234 lines
204 KiB
Plaintext
234 lines
204 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"x = np.linspace(0,10,1001)\n",
|
|
"y = np.power(x,2)\n",
|
|
"\n",
|
|
"plt.plot(x,y)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import seaborn as sns\n",
|
|
"\n",
|
|
"sns.set_style(\"darkgrid\")\n",
|
|
"plt.tight_layout()\n",
|
|
"\n",
|
|
"x = np.linspace(0,10,1001)\n",
|
|
"y = np.power(x,2)\n",
|
|
"\n",
|
|
"plt.plot(x,y)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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QISIikhhBEPB9TAaWH70CABgU3ASTn2kFQwPdXZzzUTHoEBERSYhSELDkSBp+jM0CII0VyB8Hgw4REZFE/HtxTgB4v5s3XurgKXJV4mLQISIikoDKagWm/5KIP1MLYCgDZvbxQ/9A6SzO+agYdIiIiHRcqbwGH+yKR1xmMUyNDDA3ojWe9nEUuyytwKBDRESkwwrKqjBhxwVcziuDpYkhvhoUiHaedmKXpTUYdIiIiHRUVnEF3t1+ARlFlXCwMMbSIdJet+pRMOgQERHpoKTcUkzYeQGF5dVwtzFF9NBgNLU3F7ssrcOgQ0REpGNOXr2JyXsSUFalQCtnSywZ3AbOVqZil6WVGHSIiIh0yL7EG/jktyTUKAV0aGqLqIGBsDLln/P74VeGiIhIR/wYm4lFh9MAAD19nTG7r5/eLemgLgYdIiIiLacUBET/mY4fTmcCAF4IdccHPXxgoKd3O1YHgw4REZEWq1Yo8dnvl/HbpRsAgPFdW+DlJzz1dkkHdTHoEBERaakyeQ0m/hSPE1duwlAGzOjji4jAJmKXpVNEPbGXm5uLCRMmoGPHjujatSvmzZsHuVwOAMjIyMDo0aPRtm1b9OvXD0ePHhWzVCIiokZVWFaFF785gRNXbsLMyABfDmrDkPMIRAs6giBgwoQJqKiowMaNG7Fo0SIcOnQIixcvhiAIGDduHJycnLBjxw4MHDgQ48ePR3Z2tljlEhERNZrMogq8tukszmcWw87cGKueD0aXFg5il6WTRDt1lZaWhrNnz+Lvv/+Gk5MTAGDChAn44osv8PTTTyMjIwObN2+GhYUFfHx8cPz4cezYsQPvvvuuWCUTERE1uMTcEry38yIKy6vhaW+OJYMC0czeQuyydJZoQcfZ2RnffvutKuTcUVpainPnziEgIAAWFv8MbPv27XH27NlGrpKIiKjxnLxyEx/vSUB5tQK+LpbY8GZnGMirIQhiV6a7RAs6NjY26Nq1q+q5UqnEhg0b0LlzZ+Tl5cHFxaXO/o6OjsjJyVH788hktQ99cadXfeoZYN/sWz+wb3HraGi/X7qBT2/fCPCJZnZY+FwAXKzNUFBVLXZpjUrT46w1V11FRUUhISEB27dvx7p162BiYlLndRMTE1RVVan9vg4O1poqUac4OrJvfcK+9Qv7lhZBELDqSBq++D0RAPC/EHcsHBYMUyNDANLtu7FoRdCJiorC999/j0WLFsHX1xempqYoKiqqs09VVRXMzMzUfu/CwhIolRoqVAfIZLU/FAUFJXp1qJN9s299wL6l13eNUsDCgynYfu46AGBEew+8390bJUXlKJVw3w9iYKDZgxSiB53IyEhs2rQJUVFR6NOnDwDA1dUVKSkpdfbLz8+/63RWfQgC9Oob5A72rV/Yt35h39JQUa3AtJ8v4WhaIWQAJvbwwYvtPADU7VNqfT+MpnsV9T460dHR2Lx5M7766iv0799ftT0kJATx8fGorKxUbYuNjUVISIgYZRIREWlUQVkV3tpyDkfTCmFqZID5AwJUIYc0S7Sgk5qaihUrVuDNN99E+/btkZeXp3p07NgRbm5umDp1KpKTk7F69WqcP38eQ4cOFatcIiIijbhSWI7XNp3FpdxS2JoZYcWwYIS3cnr4B9IjEe3U1cGDB6FQKLBy5UqsXLmyzmtJSUlYsWIFpk+fjsGDB8PLywvLly+Hu7u7SNUSERE9vrOZxfhwdzyKK2vgaWeGJYOD0MzeXOyyJE0mCNI+81dQoH+TkZ2crJGfr1+T19g3+9YH7Fu3+z6QlIdPfktElUJAGzdrfPlcIBwsTO67v1T6VpeBgWavNBN9MjIREZGUCYKAjbFZWHIkDQDQzccRc/r7w8zYUOTK9AODDhERUQNRKAUsOpyKLXG1azU+39YdH/TwgaGBxO9+qEUYdIiIiBpAZbUCM39NxOGUAgDAe9288VJ7D8ikfotnLcOgQ0REpGE3y6swaVc8LlwvgbGhDLP7+qOXn7PYZeklBh0iIiINunazAu/vvICMokrYmBlh4cBAhHrail2W3mLQISIi0pC4zGJ8dPvycXcbUywZHITmjhZil6XXGHSIiIg04NeEXMzZdxnVCgEBTWovH3eyvP/l49Q4GHSIiIgegyAI+Ob4VXxz/BoAILyVE2b39ePl41qCQYeIiOgRVdUoEbnvMn6/dAMA8PITnhjXtQUMeGWV1mDQISIiegRF5dX4aE88zmbdgqEMmNyzFQYFu4ldFv0Hgw4REZGarhSWY+JPF5FZVAkrU0PM/18AOnnZi10W3QODDhERkRpiM4rw8Z4E3Lp9ZdWiwW3g7Wgpdll0H2oHnezs7Htul8lkMDY2hr29PQwNOQGLiIik55f42iurapS1C3MuHBgIR15ZpdXUDjq9evWC8vZy4HcWPv/37ayNjIzQs2dPREZGwsrKSkNlEhERiUcpCPj62FWsPVF7ZVVPXyd88iyvrNIFBup+wOzZs+Hl5YVvvvkGp0+fxunTp7F27Vq0bNkSEydOxMaNG5Gfn4/58+c3RL1ERESNSl6jxIxfElUh59VOTfF5RGuGHB2hdtBZtmwZ5s6di7CwMFhZWcHKygpPPvkkIiMjsXHjRgQHB2Pq1Kk4cOBAQ9RLRETUaG6WV+GdreexPykPhgYyzOzji7FhvHxcl6h96qqsrAxGRnd/mIGBAUpKSgAAVlZWqK6ufvzqiIiIRJJWUIYPfopHVnElrE2NsGBAADo0sxO7LFKT2kd0+vTpg2nTpiEmJgbl5eUoKytDTEwMZsyYgZ49e6KiogKrV69GcHBwQ9RLRETU4P5OL8RrP55FVnEl3G3NsPbFtgw5OkrtIzqzZs1CZGQkXn/9ddTU1NS+iZERBg8ejMmTJ+Pvv/9GfHw8Fi5cqPFiiYiIGpIgCNh0JgtLjqRBKQChHjZYMCAQdhbGYpdGj0gm3Ll0Sk3l5eVIS0uDkZERmjVrBgsL7VydtaCgBLcvEtMLMhng5GSN/PwSPNrI6ib2zb71Aftu2L6rFUp8cTAFuy/kAAAGtHHFlJ6tYGyo9skPjdDX8TYwABwdrTX2fo90w8DS0lKkpKSgpqYGgiAgPj5e9doTTzyhseKIiIgaQ1F5NSbvTcCZzGLIALzXzRsj2nvUuX0K6Sa1g87u3bvx6aefoqKi4q7XZDIZLl26pJHCiIiIGsO/Jx1bmhhiTn9/hHk7il0WaYjaQWfRokUYNmwYJkyYwBsCEhGRTvs7vRDTf76EsioF3G3N8NVzgfBx4nIOUqJ20CkqKsLLL7/MkENERDrrXpOOvxgQAHsLLucgNWrPsOrRowf27dvXELUQERE1uGqFEnP3J2PR4dqQM6CNK5YPC2bIkSi1j+i4urpi0aJF+O233+Dl5QVj47qX3M2bN09jxREREWlSUUU1Ju/hpGN9onbQKS4uRkREREPUQkRE1GDSC8rxwa6LyCzipGN9onbQ4REbIiLSNcfSCzGNk471ktpBJzo6+oGvjx8//pGLISIi0iRBELDhdCai/0rnpGM9pXbQOXnyZJ3nCoUCmZmZuHXrFvr06aOxwoiIiB5HZbUCn+9Pxu+XbgConXQ8+ZlWMDES507HJA61g84PP/xwz+1z587lZC4iItIKObcq8fGeBFzKLYWhDPighw+GtXXn3yk9pLFYO2rUKOzcuVNTb0dERPRIzmUV45WNcbiUWwpbMyNEDw3G86G8skpfPdJaV/dy5MgRmJqaaurtiIiI1PbT+etYcDAFNUoBrZwtsXBgINxtzcQui0SkdtAJDw+/KxWXlZWhuLgYkydP1lhhRERE9VWjUOLLQ6nYfu46AKCnrxNmPesHc2NDkSsjsakddN599906z2UyGYyNjdGmTRt4eXlprDAiIqL6KCyvwpS9lxB3+yaA74Q1x+iOTXmqigA8QtDJysrC66+/DnNz8zrbS0tLMX/+fEyZMkVjxRERET1IUm4pPtwdj5wSOSxNDPFZP3887cObANI/6hV0UlNTUVhYCABYvnw5/P39YWtrW2efy5cvY/PmzQw6RETUKPYl3sBnf1yGvEaJZvbmWDgwEC0cLcQui7RMvYJOXl4eRo8erXp+r5sCmpub45VXXtFYYURERPeiUApY9fcVrIvJAAB0bm6Pz/v7w8bM+CEfSfqoXkHH2dkZCQkJMDAwQHh4OLZv3w4HB4eGro2IiKiOUnkNZv6aiKNptWcZRnXwxLiuLWBowPk4dG/1uo/OsGHDcONG7Z0lPT09YWSksavSiYiI6iU1vwyvbIzD0bRCmBoZ4LN+fpjQzZshhx6oXonF1NQU27dvR8eOHXHq1CnExMTcNUfnjieeeEKjBRIREf1y/jo+3HYWFdVKuFqbImpgAFq7WotdFumAegWd999/HwsXLkR0dDRkMtl9F+6UyWS4dOmSRgskIiL9VaMUsOJoOn44lQkA6NDMDnP7+3NRTqq3egWdF154AS+88AIAwN/fH0ePHoWTk1ODFkZERPrtZnkVpv2SiNPXigAAo57wxNiwFjDiqSpSg9qTbRITExuiDiIiIpWEnBJM3pOAnBI5zI0NsHBYW3Ryt4IgiF0Z6Zp6BZ1nnnkG27dvh729/T2XgPi3gwcPaqw4IiLSP3su5uCLA8moUghoZm+OqIEB6OTfBPn5JWKXRjqoXkFn/PjxsLS0BHD3EhBERESaUH17vaodt9eretrHEbP7+sHajFf60qOr13fPoEGDVP+/f/9+TJo0CT4+Pg1WFBER6ZcbJXJM2ZuAC9dLIAPwVhcvvNqpGQy4XhU9JrVj8pkzZ3gfHSIi0pgzmUWYuvcSCsurYW1qhMh+/ujizZvSkmaonVhGjBiBiRMnYvjw4XB3d4epqWmd13kfHSIiqg9BELAlLhuLj6RBoRTQ0skSUQMD4Gln/vAPJqontYPOihUrAACzZs266zXeR4eIiOqjolqBufuT8ful2rvu9/F3xvTevjA3NhS5MpIarbi8vKqqCoMHD8bMmTPRqVMnAMCcOXPwww8/1Nlv5syZGDlypMY/PxERNZ4rheWYsjcBqfnlMJQB73X3wfBQ9wde0Uv0qB55sk1hYSHkcjmE/9zUwN3dXa33kcvlmDRpEpKTk+tsT01NxaRJk+pMhLaysnrUcomISAscSMpD5B+XUV6tgKOlCeZG+KOdp53YZZGEqR10jh8/jo8//hj5+fkAas+xymQy1X/VOXWVkpKCSZMm3RWWgNqg8/rrr8PZ2VndEomISMtUK5RY+mc6Np/JAgC087TF5xGt4WTJpRyoYakddGbPno1OnTrhjTfegLX14y2oFhMTg06dOmHixIlo27atantpaSlyc3PRvHnzx3p/IiISX26JHFP3XsKF67cAAC8/0RTvhDXnUg7UKNQOOtnZ2fjmm2/QtGnTx/7kI0aMuOf21NRUyGQyrFq1Cn/++Sfs7Ozw6quv1jmNVV8yWe1DX9zpVZ96Btg3+9YPutj3iSs3MeOXRBRVVMPK1BCz+/qjW0tHtd5DF/vWBH3vW1PUDjqdOnVCbGysRoLO/aSlpUEmk8Hb2xsjR47EqVOnMHPmTFhZWaFXr15qvZeDw+MdddJVjo7sW5+wb/2iC30rlQKiD6Vg0YHLEAQg0N0GK19qj2aOFo/8nrrQd0PQ1741pV5BJzo6WvX/TZo0waxZs3D06FE0a9YMBgYGdfYdP378Yxf13HPPoUePHrCzswNQu2L6lStXsGnTJrWDTmFhCZTKxy5JZ8hktT8UBQUlerX4Hftm3/pAV/ouqqjGrF8ScezKTQDAoOAm+DC8JUwFxSOtV6UrfWuavvZtYKDZgxT1CjonT56s8zwkJAS5ubnIzc2ts11TlwbKZDJVyLnD29sbJ06cUPu9BAF69Q1yB/vWL+xbv2hz3/HXb2HK3kvIKZHD1MgAU3q2RERgEwCPX7M2992Q9K1vTfdar6Dz3/vZALWXhd+5K3J2drbal5U/yJIlSxAXF4d169aptiUmJsLb21tjn4OIiDRHEARsO3sdiw6nokYpoKmdGb4YEIBWzrwtCInL4OG71JWVlYWhQ4di6dKlqm1DhgzBCy+8cNcRnkfVo0cPnDp1CmvWrMG1a9fw448/YteuXXjttdc08v5ERKQ55VUKzPw1EVH/l4IapYAerZywfmQ7hhzSCmoHnVmzZsHDw6NO6Pj111/h6uqKTz75RCNFBQcHY8mSJdi9ezciIiLwww8/4Msvv0RoaKhG3p+IiDQjJa8Mr2w8gz8S82AoA97v5o0v/tcaVqZc/Jm0wyOtXr579244Ov5zeaC9vT0mTpyIIUOGPHIhSUlJdZ737NkTPXv2fOT3IyKihiMIAnZfyMHCQ6mQ1yjhbGWCuf1bo62nrdilEdWhdtCxt7dHQkICmjVrVmd7Wloal2ggItIDZVU1mLc/GX8k5gEAnmxuj9l9/WBvwbsck/ZRO+iMGjUKM2fORGpqKgIDAwHUThRet24d59AQEUnc5RulmPrzJVy7WQFDGfBOWAuMesITBvp2VzvSGWoHnVdffRXm5ubYunUrvv32WxgZGcHLywtTp07FwIEDG6JGIiISmSAI2Hn+Or46lIoqhQAXKxPMjWiNEA+eqiLt9kizxYYPH47hw4druhYiItJCpfIafL4vGQcu156qCvN2wCfP+sHO3FjkyogeTu2rrkpLS7Fw4UKkpaVBEAR8/PHHaNu2LUaMGIGsrKyGqJGIiERyKbcEozacwYHLeTA0kOG9bt746rlAhhzSGWoHndmzZ+PIkSOQyWTYs2cP9u3bh7lz58LJyQmzZ89uiBqJiKiRCYKArXFZeH3TWWQWVcLNxhTfvBCCkR08NXYXfKLGoPapqyNHjmD9+vVo0aIFoqKi0KNHD/Tr1w8BAQGPtLo4ERFpl5LKGkTuu4xDyfkAgG4+jpj1rC9szHgUh3SP2kd0BEGAsbExKisrcfz4cXTr1g0AUFxcDAuLR1+VloiIxBefU4KRG87gUHI+jAxk+KCHD6IGBjDkkM5S+4hO586dMXPmTFhYWMDAwAA9e/bE8ePHERkZifDw8IaokYiIGphSELApNgvRf6WjRinA3dYMcyNaI7CJ5laRJhKD2kd05s6di4CAAJiYmGD58uWwsrJCUlISunXrhhkzZjREjURE1IAKyqrw3s6LWHwkTbVW1YaR7RhySBLUPqJjbW19V6AZPXq0puohIqJGdCy9ELN/T0JheTVMjQzwQXdvDAp244RjkoxHuo/Onj17sG7dOly7dg0//fQT1q9fD2dnZ4wZM0bT9RERUQOoqlFi+dF0/Bhbe1uQlk6WmNPfHz5OliJXRqRZap+6+vHHH7FgwQIMHjwY1dXVAIA2bdpgzZo1iI6O1niBRESkWVcLy/HaprOqkPN8W3d8N6ItQw5JktpB54cffsCcOXMwcuRIGBjUfvjAgQOxYMECbNu2TeMFEhGRZgiCgD0XczBqwxkk3SiFrZkRFg4MxEfPtISZsaHY5RE1CLVPXWVnZ8PHx+eu7U2bNkVRUZEmaiIiIg0rldeuOL4vqXYZhw5NbTG7rz9crE1FroyoYal9RCckJAS7du2qs00QBKxduxbBwcGaqouIiDTkfPYtvLQ+FvuS8mAoA8aGNUf00GCGHNILah/RmTFjBsaMGYPDhw+jqqoKs2fPxpUrV1BZWYlvvvmmIWokIqJHoFAK+D4mA6uPXYFCANxtzTCnnz+C3G3ELo2o0agddHx9ffHHH39g7969SE1NhUKhwDPPPIMBAwbA0pIT2YiItEFuiRyf/JaI2IxiAEAff2dM6dkKVqaPdLEtkc56pO94U1NTDB06FABQXl4OpVLJkENEpCX+73Ie5u5PRnFlDcyNDfDxMy3RP8CV98YhvVTvoHPu3Dn8/vvvAICIiAi0bt0aM2bMwK5duyAIAsLCwrBgwQLY29s3WLFERHR/pfIafHkoFT/H5wIAWrtaYU7/1mhmby5yZUTiqVfQ2bVrF2bMmIHOnTvDwsICo0ePxlNPPYWEhARERUVBqVRi5cqVWLx4MWbPnt3QNRMR0X+cyyrGrN+SkF1cCRmA0Z2a4s0nvWBsqPY1J0SSUq+gs3r1akRGRmLQoEEAgNjYWIwcORLLly9XLeTp5uaG9957j0GHiKgR1SiU+ObENaw7eQ1KAXCzMcXsvv4I9bQVuzQirVCvoHPt2jV06tRJ9bx9+/YwMjJCixYtVNu8vLx4Hx0iokZ0tbAcs35LQkJOCQCgf4ALPgxvyQnHRP9Sr5+GmpoamJrWvd+CkZERjIz++XCZTAalUqnZ6oiI6C6CIGDn+RwsOpSKyholbMyMMKVnK/Tycxa7NCKtU6+gI5PJ7pqtz9n7RESNL79Ujg92xeOv1EIAwBPN7PDJs35w5c3/iO6pXkFHEAQMGTJEtbYVAFRUVGDUqFEwNKxdH0WhUDRMhUREBAA4mlqAOfuTkV9aBWNDGcZ3bYHh7TxgwH94Et1XvYLOvHnzGroOIiK6j8pqBRYfScOOc9cBAD5OFojs549WzlYiV0ak/eoVdO5cbfVfsbGxCAoKgomJiUaLIiKiWuezb2H270m4drMCAPB6WAu81sEDJrxsnKheHusn5c0330Rubq6maiEiotuqapRY/lc63tx8FtduVsDFygTRQ4MwMyIApkYMOUT19VjXIAqCoKk6iIjotss3SvHp70lIzisDAPQLcMGkHj6wNTcWuTIi3VOvfxaMGDECqampDV0LEZFeq1EK+O7kNbyyMQ7JeWWwNzfGFwMCMLuvP2zMGHKIHkW9go6pqSmee+45LFq0CFVVVartb7/9NmxtefdNIqLHdbWwHGM2n8WKo1dQoxTQvaUjNo9uj/BWTmKXRqTT6hV0vvvuO3z55ZfYu3cvIiIicOzYMQDAW2+9BRsbmwYtkIhIypSCgC1nsvDSD2dw4XoJLE0M8emzflgwIAAOFrzQg+hx1XuOTu/evdGtWzd88803GD9+PMLDwzFu3Li77pjs7u6u8SKJiKQo51YlZv9xGaevFQEAOjazw8w+vmhiYyZuYUQSotZkZFNTU4wfPx7+/v54//338csvv6heEwQBMpkMly5d0niRRERSIggCfo7PxZeHUlFWpYCpkQEmPO2NoW3dePM/Ig1TK+hkZWVhwYIF2L9/PyIiIvDWW2/BzIz/8iAiqq/8UjnmHUjBn6kFAIAgNxt82tcPzezNRa6MSJrqFXTkcjlWrVqF7777Dk2bNsX69evRoUOHhq6NiEgyBEHAb5du4MtDqbhVWQMjAxneesoLo55oCkMDHsUhaij1Cjp9+vRBaWkp3n///TrrWxER0cPllcoxd38yjqbVLsTZ2tUKs/r4oaWzpciVEUlfvYJO+/btMXnyZLi4uDR0PUREkiEIAn5JyMVXh9JQIq+BsaEMbz5ZexTHiEdxiBpFvYLOl19+2dB1EBFJSm6JHHP3X8ax9JsAgIAm1pjVxxc+TjyKQ9SYHmsJCCIiqksQBOy9mIuvDtdeUWVsKMNbTzXHSx08eRSHSAQMOkREGpJzqxKf70/GiSu1R3ECm1hj1rO+8HbkURwisTDoEBE9JkEQsPtCDhYfSUNZlQImhjK83aU5XmzPozhEYmPQISJ6DNnFlZi7/zJOXi0CAAS5WWNWHz80d7QQtzAiAsCgQ0T0SBRKAVvPZmPl0XRUVCthamRQexSnnQfvi0OkRRh0iIjUlJpfhjn7LuPi9RIAQKiHDab19kVzBx7FIdI2DDpERPVUVaPEdyevYV1MBmqUAixNDPHu0y0wKJhrVBFpKwYdIqJ6OJ99C3P2XUZ6QTkAoKu3Ayb3bAVXa1ORKyOiB2HQISJ6gLKqGqw8egVb47IhAHCwMMaH4S3R09cJMh7FIdJ6BmIXAABVVVWIiIjAyZMnVdsyMjIwevRotG3bFv369cPRo0dFrJCI9NHf6YUYvi4WW26HnP6BrtgyugN6+Tkz5BDpCNGP6MjlckyaNAnJycmqbYIgYNy4cfD19cWOHTtw4MABjB8/Hr/++ivc3d1FrJaI9EFReTW+PJyK3y/dAAC425hiaq9W6NzcQeTKiEhdogadlJQUTJo0CYIg1Nl+4sQJZGRkYPPmzbCwsICPjw+OHz+OHTt24N133xWpWiKSOkEQ8HviDXx1KA1FFdUwkAHD23ng7S7NYW5sKHZ5RPQIRA06MTEx6NSpEyZOnIi2bduqtp87dw4BAQGwsPjnUs327dvj7NmzjV8kEemFjJsVmH8gGTHXigAAPk4WmNnbF4FuNuIWRkSPRdSgM2LEiHtuz8vLg4uLS51tjo6OyMnJaYyyiEiPVCuUWH8qA2tPXEOVQoCpkQFe69QMo57whLGhVkxjJKLHIPocnXupqKiAiYlJnW0mJiaoqqpS+71kstqHvrjTqz71DLBv9v1o4jKLMXdfMtILay8Z7+Rlhyk9W6GpvfljVtgwON7i1tHY9L1vTdHKoGNqaoqioqI626qqqmBmZqb2ezk4WGuoKt3i6Mi+9Qn7Vs/NsirM/y0RW05nAACcrEwwMyIAA0LcdeJqKo63ftHXvjVFK4OOq6srUlJS6mzLz8+/63RWfRQWlkCp1FRl2k8mq/2hKCgowX/meEsa+2bf9SEIAn5NuIFFh2snGwPAoOAmePfpFrAxM0ZBQWkDVawZHG/2rQ8MDDR7kEIrg05ISAhWr16NyspK1VGc2NhYtG/fXu33EgTo1TfIHexbv7Dvh7taWI75B1Nw+vZkY29HC0zr1QohHraq99IVHG/9om99a7pXrQw6HTt2hJubG6ZOnYqxY8fi0KFDOH/+PObNmyd2aUSkY6pqaicbf3fyn8nGb3Ruhpc6cLIxkT7QyqBjaGiIFStWYPr06Rg8eDC8vLywfPly3iyQiNQSc/UmFhxMwdWbFQCAzs3tMfmZlvC0087JxkSkeVoTdJKSkuo89/LywoYNG0Sqhoh02Y0SORYfScP+pDwAtetTTerhw6UbiPSQ1gQdIqLHVaNQYnNcNr45dhXl1QoYyIBhbd3x1lPNYW3GX3dE+og/+UQkCbEZRVhwMAVpBbX3xAlys8Hkni3h52IlcmVEJCYGHSLSafllVVhyJE21AKeduTHe7doCEW1cYcDTVER6j0GHiHRSjUKJTbFZWPX3FZRVKSADMDjEDe90aQ5bc2OxyyMiLcGgQ0Q652xWMRZuiENiTgkAoLWrFSb3bIXAJryDLBHVxaBDRDqjsLwKy/5Mx8/xuQAAGzMjjAtrjoFBbjA04GkqIrobgw4Rab0ahRJbz2Zj9bGrKKtSAABe6NAUb3T0gJ25yUM+moj0GYMOEWm1E1cK8dWhNNUK4/4uVvi4Z0uEB3sgP1+/1gAiIvUx6BCRVsosqsDiw2k4kloAoPZqqnFhzfG/Nk1gZMjTVERUPww6RKRVyqsUWBdzDRtPZ6JKIcBQBjwf6oE3n/TiTf+ISG38rUFEWkEQBPyRmIdlf6bhRmkVAKBjMztMCveBt6OlyNURka5i0CEi0SXlliLq/1JwLvsWAMDd1gwTu3mjW0tHrk1FRI+FQYeIRHOzvAor/76CXedzIAAwMzLAq52a4aUOnjA1MhC7PCKSAAYdImp0VTVKbInLwtqT11Aqr71cvI+/M9592huu1qYiV0dEUsKgQ0SNRhAEHErOx9I/05FVXAkA8HOxwqQePgj1tBW5OiKSIgYdImoUCTklWHw4FXFZtfNwnCxNMDasOfoFuPKuxkTUYBh0iKhB5ZbIsfJoOn5JqF1d3NTIACM7eOLlJ5rCwsRQ5OqISOoYdIioQVRUK/DDqQysP5UJeY0SANC3tQvGhjVHExszkasjIn3BoENEGqUUBPyakIsVR68g7/b9cELcbTCxhw9XFyeiRsegQ0QaE5tRhMWH05B4oxRA7f1wJjzdAuGtnHg/HCISBYMOET22tIIyRP+Zjr/SCgEAliaGeL1zMzwf6sH74RCRqBh0iOiR5ZXK8fWxq9h7MQdKATCUAc8Fu2HMU15wsDARuzwiIgYdIlJfqbwGP5zKwMbYLNVE4+4tHTEurAWaO1qIXB0R0T8YdIio3qoVSuw8dx3fnriGoopqAECwuw0mPN0CIR684R8RaR8GHSJ6KEEQcOByPlYcTUdmUe0djb3szTG+awsuvElEWo1Bh4geKDajCEv/TEdCTgkAwMHCGG895YUBQW4w4h2NiUjLMegQ0T2l5Jdh+V/pOHr7SioLY0OMfMITL7X35B2NiUhnMOgQUR2ZRRX4+thV/HHpBgQAhgYyDA52w+udm8HRkldSEZFuYdAhIgDAjRI51p68hl0XcqBQCgCAnr5OeLtLc3g58EoqItJNDDpEeq6ovBrfn8rAtrPZqkvFn2phj3e6NIe/K5dsICLdxqBDpKfKqmrw4+ksbIzNRFmVAgDQ1sMGY8NaINSTl4oTkTQw6BDpmcpqBXacu451MRmqe+H4OltibNcWeKq5PS8VJyJJYdAh0hM1CiX2xufi2+NXceP2quJe9uZ4u0tzhPs6wYABh4gkiEGHSOJqlAL+uHQDa05cRcbtm/25WptizJNe6BfoynvhEJGkMegQSZRCKeCPxBtYc+Iart2sAADYmxvjtc7NMDjYDSZcVZyI9ACDDpHEKJQCDiTl4dsTV3GlsDbg2JoZYdQTTTGsrTtv9kdEeoVBh0gilMLtgHP8GtILywHUBpyXOnji+VB3WJrwx52I9A9/8xHpOOXtIzirj11FWkFtwLE2NcJLHTzwQqgHrEz5Y05E+ou/AYl0lFIQcCS5AGtj4pB4e8FNK1NDjGjviRfbMeAQEQEMOkQ6RykIOJxSgDXHr+JyXhkAwNLEEC+288CI9p6wNuOPNRHRHfyNSKQjam6folp78hrSb5+isjQxxGthLTAowBnWpsYiV0hEpH0YdIi0XLVCid8SbmBdzDXVfXAsTQzxQjsPjGjvgZZNHZCfXwJBELlQIiItxKBDpKXkNUrsuZiD9TEZyCmRA6i9impEe08Ma+sOazMj8GbGREQPxqBDpGUqqhXYee46NpzORH5Z7VINDhbGGPVEUwwOduN9cIiI1MCgQ6QlSuU12HY2Gz/GZqkW23S1NsXLTzTFgDauMDNmwCEiUheDDpHIbpZXYUtcNrbGZaNEXgMA8LA1w6udmqJfgCuMDblUAxHRo2LQIRJJVnEFNp7Owp6LOZDXKAEAzR3M8WqnZujt78LFNomINIBBh6iRXb5RivWnMnAgKQ+K21dKtXa1wisdm6JHKycYcIYxEZHGMOgQNQJBEBCbUYzvT2XgxJWbqu2dvezxckdPdGhqBxkDDhGRxjHoEDUghVLAkZR8fH8qEwm3l2kwkAE9fZ3x8hNN4edqJXKFRETSptVBZ//+/Rg/fnydbX369MHSpUtFqoiofqpqlPglIRcbTmfi2s0KAICpkQH+F+iKlzp4wtPOXOQKiYj0g1YHnZSUFPTo0QORkZGqbaampiJWRPRgRRXV+On8dWyNy1bdA8fGzAhD27rjhVB3OFiYiFwhEZF+0eqgk5qaCl9fXzg7O4tdCtEDXS0sx6YzWfg5Pld1BZWLlQle6uCJgUFNYGmi1T9qRESSpdW/fVNTU/HUU0+JXQbRPQmCgDOZxdh4OhN/pRWqtvu5WGFEew/08nPmPXCIiESmtUFHEASkp6fj6NGj+Prrr6FQKPDss89iwoQJMDGp/+F/mQx6tR7QnV71qWegcfuuViixPykPG09nIelGqWp7Vx8HjOzgiXaeto12BRXHW9w6Ghv7FreOxqbvfWuK1gad7OxsVFRUwMTEBIsXL0ZmZibmzJmDyspKzJgxo97v4+Bg3YBVai9HR/ataUXlVdh48hrWH7+C3Fu1i2yaGRtgaHtPvNalBbydxbuCiuOtX9i3ftHXvjVFJgiCIHYR91NUVARb23/+dfzHH3/go48+QlxcHAwN67fuT2FhCZTKhqxSu8hktT8UBQUl0N6R1byG7PtqYTk2n8nC3ou5qLw9/8bJ0gTPh7pjcIgb7MyNNfsJ1cDxZt/6gH3rV98GBpo9SKG1R3QAwM7Ors5zHx8fyOVyFBcXw8HBoV7vIQjQq2+QO9j341EKAo6lF2JLXHadG/y1crbEyA6edebfaMPXmeOtX9i3ftG3vjXdq9YGnb/++gsffvghDh8+DHPz2nuOXLp0CXZ2dvUOOUTqKqmswZ6LOdh2NhtZxZUAABmALt4OeKm9J9o3bbz5N0RE9Pi0NuiEhobC1NQUM2bMwLhx45CRkYEFCxbgjTfeELs0kqCU/DJsi8vGrwn/nJ6yNjXCgDZNMLStG2/wR0Sko7Q26FhZWWHNmjWYO3cuhgwZAktLSwwfPpxBhzSmRingr9QCbI3LwumMYtV2HycLPB/qgb6tXWBuXL+5YEREpJ20NugAQKtWrfDdd9+JXQZJTFF5NXZduI4d564jp6T26ikDGdCtpRNeCHVv1MvDiYioYWl10CHSFEEQcD77Fnacu46Dl/NQpaid7WZrZoRBwW4YEuKGJjZmIldJRESaxqBDklYqr8GvCbnYce460grKVdv9XazwfKg7evu7wNSIdy8mIpIqBh2SpIScEuw8dx1/JN5QTS42NTJAH39nDA5xR4CrFU9PERHpAQYdkowyeQ1+On8dO85eR+K/lmbwdrTAkBA39G3tCmszfssTEekT/tYnnZecV4qfzl/Hb5fyUCqvAQAYG8rwjK8zhgS7IcTDhkdviIj0FIMO6aRSeQ32Jd7Anou5iM8pUW1vZm+OQcFuiAhwhZ2FeEszEBGRdmDQIZ0hCALOZBZj78UcHLicD/ntuTeGBjL0aOmIV5/2QStbE8jAozdERFSLQYe0Xl6pHD/H52LvxRxkFFWqtrdwsMCAoCboF+ACR0sTODlZIz9fvxa/IyKiB2PQIa1Uo1Dir7RC7LmYg2PphVDeDi8Wxobo5e+MgW2aoI2bNefeEBHRAzHokFZJKyjDngu5+O1SLgrLq1Xb23rYYECbJnjG1xkWJlyWgYiI6odBh0RXWF6FPxLz8Gt8bp3Lwh0tTdA/wBX/a+OK5g4WIlZIRES6ikGHRFFZrcBfaYX4NSEXx9MLcXtFBhgayBDWwgEDgprgqRYOMDLgqSkiInp0DDrUaJSCgHNZt/BLQi4OJOWhrEqhei2wiTX6Bbiit58zLwsnIiKNYdChBnftZgV+TcjFbwm5yL4lV21vYm2KfgEu6BvAU1NERNQwGHSoQeSXVeFAUh7+SLyBi9f/uaGfpYkhnvF1Qr8AV4R62sKAV00REVEDYtAhjSmuqMb/JedjX1IezmQUqS4JN5ABnZvbo19rV3Rr6QgzY141RUREjYNBhx5LWVUN/kwtwL7EPBy/chMK5T936wtys0Yvfxf08nOGk6WJiFUSEZG+YtAhtclrlPg7vRD7E2/gr7RC1VIMANDK2RK9/ZzRy98ZHrbmIlZJRETEoEP1VFWjxKlrRdifdAOHUwrqXDHV1M4Mvf1d0NvfGd6OliJWSUREVBeDDt1XZbUCJ67cxMHkfPyVWjfcuFiZqMKNv4sVl2IgIiKtxKBDdZRXKfB3eiH+73Ie/k4vREX1P6elnCxN0KOVE3r7OSPYw4ZXTBERkdZj0CGUymsnFB9KzsfxKzfrzLlpYm2KcF8nhLdyQpA7ww0REekWBh09VVhehaOphfi/5HycvHoTNf+6WsrTzgzhrZwR7uuEAFeeliIiIt3FoKMnBEHAlcIK/JlagD9TC3Ah+xaEf73ewsECPXyd8EwrJ7RytmS4ISIiSWDQkbAapYDz2cX4M6UQf6UV4NrNijqvt3a1wtM+jgj3deLVUkREJEkMOhJTXqXAbxeu4+e4TBxNK0RxZY3qNWNDGTo0tcPTPo7o6uMIV2tTESslIiJqeAw6EpBZVIFj6YX4O70Qp64VoVrxz0kpWzMjdPF2wNM+jujkZQ8rUw45ERHpD/7V00HyGiXOZBbhWPpNHEsvvOuUlJejBcKa26OrjyNCPGxhZMD5NkREpJ8YdHRE7VGbmzh+pfaozb8vATc0kCHE3QZPtXDA0z4OeMLPFQUFpRCEB7whERGRHmDQ0VLyGiXi/nXU5up/jto4W5ngqeYOeKqFPTr+65SUTAZeMUVERHQbg46WUAoCLt8oRczVIsRcu4mzWbfqHrWRAcEetujSojbctHTiJeBEREQPw6Ajoqziitpgc7UIp67drHOFFHD/ozZERERUP/zL2YiKKqpx+lrtEZuYq0XIKq6s87qFsSHaN7VFRy97dPSyQwsHCx61ISIiegwMOg3oVmU14jJv4UxmEc5kFCPpRmmduxEbGsgQ5GaNjs1qg01gE2sYGRqIVi8REZHUMOhoUFF5Nc5kFeNMRhHOZBYjJa8M/73wydvRovaITTM7tGtqC0sTDgEREVFD4V/Zx1BQVoUzmf8Em7SC8rv28bI3R7umtmjnaYcOTW3hZMW7ERMRETUWBp16EgQBV29W4Hz2LZzPvoVzWcW4Ulhx137ejhZo52mLdk3tEOppCydLExGqJSIiIoBB574qqxWIzylRBZsL2bfuuipKBqCls2VtsPG0RainLewtGGyIiIi0BYPObTm3KlWh5nz2LVzOK4NCWXeGjamRAQJcrRDkbotgdxu09bCBrbmxSBUTERHRw+hl0CmuqMal3BIk5JTe/m8JbpRW3bWfs5UJQtxtEORugxB3G/i6WMGYV0URERHpDMkHnYoqBRJySpGQUxtoEnJLkFlUedd+hjLA18UKwe42qoertSnvY0NERKTDJB90+n19Erf+M7cGADztzBDgao2AJrUPf1crmBsbilAhERERNRTJBx2lALhYmaC1KtRYobWrNefWEBER6QHJB50dr3WAA6+EIiIi0kuSn1nrZMWQQ0REpK8kH3SIiIhIfzHoEBERkWQx6BAREZFkMegQERGRZGl10JHL5Zg2bRo6dOiAsLAwrF27VuySiIiISIdo9eXlCxYswMWLF/H9998jOzsbkydPhru7O5599lmxSyMiIiIdoLVBp7y8HNu2bcM333yDwMBABAYGIjk5GRs3bmTQISIionrR2lNXiYmJqKmpQWhoqGpb+/btce7cOSiVShErIyIiIl2htUEnLy8P9vb2MDH554Z/Tk5OkMvlKCoqEq8wIiIi0hlae+qqoqKiTsgBoHpeVVVV7/eRyQADrY1zmndnsXUDA0AQxK2lMbFv9q0P2Df71gd3+tYUrQ06pqamdwWaO8/NzMzq/T4ODtYarUtXsG/9wr71C/vWL/rat6Zo7bEOV1dX3Lx5EzU1NapteXl5MDMzg42NjYiVERERka7Q2qDTunVrGBkZ4ezZs6ptsbGxCAoKgoE+nYsiIiKiR6a1icHc3BzPPfccPv30U5w/fx4HDhzA2rVr8fLLL4tdGhEREekImSBo7xSniooKfPrpp9i3bx+srKzw+uuvY/To0WKXRURERDpCq4MOERER0ePQ2lNXRERERI+LQYeIiIgki0GHiIiIJItBh4iIiCRLEkGnqqoKEREROHny5H33SUhIwLBhwxASEoIhQ4bg4sWLjVhhw6hP3++88w78/PzqPA4dOtSIVWpObm4uJkyYgI4dO6Jr166YN28e5HL5PfeV0nir07eUxvvq1at4/fXXERoaiu7du+Pbb7+9775SGm91+pbSeN8xZswYTJky5b6vHzt2DBEREQgJCcHLL7+MjIyMRqyu4Tys7wEDBtw11pcvX27ECjVr//79d/UzYcKEe+772GMu6LjKykph3Lhxgq+vr3DixIl77lNWViZ06dJFmD9/vpCSkiJERkYKTz31lFBWVtbI1WpOffoWBEHo1auXsHv3buHGjRuqh1wub8RKNUOpVArPP/+88MYbbwiXL18WTp06JfTq1UuYP3/+XftKabzV6VsQpDPeCoVC6N27tzBp0iQhPT1dOHz4sNCuXTthz549d+0rpfFWp29BkM543/Hzzz8Lvr6+wuTJk+/5elZWltC2bVthzZo1wuXLl4X33ntPiIiIEJRKZSNXqlkP67umpkYICgoSYmJi6ox1dXV1I1eqOStWrBDeeuutOv0UFxfftZ8mxlyng05ycrIwYMAA4X//+98D/+Bv27ZNCA8PV31hlEql0KtXL2HHjh2NWa7G1LdvuVwutG7dWkhLS2vkCjUvJSVF8PX1FfLy8lTb9u7dK4SFhd21r5TGW52+pTTeubm5wnvvvSeUlJSoto0bN0745JNP7tpXSuOtTt9SGm9BEISbN28KTz/9tDBkyJD7/sFfvHixMHLkSNXz8vJyITQ09IH/2NN29en7ypUrgr+/v1BZWdnI1TWcSZMmCV9++eVD99PEmOv0qauYmBh06tQJW7ZseeB+586dQ/v27SG7vSSqTCZDu3bt6iwvoUvq23daWhpkMhmaNm3aSJU1HGdnZ3z77bdwcnKqs720tPSufaU03ur0LaXxdnFxweLFi2FlZQVBEBAbG4tTp06hY8eOd+0rpfFWp28pjTcAfPHFFxg4cCBatmx5333OnTuHDh06qJ6bm5sjMDBQJ8f6jvr0nZKSAjc3N5iamjZiZQ0rNTUVzZs3f+h+mhhznQ46I0aMwLRp02Bubv7A/fLy8uDi4lJnm6OjI3JychqyvAZT377T0tJgZWWFjz/+GGFhYRg6dCiOHDnSSFVqlo2NDbp27ap6rlQqsWHDBnTu3PmufaU03ur0LaXx/rfw8HCMGDECoaGh6NOnz12vS2m8/+1hfUtpvI8fP47Tp09j7NixD9xPamNd375TU1NhbGyMt956C126dMHIkSNx/vz5RqpS8wRBQHp6Oo4ePYo+ffqgZ8+eWLhwIaqqqu7aVxNjrtNBp74qKipgYmJSZ5uJick9v6hSkpaWhsrKSoSFheHbb79Ft27d8M477+DChQtil/bYoqKikJCQgIkTJ971mpTH+0F9S3W8ly5dilWrVuHSpUuYN2/eXa9Ldbwf1rdUxlsul+OTTz7BrFmzYGZm9sB9pTTW6vSdnp6O4uJiDBs2DKtXr4aPjw9eeeUVXL9+vZGq1azs7GzVWC5evBiTJ0/G3r17sWDBgrv21cSYGz12xTrA1NT0ri9KVVXVQ7+5dN3YsWMxatQo2NraAgD8/f0RHx+PrVu3IigoSOTqHl1UVBS+//57LFq0CL6+vne9LtXxfljfUh3vO7XL5XJ8+OGH+Pjjj+v84pPqeD+sb6mMd3R0NNq0aVPnyOX93G+sbWxsGqq8BqNO35GRkaisrISVlRUA4NNPP8WZM2ewe/duvP322w1dqsZ5eHjg5MmTsLW1hUwmQ+vWraFUKvHRRx9h6tSpMDQ0VO2riTHXi6Dj6uqK/Pz8Otvy8/PvOhwmNQYGBqpfgnd4e3sjJSVFpIoeX2RkJDZt2oSoqKh7Hs4HpDne9elbSuOdn5+Ps2fPomfPnqptLVu2RHV1NUpLS+Hg4KDaLqXxVqdvqYz3L7/8gvz8fISGhgKA6o/aH3/8gbi4uDr73m+sW7du3TjFapA6fRsZGalCDlA7D83b2xu5ubmNV7CG2dnZ1Xnu4+MDuVyO4uLiev18qzPmenHqKiQkBHFxcRBur18qCALOnDmDkJAQkStrWFOmTMHUqVPrbEtMTIS3t7dIFT2e6OhobN68GV999RX69+9/3/2kNt717VtK452ZmYnx48fX+UV+8eJFODg41PklCEhrvNXpWyrj/cMPP2Dv3r3YtWsXdu3ahfDwcISHh2PXrl137RsSEoLY2FjV84qKCiQkJOjkWKvT96hRoxAdHa16rlQqkZSUpHNjfcdff/2FTp06oaKiQrXt0qVLsLOzu+fP9+OOuWSDTl5eHiorKwEAzz77LG7duoXPP/8cKSkp+Pzzz1FRUYG+ffuKXKXm/bvv8PBw1Q/S1atXER0djdjYWIwcOVLkKtWXmpqKFStW4M0330T79u2Rl5enegDSHW91+pbSeAcFBSEwMBDTpk1DSkoKjhw5gqioKNVheqmOtzp9S2W8PTw84OXlpXpYWlrC0tISXl5eUCgUyMvLUx3tGDJkCM6cOYPVq1cjOTkZU6dOhaenJzp16iRyF+pTp+/w8HCsW7cOBw8eRFpaGj777DOUlJRg0KBBInfxaEJDQ2FqaooZM2YgLS0NR44cwYIFC/DGG280zJirc927Nvvv/WR8fX3r3Efj3LlzwnPPPScEBQUJQ4cOFeLj48UoU+Me1vfWrVuF3r17C23atBEGDRokxMTEiFHmY/v6668FX1/fez4EQbrjrW7fUhlvQRCEnJwcYdy4cUK7du2ELl26CCtXrlTdK0eq4y0I6vUtpfG+Y/Lkyar7yWRkZNz1O+7w4cNC7969heDgYOGVV14Rrl27JlapGvWgvpVKpbBy5Uqhe/fuQps2bYSXXnpJSEpKErPcx3b58mVh9OjRQtu2bYUuXboIy5YtE5RKZYOMuUwQbh/vJSIiIpIYyZ66IiIiImLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQIdJziYmJCAwMxJYtW+psr6ysRN++fe+5cnZmZib8/PxUj9atWyMsLAxRUVGoqalp0HqXLVuGUaNG1Xv/O7VmZmYCAM6ePYvevXsjKCgI27ZtQ0ZGBo4cOdJQ5RKRyPRiUU8iuj9/f3+88cYbiIqKQvfu3eHq6goAWLhwIZRKJSZOnHjfj922bRvc3NygUCiQnp6OKVOmwNbWFmPGjGms8h/Kzc0NR48eVa2hs3r1ajRr1gxr166FnZ0d3nnnHXTs2BHdunUTuVIiagg8okNEGDduHJycnPDZZ58BAI4fP45NmzZh/vz5MDMzu+/HOTg4wNnZGU2aNMGTTz6Jl156Cb/99ltjlV0vhoaGcHZ2hqGhIQCgpKQEwcHB8PT0rLMiNBFJE4MOEcHExARz5szBwYMH8euvv2LWrFl45ZVXEBoaqtb7mJub13l+69YtfPTRR2jXrh3CwsIQGRmpWpQSAL766iuEhYUhODgYo0aNQnJysuq1P//8E4MGDUJISAgGDBiA48ePq16rrq7G7Nmz0a5dOzz11FP47rvvVK+NGjUKkZGReOaZZ9C9e3ckJSWpTl2NGjUKMTExWL58Ofz8/DBlyhTExMQgOjoao0aNuus0F1D3VNnOnTsxatQoLF26FJ06dUKHDh0wb948/HslnXXr1qFr165o164d5syZg1GjRmHnzp1qfR2JSHMYdIgIANChQwcMHz4cH330EYyNjfH++++r9fHXr1/Htm3bMGDAANW26dOno6SkBJs2bcKKFStw4cIF1VGj/fv3Y8uWLVi8eDF+/vlnODk5YerUqQCA5ORkvPPOO+jVqxd2796NiIgIjB07VrVqe1xcHIyNjbFr1y6MGTMG8+fPR2pqqurz7ty5E1FRUYiOjoalpaVq+7JlyxAaGorXXnsNR48exfTp01XPly1bVq8+4+LikJ6ejk2bNmHmzJlYv349jh07BgDYs2cPli5dimnTpmHLli3IzMzEqVOn1Po6EpFmcY4OEal069YNmzZtQlBQEExMTB66f0REBGQyGZRKJSorK+Hl5YWBAwcCAK5du4YDBw4gJiYG1tbWAIDIyEg899xzmDp1KrKysmBsbAx3d3e4u7tj5syZSEtLAwBs374d7dq1w9ixYwEAY8aMQXl5OW7dugUAcHV1xdSpUyGTyTB69GgsX74cSUlJ8PHxAQB0794d7dq1A4A6R2fs7OxgbGwMCwsLODs7A4DquZ2dHUpLSx/as0KhQGRkJKysrODt7Y1169bhwoUL6NKlC3788Ue88sor6Nu3LwDgiy++4NwfIpEx6BARAKCsrAyRkZHo2LEjdu3ahUGDBqFz5844ffo03nzzTdV+b731FiIiIgDUTux1dXWFUqlEfn4+Vq5ciREjRmDPnj1ITU2FUqnE008/XefzKJVKXL16Ff3798eGDRvwzDPPoG3btujZsyeGDh0KAEhPT0dgYGCdj/v3ESZPT0/IZDLVc2tra8jlctVzDw8PjX1d/svR0bHO3B4rKyvVlWZJSUl1JmLb2tqiRYsWDVYLET0cgw4RAag9+gAAq1atwscff4yZM2diz549aNOmDXbt2qXaz9bWVnXkw93dHZ6engCAFi1awMvLC127dsXff/8NhUIBa2tr7Nix467P5erqCjMzM/z222/4+++/cejQIaxZswZbt27Frl27YGT04F9NdyYW/9u/58mYmpqq3T+AOuHpjv9eLn+vI113PrehoWGdOv5bFxE1Ps7RISIcO3YMW7duxWeffQZLS0vMmjULhYWFWLJkCczMzODl5aV62NnZ3fd97vxRVygUaNGiBUpKSiCTyVQfW1lZiQULFqCqqgqHDx/Gtm3b0L17d8yePRu7d+/GlStXcPnyZXh5eSExMbHOew8fPhy//PJLQ34ZYGxsDKD26NYd/z719TAtW7ZEfHy86nlpaSmuXr2quQKJSG0MOkR6rrS0FNOnT8egQYMQFhYGoPaIy6RJk7B+/XqcP3/+vh9bWFiIvLw85OXlITk5GZ999hns7e3RuXNn+Pj4oGvXrvjwww9x/vx5xMfHY+rUqSgvL4eNjQ2USiUWLFiA/fv3IzMzEzt37oS5uTmaN2+OF198EadPn8Z3332Hq1ev4uuvv0ZycjI6dOig8f4tLCxw5coVFBQUwMnJCW5ublizZg0yMjKwc+dOHD58uN7vNWrUKKxfvx779u1Damoqpk2bhvLy8nseKSKixsGgQ6TnvvjiC1RXV6uueLrjxRdfREhICKZPn47q6up7fuywYcMQFhaGsLAwDB8+HNXV1Vi7dq1qDsuCBQvg6emJ0aNH49VXX0WLFi3w1VdfAQDCw8MxYcIEzJs3D3379sWvv/6KFStWwNbWFs2aNcOyZcuwY8cORERE4I8//sCqVatUNzPUpGHDhuGvv/7CG2+8AQMDA3z++ec4f/48+vXrh99//x1vv/12vd+rf//+eO211/DJJ59g2LBh8PDwgIeHh+pIERE1PpnAE8hERBoRExODpk2bws3NDUDt/J7OnTtj+fLl6NSpk8jVEeknTkYmItKQAwcOIC4uDrNnz4alpSXWr18PKysrtG3bVuzSiPQWj+gQEWlIaWkpPvvsMxw5cgRyuRyhoaGYPn06WrZsKXZpRHqLQYeIiIgki5ORiYiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIsv4fUgfcmauEOKwAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"figure, axis = plt.subplots()\n",
|
|
"\n",
|
|
"x = np.linspace(0,10,1001)\n",
|
|
"y = np.power(x,2)\n",
|
|
"\n",
|
|
"axis.set_xlim((1,5))\n",
|
|
"axis.set_ylim((0,30))\n",
|
|
"\n",
|
|
"axis.set_xlabel(\"X-Beschriftung\")\n",
|
|
"axis.set_ylabel(\"Y-Beschriftung\")\n",
|
|
"\n",
|
|
"axis.set_title(\"Titel\")\n",
|
|
"\n",
|
|
"plt.plot(x,y)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"figure, axis = plt.subplots()\n",
|
|
"\n",
|
|
"x = np.linspace(0,10,1001)\n",
|
|
"y1 = np.power(x,2)\n",
|
|
"y2 = np.power(x,3)\n",
|
|
"y3 = np.power(x,4)\n",
|
|
"\n",
|
|
"axis.set_xlim((1,5))\n",
|
|
"axis.set_ylim((0,30))\n",
|
|
"\n",
|
|
"plt.plot(x, y1, label=\"$x^2$\")\n",
|
|
"plt.plot(x, y2, label=\"$x^3$\")\n",
|
|
"plt.plot(x, y3, label=\"$x^4$\")\n",
|
|
"\n",
|
|
"plt.legend()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"data = np.random.randn(1000)\n",
|
|
"\n",
|
|
"f, (axis1, axis2) = plt.subplots(1,2)\n",
|
|
"\n",
|
|
"axis1.hist(data, bins=30, color=\"b\")\n",
|
|
"\n",
|
|
"axis2.hist(data, bins=30, color=\"r\", cumulative=True)\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"a = np.random.random((100, 100))\n",
|
|
"\n",
|
|
"plt.imshow(a)\n",
|
|
"plt.hot()\n",
|
|
"plt.colorbar()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAbEAAAFfCAYAAADAnvJDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAZw0lEQVR4nO3de1DU573H8c+yBEnkIu5ST26CRiWIWkRHidGc1vYYR22rM530ZKKSNBNTOyNJjeMFjdJgSAWPnXqsOBoyUeJoJlXSNo7RiXaSjilpLkqGXAgxsbbJiQoRAVEQ2PMHZc/ZxgvrPsvus/t+zTgr+/vx/T3P8rCf/d0eHB6PxyMAACwUE+oGAABwvQgxAIC1CDEAgLUIMQCAtQgxAIC1CDEAgLUIMQCAtQgxAIC1CDEAgLViQ92Ay2loaFY0ziPicEguV2LU9h+MAXSL9nHQ0//eCMsQ83gUlT+4HtHefzAG0I1xcG0cTgQAWIsQAwBYixADAFiLEAMAWIsQAwBYixADAFgrLC+xB6JRZ2en3nrrTbW2ntNNNyVr4sRJcjqdoW4WENYIMSAMvPLKH1RYuFInT/7N+9zgwWkqLHxas2b9MIQtA8IbhxOBEHvllT/o4YfnKTNzpPbvf03Nzc3av/81ZWaO1MMPz9Mrr/wh1E0EwpbD4wm/+8Hr66N3qhW3OzFq+x+NOjs7NXFitjIzR2r79l1yOmO8Y6Czs0t5effro48+0ltvHeXQYhSJ9veCnv73BntiQAhVVb2pkyf/pscee0IxMb6/jjExMcrPX6yTJ0+oqurNELUQCG+EGBBCp059JUm6886Rl12emTnSZz0AvggxIIQGDfo3SdLHH3942eUfffShz3oAfBFiQAjl5k7S4MFp+s1v/ktdXV0+y7q6urRx4wYNHpyu3NxJIWohEN4IMSCEnE6nCguf1sGDryov7369/fZbam5u1ttvv6W8vPt18OCrKixcy0UdwBVwnxgQYrNm/VDl5RUqLFypGTP+w/v84MHpKi+v4D4x4Cq4xD6MRPtltdGOGTvQI9rfC/y5xJ49MSBMOJ1O3X33lKh+8wL8xTkxAIC1CDEAgLUIMQCAtQgxAIC1CDEAgLUIMQCAtQgxAIC1CDEAgLUIMQCAtQgxAIC1CDEAgLUIMQCAtQgxAIC1CDEAgLUIMQCAtQgxAIC1CDEAgLUIMQCAtQgxAIC1CDEAgLUIMQCAtQgxAIC1CDEAgLUIMQCAtQgxAIC1CDEAgLWCFmILFizQ8uXLg1UeAIDghNi+ffv0+uuvB6M0AABexkOssbFRJSUlGj16tOnSAAD4iDVdcN26dfrRj36k06dPmy4NAIAPoyH2l7/8Re+8847++Mc/qrCw8LrrOBzm2mSTnn5Ha//BGEC3aB8H/vTbWIi1tbVpzZo1Wr16teLj4wOq5XIlGmqVnaK9/2AMoBvj4NqMhdimTZs0atQoTZkyJeBaDQ3N8ngMNMoyDkf3oI3W/oMxgG7RPg56+t8bxkJs3759qq+v19ixYyVJ7e3tkqQDBw7o6NGjftXyeBSVP7ge0d5/MAbQjXFwbcZCrKKiQh0dHd6v169fL0lasmSJqU0AAODDWIjdeuutPl/3799fkpSWlmZqEwAA+GDaKQCAtYzfJ9bjV7/6VbBKAwAgiT0xAIDFCDEAgLUIMQCAtQgxAIC1CDEAgLUIMQCAtQgxAIC1CDEAgLUIMQCAtQgxAIC1gjbtFADgm06c+FxNTed6sWa7pLirrpGUlKz09CFG2mUrQgwA+khDQ4Nyc8eqq6vLSD2n06mamk/lcrmM1LMRIQYAfcTlcqmq6ug198Tq6mq1cOEjKivbpuHDM664XlJSclQHmESIAUCf8ufw3/DhGRozJjt4jYkAXNgBALAWIQYAsBYhBgCwFiEGALAWIQYAsBYhBgCwFpfYA32od7M1XHumBonZGgCJEAP6DLM1AOYRYkAf6c1sDb2dqUFitgZAIsSAPtXbw3/M1AD0Dhd2AACsRYgBAKxFiAEArEWIAQCsRYgBAKxFiAEArEWIAQCsRYgBAKxFiAEArEWIAQCsRYgBAKxFiAEArEWIAQCsRYgBAKxFiAEArEWIAQCsRYgBAKxlPMROnTql/Px8TZgwQVOmTNEzzzyjtrY205sBAECxJot5PB7l5+crKSlJO3fu1Llz51RQUKCYmBgtW7bM5Kasc+LE52pqOteLNdslxV1zraSk5F7/qXsAiFRGQ+yzzz7TsWPHdOTIEbndbklSfn6+1q1bF9Uh1tDQoNzcserq6jJW0+l0qqbmU7lcLmM1AcA2RkMsNTVVzz77rDfAerS0tPhVx+Ew2arQc7tdeuutozp37up7YnV1tVq48BGVlW3T8OEZV103OTlZbjcBFml6xr7DEXm/B+i9aB8H/vTZaIglJSVpypQp3q+7urr0wgsvKDc31686LleiyWaFBbd7zDXXSUnpL0maMCFHOTk5wW4SwtCAAf29j2535P0eoHcYB71nNMT+VWlpqT788EP97ne/8+v7Ghqa5fEEqVFhrLHxvPexvr45xK1BKDAGIDEOHI7e78wELcRKS0u1fft2/frXv9aIESP8+l6PR1EZYj19jtb+gzGAboyD3gtKiBUVFWnXrl0qLS3VvffeG4xNAABgPsQ2bdqk3bt3a8OGDZo+fbrp8gAAeBkNsePHj2vz5s1asGCBxo0bpzNnzniXpaammtwUAABmQ+zQoUPq7OxUWVmZysrKfJbV1taa3BQAAGZDbMGCBVqwYIHJkgAAXBETAAMArEWIAQCsRYgBAKxFiAEArEWIAQCsRYgBAKxFiAEArEWIAQCsRYgBAKxFiAEArEWIAQCsRYgBAKxFiAEArBWUv+wMANHms88+VUtLi5FadXW1Po+BSkhI0NChw4zUCjeEGAAE6LPPPlVubo7xugsXPmKsVlXVexEZZIQYAASoZw9s8+ZtGjEiw1DVdklxAVf55JNa/fznjxjbSww3hBgAGDJiRIbGjMkOuI7DIbndiaqvb5bHE3i7IhkhBhhg6nyI6XMhUmSfDwEIMSBAwTgfYvJciBS550MAQgwIkPnzIWbOhUiRfz4EIMQAQ0ycD+FcCOAfbnYGAFiLEAMAWIsQAwBYi3NiBnB5NQCEBiEWIC6vBoDQIcQCxOXVABA6hJghXF4NAH2PCzsAANYixAAA1iLEAADWIsQAANYixAAA1iLEAADWIsQAANYixAAA1uJmZwAwYMgAhxJbPlXsGaeZgu03ydnYGnCZxJZPNWSAw0CDwhMhBgABuuHSOdUtSpDz6OPSUXN1UwzUmCDpk0UJevPSOQPVwg8hBgABunRDsob/d4t2P1+u4cNNzKEqpQy4SWcN7InV1dXqPx98WNv+PdlAq8IPIQYABnze6FFzwjB1pI4OuJbDIcmdqM64wOdRbf6fTn3eGLmTsRq/sKOtrU0FBQUaP368Jk+erOeee870JgAAkBSEPbGSkhLV1NRo+/bt+vLLL7Vs2TLdcsstmj59uulNAQCinNEQa21t1UsvvaRt27YpKytLWVlZqqur086dOwkxAIBxRg8nfvzxx+ro6NDYsWO9z40bN07V1dXq6uoyuSkAAMzuiZ05c0YpKSmKi/u/v0zsdrvV1tamxsZGDRw4sFd1HJbe0hBou3u+Pxj9t/U1tQ1jACZe52CNA1vGgD/tNBpiFy5c8AkwSd6v29vbe13H5Uo02aygSknpryEDHLrF8YXc7Qba/aXkCryKJOkWxxcaMsChlJT+crvteU1tk5LS3/to6nU29TsQjLbhm4L1OpsYB5E+BoyGWL9+/b4RVj1fx8fH97pOQ0Pgl5X2lZbTX3bf5PjGo9IboW6Nr0z98ybH01+qvn54qJsTsc6ePe99rK9vDqiWw9H9xmXqd8Bk23Blpl9nk+PAxjHQ0//eMBpigwYN0tmzZ9XR0aHY2O7SZ86cUXx8vJKSknpdx+ORNSFm+iZHUzc4Sr43OdryetrO1OscjN8BxkDfMPk6mx4HkTgGjIZYZmamYmNjdezYMY0fP16S9O6772r06NGKiYncuYZN3eRo8gZHKfJvcgwnRufNMzRnnhT58+YBRkPsxhtv1OzZs1VYWKji4mKdPn1azz33nJ555hmTmwHCSjDmzTMxZ54U+fPmAcZvdl6xYoUKCwuVl5enhIQELVq0SNOmTTO9GSBs2HJIGYhExkPsxhtv1Lp167Ru3TrTpYGwxSFlIDQi90QVACDiEWIAAGsRYgAAaxFiAABrEWIAAGsRYgAAaxFiAABrEWIAAGsRYgAAaxFiAABrGZ92CgCi1fvvVxus1i4p7pprXcsnn9QG3pQwRogBQIA6OjokSYsXLwpxS64sISEh1E0ICkLMEHOfwMx8+pIi/xMYEC5ycsbr1VcPe/8YcKDq6mq1cOEjKivbZuQvIyQkJGjo0GEGWhZ+CLEA8QkMgNQdZKYNH56hMWOyjdeNJIRYgEx+AjP96UuK7E9gAECIGWD6ExifvgCgd7jEHgBgLUIMAGAtQgwAYC1CDABgLUIMAGAtQgwAYC1CDABgLUIMAGAtQgwAYC1CDABgLUIMAGAtQgwAYC1CDABgLUIMAGAtQgwAYC1CDABgLf4oJmDI++9XG6rULinOSKVPPqk1UgcIV4QYEKCOjg5J0uLFi0LckitLSEgIdROAoCDEgADl5IzXq68eVmxs4L9OdXW1WrjwEZWVbdPw4RkGWtcdYEOHDjNSCwg3hBhgQE7OeKP1hg/P0Jgx2UZrApGICzsAANYixAAA1iLEAADWIsQAANYyGmJNTU1auXKlJk2apNzcXC1fvlxNTU0mNwEAgJfREFuzZo0+/vhjbd26VeXl5Tp+/LhWrVplchMAAHgZu8S+tbVVBw4c0K5duzRq1ChJUkFBgR544AG1tbWpX79+pjYFAIAkg3tiMTEx2rJlizIzM32e7+zs1Pnz501tBgAAL2N7YvHx8brnnnt8ntuxY4cyMjI0cOBAv2o5HKZaZZeefjsc0fsaRDvGACTGgT999ivELl68qFOnTl12WWpqqm666Sbv1y+88IL279+vZ5991p9NSJJcrkS/vycSDBjQ3/vodkfnaxDtGAOQGAf+8CvEqqurNX/+/Msu++1vf6vvf//7kqSdO3dq7dq1WrFihSZPnux3oxoamuXx+P1t1mtsPO99rK9vDnFrEAqMAUiMA4ej9zszfoXYxIkTVVt79T/tUF5erpKSEi1dulR5eXn+lPfyeBSVIdbT52jtPxgD6MY46D2jEwBXVlaqpKREK1as0IMPPmiyNAAA32AsxBobG/XUU09pzpw5mjlzps6cOeNdNnDgQDmdTlObAgBAksEQO3LkiFpbW1VZWanKykqfZYcOHdJtt91malMAAEgyGGIzZ87UzJkzTZUDAOCamAAYAGAtQgwAYC1CDABgLUIMAGAtQgwAYC1CDABgLaMzduDKTpz4XE1N5666Tl1drc/j1SQlJSs9fYiRtgGArQixPtDQ0KDc3LHq6urq1foLFz5yzXWcTqdqaj6Vy+UKtHkAYC1CrA+4XC5VVR295p5Yt3ZJcddcKykpmQADEPUIsT7Sm0N/Dofkdieqvj46/xQNAPiLEAOAPmTy/DjnxgkxAOgzps+Pc26cEAOAPmP6/DjnxgkxAOhTnB83i5udAQDWIsQAANYixAAA1iLEAADWIsQAANYixAAA1iLEAADWIsQAANYixAAA1iLEAADWIsQAANYixAAA1iLEAADWIsQAANYixAAA1iLEAADWIsQAANYixAAA1iLEAADWIsQAANYixAAA1iLEAADWIsQAANYixAAA1iLEAADWIsQAANYixAAA1gpaiP3yl7/UvHnzglUeAIDghNh7772nXbt2BaM0AABexkOsvb1dq1evVnZ2tunSAAD4iDVdcOvWrcrIyFB6err++te/XlcNh8NwoyzR0+9o7T98xwDjIHpF+3uBP/02GmLHjx/Xrl279Pvf/z6gw4kuV6LBVtkn2vsfzQYM6O99dLsZB9GO94Jr8yvELl68qFOnTl12WWpqqlavXq1FixbJ7XYH1KiGhmZ5PAGVsJLD0T1oo7X/kBobz3sf6+ubQ9wahEq0vxf09L83/Aqx6upqzZ8//7LLnnjiCXV2duonP/mJPyUvy+NRVP7gekR7/6NZz8+dMQCJcdAbfoXYxIkTVVtbe9ll8+bNU01NjXJyciRJly5dUmdnp8aOHat9+/bplltuCby1AAD8P8bOia1fv14XL170fl1RUaHq6mqtX79e3/rWt0xtBgAAL2MhNmjQIJ+vk5OTFR8fr7S0NFObAADAB9NOAQCsZfw+sR6LFi0KVmkAACSxJwYAsBghBgCwFiEGALAWIQYAsBYhBgCwFiEGALAWIQYAsBYhBgCwFiEGALAWIQYAsBYhBgCwFiEGALAWIQYAsBYhBgCwFiEGALAWIQYAsBYhBgCwFiEGALAWIQYAsBYhBgCwFiEGALAWIQYAsBYhBgCwFiEGALBWbKgbAESTEyc+V1PTuSsur6ur9Xm8mqSkZKWnDzHWNsBGDo/H4wl1I/5VfX2zwq9VwedwSG53YtT2P9I1NDQoK+sOdXV1GanndDpVU/OpXC6XkXoIH9H+XtDT/95gTwzoIy6XS1VVR6+6J9atXVLcNeslJSUTYIh6hBjQh651+C/aP4ED/uLCDgCAtQgxAIC1CDEAgLUIMQCAtQgxAIC1CDEAgLUIMQCAtQgxAIC1CDEAgLUIMQCAtcJy2imHI9QtCI2efkdr/8EYQLdoHwf+9DssZ7EHAKA3OJwIALAWIQYAsBYhBgCwFiEGALAWIQYAsBYhBgCwFiEGALAWIQYAsBYhBgCwFiEGALAWIXYdpk6dqoyMDO+/rKwsTZ8+Xc8///x119y7d6+mTp1qrpH/5PF49NOf/lR79+41Xjua2TAGmpqatHLlSk2aNEm5ublavny5mpqajNWPdjaMgYaGBuXn52vcuHG6++67VVpaqo6ODmP1w0FYTgBsg4KCAs2YMUOS1NHRoaqqKq1cuVIDBgzQ7NmzQ9u4f+rq6tLTTz+tI0eOaNasWaFuTsQJ9zGwZs0anTx5Ulu3bpXD4VBhYaFWrVqljRs3hrppESPcx8CSJUvkcDj04osvqrGxUUuWLFFiYqJ+9rOfhbppxrAndp0SExOVmpqq1NRU3XzzzZozZ47uuusuHTx4MNRNkySdOnVKeXl5Onz4sJKSkkLdnIgUzmOgtbVVBw4c0OrVqzVq1ChlZWWpoKBAr732mtra2kLdvIgRzmOgvb1dLpdLa9as0bBhwzR+/Hjde++9evfdd0PdNKMIMYNiY2N1ww03SJLmzZunoqIife9739N3vvMdtbS06KuvvtJjjz2mCRMmaOLEiVq7dq3a29t9amzYsEE5OTmaMmWKKioqfJbt3r1bU6dO1dixYzVv3jzV1tZesS0ffPCBbr75Zu3Zs0eJiYnmO4vLCpcxEBMToy1btigzM9Pn+c7OTp0/f95gj/GvwmUMxMXFaf369UpLS5Mk1dXV6fDhw5owYUIQeh06HE404NKlS/rTn/6kI0eOqLi42Pv83r17VV5erri4OMXFxSkvL09paWmqqKjQ119/rSeffFKStGrVKknSF198odraWr344ouqqanRk08+qREjRmjixIk6fPiwNm3apKKiIg0ZMkQvv/yy5s+fr4MHDyo5OfkbbZo6dWpQzrHh8sJtDMTHx+uee+7xeW7Hjh3KyMjQwIEDg/xqRKdwGwP/39y5c/X2228rKytLDzzwQHBfiL7mgd+++93vekaNGuXJzs72ZGdne+68805Pdna2p6SkxLvO3LlzPY8//rj369dee83z7W9/29PY2Oh97vXXX/eMHDnS09LS4tmzZ49n9OjRnq+//tq7fPny5d4a999/v2fHjh0+7ZgzZ843nrtSe/fs2XPd/cU32TYGKioqPBkZGZ4///nP191n+LJpDHz00Ueeqqoqz6xZszyPPvpoQP0ON+yJXaf8/HxNmzZNktSvXz+lpqbK6XT6rHPrrbd6/3/8+HGlp6f7fFrKyclRR0eHTp48KUm6/fbblZKS4l0+cuRIvfTSS97vLy0t1YYNG7zL29radOLECeN9Q+/YMgZ27typtWvXasWKFZo8efL1dRaXZcsYuPPOOyVJxcXF+vGPf6x//OMfuu22266jx+GHELtOLpfLe6z5Svr163fZ//fo7Oz0eYyJ8T1F2dXV5T223tnZqYKCAt11110+6yQkJPjfeBhhwxgoLy9XSUmJli5dqry8vKu2Ff4L5zHQ0tKiN954Q9OnT/fWHDZsmCTp7NmzERNiXNjRR4YMGaITJ06osbHR+9yxY8cUGxurwYMHS5L+/ve/68KFC97l77//voYOHer9/q+++kppaWnef1u2bNGxY8f6shsIQF+PgcrKSpWUlGjFihV6+OGHg9Yv9F5fjoELFy7oF7/4haqrq73PffDBB3I6nRoyZEhwOhgChFgfufvuu3X77bdr6dKlqq2tVVVVlYqKijRr1izvJfBtbW1atmyZ6urqtHv3bh04cMD76fmhhx7S9u3b9fLLL+vkyZMqLS3V/v37dccdd4SyW/BDX46BxsZGPfXUU5ozZ45mzpypM2fOeP/1fOJH3+vLMZCamqpp06apqKhIH374od555x2tXLlSc+fOjagjOBxO7CNOp1ObN29WUVGR7rvvPvXv318/+MEPtHjxYu86mZmZGjRokO677z6lpKSouLhYo0aNkiTNmDFD9fX12rhxo+rr6zVs2DCVlZUpPT09RD2Cv/pyDBw5ckStra2qrKxUZWWlz7JDhw5FzKEk2/T1+0BxcbGKi4v10EMPSZJmz56tJ554Iuj97EsOj8fjCXUjAAC4HhxOBABYixADAFiLEAMAWIsQAwBYixADAFiLEAMAWIsQAwBYixADAFiLEAMAWIsQAwBYixADAFjrfwFbCCrd5SNHzgAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 500x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"samp1 = np.random.normal(loc = 0, scale=1., size=100)\n",
|
|
"samp2 = np.random.normal(loc = 0, scale=2., size=100)\n",
|
|
"samp3 = np.random.normal(loc = 0.3, scale=1.2, size=100)\n",
|
|
"\n",
|
|
"f,ax = plt.subplots(1,1, figsize=(5,4))\n",
|
|
"\n",
|
|
"ax.boxplot((samp1, samp2, samp3))\n",
|
|
"ax.set_xticklabels([\"Probe 1\", \"Probe 2\", \"Probe 3\"])\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.11.3"
|
|
},
|
|
"orig_nbformat": 4
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|