175 lines
96 KiB
Plaintext
175 lines
96 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"from Turbinen_class_file import Francis_turbine_class\n",
|
|
"#importing pressure conversion function\n",
|
|
"import sys\n",
|
|
"import os\n",
|
|
"current = os.path.dirname(os.path.realpath('Main_Programm.ipynb'))\n",
|
|
"parent = os.path.dirname(current)\n",
|
|
"sys.path.append(parent)\n",
|
|
"from functions.pressure_conversion import pressure_conversion\n",
|
|
"from matplotlib import pyplot as plt\n",
|
|
"\n",
|
|
"p_exp=0.75\n",
|
|
"cubic_coeff=-0.7157\n",
|
|
"quadratic_coeff=0.9374\n",
|
|
"linear_coeff=0.9696\n",
|
|
"const_coeff=-0.0011\n",
|
|
"T1 = Francis_turbine_class()\n",
|
|
"T1.set_turbine_flux_parameters(p_exp,cubic_coeff,quadratic_coeff,linear_coeff,const_coeff)\n",
|
|
"\n",
|
|
"pressure,_ = pressure_conversion(5,'bar','Pa')\n",
|
|
"\n",
|
|
"LA_vec = np.array([0,0.4,0.45,0.5,0.55,0.6,0.65,0.7,0.75,0.8,0.85,0.9,0.95,1.,1.05,1.1,1.15])/1.18\n",
|
|
"flux_vec1 = np.empty_like(LA_vec)\n",
|
|
"\n",
|
|
"n = np.size(flux_vec1)\n",
|
|
"for i in range(n):\n",
|
|
" flux_vec1[i] = T1.get_turbine_flux(pressure,LA_vec[i])\n",
|
|
"\n",
|
|
"LA = 0.5\n",
|
|
"pressure_vec = np.linspace(0,pressure,500)\n",
|
|
"flux_vec2 = np.empty_like(pressure_vec)\n",
|
|
"m = np.size(flux_vec2)\n",
|
|
"\n",
|
|
"for i in range(m):\n",
|
|
" flux_vec2[i] = T1.get_turbine_flux(pressure_vec[i],LA)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<matplotlib.lines.Line2D at 0x2850dd5e1f0>]"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "f1690b8372ac484f9c3554e7f6d3ae5c",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAABHbklEQVR4nO3deVxVdeL/8fdlRwTcEQUVd0VFBEss2yxMG8uysmXappyxXEqzKa2prJlopmXU3LJsMdeMLBvN0UrUzCZRXHGXBBFEXABRLnDv+f3hN36RaKJwD9zzej4e9497OCfe9wxzz9vP5yw2wzAMAQAAwDI8zA4AAAAA16IAAgAAWAwFEAAAwGIogAAAABZDAQQAALAYCiAAAIDFUAABAAAshgIIAABgMRRAAAAAi6EAAgAAWAwFEAAAwGIogAAAABZDAQQAALAYCiAAAIDFUAABAAAshgIIAABgMRRAAAAAi6EAAgAAWAwFEAAAwGIogAAAABZDAQQAALAYCiAAAIDFUAABAAAshgIIAABgMRRAAAAAi6EAAgAAWAwFEAAAwGIogAAAABZDAQQAALAYCiAAAIDFUAABAAAshgIIAABgMRRAAAAAi6EAAgAAWAwFEAAAwGIogAAAABZDAQQAALAYCiAAAIDFUAABAAAshgIIAABgMRRAAAAAi6EAAgAAWAwFEAAAwGIogAAAABZDAQQAALAYCiAAAIDFUAABAAAshgIIAABgMRRAAAAAi6EAAgAAWAwFEAAAwGIogAAAABZDAQQAALAYCiAAAIDFUAABAAAshgIIAABgMV5mB6jNnE6nDh8+rMDAQNlsNrPjAACAi2AYhgoKCtSsWTN5eFhzLIwCeBkOHz6s8PBws2MAAIBLkJGRobCwMLNjmIICeBkCAwMlnf0DCgoKMjkNAAC4GPn5+QoPDy87jlsRBfAy/DLtGxQURAEEAKCWsfLpW9ac+AYAALAwCiAAAIDFuGUBTEhIkM1m01NPPXXB9VavXq2YmBj5+fmpdevWmjFjhmsCAgAAmMjtCuCGDRs0c+ZMdevW7YLrpaWlacCAAerTp49SUlI0fvx4jRo1SomJiS5KCgAAYA63KoCnTp3S/fffr/fee0/169e/4LozZsxQixYtNHHiRHXq1EmPPfaY/vSnP+nNN990UVoAAABzuFUBHD58uG655RbdeOONv7vu+vXrFR8fX25Zv379lJycrJKSkgq3sdvtys/PL/cCAACobdymAC5YsEAbN25UQkLCRa2fnZ2tkJCQcstCQkJUWlqq3NzcCrdJSEhQcHBw2YubQAMAgNrILQpgRkaGnnzySc2dO1d+fn4Xvd1v7/9jGEaFy38xbtw45eXllb0yMjIuPTQAAIBJ3OJG0Bs3blROTo5iYmLKljkcDq1Zs0ZTpkyR3W6Xp6dnuW2aNm2q7OzscstycnLk5eWlhg0bVvh7fH195evrW/UfAAAAwIXcogD27dtX27ZtK7fskUceUceOHfXss8+eU/4kKS4uTl999VW5ZStWrFBsbKy8vb2rNS8AAICZ3KIABgYGqkuXLuWWBQQEqGHDhmXLx40bp8zMTM2ePVuSNGzYME2ZMkVjxozR0KFDtX79es2aNUvz5893eX4AAABXcotzAC9GVlaW0tPTy95HRERo2bJlSkpKUvfu3fXqq69q8uTJGjx4sIkpAQAAqp/N+OXKB1Rafn6+goODlZeXp6CgILPjAADgFgzDUNLuo5r07V69PrirOjat2mMsx283mQIGAAC1n2EYWrU7RxO/2auth/IkSdNW7dfke6NNTuZ+KIAAAMBUhmHou105mvTt/y9+/t6eejCupYZe09rkdO6JAggAAExhGIa+3Xm2+G3L/FXx691SQ/u0VqO63HqtulAAAQCASxmGoW925mjSt3u0PfPsY1Xr+HjqwbhWGtonQg0pftWOAggAAFzil+I38Zs92nGY4mcmCiAAAKhWhmFoZeoRTfp2b1nxC/Dx1IO9W2lon9ZqEOBjckLroQACAIBqYRiGVqQe0aRv9io16/8Xv4d6t9JjFD9TUQABAECVcjr/r/h9u1c7f1X8Hr6qlR67urXqU/xMRwEEAABV4mzxy9akb/eVK36PXBWhR6+OoPjVIBRAAABw2dbsOaqEr3eVFb+6vl56uHcril8NRQEEAACXbFd2vl5btktr9hyVdLb4PXLV2eJXrw7Fr6aiAAIAgEo7kl+kt1fs0aKNGXIakrenTQ/GtdKI69sy4lcLUAABAMBFK7SX6t01B/TemgM6U+KQJN3SNVR/vbmDWjYMMDkdLhYFEAAA/C6H09CnyRl6e+UeHS2wS5JiWtbX+AGdFNOyvsnpUFkUQAAAcF6GYShpz1G9vmyXdh8pkCS1bFhHz93cUTd3aSqbzWZyQlwKCiAAAKjQjsN5Sli2S9/vy5Uk1avjrVE3tNMfe7WUj5eHyelwOSiAAACgnKy8M3prxR4lbjokw5B8PD308FWtNPy6tgqu4212PFQBCiAAAJAknbKX6t3V+/Xe2gMqKnFKkgZGNdNf+3VQeIM6JqdDVaIAAgBgcaUOpxYmZ+jfK/co91SxJKlnq7MXeES34AIPd0QBBADAogzD0KrdOXpt2S7tyzklSYpoFKDn+ndUfOcQLvBwYxRAAAAsaP/RU3p5yQ6t3Xv2Ao/6dbz11I3tdd+VLeTtyQUe7o4CCACAhZwpdmjKqr2aueaAShyGfLw89KerIvTE9W0U5McFHlZBAQQAwAIMw9DK1COa8FWqMk+ekSRd36GxXr41kid4WBAFEAAAN5d+7LRe/mqHvtuVI0lqXs9fLw7szHl+FkYBBADATRWVOPTu6gOalrRP9lKnvD1tGtqntUbc0FZ1fKgAVsb/+gAAuKGk3Tl6ackOHTx2WpJ0VduGmnBrF7VtUtfkZKgJKIAAALiRwyfP6JWvUrV8R7YkKSTIVy/c0ll/6BbKdC/KUAABAHADxaVOzfo+TZO/3aszJQ55etj0SO9Weuqm9qrry+Ee5fEXAQBALffD/ly9+OWOsps592xVX68O6qKOTYNMToaaigIIAEAtlZNfpL8v3aklWw5LkhrV9dG4/p10R4/mTPfigiiAAADUMqUOpz5ef1D/XrlHp+yl8rBJf+zVUk/Hd1CwPzdzxu+jAAIAUIsk/3xcL3yxXbuyCyRJUeH19I9BXdSlebDJyVCbuMXD/qZPn65u3bopKChIQUFBiouL09dff33e9ZOSkmSz2c557dq1y4WpAQC4ePlFJRq/eJvunLFeu7ILVK+OtxLu6KrFj/em/KHS3GIEMCwsTK+//rratm0rSfr444912223KSUlRZGRkefdbvfu3QoK+v8nyDZu3LjaswIAUFnf7Tqi8Z9vV3Z+kSRpSGy4nu3fUQ0CfExOhtrKLQrgwIEDy73/xz/+oenTp+vHH3+8YAFs0qSJ6tWrV83pAAC4NMcLi/XKVzv0xeazF3m0bFhHr9/RTXFtGpqcDLWdWxTAX3M4HFq0aJEKCwsVFxd3wXWjo6NVVFSkzp0764UXXtD1119/wfXtdrvsdnvZ+/z8/CrJDADArxmGoaXbsvTSlzt0rLBYHjbp0asjNOamDvL38TQ7HtyA2xTAbdu2KS4uTkVFRapbt64WL16szp07V7huaGioZs6cqZiYGNntdn3yySfq27evkpKSdM0115z3dyQkJGjChAnV9REAANCR/CL97YvtWpF6RJLUPqSu/nVnlLqH1zM3GNyKzTAMw+wQVaG4uFjp6ek6efKkEhMT9f7772v16tXnLYG/NXDgQNlsNi1ZsuS861Q0AhgeHq68vLxy5xICAFBZhmFoUfIhvbo0VQVFpfLysOmJ69tq+PVt5OvFqF9Vys/PV3BwsKWP324zAujj41N2EUhsbKw2bNigSZMm6d13372o7Xv16qU5c+ZccB1fX1/5+vpedlYAAH4t4/hpjV+8TWv35kqSujYP1r/u7KZOodYsJ6h+blMAf8swjHKjdb8nJSVFoaGh1ZgIAIDynE5Ds9f/rH/9d7dOFzvk6+WhMTe116NXR8jL0y3u1IYayi0K4Pjx49W/f3+Fh4eroKBACxYsUFJSkpYvXy5JGjdunDIzMzV79mxJ0sSJE9WqVStFRkaquLhYc+bMUWJiohITE838GAAAC9l/9JSe/Wyrkg+ekCRd0aqBXh/cVa0b1zU5GazALQrgkSNH9MADDygrK0vBwcHq1q2bli9frptuukmSlJWVpfT09LL1i4uLNXbsWGVmZsrf31+RkZFaunSpBgwYYNZHAABYRKnDqZlrD2jiN3tVXOpUgI+nnhvQSfdf0UIeHjy/F67hNheBmIGTSAEAlbHjcJ6eTdyq7ZlnbyN2bfvGeu2Ormpez9/kZNbC8dtNRgABAKjJ7KUOvfPtPs1YvV+lTkPB/t568Q+ddUeP5rLZGPWD61EAAQCoRpvST+ivn23VvpxTkqT+XZpqwm2RahLoZ3IyWBkFEACAalBc6tSkb/doetJ+OQ2pUV1fvXpbpPp35Y4TMB8FEACAKrbnSIFGL9ysHYfPnut3e3RzvTSws+rV8TE5GXAWBRAAgCridBr68Ief9c/lu1Rc6lT9Ot567faujPqhxqEAAgBQBTJPntEzi7boh/3HJEnXd2isfw7upiZBnOuHmocCCADAZTAMQ19sztSLX+5QQVGp/L099cIfOum+K1pwhS9qLAogAACX6ERhsZ7/YpuWbcuWJEW3qKe37+6uiEYBJicDLowCCADAJUjanaO/frZVOQV2eXnY9GTfdnr8ujY8wxe1AgUQAIBKOF1cqteW7dScH88+YrRN4wBNHBKtrmHBJicDLh4FEACAi5SSfkJjPt2itNxCSdIjV7XSszd3lJ+3p8nJgMqhAAIA8DtKHE698+1eTU3aL4fTUGiwn964M0pXt2tkdjTgklAAAQC4gH05pzR64WZty8yTJN3WvZleubWLgut4m5wMuHQUQAAAKuB0Gvp4/c96/etdspc6Fezvrb8P6qKBUc3MjgZcNgogAAC/kZV3Rs8s2qrv9+VKkvq0a6Q37oxS02Bu6gz3QAEEAOBX/rP1sMZ/vk35RaXy8/bQ+AGd9ECvltzUGW6FAggAgKQzxQ5N+GqHFmzIkCRFhQXr7SHd1aZxXZOTAVWPAggAsLydWfkaOT9F+3JOyWaTnriujZ66sb28uakz3BQFEABgWYZh6JMfD+rvS3equNSpJoG+mjiku3q35fYucG8UQACAJZ08Xay/frZVK1KPSJKu79BYb94VpYZ1fU1OBlQ/CiAAwHJ+SjuuJxekKCuvSN6eNj3Xv5P+dFUrLvSAZVAAAQCW4XAaeue7vZr87V45DSmiUYDeuTdaXZrzHF9YCwUQAGAJh0+e0VMLN+untOOSpME9wjThtkjV9eVQCOvhrx4A4PZW7MjWXxO36uTpEgX4eOrvt3fR7dFhZscCTEMBBAC4raIShxKW7dTH6w9Kkro2D9Y790arVaMAk5MB5qIAAgDc0r6cAo2Yl6Jd2QWSpKF9IvRMv47y8eLefgAFEADgVgzD0KfJGXp5SarOlDjUMMBHb94dpes7NDE7GlBjUAABAG4jv6hE4z/fpv9szZIkXd22kd6+O0pNgvxMTgbULBRAAIBbSEk/oVELUpRx/Iy8PGx6Or6D/nJNa3l4cG8/4LcogACAWs3pNPTumgN6a8VulToNhdX31+R7o9WjRX2zowE1FgUQAFBrnSgs1phPN2vV7qOSpFu6heq127sq2N/b5GRAzUYBBADUSinpJzRiXooyT56Rr5eHJtwaqSE9w3mcG3AR3OJa+OnTp6tbt24KCgpSUFCQ4uLi9PXXX19wm9WrVysmJkZ+fn5q3bq1ZsyY4aK0AIDLYRiGPlyXprvfXa/Mk2fUqmEdLX7iKt1zRQvKH3CR3GIEMCwsTK+//rratm0rSfr444912223KSUlRZGRkeesn5aWpgEDBmjo0KGaM2eO1q1bpyeeeEKNGzfW4MGDXR0fAHCRCopK9FziNi3ddvYq3/5dmuqfd3ZTkB9TvkBl2AzDMMwOUR0aNGigN954Q48++ug5P3v22We1ZMkS7dy5s2zZsGHDtGXLFq1fv/6if0d+fr6Cg4OVl5enoKCgKskNAKjYzqx8PTF3k9JyC+XlYdP4AZ30yFWtGPVDpXH8dpMRwF9zOBxatGiRCgsLFRcXV+E669evV3x8fLll/fr106xZs1RSUiJv74r/JWm322W328ve5+fnV11wAMB5fbohQ3/7crvspU41C/bTlPt7cJUvcBncpgBu27ZNcXFxKioqUt26dbV48WJ17ty5wnWzs7MVEhJSbllISIhKS0uVm5ur0NDQCrdLSEjQhAkTqjw7AKBiZ4od+tuX2/XZxkOSpGvbN9a/h3RXgwAfk5MBtZtbXAQiSR06dNDmzZv1448/6vHHH9dDDz2k1NTU867/2ymDX2bCLzSVMG7cOOXl5ZW9MjIyqiY8AOAcB46e0u3T1umzjYfkYZPGxrfXhw/3pPwBVcBtRgB9fHzKLgKJjY3Vhg0bNGnSJL377rvnrNu0aVNlZ2eXW5aTkyMvLy81bNjwvL/D19dXvr6+VRscAHCO/2w9rGc/26rCYoca1fXR5Hui1bttI7NjAW7DbQrgbxmGUe58vV+Li4vTV199VW7ZihUrFBsbe97z/wAA1a+41KnXlu3URz/8LEm6IqKB3rk3WiE8yxeoUm5RAMePH6/+/fsrPDxcBQUFWrBggZKSkrR8+XJJZ6duMzMzNXv2bElnr/idMmWKxowZo6FDh2r9+vWaNWuW5s+fb+bHAABLO3TitIbPS9GWjJOSpGHXttHY+Pby8nSbs5WAGsMtCuCRI0f0wAMPKCsrS8HBwerWrZuWL1+um266SZKUlZWl9PT0svUjIiK0bNkyjR49WlOnTlWzZs00efJk7gEIACb5btcRjV64RXlnShTs7623745S304hv78hgEvitvcBdAXuIwQAl6fU4dTbK/doWtJ+SVK3sGBNva+HwhvUMTkZ3BnHbzcZAQQA1D45+UUaOT9F/0s7Lkl6MK6lnr+lk3y9PE1OBrg/CiAAwOXW7z+mkfNTlHvKrgAfT70+uJsGRjUzOxZgGRRAAIDLGIahWd+nKeHrXXI4DXUICdS0P/ZQm8Z1zY4GWAoFEADgEoX2Uj2buFX/2ZolSbo9urleu72r/H2Y8gVcjQIIAKh2abmFGvbJRu0+UiAvD5v+9ofOejCu5QWfvgSg+lAAAQDV6tudR/TUws0qKCpV40BfTbu/h3q2amB2LMDSKIAAgGrhdBqa9O1eTfp2ryQppmV9Tbu/B0/1AGoACiAAoMrlnS7RUwtTtGr3UUlnb/Hywi2d5ePFUz2AmoACCACoUjuz8jVszkYdPHZavl4e+sftXXVnTJjZsQD8CgUQAFBlvtycqecSt+lMiUPN6/nr3Qdi1KV5sNmxAPwGBRAAcNlKHE69/vUuzfo+TZLUp10jTb4nWvUDfExOBqAiFEAAwGU5WmDXiHmbyh7p9sR1bfR0fAd5enCLF6CmogACAC5ZSvoJPT5nk7LzixTg46m37o7SzV1CzY4F4HdQAAEAlWYYhub/lKGXl+xQscOpNo0D9O4DsWrbhEe6AbUBBRAAUClFJQ699OUOLUzOkCT1iwzRm3dFKdDP2+RkAC4WBRAAcNEyT57R43M2auuhPHnYpLH9Oujxa9vwSDeglqEAAgAuyg/7cjVifoqOFxarXh1vTb4nWte0b2x2LACXgAIIALggwzA06/s0vbZsp5yGFNksSDP+GKPwBnXMjgbgElEAAQDnVVTi0PjF2/T5pkxJ0h09muu127vKz9vT5GQALgcFEABQoey8Iv3lk2RtOZQnTw+bXrilkx7u3Yrz/QA3QAEEAJxj48ETGjZno44W2FWvjrem3tdDV7VtZHYsAFWEAggAKOfTDRl64YvtKnY41SEkUO89GKsWDTnfD3AnFEAAgKSzz/P9+39S9fH6g5KkmyOb6q27oxTgy6ECcDf8vxoAoOOFxXpi7kb9eODs83zH3NReI65vKw+e5wu4JQogAFhc6uF8/fmTZB06cUYBPp7695Duio9sanYsANWIAggAFrZ0a5bGLtqiMyUOtWxYR+89GKv2IYFmxwJQzSiAAGBBTqehf3+zR+98t0+S1KddI71zb7Tq1fExORkAV6AAAoDFFBSVaPTCzfpmZ44kaWifCD17c0d5eXqYnAyAq1AAAcBC0nILNXR2svblnJKPl4dev6Or7ugRZnYsAC5GAQQAi1i956hGztuk/KJSNQ3y07sPxCgqvJ7ZsQCYgAIIAG7OMAzNXHNA/1y+S05DimlZX9P/2ENNAv3MjgbAJG5xwkdCQoJ69uypwMBANWnSRIMGDdLu3bsvuE1SUpJsNts5r127drkoNQBUv6ISh55auFkJX58tf0NiwzVv6JWUP8Di3GIEcPXq1Ro+fLh69uyp0tJSPf/884qPj1dqaqoCAgIuuO3u3bsVFBRU9r5x48bVHRcAXOLwyTP6yycbtS0zT14eNr04sLMe6NVSNhs3dwaszi0K4PLly8u9//DDD9WkSRNt3LhR11xzzQW3bdKkierVq1eN6QDA9TYePKG/fLJRuafsahDgo6n39VBcm4ZmxwJQQ7jFFPBv5eXlSZIaNGjwu+tGR0crNDRUffv21apVq6o7GgBUu883HdK9M39U7im7OjYN1JfDr6L8ASjHLUYAf80wDI0ZM0ZXX321unTpct71QkNDNXPmTMXExMhut+uTTz5R3759lZSUdN5RQ7vdLrvdXvY+Pz+/yvMDwKVyOA298d/dmrF6vySpX2SI3r67uwJ83e6rHsBlshmGYZgdoioNHz5cS5cu1ffff6+wsMrd22rgwIGy2WxasmRJhT9/+eWXNWHChHOW5+XllTuPEABc7ZS9VE8tSCm7ufPIG9pq9I3t5eHB+X7Ab+Xn5ys4ONjSx2+3mgIeOXKklixZolWrVlW6/ElSr169tHfv3vP+fNy4ccrLyyt7ZWRkXE5cAKgSGcdPa/C0H/TNzhz5enlo0j3d9XR8B8ofgPNyi3kBwzA0cuRILV68WElJSYqIiLik/05KSopCQ0PP+3NfX1/5+vpeakwAqHL/O3BMw+Zs1InTJWoS6KuZD8aqOzd3BvA73KIADh8+XPPmzdOXX36pwMBAZWdnS5KCg4Pl7+8v6ezoXWZmpmbPni1Jmjhxolq1aqXIyEgVFxdrzpw5SkxMVGJiommfAwAqY8FP6Xrhi+0qdRrq2jxY7z0Yq6bB3N8PwO9ziwI4ffp0SdJ1111XbvmHH36ohx9+WJKUlZWl9PT0sp8VFxdr7NixyszMlL+/vyIjI7V06VINGDDAVbEB4JKUOpx6bdkufbAuTZL0h26heuPOKPn7eJqcDEBt4XYXgbgSJ5ECcLW8MyUaOT9Fa/YclSSNuam9Rt7Qlps7A5XA8dtNRgABwArScgv16McbdOBoofy9PfX23VHq3/X85y0DwPlQAAGgFli3L1dPzN2kvDMlCg3203sPxqpL82CzYwGopSiAAFDDfbL+Z738VaocTkPRLerp3Qdi1CSQiz0AXDoKIADUUCUOpyZ8tUNzfjx7Adsd0c312h1d5efNxR4ALg8FEABqoJOni/XE3E36Yf8x2WzSX/t11LBrW3OxB4AqQQEEgBpmX06BHv04WQePnVaAj6cm3hOtmzqHmB0LgBuhAAJADZK0O0cj56WowF6qsPr+ev+hWHVsas3bVACoPhRAAKgBDMPQB+t+1j+WpsppSFe0aqDpf+yhhnV5/CSAqkcBBACTlTicemnJDs3739mLPYbEhuvVQV3k4+VhcjIA7ooCCAAmyjtdoifmbdS6fWcv9nh+QCc9enUEF3sAqFYUQAAwSVpuoR79aIMO5Baqjo+nJt8TrRu52AOAC1AAAcAE6/cf07A5G5V3pkTNgv30/kM91bkZF3sAcA0KIAC42MIN6Xp+8XaVOg1FhdfTew/yZA8ArkUBBAAXcTgN/XP5Ls1cc0CS9IduoXrzriie7AHA5SiAAOAChfZSPblgs77ZeUSS9GTfdnrqxnZc7AHAFBRAAKhmh0+e0aMfJ2tnVr58vDz0xp3ddFv35mbHAmBhFEAAqEabM05q6OxkHS2wq1FdH818MFY9WtQ3OxYAi6MAAkA1+c/Ww3r60y2ylzrVsWmg3n8oVmH165gdCwAogABQ1QzD0Dvf7dPbK/dIkm7o2EST741WXV++cgHUDHwbAUAVKipx6NnErfpy82FJ0mNXR2jcgE7y9OBiDwA1BwUQAKrI0QK7/vJJsjaln5SXh02vDuqie69oYXYsADgHBRAAqsCu7Hw9+lGyMk+eUZCfl2b8MUa92zYyOxYAVIgCCACX6btdRzRyXooKix2KaBSgWQ/FqnXjumbHAoDzogACwCUyDEMfrPtZ/1iaKqchxbVuqOl/7KF6dXzMjgYAF0QBBIBLUOJw6uUlOzT3f+mSpHt6huuV27rIx8vD5GQA8PsogABQSflFJRo+d5PW7s2VzSaN799Jj/WJ4LFuAGoNCiAAVELG8dP600cbtDfnlPy9PTXpnu6Kj2xqdiwAqBQKIABcpI0HT+jPs5N1rLBYIUG+mvVQT3VpHmx2LACoNAogAFyEJVsOa+yiLSoudSqyWZBmPdRTTYP9zI4FAJeEAggAF/Dbx7rd2ClEk+7prgAe6wagFuMbDADOw17q0HOJ27Q4JVOSNLRPhJ7rz2PdANR+FEAAqMDxwmL95ZNkbfj5hDw9bHr1ti6670oe6wbAPbjFDasSEhLUs2dPBQYGqkmTJho0aJB27979u9utXr1aMTEx8vPzU+vWrTVjxgwXpAVQ0+3LOaXbp63Thp9PKNDPSx890pPyB8CtuEUBXL16tYYPH64ff/xRK1euVGlpqeLj41VYWHjebdLS0jRgwAD16dNHKSkpGj9+vEaNGqXExEQXJgdQ0/ywL1d3TFung8dOK7yBvz5/vLf6tGtsdiwAqFI2wzAMs0NUtaNHj6pJkyZavXq1rrnmmgrXefbZZ7VkyRLt3LmzbNmwYcO0ZcsWrV+//qJ+T35+voKDg5WXl6egoKAqyQ7APAs3pOv5xdtV6jTUo0U9zXwwVo3q+podC0AV4/jtJiOAv5WXlydJatCgwXnXWb9+veLj48st69evn5KTk1VSUlKt+QDULE6noYSvd+rZxG0qdRq6NaqZ5g3tRfkD4Lbc7iIQwzA0ZswYXX311erSpct518vOzlZISEi5ZSEhISotLVVubq5CQ0PP2cZut8tut5e9z8/Pr7rgAExxurhUoxdu1n93HJEkPdm3nZ66sR2PdQPg1tyuAI4YMUJbt27V999//7vr/vYL/pfZ8PN98SckJGjChAmXHxJAjXAkv0iPfZysbZl58vH00L/u7KZB0c3NjgUA1c6tpoBHjhypJUuWaNWqVQoLC7vguk2bNlV2dna5ZTk5OfLy8lLDhg0r3GbcuHHKy8sre2VkZFRZdgCulXo4X4OmrtO2zDw1CPDR3KFXUv4AWIZbjAAahqGRI0dq8eLFSkpKUkRExO9uExcXp6+++qrcshUrVig2Nlbe3t4VbuPr6ytfX84JAmq7b3ce0cj5KTpd7FCbxgH64OGeatkwwOxYAOAybjECOHz4cM2ZM0fz5s1TYGCgsrOzlZ2drTNnzpStM27cOD344INl74cNG6aDBw9qzJgx2rlzpz744APNmjVLY8eONeMjAHABwzD0wfdpGjo7WaeLHerdpqE+f/wqyh8Ay3GLEcDp06dLkq677rpyyz/88EM9/PDDkqSsrCylp6eX/SwiIkLLli3T6NGjNXXqVDVr1kyTJ0/W4MGDXRUbgAuVOpx65T+pmr3+oCTpnp7henVQF3l7usW/gwGgUtzyPoCuwn2EgNqhoKhEI+enKGn3Udls0nM3d9Sfr2nNlb6ARXH8dpMRQAA4n8yTZ/ToRxu0K7tAft4emjiku27ucu5tngDASiiAANzWloyTevTjZOWesqtxoK/efzBWUeH1zI4FAKajAAJwS8u3Z+mphZtVVOJUx6aBmvVwTzWv5292LACoESiAANyKYRh6d80Bvf71LknSdR0a6517oxXoV/HtnQDAiiiAANxGicOpv32xXQs2nL1J+4NxLfXiHzrLiyt9AaAcCiAAt5B3pkRPzN2odfuOycMm/e0PnfXIVb9/U3gAsCIKIIBaL/3YaT3y0U/af7RQdXw89c690erbKcTsWABQY1EAAdRqGw8e159nb9SxwmI1DfLTrIdjFdks2OxYAFCjUQAB1FpLthzW2EVbVFzqVJfmQZr1UE+FBPmZHQsAajwKIIBaxzAMTflun95auUeSdGOnEE2+t7vq+PCVBgAXg29LALWKvdShcYnb9HlKpiTpsasjNG5AJ3l68Fg3ALhYFEAAtcaJwmL9Zc5G/ZR2XJ4eNk24NVJ/7NXS7FgAUOtQAAHUCgeOntKfPtqgn4+dVqCvl6be30PXtG9sdiwAqJUogABqvB8PHNOwORt18nSJmtfz1wcP91SHpoFmxwKAWosCCKBGS9x4SM99vlUlDkPdw+vpvQdj1TjQ1+xYAFCrUQAB1EhOp6G3V+7RlFX7JEkDujbV23d3l5+3p8nJAKD2owACqHGKShwau2iL/rM1S5I0/Po2evqmDvLgSl8AqBIUQAA1ytECu/78SbJS0k/K29Om127vqrtiw82OBQBuhQIIoMbYc6RAf/pogw6dOKNgf2/N+GOM4to0NDsWALgdCiCAGmHNnqMaPneTCuylatWwjj54uKdaN65rdiwAcEsUQACmm/u/g3rxyx1yOA1d0aqBZjwQowYBPmbHAgC3RQEEYBqH01DCsp16//s0SdId0c2VMLirfL240hcAqhMFEIApCu2lenLBZn2z84gk6emb2mvEDW1ls3GlLwBUNwogAJfLzivSox9v0I7D+fLx8tCbd0Xp1qhmZscCAMugAAJwqe2ZeXr04w06km9XwwAfzXwwVjEt65sdCwAshQIIwGW+ST2iUQtSdLrYobZN6urDh3sqvEEds2MBgOVQAAFUO8MwNOv7NP1j2U4ZhnR120aaen8PBft7mx0NACyJAgigWpU6nHr5qx2a82O6JOneK8L1ym1d5O3pYXIyALAuCiCAapNfVKLhczdp7d5c2WzS+P6d9FifCK70BQCTUQABVIuM46f16McbtOfIKfl7e2riPd3VL7Kp2bEAAKIAAqgGKeknNHR2snJPFatJoK9mPdRTXcOCzY4FAPg/FEAAVeo/Ww/r6U+3yF7qVKfQIH3wcKxCg/3NjgUA+BW3OQt7zZo1GjhwoJo1ayabzaYvvvjigusnJSXJZrOd89q1a5drAgNuxjAMTf52r0bMS5G91KkbOjbRomFxlD8AqIHcZgSwsLBQUVFReuSRRzR48OCL3m737t0KCgoqe9+4cePqiAe4NXupQ88lbtPilExJ0qNXR2j8gE7y9OBiDwCoidymAPbv31/9+/ev9HZNmjRRvXr1qj4QYBHHTtn1l082KvngCXl62DTh1kj9sVdLs2MBAC7AbaaAL1V0dLRCQ0PVt29frVq1yuw4QK2y90iBBk1bp+SDJxTo56WPHulJ+QOAWsBtRgArKzQ0VDNnzlRMTIzsdrs++eQT9e3bV0lJSbrmmmsq3MZut8tut5e9z8/Pd1VcoMZZs+eohs/dpAJ7qVo0qKMPHo5V2yaBZscCAFwEyxbADh06qEOHDmXv4+LilJGRoTfffPO8BTAhIUETJkxwVUSgxvrkx4N6eckOOZyGeraqr3cfiFWDAB+zYwEALpLlp4B/rVevXtq7d+95fz5u3Djl5eWVvTIyMlyYDjCfw2no5SU79LcvtsvhNHRHdHPNeexKyh8A1DKWHQGsSEpKikJDQ8/7c19fX/n6+rowEVBzFBSVaNT8FK3afVSS9Ey/DnriujY81g0AaiG3KYCnTp3Svn37yt6npaVp8+bNatCggVq0aKFx48YpMzNTs2fPliRNnDhRrVq1UmRkpIqLizVnzhwlJiYqMTHRrI8A1FiHTpzWox8la/eRAvl6eejfQ7prQNfz/2MJAFCzuU0BTE5O1vXXX1/2fsyYMZKkhx56SB999JGysrKUnp5e9vPi4mKNHTtWmZmZ8vf3V2RkpJYuXaoBAwa4PDtQk519rNtG5Z6yq3Ggr95/MFZR4fXMjgUAuAw2wzAMs0PUVvn5+QoODlZeXl65m0kD7uKrLYf19KItKi51qmPTQM16uKea1+PJHgBqN47fbjQCCKDqnH2s2z79+5s9kqS+HZto0r3RquvLVwYAuAO+zQGUU1Ti0HOJW/XF5sOSeKwbALgjCiCAMsdO2fXnTzZq4/891u2V2yJ1/5U82QMA3A0FEICks491+9PHG5Rx/IwC/bw0/f4YXd2ukdmxAADVgAIIQKt25WjU/JRfPdatp9o2qWt2LABANaEAAhZW4nDqzf/u1rtrDkiSrmjVQDMeiOHJHgDg5iiAgEVlnjyjkfM2aVP6SUnSQ3EtNf6WTvL18jQ3GACg2lEAAQv6JvWInl60RXlnShTo56V/De6m/jzZAwAsgwIIWEhxqVP/Wr5L73+fJkmKCgvWO/f2UIuGdUxOBgBwJQogYBEZx09rxPwUbck4KUn601UReq5/R/l4eZgbDADgchRAwAL+uyNbzyzaovyiUgX5eenNu6IUH9nU7FgAAJNQAAE3Zi91KGHZLn30w8+SpO7h9TTlvmiF1WfKFwCsjAIIuKn0Y6c1fN4mbcvMkyQN7ROhZ/ox5QsAoAACbmnZtiw9+9lWFdhLVa+Ot966K0p9O4WYHQsAUENQAAE3UlTi0D+W7tQnPx6UJMW0rK937o1Ws3r+JicDANQkFEDATaTlFmr43E1KzcqXJA27to2ejm8vb0+mfAEA5VEAATewZMthjUvcqsJihxoE+Oitu6N0fYcmZscCANRQFECgFisqcWjCV6ma/1O6pLPP8p18b7SaBvuZnAwAUJNRAIFaav/RUxo+d5N2ZRfIZpNGXN9WT/ZtJy+mfAEAv4MCCNRCi1MO6fnF23W62KFGdX307yHd1addY7NjAQBqCQogUIucKXbopSXb9WnyIUlSXOuGmnRPdzUJYsoXAHDxKIBALbH3SIGGz9ukPUdOyWaTRt3QTqP6tpOnh83saACAWoYCCNQCi5Iz9OKXO3SmxKHGgb6aNKS7erdtZHYsAEAtRQEEarDTxaV64Yvt+nxTpiTp6raN9O8h3dU40NfkZACA2owCCNRQu7ML9MTcjdp/tFAeNmn0je31xPVtmfIFAFw2CiBQwxiGoU//b8rXXupUSJCvJt0TrV6tG5odDQDgJiiAQA1yyl6qFxZv0xebD0uSrmnfWP++O0oN6zLlCwCoOhRAoIZIPZyvEfM26UBuoTw9bHo6vr2GXdNGHkz5AgCqGAUQMJlhGJr3U7omfJWq4lKnQoP9NPneaPVs1cDsaAAAN0UBBExUUFSicZ9v03+2ZkmSbujYRG/eFaUGAT4mJwMAuDMKIGCS7Zl5GjFvk34+dlpeHjb99eYOeuzq1kz5AgCqHQUQcDHDMDR7/UH9Y+lOFTucal7PX5PvjVZMy/pmRwMAWISH2QGqypo1azRw4EA1a9ZMNptNX3zxxe9us3r1asXExMjPz0+tW7fWjBkzqj8oLC3vTImemLtJLy3ZoWKHUzd2CtHSUVdT/gAALuU2BbCwsFBRUVGaMmXKRa2flpamAQMGqE+fPkpJSdH48eM1atQoJSYmVnNSWNWWjJP6wztr9fX2bHl72vTCLZ303oMxqleH8/0AAK7lNlPA/fv3V//+/S96/RkzZqhFixaaOHGiJKlTp05KTk7Wm2++qcGDB1dTSliRYRj6cN3PSvh6p0ochsLq+2vKfT3UPbye2dEAABblNgWwstavX6/4+Phyy/r166dZs2appKRE3t7e52xjt9tlt9vL3ufn51d7TtRueadL9MxnW7Qi9Ygk6ebIpvrnnd0U7H/u3xcAAK7iNlPAlZWdna2QkJByy0JCQlRaWqrc3NwKt0lISFBwcHDZKzw83BVRUUulpJ/QgMlrtSL1iHw8PTTh1khN/2MPyh8AwHSWLYCSZLOVv92GYRgVLv/FuHHjlJeXV/bKyMio9oyofQzD0HtrDuiuGeuVefKMWjaso8THe+uh3q3O+7cFAIArWXYKuGnTpsrOzi63LCcnR15eXmrYsGGF2/j6+srXl2ey4vxOFBZr7KIt+nZXjiTplm6hSrijq4L8GPUDANQcli2AcXFx+uqrr8otW7FihWJjYys8/w/4PRsPHtfIeSk6nFckHy8PvfiHzrr/yhaM+gEAahy3KYCnTp3Svn37yt6npaVp8+bNatCggVq0aKFx48YpMzNTs2fPliQNGzZMU6ZM0ZgxYzR06FCtX79es2bN0vz58836CKilnE5D7645oDdX7JbDaSiiUYCm3BetyGbBZkcDAKBCblMAk5OTdf3115e9HzNmjCTpoYce0kcffaSsrCylp6eX/TwiIkLLli3T6NGjNXXqVDVr1kyTJ0/mFjColGOn7Hp60RYl7T4qSbo1qpleu6Or6vq6zf+1AABuyGb8cuUDKi0/P1/BwcHKy8tTUFCQ2XHgYj+lHdfI+Zt0JN8uXy8PvXxrpO7pGc6ULwDUcBy/3WgEEHAVp9PQtKR9envlHjkNqXXjAE29r4c6hVrzSwQAUPtQAIFKyD1l1+iFm7V279l7Rd4R3VyvDuqiAKZ8AQC1CEct4CKt339MTy5IUU6BXX7eHnrlti66KyaMKV8AQK1DAQR+h8Np6J3v9mryt3vlNKR2Tepq6v091D4k0OxoAABcEgogcAE5BUV6asFm/bD/mCTprpgwTbgtUnV8+L8OAKD24igGnMf3e3P11MIU5Z4qlr+3p/5xexfd0SPM7FgAAFw2CiDwG6UOpyZ9u1dTVu2TYUgdQgI19f4eatukrtnRAACoEhRA4FeO5Bdp5PwU/ZR2XJJ07xXhemlgpPy8PU1OBgBA1aEAAv9n9Z6jGr1ws44XFivAx1Ov3dFVt3VvbnYsAACqHAUQllfqcOqtlXs0PWm/JKlTaJCm3het1o2Z8gUAuCcKICwtK++MRs1P0YafT0iS/tirhV64pTNTvgAAt0YBhGWt2pWjMZ9u1onTJarr66XXB3fVH7o1MzsWAADVjgIIyylxOPXmf3fr3TUHJEldmgdp6n091LJhgMnJAABwDQogLCXz5BmNnLdJm9JPSpIe7t1K4wZ0lK8XU74AAOugAMIyVqYe0dhFW5R3pkSBfl56485uurlLqNmxAABwOQog3F5xqVP/XL5Ls75PkyRFhQVryn09FN6gjsnJAAAwBwUQbi3j+GmNmJ+iLRknJUl/uipCz/XvKB8vD3ODAQBgIgog3Nby7dl65rMtKigqVZCfl968K0rxkU3NjgUAgOkogHA79lKHEpbt0kc//CxJim5RT+/cG62w+kz5AgAgUQDhZg4eK9SIeSnalpknSfrzNa31TL8O8vZkyhcAgF9QAOE2lm7N0nOJW1VgL1W9Ot56++4o3dAxxOxYAADUOBRA1HpFJQ79fWmq5vyYLkmKbVlfk++NVrN6/iYnAwCgZqIAolZLyy3U8LmblJqVL0l6/Lo2GnNTe6Z8AQC4AAogaq0vN2dq/OfbVFjsUIMAH719d5Su69DE7FgAANR4FEDUOkUlDk34aofm/5QhSboiooEm3xOtpsF+JicDAKB2oACiVtmXc0oj5m3SruwC2WzSiOvb6sm+7eTFlC8AABeNAoha4/NNh/TCF9t1utihRnV9NHFItK5u18jsWAAA1DoUQNR4Z4odevHL7Vq08ZAkKa51Q026p7uaBDHlCwDApaAAokbbe6RAT8zdpL05p2SzSU/2baeRN7STp4fN7GgAANRaFEDUWIuSM/S3L7erqMSpxoG+mnRPd/Vuw5QvAACXiwKIGqfQXqq/fbldn2/KlCT1addIb9/dXY0DfU1OBgCAe6AAokbZlZ2v4XM3af/RQnnYpDE3tdcT17WVB1O+AABUGbe6d8a0adMUEREhPz8/xcTEaO3ateddNykpSTab7ZzXrl27XJgYvzAMQwt+StdtU9Zp/9FChQT5av7QXhpxQzvKHwAAVcxtRgAXLlyop556StOmTdNVV12ld999V/3791dqaqpatGhx3u12796toKCgsveNGzd2RVz8yil7qZ5fvE1fbj4sSbq2fWO9fXeUGtZlyhcAgOpgMwzDMDtEVbjyyivVo0cPTZ8+vWxZp06dNGjQICUkJJyzflJSkq6//nqdOHFC9erVu6TfmZ+fr+DgYOXl5ZUrkbh4qYfzNWLeJh3ILZSnh01j4zvoL9e0ZtQPAFBtOH67yRRwcXGxNm7cqPj4+HLL4+Pj9cMPP1xw2+joaIWGhqpv375atWrVBde12+3Kz88v98KlMQxDc348qEHT1ulAbqFCg/208M+99Ph1bSh/AABUM7cogLm5uXI4HAoJCSm3PCQkRNnZ2RVuExoaqpkzZyoxMVGff/65OnTooL59+2rNmjXn/T0JCQkKDg4ue4WHh1fp57CK/KISjZifohe+2K7iUqdu6NhEy0b1UWyrBmZHAwDAEtzmHEBJstnKjxwZhnHOsl906NBBHTp0KHsfFxenjIwMvfnmm7rmmmsq3GbcuHEaM2ZM2fv8/HxKYCVtO5SnEfM36eCx0/LysOmvN3fQY1cz5QsAgCu5RQFs1KiRPD09zxnty8nJOWdU8EJ69eqlOXPmnPfnvr6+8vXlwoRLYRiGZq8/qH8s3alih1PN6/nrnfui1aNFfbOjAQBgOW4xBezj46OYmBitXLmy3PKVK1eqd+/eF/3fSUlJUWhoaFXHs7y8MyV6fM4mvbRkh4odTt3YKURLR11N+QMAwCRuMQIoSWPGjNEDDzyg2NhYxcXFaebMmUpPT9ewYcMknZ2+zczM1OzZsyVJEydOVKtWrRQZGani4mLNmTNHiYmJSkxMNPNjuJ0tGSc1Yv4mZRw/I29Pm57r30l/uqrVeafmAQBA9XObAjhkyBAdO3ZMr7zyirKystSlSxctW7ZMLVu2lCRlZWUpPT29bP3i4mKNHTtWmZmZ8vf3V2RkpJYuXaoBAwaY9RHcimEY+mDdz3r9650qcRgKq++vqff1UFR4PbOjAQBgeW5zH0AzcB+hip08XaxnPtuqlalHJEk3RzbVP+/spmB/b5OTAQDA8VtyoxFA1Ayb0k9o5LwUZZ48Ix9PD73wh056oFdLpnwBAKhBKICoEk6nofe/P6B/Ld+tUqehlg3raOp9PdSlebDZ0QAAwG9QAHHZThQW6+lFW/TdrhxJ0i3dQvX6HV0V6MeULwAANREFEJcl+efjGjk/RVl5RfLx8tCLf+is+69swZQvAAA1GAUQl8TpNDRjzX69tWKPHE5DEY0CNOW+aEU2Y8oXAICajgKISjt2yq4xn27R6j1HJUm3dW+mf9zeVXV9+XMCAKA24IiNSvnfgWMatSBFR/Lt8vXy0IRbIzWkZzhTvgAA1CIUQFwUp9PQtKR9envlHjkNqU3jAE29v4c6NrXm/ZMAAKjNKID4XUcL7Brz6Wat3ZsrSbqjR3O9elsXBTDlCwBArcQRHBf0w75cPblws44W2OXn7aFXb+uiu2LDzY4FAAAuAwUQFXI4DU3+dq8mf7dXhiG1a1JX0+7voXYhgWZHAwAAl4kCiHPk5BfpyQWbtf7AMUnS3bFhmnBrF/n7eJqcDAAAVAUKIMpZu/eoRi/crNxTxarj46m/D+qiO3qEmR0LAABUIQogJEmlDqcmfrNXU5P2yTCkjk0DNeW+HmrbpK7Z0QAAQBWjAELZeUUatSBFP6UdlyTde0W4XhoYKT9vpnwBAHBHFECLS9qdozGfbtHxwmIF+HjqtTu66rbuzc2OBQAAqhEF0KJKHU69tXKPpiftlyR1Dg3SlPui1boxU74AALg7CqAFHT55RqPmpyj54AlJ0gO9Wur5Wzox5QsAgEVQAC3mu11HNObTLTp5ukSBvl56fXA33dIt1OxYAADAhSiAFlHicOqN/+7WzDUHJEldmwdryn3RatkwwORkAADA1SiAFnDoxGmNnJ+ilPSTkqSHe7fSuAEd5evFlC8AAFZEAXRzK3Zk65nPtirvTIkC/bz0xp3ddHMXpnwBALAyCqCbKi516vWvd+mDdWmSpKiwYE25r4fCG9QxORkAADAbBdANZRw/rRHzNmnLoTxJ0qNXR+jZmzvKx8vD5GQAAKAmoAC6meXbs/TMZ1tVUFSqYH9vvXlXlG7qHGJ2LAAAUINQAN2EvdSh15bu1MfrD0qSolvU0zv3RiusPlO+AACgPAqgG/g5t1Aj5m/S9sx8SdJfrmmtsf06yNuTKV8AAHAuCmAt95+th/Vc4jadspeqfh1vvXV3lG7oyJQvAAA4PwpgLVVU4tCr/0nV3P+lS5JiW9bXO/dFKzTY3+RkAACgpqMA1kIHjp7S8Hkp2pl1dsr3ievaaMxN7eXFlC8AALgIFMBa5svNmRr/+TYVFjvUIMBH/x7SXde2b2x2LAAAUItQAGuJohKHXl6yQws2ZEiSrohooMn3RKtpsJ/JyQAAQG3jVnOG06ZNU0REhPz8/BQTE6O1a9decP3Vq1crJiZGfn5+at26tWbMmOGipJWzL+eUbpuyTgs2ZMhmk0be0FbzHruS8gcAAC6J2xTAhQsX6qmnntLzzz+vlJQU9enTR/3791d6enqF66elpWnAgAHq06ePUlJSNH78eI0aNUqJiYkuTn5hiRsPaeA732v3kQI1quurT/50pZ6O78D5fgAA4JLZDMMwzA5RFa688kr16NFD06dPL1vWqVMnDRo0SAkJCees/+yzz2rJkiXauXNn2bJhw4Zpy5YtWr9+/UX9zvz8fAUHBysvL09BQUGX/yF+5XRxqV76cocWbTwkSerdpqEm3tNdTQIZ9QMA4HJU5/G7tnCLYaTi4mJt3LhR8fHx5ZbHx8frhx9+qHCb9evXn7N+v379lJycrJKSkgq3sdvtys/PL/eqDnuOFOi2Keu0aOMhedik0Te21yePXkn5AwAAVcItCmBubq4cDodCQsrfADkkJETZ2dkVbpOdnV3h+qWlpcrNza1wm4SEBAUHB5e9wsPDq+YD/MaU7/Zpb84pNQ701dzHeunJG9vJ08NWLb8LAABYj1sUwF/YbOVLkmEY5yz7vfUrWv6LcePGKS8vr+yVkZFxmYkr9uptXXRnTJiWjeqjuDYNq+V3AAAA63KL28A0atRInp6e54z25eTknDPK94umTZtWuL6Xl5caNqy4dPn6+srX17dqQl9AcB1vvXlXVLX/HgAAYE1uMQLo4+OjmJgYrVy5stzylStXqnfv3hVuExcXd876K1asUGxsrLy9vastKwAAgNncogBK0pgxY/T+++/rgw8+0M6dOzV69Gilp6dr2LBhks5O3z744INl6w8bNkwHDx7UmDFjtHPnTn3wwQeaNWuWxo4da9ZHAAAAcAm3mAKWpCFDhujYsWN65ZVXlJWVpS5dumjZsmVq2bKlJCkrK6vcPQEjIiK0bNkyjR49WlOnTlWzZs00efJkDR482KyPAAAA4BJucx9AM3AfIQAAah+O3240BQwAAICLQwEEAACwGAogAACAxVAAAQAALIYCCAAAYDEUQAAAAIuhAAIAAFgMBRAAAMBiKIAAAAAW4zaPgjPDLw9Ryc/PNzkJAAC4WL8ct638MDQK4GUoKCiQJIWHh5ucBAAAVFZBQYGCg4PNjmEKngV8GZxOpw4fPqzAwEDZbLYq/W/n5+crPDxcGRkZln1OoSuxv12Pfe5a7G/XY5+7VmX2t2EYKigoULNmzeThYc2z4RgBvAweHh4KCwur1t8RFBTEF4cLsb9dj33uWuxv12Ofu9bF7m+rjvz9wpq1FwAAwMIogAAAABZDAayhfH199dJLL8nX19fsKJbA/nY99rlrsb9dj33uWuzvyuEiEAAAAIthBBAAAMBiKIAAAAAWQwEEAACwGAogAACAxVAATTJt2jRFRETIz89PMTExWrt27QXXX716tWJiYuTn56fWrVtrxowZLkrqPiqzzz///HPddNNNaty4sYKCghQXF6f//ve/Lkxb+1X2b/wX69atk5eXl7p37169Ad1QZfe53W7X888/r5YtW8rX11dt2rTRBx984KK0tV9l9/fcuXMVFRWlOnXqKDQ0VI888oiOHTvmorS135o1azRw4EA1a9ZMNptNX3zxxe9uw7HzAgy43IIFCwxvb2/jvffeM1JTU40nn3zSCAgIMA4ePFjh+gcOHDDq1KljPPnkk0Zqaqrx3nvvGd7e3sZnn33m4uS1V2X3+ZNPPmn885//NH766Sdjz549xrhx4wxvb29j06ZNLk5eO1V2f//i5MmTRuvWrY34+HgjKirKNWHdxKXs81tvvdW48sorjZUrVxppaWnG//73P2PdunUuTF17VXZ/r1271vDw8DAmTZpkHDhwwFi7dq0RGRlpDBo0yMXJa69ly5YZzz//vJGYmGhIMhYvXnzB9Tl2XhgF0ARXXHGFMWzYsHLLOnbsaDz33HMVrv/Xv/7V6NixY7llf/nLX4xevXpVW0Z3U9l9XpHOnTsbEyZMqOpobulS9/eQIUOMF154wXjppZcogJVU2X3+9ddfG8HBwcaxY8dcEc/tVHZ/v/HGG0br1q3LLZs8ebIRFhZWbRnd2cUUQI6dF8YUsIsVFxdr48aNio+PL7c8Pj5eP/zwQ4XbrF+//pz1+/Xrp+TkZJWUlFRbVndxKfv8t5xOpwoKCtSgQYPqiOhWLnV/f/jhh9q/f79eeuml6o7odi5lny9ZskSxsbH617/+pebNm6t9+/YaO3aszpw544rItdql7O/evXvr0KFDWrZsmQzD0JEjR/TZZ5/plltucUVkS+LYeWFeZgewmtzcXDkcDoWEhJRbHhISouzs7Aq3yc7OrnD90tJS5ebmKjQ0tNryuoNL2ee/9dZbb6mwsFB33313dUR0K5eyv/fu3avnnntOa9eulZcXX0uVdSn7/MCBA/r+++/l5+enxYsXKzc3V0888YSOHz/OeYC/41L2d+/evTV37lwNGTJERUVFKi0t1a233qp33nnHFZEtiWPnhTECaBKbzVbuvWEY5yz7vfUrWo7zq+w+/8X8+fP18ssva+HChWrSpEl1xXM7F7u/HQ6H7rvvPk2YMEHt27d3VTy3VJm/cafTKZvNprlz5+qKK67QgAED9Pbbb+ujjz5iFPAiVWZ/p6amatSoUXrxxRe1ceNGLV++XGlpaRo2bJgroloWx87z45/aLtaoUSN5enqe86/EnJycc/6l8oumTZtWuL6Xl5caNmxYbVndxaXs818sXLhQjz76qBYtWqQbb7yxOmO6jcru74KCAiUnJyslJUUjRoyQdLacGIYhLy8vrVixQjfccINLstdWl/I3HhoaqubNmys4OLhsWadOnWQYhg4dOqR27dpVa+ba7FL2d0JCgq666io988wzkqRu3bopICBAffr00d///nfLj0ZVB46dF8YIoIv5+PgoJiZGK1euLLd85cqV6t27d4XbxMXFnbP+ihUrFBsbK29v72rL6i4uZZ9LZ0f+Hn74Yc2bN4/zdCqhsvs7KChI27Zt0+bNm8tew4YNU4cOHbR582ZdeeWVropea13K3/hVV12lw4cP69SpU2XL9uzZIw8PD4WFhVVr3truUvb36dOn5eFR/pDr6ekp6f+PSqFqcez8HSZdfGJpv9w+YNasWUZqaqrx1FNPGQEBAcbPP/9sGIZhPPfcc8YDDzxQtv4vl7KPHj3aSE1NNWbNmsWl7JVU2X0+b948w8vLy5g6daqRlZVV9jp58qRZH6FWqez+/i2uAq68yu7zgoICIywszLjzzjuNHTt2GKtXrzbatWtnPPbYY2Z9hFqlsvv7ww8/NLy8vIxp06YZ+/fvN77//nsjNjbWuOKKK8z6CLVOQUGBkZKSYqSkpBiSjLfffttISUkpu/UOx87KoQCaZOrUqUbLli0NHx8fo0ePHsbq1avLfvbQQw8Z1157bbn1k5KSjOjoaMPHx8do1aqVMX36dBcnrv0qs8+vvfZaQ9I5r4ceesj1wWupyv6N/xoF8NJUdp/v3LnTuPHGGw1/f38jLCzMGDNmjHH69GkXp669Kru/J0+ebHTu3Nnw9/c3QkNDjfvvv984dOiQi1PXXqtWrbrg9zLHzsqxGQZjzwAAAFbCOYAAAAAWQwEEAACwGAogAACAxVAAAQAALIYCCAAAYDEUQAAAAIuhAAIAAFgMBRAAAMBiKIAAAAAWQwEEAACwGAogAACAxVAAAQAALIYCCAAAYDEUQAAAAIuhAAIAAFgMBRAAAMBiKIAAAAAWQwEEAACwGAogAACAxVAAAQAALIYCCAAAYDEUQAAAAIuhAAIAAFgMBRAAAMBiKIAAAAAWQwEEAACwGAogAACAxVAAAQAALIYCCAAAYDEUQAAAAIuhAAIAAFjM/wOuMOZjjXkwpwAAAABJRU5ErkJggg==",
|
|
"text/html": [
|
|
"\n",
|
|
" <div style=\"display: inline-block;\">\n",
|
|
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
|
|
" Figure\n",
|
|
" </div>\n",
|
|
" <img src='data:image/png;base64,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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "ac2bebf9cd8646558c809a693360ca63",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"image/png": "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",
|
|
"text/html": [
|
|
"\n",
|
|
" <div style=\"display: inline-block;\">\n",
|
|
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
|
|
" Figure\n",
|
|
" </div>\n",
|
|
" <img src='data:image/png;base64,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' width=640.0/>\n",
|
|
" </div>\n",
|
|
" "
|
|
],
|
|
"text/plain": [
|
|
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"%matplotlib widget\n",
|
|
"fig1 = plt.figure()\n",
|
|
"plt.plot(LA_vec,flux_vec1)\n",
|
|
"\n",
|
|
"fig2 = plt.figure()\n",
|
|
"plt.plot(pressure_vec,flux_vec2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[0. 0.33898305 0.38135593 0.42372881 0.46610169 0.50847458\n",
|
|
" 0.55084746 0.59322034 0.63559322 0.6779661 0.72033898 0.76271186\n",
|
|
" 0.80508475 0.84745763 0.88983051 0.93220339 0.97457627]\n",
|
|
"[-3.67807168e-03 1.36227725e+00 1.55581498e+00 1.75077663e+00\n",
|
|
" 1.94606981e+00 2.14060215e+00 2.33328126e+00 2.52301477e+00\n",
|
|
" 2.70871029e+00 2.88927545e+00 3.06361786e+00 3.23064514e+00\n",
|
|
" 3.38926492e+00 3.53838482e+00 3.67691244e+00 3.80375543e+00\n",
|
|
" 3.91782138e+00]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(LA_vec)\n",
|
|
"print(flux_vec1)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3.8.13 ('DT_Slot_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": "3.8.13"
|
|
},
|
|
"orig_nbformat": 4,
|
|
"vscode": {
|
|
"interpreter": {
|
|
"hash": "4a28055eb8a3160fa4c7e4fca69770c4e0a1add985300856aa3fcf4ce32a2c48"
|
|
}
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|