ax2.set_xticks([-np.pi, 0, np.pi])\n", "ax2.set_xticklabels([r'-$\\pi$', r'$0$', r'$\\pi$'])\n", "ax2.set_ylim(-1.1, 1.1)\n", "ax2.axhline(y=0, c='gray', lw=0.5)\n", "\n", "# Display the dashed line corresponding to the maximum and minimum values of cos(x)\n", "ax2.plot([-np.pi,-np.pi], [0,-1], '--', c='gray')\n", "ax2.plot([0,0], [0,1], '--', c='gray')\n", "ax2.plot([np.pi, np.pi], [0, -1], '--', c='gray')\n", "ax2.plot(-np.pi, -1, 'ko', ms=3)\n", "ax2.plot(0, 1, 'ko', markersize=3) # same as color='black', marker='o'\n", "ax2.plot(np.pi, -1, 'ko', ms=3)\n", "\n", "# Display and change the style of the rest plots\n", "ax3.plot(x, x**3, c='black')\n", "ax3.set_xticks([0])\n", "ax3.set_yticks([0])\n", "ax3.grid(color='gray', lw=0.5)\n", "\n", "ax4.plot(x, -x**2, c='black')\n", "ax4.axvline(x=0, c='gray', lw=0.5)\n", "\n", "ax5.plot(x, x**4, c='black')\n", "ax5.axvline(x=0, c='gray', lw=0.5)\n", "\n", "# Adjust the relative position of the subplots \n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 50\n", "x = np.random.rand(N)\n", "y = np.random.rand(N)\n", "colors = np.random.rand(N)\n", "area=(30*np.random.rand(N))**2\n", "plt.scatter(x, y, s=area, cmap='hsv', c=colors, alpha=0.5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('seaborn-darkgrid')\n", "plt.bar([1,3,5,7,9], [5,2,7,8,2], label='Example one')\n", "plt.bar([2,4,6,8,10], [8,6,2,5,6], label='Example two', color='g')\n", "plt.legend()\n", "plt.xlabel('Category')\n", "plt.ylabel('Bar height')\n", "plt.xticks(np.linspace(1.5, 9.5, num=5), ['A','B','C','D','E'])\n", "plt.title('Bar plot\\nwith a new line')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('default')\n", "fig = plt.figure()\n", "x = np.linspace(-2,2,100)\n", "y, dy = x**3, 3*x**2\n", "# axes' [left, bottom, width, height]\n", "fig.add_axes([0.1, 0.1, 0.8, 0.8])\n", "plt.plot(x, y, 'b-', linewidth=2)\n", "plt.ylabel(r'$x^3$', labelpad=-5)\n", "plt.title('Inset plots')\n", "plt.xticks(np.linspace(-2,2,5))\n", "plt.yticks(np.linspace(-8,8,5))\n", "plt.grid(color='gray',\n", " linestyle='--', linewidth=0.5)\n", "fig.add_axes([0.55, 0.19, 0.28, 0.22])\n", "plt.plot(x, dy,c=\"#3f8af4\")\n", "plt.ylabel(r'$3x^2$', labelpad=-5)\n", "plt.title(r'Derivative of $x^3$')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def f(x, y):\n", " return np.sin(x)**10 + np.cos(10+y*x)*np.cos(x)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 5, 50)\n", "y = np.linspace(0, 5, 40)\n", "X, Y = np.meshgrid(x, y)\n", "Z = f(X, Y)\n", "# contour line is a curve along which\n", "# the function has a constant value\n", "contours = plt.contour(X, Y, Z, 6, cmap='jet')\n", "plt.clabel(contours, inline=True, fontsize=6)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.contourf(X, Y, Z, 20, cmap='jet')\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "im = plt.imshow(Z,\n", " # specify the limits\n", " extent=[0, 5, 0, 5],\n", " # by default image origin\n", " # is in the upper left;\n", " # change it to the lower left\n", " origin='lower',\n", " cmap='jet')\n", "# make it smooth\n", "im.set_interpolation('bilinear')\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "contours = plt.contour(X, Y, Z, 3, colors='black')\n", "plt.clabel(contours, inline=True, fontsize=8)\n", "im = plt.imshow(Z, extent=[0, 5, 0, 5],\n", " origin='lower', cmap='jet',\n", " # set transparency\n", " alpha=0.75)\n", "im.set_interpolation('bilinear')\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "fig = plt.figure() # Open a figure.\n", "ax = fig.add_subplot(111, projection='3d')\n", "theta = np.linspace(-4*np.pi, 4*np.pi, 100)\n", "z = np.linspace(-2, 2, 100)\n", "r = z**2 + 1\n", "x = r * np.sin(theta)\n", "y = r * np.cos(theta)\n", "ax.plot(x, y, z, label='parametric curve')\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }