Files
PSO/plt.ipynb
jung-geun 2b010c4257 23-07-11
mnist one hot 인코딩 적용후 손실 함수 mse 로 변경
2023-07-11 15:00:50 +09:00

220 lines
341 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(10, 150)\n",
"(10, 75) (10, 75)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from time import sleep\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"%matplotlib inline\n",
"\n",
"data = pd.read_csv(\"result/mnist/07-11-14-54_75_200_0.25_0.4_0.2_acc.csv\", header=None)\n",
"print(data.shape)\n",
"\n",
"loss = pd.DataFrame()\n",
"acc = pd.DataFrame()\n",
"\n",
"for i in range(len(data.iloc[0])):\n",
" if i % 2 == 0:\n",
" loss[i] = data[i]\n",
" else:\n",
" acc[i] = data[i]\n",
"\n",
"print(loss.shape, acc.shape)\n",
"\n",
"fig, axes = plt.subplots(nrows=2, sharey=False, sharex=True, figsize=(6, 6))\n",
"\n",
"loss.replace('nan' ,np.inf ,inplace=True)\n",
"loss = loss.fillna(np.inf)\n",
"\n",
"loss.plot(kind=\"line\", ax=axes[0], legend=False, alpha=0.5, ylabel=\"loss\", grid=True, title=f\"best loss {loss.min(numeric_only=True).min()}\")\n",
"\n",
"acc.plot(kind=\"line\", ax=axes[1], legend=False, alpha=0.5, ylabel=\"acc\", xlabel=\"epoch\", grid=True, title=f\"best acc {acc.max(numeric_only=True).max()}\")\n",
"\n",
"plt.show()\n",
"plt.clf()\n",
"plt.clf()\n",
"plt.close()\n",
"plt.close()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(201, 200)\n",
"(100, 201) (100, 201)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_486937/2716345891.py:22: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" loss[i][j] = float(loss[i][j])\n",
"/tmp/ipykernel_486937/2716345891.py:26: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
" if acc[i][j] > acc_max:\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.0492493547499179 [] 0 []\n"
]
}
],
"source": [
"data = pd.read_csv(\"./result/iris/06-24-14-00_100_200_0.4_0.8_0.7_acc.csv\", header=None)\n",
"print(data.shape)\n",
"\n",
"loss = []\n",
"acc = []\n",
"\n",
"for i in range(len(data.iloc[0])):\n",
" if i % 2 == 0:\n",
" loss.append(data[i])\n",
" else:\n",
" acc.append(data[i])\n",
"\n",
"print(np.shape(loss), np.shape(acc))\n",
"# print(loss)\n",
"\n",
"loss_min = np.inf\n",
"acc_max = []\n",
"acc_count = 0\n",
"acc_max_index = []\n",
"for i in range(len(loss)):\n",
" for j in range(len(loss[i])):\n",
" loss[i][j] = float(loss[i][j])\n",
" # print(loss[i][j], acc[i][j])\n",
" if loss[i][j] < loss_min:\n",
" loss_min = loss[i][j]\n",
" if acc[i][j] > acc_max:\n",
" acc_max.append(acc[i][j])\n",
" acc_count += 1\n",
" acc_max_index.append(i)\n",
"\n",
"print(loss_min, acc_max, acc_count, acc_max_index)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 1.50188923 0.21273327 -0.60860867 ... 1.25524983 -1.87869589\n",
" 1.57006041]\n"
]
},
{
"data": {
"image/png": 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Yf7D22h2CIODlT87ise3feN5kPXEzQ9pbGrUK/3vbVUhPjUJVvQP3vXEEVfUNUpdFjSQN6vnz52PdunV46qmnMGbMGOzfvx+7du1Caqp7E0hRURHy8vI817/66qtwOBx48MEHkZSU5PlYunSp55rKykr88pe/xLBhw5CRkYGCggLs378fEydO7PHvj+TrX8cL8dDb2XC6BNw6ri+eveUqhrSP6DRq/G7WUOx4YBpGJ0ei2ubAH3edxqwX9+Pf3xbB5ereJJ61vgH3v3nUc7OQX107AGtu4Zus7jJoNdjwX+OQGGHE+dIa/OFfp6QuiRpJ3plMjjj1rWw7si/jt+8cg0sAbhnbB8/dPppNH/zE5RLw3teX8b//Pg1ztR0AMCQhHIuuTsNPx/SGUdf5o2+CIODf3xbjyX+eRLG1HnqNGqt/Ohy/mCTt7m6l+eJCGX72ty8gCMDrd43Hj4e1v2eI/I9B3QoGtXK903hOWmic7l5zy1UM6R5grW/A3/ZfwJbPc1Flc9+oxBSiw42j3A07JqZFtxna9Q1OfHzqCjYeuIic/EoAQEp0KF7+2Vi/3pM7mD3z4Un87cBFxPYy4JPl18iyTWwwYVC3gkGtTN8/wvOLSSl4es5ITpf2MEtdA97+Mg9vfnEJlyvqPI/rNWqM6BOBtNgwxPYyQKdRobzGjlxzLY7mVXjWt/VaNZbM6I8HrhvYpdE4dU19gxM3vfwZzpVU455p/bD65hFSlxTUGNStYFAriyAIeGHPd/jL3nMAgLun9sPqm4dz45GEnC4Bhy+U4YNjhdh7pgRXrG3fUQwAepuMuG18MhZMTm23sxf5zmdnzfiv1w9Do1bh30un+7TZCnUNg7oVDGrlqLY58Oh7x/HhN0UAgId+NBAPXz+YIS0jgiDgorkGp4qqcNFcDUtdAxqcAkwhOvSJCsG4lEgMiOvF/80kcN8bR5B18gpmDI7DG/dyQ65UeJ8zUqxTRVY8+NbXuFBaA61ahT/eMgp3jE+Wuiz6AZVKhf5xvXhuV4ZW3jgMn54pwf7vSvHlxXJMTIuWuqSgxEbGpDg2hxN/zvoOP/3LZ7hQWoPECCO23j+ZIU3URf1iw3Bbuvvv5uX/sLujVDiiJsVocLrwQU4h1mZ9h4JK90aljOEJWHPLKMT04romkTceuHYA3jmSjwNnzcjJr8QY7rTvcQxqCmgul4AThVbsOVmMrV/lo6TKvSkpIcKA//nJcNx0VRLXNom6ITk6FHPH9MG2ry/jL/85i413TZC6pKDDoCbJXCqrwb7vSvH1pQoUVtajss4OjVqNML0GoQYtehk0CDfoEG7UIiJEh1C9Bi5BQK3dCXO1DRfNNThZaEVFbVOrw9heeiy6uj/untqP95Em8pEHrxuAbV9fxienS5BXVouUmFCpSwoqDGrqcScKLXjpk7PYc/JKh7f864xQvQbTB8Xipqt644YRidBrufWCyJf6x/XCjMFx2P9dKd76Mg+PzR4qdUlBhUFNPUYQBPzfF5fw1L9OosHpTuipA2IwKS0GA+LDEBmibxwxO1Bjc6LG7kBVvQPWugZY6x2oszugVqlg0GkQ10uPPlEhGJ5kwuDEXjBoOXom8qdfTErB/u9K8e6RfDx8/SD+zfUgBjX1CEEQ8OQ/T2LLwVwAwMxhCXhs9hAMjGcTBaJA8OOh8UiMMKLYWo9/f1uMOWP6SF1S0OAcIfWIzZ/nYsvBXKhUwIrZQ/G3hekMaaIAotWocedE91GtzC/zOriafIlBTX6377tS/OHDkwDcIX3/NQO4E5soAN3e2Ivg8MVyXLHWS1xN8GBQk1/V2Z14fPs3cDXereq+6f2lLomIvNQn0t3SVRCAXY1tecn/GNTkV6/sO4+Cyjr0Nhnx5E9HciRNFOBuuqo3AOBfxxnUPYVBTX5zuaIWr+w7DwBY+ZPhPNdMpAA/uSoJKhVw9FIFCivrOv4C6jYGNfnNX/eeh83hwuT+0bhxVKLU5RCRDyREGDGhn/vmHP86XihxNcGBQU1+YaltwI7sywCAh2fytpJESnLTVUkAgI9PlkhcSXBgUJNfbD2Sh/oGF4YmhvPWeEQKc92QeADA0bwKWOoaOriauotBTT7ndAl449AlAMA90/pxNE2kMMnRoegfFwanS8DBc2apy1E8BjX53KdnSnC5og6RoTp2LyJSqGsHu0fVn54plbgS5WNQk8992HhsY97YPjDquNObSImuGRIHwN3QSPDF3XWoTQxq8im7w4WsU1cAADeOSpK4GiLyl0lp0TDq1Ci21uPMlSqpy1E0BjX51OfnzaiqdyA+3ID0lCipyyEiPzHqNJjSPwYAsI/T337FoCaf+vc3xQCAG0YkQq3mJjIiJZs2MBYA8OXFcokrUTYGNfmMw+nCnpPuoJ49kg1OiJRObHxy5FIFXC6uU/sLg5p85uilClTUNiAqVMez00RBYETvCITqNbDUNeBsSbXU5SgWg5p85vPzZQCA6YPioNXwV4tI6bQaNcamRAIAvszl9Le/8NWUfOaLxqCeMiBG4kqIqKeI099fcZ3abxjU5BN1diey8ysAwLMTlIiUb6K4Ts0Rtd8wqMknjl6qQINTQJLJiNSYUKnLIaIeMiYlElq1CoWWelyuqJW6HEViUJNPHLrg7vc7pX8Me3sTBZFQvRYj+pgAAEdyKySuRpkY1OQThxrXpydzfZoo6IxNjgQAHL9skbYQhWJQU7fV2Bw41vgHOpVBTRR0RjaOqL8tYFD7A4Oauu2bAgucLgG9TUb0jeL6NFGwGdUY1CcKLWx84gcMauq245crAQBX9Y2UtA4iksaAuDAYdWrU2J24YK6RuhzFYVBTt4nrUqP6miSuhIikoNWoMTwpAgCnv/2BQU3dJgb1aI6oiYKWOP39DYPa5xjU1C2VtXbklbvPTop/qEQUfLihzH8Y1NQt4mi6X0woTKE6iashIqmIS18nCq3cUOZjDGrqFnGaaxSnvYmC2sC4XjBo1ai2OZBbxg1lvsSgpm45ll8JABjNjWREQU2rUWNo44ayU0VVElejLAxq6hbPiJrr00RBb3B8LwDAd1cY1L7EoCavVdTYUWSpBwBPr18iCl5DEsMBMKh9jUFNXhP/GPtGhaCXQStxNUQktUEJDGp/YFCT174rqQYADG784ySi4DY4wT31nVtWC5vDKXE1ysGgJq99V+x+1zyo8Y+TiIJbYoQR4QYtnC4BF9lK1GcY1OQ1cXprCEfURARApVJ53rh/d6Va4mqUg0FNXhEEwRPUnPomIpG4oews16l9hkFNXjFX21FR2wCVChgYz6lvInIbFO8O6jPFDGpfYVCTV8TRdGp0KIw6jcTVEJFciDNsZ0s49e0rDGryCqe9iag14s7vS2U1qG/gzm9fYFCTVxjURNSauHADTCE6uARw57ePMKjJK+KOzsGJDGoiaqJSqdAvNgwAkMug9gkGNXnlfKk7qAfGcSMZETWXFhMKALjIu2j5BIOauqyy1o7K2gYAQL/YUImrISK54YjatxjU1GXiulNChAGhevb4JqLm0jxBXStxJcrAoKYuE28K3y8mTOJKiEiOxNcGTn37BoOauuxi47tk8V0zEdH3iVPfpVU2VNU3SFxN4GNQU5eJ6079GNRE1ApTiA4xYXoAwKUyTn93F4OauuySZ+qbG8mIqHXiG3mepe4+BjV1iSA03b6OI2oiaou4Ts2d393HoKYuqahtgLXeAQBIjWZQE1Hr0mJ5ltpXGNTUJeJoOslkRIieN+MgotbxLLXvMKipSzwbyXg0i4ja4Zn65maybmNQU5d4NpKxIxkRtUMcUZfX2GHlEa1uYVBTl1xsfHfMETURtaeXQYuoUB0AoKCiTuJqAhuDmrokr9wd1Kk8mkVEHegb5X6dyC/n9Hd3MKipSwoq3H9w4h8gEVFbkqNDAACXOaLuFgY1dVqd3QlztR0AkMygJqIOeEbUFRxRd4fkQb1+/XqkpaXBaDQiPT0dBw4caPPa7du34/rrr0dcXBwiIiIwZcoU7N69u8V127Ztw/Dhw2EwGDB8+HDs2LHDn99C0CiodP+xhRu0iAjhXbOIqH3JURxR+4KkQb1161YsW7YMK1euRHZ2NqZPn47Zs2cjLy+v1ev379+P66+/Hrt27cLRo0dx3XXX4eabb0Z2drbnmkOHDmH+/PlYsGABjh07hgULFuCOO+7A4cOHe+rbUqz8xj+2PlEhUKlUEldDRHInjqgZ1N2jEgRBkOofnzRpEsaNG4cNGzZ4Hhs2bBjmzp2LNWvWdOo5RowYgfnz52PVqlUAgPnz58NqteKjjz7yXDNr1ixERUUhMzOz1eew2Wyw2Wye/7ZarUhOTobFYkFERIQ335oivfnFJfz+/W8xc1gCNt41XupyiEjmzl6pwvV/3o9wgxbHn8jgG3wvSTaittvtOHr0KDIyMpo9npGRgYMHD3bqOVwuF6qqqhAdHe157NChQy2e84Ybbmj3OdesWQOTyeT5SE5O7sJ3EjwuezaShUhcCREFAnFEXWVzwFrnkLiawCVZUJvNZjidTiQkJDR7PCEhAcXFxZ16jhdeeAE1NTW44447PI8VFxd3+TlXrFgBi8Xi+cjPz+/CdxI8xOkrBjURdUaIXoPYXu7bXXJDmfck3xH0w6kQQRA6NT2SmZmJJ554Ajt37kR8fHy3ntNgMMBgMHSh6uDUFNTc8U1EndM3KhTmajsuV9RiZB+T1OUEJMlG1LGxsdBoNC1GuiUlJS1GxD+0detWLFq0CO+88w5mzpzZ7HOJiYlePSd1rIBT30TURX2587vbJAtqvV6P9PR0ZGVlNXs8KysLU6dObfPrMjMzcffdd+Ott97CT37ykxafnzJlSovn3LNnT7vPSR3jGWoi8ga7k3WfpFPfy5cvx4IFCzB+/HhMmTIFr732GvLy8rBkyRIA7rXjgoICvPHGGwDcIb1w4UK8+OKLmDx5smfkHBISApPJPaWydOlSzJgxA3/6058wZ84c7Ny5Ex9//DE+++wzab5JheAZaiLyBruTdZ+k56jnz5+PdevW4amnnsKYMWOwf/9+7Nq1C6mpqQCAoqKiZmeqX331VTgcDjz44INISkryfCxdutRzzdSpU/H2229j8+bNuOqqq7BlyxZs3boVkyZN6vHvT0l4hpqIvMHuZN0n6TlqubJarTCZTDxH/T08Q01E3jhXUo2Za/ehl0GLb5+8QepyApLkLUQpMPAMNRF5o3ekEQBQbXPwvtReYlBTpxRW1gMA+kQyqImo80L1WphC3PelLrbUS1xNYGJQU6cUW9xr1EmN746JiDoryeR+3Sis5IYybzCoqVOKGt8Ji39wRESdJb5uFHFE7RUGNXXI5RJwxSoGNae+iahrkhqXzIo4ovYKg5o6ZK6xocEpQK0C4sLZapWIuqY3R9TdwqCmDokbQOLCDdBp+CtDRF2T2DgTx6D2Dl91qUNN69Oc9iairhNH1IUWTn17g0FNHRLXlbiRjIi8Ia5RF1vqwR5bXcegpg4VNW4kS2RQE5EXxDf5tXYnrHUOiasJPAxq6lAxj2YRUTcYdRpEhbqbnnD6u+sY1NShokquURNR9yR5NpQxqLuKQU0dKrJyjZqIukfs+c2d313HoKZ2uVwCrlhsALhGTUTe84yoKxnUXcWgpnaV19phd7qgUgEJEQxqIvJOIo9oeY1BTe0S3/3G9WKzEyLynmfqmyPqLuMrL7VL3PjB9Wki6g5xRq6kikHdVQxqalcxb8ZBRD7gCWqrTeJKAg+DmtolnqFOiODNOIjIe2JQV9kcqLGx6UlXMKipXVca3/0mcOqbiLqhl0GLML0GAFBSxVF1VzCoqV3ielJ8OIOaiLpHHFWL97enzmFQU7vE9SROfRNRd8U3vo4wqLuGQU3tulIlrlFzRE1E3cMNZd5hUFObbA4nKmsbAADx4RxRE1H3cOrbOwxqapP4rlevVcMUopO4GiIKdOIb/ivcTNYlDGpqU0lV09EslUolcTVEFOg4ovYOg5raJI6oueObiHyhaY2aQd0VDGpqk/iulzu+icgXEjy7vm0QBEHiagIHg5raJK4jcURNRL4gvpbUNThRxe5kncagpjZ5pr45oiYiHwjRaxBh1AIArlg4/d1ZDGpqk2czGUfUROQjTRvKuPO7sxjU1CZxjZojaiLyFe787joGNbVJbJzPrmRE5CueNqK8L3WnMaipVfUNTV3JOPVNRL7iGVFzjbrTGNTUqtKqpq5kESFaiashIqVIaOxOVlrNNerOYlBTq9iVjIj8Ia5xhq6UbUQ7jUFNrbrCrmRE5AdxjSNqc7Vd4koCB4OaWlXqaXbCHd9E5DtiUHNE3XkMamqV+EcUx6AmIh8SX1OqbQ7U2tmdrDMY1NQqc+NGj9heDGoi8p0wvQZGnTt6zFWc/u4MBjW1iiNqIvIHlUrVNP1dzSNancGgplaJRyfiOKImIh8TX1e4Tt05DGpqlZkjaiLyE24o6xoGNbUgCIJnRB3LoCYiH2NQdw2Dmlqw1DWgwem+qXtsL73E1RCR0sT1amx6wu5kncKgphbEHd+mEB0MWo3E1RCR0nBE3TUMampBvGsWR9NE5A8M6q5hUFMLPJpFRP7EoO4aBjW10BTU7PNNRL4X9707aAmCIHE18segphbEZvmc+iYifxBfWxqcAix1DRJXI38MamqBU99E5E8GrQamEB0ATn93BoOaWmBXMiLyN65Tdx6DmlpgVzIi8jdPG1Gepe4Qg5paKOWds4jIzzii7jwGNTXjdAkoawzqeI6oichPYjmi7jQGNTVTUWuHSwBUKiA6jLu+icg/Yhp3fpdX857UHWFQUzPiNFR0qB5aDX89iMg/xCNaZTUM6o7wlZiaMXN9moh6QEyY+zXGzKnvDjGoqZnyxne3MWx2QkR+JL7GlHHqu0MMampG7ErG9Wki8idx1s7MNqIdYlBTM+U1nPomIv8TR9Q2hws1dqfE1cgbg5qaEaehYjiiJiI/CtVrEap33+++jOvU7WJQUzOeqW+uURORn4mjajPXqdvFoKZmxKlvcUcmEZG/iK8zHFG3j0FNzZRx1zcR9RCepe4cBjU1U841aiLqIRxRdw6DmjzqG5yosjkAADHc9U1EfsY16s5hUJOH2OxEp1EhwqiVuBoiUjpxQMCp7/YxqMlDDOroMD1UKpXE1RCR0nnWqDn13S4GNXmIPXejueObiHpA0xo1R9TtYVCThziijuWObyLqAZ5+3zUcUbdH8qBev3490tLSYDQakZ6ejgMHDrR5bVFREX7+859jyJAhUKvVWLZsWYtrtmzZApVK1eKjvr7ej9+FMrArGRH1JM89qWvscLrY77stkgb11q1bsWzZMqxcuRLZ2dmYPn06Zs+ejby8vFavt9lsiIuLw8qVKzF69Og2nzciIgJFRUXNPoxGo7++DcUw13Dqm4h6TnSoO6hdAlBZy+nvtkga1GvXrsWiRYuwePFiDBs2DOvWrUNycjI2bNjQ6vX9+vXDiy++iIULF8JkMrX5vCqVComJic0+2mOz2WC1Wpt9BCPPGWpOfRNRD9Bq1IgK1QHgzu/2SBbUdrsdR48eRUZGRrPHMzIycPDgwW49d3V1NVJTU9G3b1/cdNNNyM7Obvf6NWvWwGQyeT6Sk5O79e8HKk9XMk59E1EPifne7S6pdV4F9cWLF7v9D5vNZjidTiQkJDR7PCEhAcXFxV4/79ChQ7FlyxZ88MEHyMzMhNFoxLRp03D27Nk2v2bFihWwWCyej/z8fK///UDW1D6UU99E1DPEgQF3frfNq64WAwcOxIwZM7Bo0SLcdttt3Vr//eF5XUEQunWGd/LkyZg8ebLnv6dNm4Zx48bh5ZdfxksvvdTq1xgMBhgMDCfxLCOnvomop8T2YhvRjng1oj527BjGjh2L3/72t0hMTMT999+PL7/8skvPERsbC41G02L0XFJS0mKU3R1qtRoTJkxod0RNbtz1TUQ9LYY35uiQV0E9cuRIrF27FgUFBdi8eTOKi4tx9dVXY8SIEVi7di1KS0s7fA69Xo/09HRkZWU1ezwrKwtTp071pqxWCYKAnJwcJCUl+ew5lajW7kBdgxMAp76JqOeITU/Y77tt3dpMptVqMW/ePLzzzjv405/+hPPnz+ORRx5B3759sXDhQhQVFbX79cuXL8fGjRuxadMmnDp1Cg8//DDy8vKwZMkSAO6144ULFzb7mpycHOTk5KC6uhqlpaXIycnByZMnPZ9/8sknsXv3bly4cAE5OTlYtGgRcnJyPM9JrRNH03qtGmF6jcTVEFGwiA0Xb8zBqe+2dOvOC0eOHMGmTZvw9ttvIywsDI888ggWLVqEwsJCrFq1CnPmzGl3Snz+/PkoKyvDU089haKiIowcORK7du1CamoqAHeDkx+eqR47dqzn/z969CjeeustpKamIjc3FwBQWVmJX/7ylyguLobJZMLYsWOxf/9+TJw4sTvfquJ5upKxzzcR9SDe6rJjKkEQutwOZu3atdi8eTPOnDmDG2+8EYsXL8aNN94ItbppgH7u3DkMHToUDofDpwX3BKvVCpPJBIvFgoiICKnL6RH/OX0F9245gpF9IvCv30yXuhwiChJHcstx2yuHkBoTin3/fZ3U5ciSVyPqDRs24N5778U999zTZjORlJQUvP76690qjnqO2bORjOvTRNRzPLe65Bp1m7wK6qysLKSkpDQbQQPujVv5+flISUmBXq/HXXfd5ZMiyf/Ka9iVjIh6nviaU21zoL7BCaOOe2R+yKvNZAMGDIDZbG7xeHl5OdLS0rpdFPU8zxlqHs0ioh4UbtBCr3FHEY9otc6roG5rWbu6upo3vwhQnjPUPJpFRD1IpVI1naXmhrJWdWnqe/ny5QDcP9hVq1YhNDTU8zmn04nDhw9jzJgxPi2Qeob4TjaaI2oi6mExvfQostRznboNXQpq8eYWgiDgm2++gV7f9KKu1+sxevRoPPLII76tkHqEeOP2WK5RE1EPa2p6whF1a7oU1Hv37gUA3HPPPXjxxReD5uhSMCjnrm8ikgjbiLbPq13fmzdv9nUdJCFBEGDm1DcRSYQ35mhfp4P6lltuwZYtWxAREYFbbrml3Wu3b9/e7cKo51TbHLA7XAB4PIuIeh5vddm+Tge1yWTytJY0mUx+K4h6nniGOkSnQai+W11liYi6TDxtYubUd6s6/ar8/eluTn0ri6crGUfTRCQBHs9qn1fnqOvq6lBbW+v570uXLmHdunXYs2ePzwqjntPUlYwbyYio58WGsY1oe7wK6jlz5uCNN94A4L5b1cSJE/HCCy9gzpw52LBhg08LJP9jVzIiklLTrm9bmw21gplXQf31119j+nT3HZbee+89JCYm4tKlS3jjjTfw0ksv+bRA8j/xSASDmoikIJ42aXAKsNYH3h0X/c2roK6trUV4eDgAYM+ePbjlllugVqsxefJkXLp0yacFkv+J003RXKMmIgkYdRqEG9xbprhO3ZJXQT1w4EC8//77yM/Px+7du5GRkQEAKCkpYROUAOTpSsZmJ0QkEXH628x16ha8CupVq1bhkUceQb9+/TBp0iRMmTIFgHt0PXbsWJ8WSP7HW1wSkdTEzazlNRxR/5BXh2Zvu+02XH311SgqKsLo0aM9j//4xz/GvHnzfFYc9QzxHSy7khGRVMTXH7YRbcnr7haJiYlITExs9tjEiRO7XRD1PHFNKJbHs4hIIuxO1javgrqmpgbPPvssPvnkE5SUlMDlcjX7/IULF3xSHPmfIAieqW+OqIlIKuLrTzlH1C14FdSLFy/Gvn37sGDBAiQlJXlai1LgsdY54HC5zy0yqIlIKuIaNae+W/IqqD/66CN8+OGHmDZtmq/roR4m7vgON2hh1GkkroaIglWMZ0TNzWQ/5NWu76ioKERHR/u6FpKA+O6VZ6iJSErRXKNuk1dB/fTTT2PVqlXN+n1TYGL7UCKSg6Y2ogzqH/Jq6vuFF17A+fPnkZCQgH79+kGn0zX7/Ndff+2T4sj/PCNqNjshIgnFNL4GVdTY4XIJUKu590nkVVDPnTvXx2WQVMRpplhOfRORhKLC3AM+h0uAtb4BkaF8TRJ5FdSrV6/2dR0kEXYlIyI5MGjd/b6rbA6U1dgZ1N/j1Ro14L695caNG7FixQqUl5cDcE95FxQU+Kw48j9z4xo1p76JSGrigIFnqZvzakR9/PhxzJw5EyaTCbm5ubjvvvsQHR2NHTt2eG53SYGBU99EJBfRYXrkltXyDlo/4NWIevny5bj77rtx9uxZGI1Gz+OzZ8/G/v37fVYc+R+7khGRXIgze9z53ZxXQf3VV1/h/vvvb/F4nz59UFxc3O2iqOeIDU9iOPVNRBITZ/bKeZa6Ga+C2mg0wmq1tnj8zJkziIuL63ZR1DNcrqY+35z6JiKp8Q5arfMqqOfMmYOnnnoKDQ0NAACVSoW8vDw89thjuPXWW31aIPlPZV0DGtt8I4pT30QkMQZ167wK6ueffx6lpaWIj49HXV0drrnmGgwcOBDh4eF45plnfF0j+Ym4YcMUooNO4/UBACIinxBvtct+3815tes7IiICn332Gfbu3YujR4/C5XJh3LhxmDlzpq/rIz8S37WyfSgRyQH7fbeuy0HtcrmwZcsWbN++Hbm5uVCpVEhLS0NiYiIEQeAtLwOI+MfAZidEJAec+m5dl+Y7BUHAT3/6UyxevBgFBQUYNWoURowYgUuXLuHuu+/GvHnz/FUn+QF3fBORnIiDhooaOwRBkLga+ejSiHrLli3Yv38/PvnkE1x33XXNPvef//wHc+fOxRtvvIGFCxf6tEjyD3FEzVtcEpEciCNqh0uAtc4BU6iug68IDl0aUWdmZuLxxx9vEdIA8KMf/QiPPfYY/vGPf/isOPIvcUQdyzVqIpIBsd830PT6RF0M6uPHj2PWrFltfn727Nk4duxYt4uinsGuZEQkN9G8L3ULXQrq8vJyJCQktPn5hIQEVFRUdLso6hlmz2YyrlETkTzEcOd3C10KaqfTCa227WVtjUYDh8PR7aKoZ4jnqLnrm4jkQuz3zTtoNenSZjJBEHD33XfDYGh9BGazcU0hkHjuRc1d30QkE00jauaJqEtBfdddd3V4DXd8BwaH04WKWncLWI6oiUguuEbdUpeCevPmzf6qg3qYGNIqFRAVyqAmInkQR9Sc+m7CBs9BSjz6EBWqh0bNbnJEJA8xnhE1p75FDOog5WkfyqNZRCQj4mYy7vpuwqAOUmU8Q01EMsSp75YY1EFK3FEZyzPURCQj4tR3Oft9ezCogxS7khGRHP2w3zcxqIOWmbe4JCIZYr/vlhjUQaqpKxmnvolIXqJ7cZ36+xjUQaqpKxlH1EQkL+L0t5k7vwEwqINWGYOaiGSKO7+bY1AHKd6Qg4jkKsZzYw6uUQMM6qBkd7hgrXfvpuQNOYhIbsQ1ak59uzGog5A4naRRq2AK0UlcDRFRc5z6bo5BHYS+3+dbzT7fRCQzMdz13QyDOgiJPXRjuT5NRDLk6ffNoAbAoA5K7EpGRHImTn2Lm16DHYM6CJnZ7ISIZEyc+q6oZb9vgEEdlHiGmojkTJzta3AKnhMqwYxBHYTKeS9qIpIxg1aDXmK/b05/M6iDkbjrO5qbyYhIpqJ5RMuDQR2EzJ5d31yjJiJ5EtepufObQR2UxBE1j2cRkVyx6UkTBnUQMleJa9QcURORPEXziJYHgzrI1NodqGtwAgBiwxnURCRP4vFRTn0zqIOO2JXMoFUjTK+RuBoiotZx6rsJgzrIiM1OYnsZoFKxzzcRyVPT1DeDmkEdZMzs801EAcAT1BxRSx/U69evR1paGoxGI9LT03HgwIE2ry0qKsLPf/5zDBkyBGq1GsuWLWv1um3btmH48OEwGAwYPnw4duzY4afqA08Z24cSUQAQj4+W13AzmaRBvXXrVixbtgwrV65EdnY2pk+fjtmzZyMvL6/V6202G+Li4rBy5UqMHj261WsOHTqE+fPnY8GCBTh27BgWLFiAO+64A4cPH/bntxIw2D6UiALB9xueBHu/b5Ug4U9g0qRJGDduHDZs2OB5bNiwYZg7dy7WrFnT7tdee+21GDNmDNatW9fs8fnz58NqteKjjz7yPDZr1ixERUUhMzOz1eey2Wyw2ZretVmtViQnJ8NisSAiIsKL70y+nvznCWz+PBdLrhmAx2YPlbocIqJW1Tc4MfT3/wYAHFudAVOITuKKpCPZiNput+Po0aPIyMho9nhGRgYOHjzo9fMeOnSoxXPecMMN7T7nmjVrYDKZPB/Jycle//tyxzVqIgoERl1Tv+9g3/ktWVCbzWY4nU4kJCQ0ezwhIQHFxcVeP29xcXGXn3PFihWwWCyej/z8fK//fbkr+96ubyIiOWua/g7udWqt1AX88IiQIAjdPjbU1ec0GAwwGIIjuMSjDjEcURORzEWH6ZFXXuuZCQxWko2oY2NjodFoWox0S0pKWoyIuyIxMdHnz6kkYp9vtg8lIrkTl+g49S0RvV6P9PR0ZGVlNXs8KysLU6dO9fp5p0yZ0uI59+zZ063nVAqnS/D8wseGc0RNRPLGW126STr1vXz5cixYsADjx4/HlClT8NprryEvLw9LliwB4F47LigowBtvvOH5mpycHABAdXU1SktLkZOTA71ej+HDhwMAli5dihkzZuBPf/oT5syZg507d+Ljjz/GZ5991uPfn9xU1NrhatzjHx3KoCYieYtunPkzB/mNOSQN6vnz56OsrAxPPfUUioqKMHLkSOzatQupqakA3A1OfnimeuzYsZ7//+jRo3jrrbeQmpqK3NxcAMDUqVPx9ttv43/+53/w+9//HgMGDMDWrVsxadKkHvu+5Epcn44K1UGrkbzXDRFRu9jv203yzWQPPPAAHnjggVY/t2XLlhaPdebY92233Ybbbrutu6UpDnd8E1EgieEaNQAZtBClnlPqaR/KaW8ikj9xjZq7viloNB3N4oiaiORPnP0rC/I1agZ1EBGPZsWyzzcRBQBPUNfY4XIFb79vBnUQMVeJ7UM5oiYi+ROX6ZwuAZV1DRJXIx0GdRDxNDthUBNRANBp1IgMdd+MI5iPaDGog4iZ7UOJKMCIM4DmKgY1BQHPGjVH1EQUIMQ2oqUcUVMwaFqj5oiaiAJDXLgRAFDKETUpXa3dgboGJwCuURNR4BAHFsF8lppBHSTEM9QGrRpheo3E1RARdY5njZpT36R05u+1D+3u/b6JiHpKHIOaQR0sxGkjrk8TUSARb8nLoCbFK6vmGWoiCjxNx7O4Rk0KV1bDETURBZ7vr1EHaxtRBnWQMHNETUQBSGzQ5HAJsARpG1EGdZDwdCXjDTmIKIAYtBqYQoK7jSiDOkiUVbMrGREFpmDvTsagDhJl1bxzFhEFpqZ16uDcUMagDhJNd87i1DcRBZbY8OC+MQeDOgg4XQLKa3jnLCIKTMHe9IRBHQQqau1wCYBKBUSHMqiJKLB41qg5oialEteno0L10Gr4PzkRBZZg7/fNV+0g4DlDzaNZRBSA4sK5mYwUrqnZCYOaiAIPR9SkeOLUN7uSEVEgEnd9l1XbIQjB10aUQR0ExCYBcQxqIgpA4rKd3emCtc4hcTU9j0EdBMSdkuI6DxFRIDHqNAg3agEEZ3cyBnUQKGkM6ngGNREFKHFGMBiPaDGogwBH1EQU6IJ5QxmDOggwqIko0DUd0WJQk8K424cyqIkosIndyRjUpDhl1Ta4BECtAmLCGNREFJg8U99Vwdf0hEGtcOJGspheBmjUKomrISLyTiynvkmpeIaaiJSAm8lIsbiRjIiUIJjvoMWgVjgGNREpQdOIOvjaiDKoFa6UzU6ISAHEwYbd6YK1PrjaiDKoFY4jaiJSAqNOg3CDu41osK1TM6gVjkFNRErh2fkdZOvUDGqFK6mqB8Bd30QU+JqangTXWWoGtcJ51qgjjBJXQkTUPcF6RItBrWA1Ngdq7E4AnPomosAXG6R30GJQK5j4rjNEp0GYXiNxNURE3ROsN+ZgUCtYyfc2kqlUbB9KRIFNPGZawhE1KQV3fBORkiQ07rW5Yq2XuJKexaBWMPGXOZEbyYhIAeIj3IOOK1aOqEkhihuDWvzlJiIKZOKIuqzGhganS+Jqeg6DWsFKGt91JnBETUQKEB2qh1atgiAE14YyBrWCceqbiJRErVZ5NpQF0/Q3g1rBOPVNREoTH4QbyhjUCsapbyJSmoTGgUcJg5oCXbXNgWqb+1ZwDGoiUoqmI1qc+qYAJ04L9TJo0avx1nBERIEuGM9SM6gV6grXp4lIgTybyYKoOxmDWqG445uIlEgcUXONmgLeFW4kIyIFEmcJg6nfN4NaoTj1TURKlBDuHnyU19hhczglrqZnMKgVilPfRKREkaE66DXu6AqW+1IzqBWKU99EpEQqlSrobs7BoFYocUSdwKlvIlKYYNtQxqBWIEEQ2JWMiBRLHIAUM6gpUFXUNsDeeAu4uHCOqIlIWcQBCIOaAlaxxf3LGx2mh0GrkbgaIiLfSjI1BrWFQU0BqshSB4A7volImZJMIQCAokoGNQWowsZ3mb0jQySuhIjI93pHugchhY2DEqVjUCtQUaX7l1f8ZSYiUpLExhH1FWs9XC5B4mr8j0GtQEWNI2pxeoiISEkSwg1Qq4AGpwBzjfLPUjOoFaiQI2oiUjCtRo34xlaiwbBOzaBWIHHdhmvURKRUiY07v4uCYJ2aQa0wLpfgObIgHmEgIlIaccawKAiOaDGoFcZcY0ODU4BKxa5kRKRciRGNR7QY1P63fv16pKWlwWg0Ij09HQcOHGj3+n379iE9PR1GoxH9+/fHK6+80uzzW7ZsgUqlavFRX6/8/zGBpvWa+HADdBrJ/+clIvILzxGtSk59+9XWrVuxbNkyrFy5EtnZ2Zg+fTpmz56NvLy8Vq+/ePEibrzxRkyfPh3Z2dl4/PHH8dBDD2Hbtm3NrouIiEBRUVGzD6MxOEaXRVyfJqIgIJ5qCYbuZFop//G1a9di0aJFWLx4MQBg3bp12L17NzZs2IA1a9a0uP6VV15BSkoK1q1bBwAYNmwYjhw5gueffx633nqr5zqVSoXExMRO12Gz2WCzNW3xt1qtXn5H0itsHFH35tEsIlKwps1kyg9qyUbUdrsdR48eRUZGRrPHMzIycPDgwVa/5tChQy2uv+GGG3DkyBE0NDR4HquurkZqair69u2Lm266CdnZ2e3WsmbNGphMJs9HcnKyl9+V9MQRNTeSEZGSiVPfxdZ6OBXe9ESyoDabzXA6nUhISGj2eEJCAoqLi1v9muLi4lavdzgcMJvNAIChQ4diy5Yt+OCDD5CZmQmj0Yhp06bh7NmzbdayYsUKWCwWz0d+fn43vzvpiCPqJE59E5GCxYcboVGr4HQJMFcru+mJpFPfgHua+vsEQWjxWEfXf//xyZMnY/LkyZ7PT5s2DePGjcPLL7+Ml156qdXnNBgMMBiUcTtI8Qx1HzY7ISIF06hViA83oMhSj8LKOkWfcpFsRB0bGwuNRtNi9FxSUtJi1CxKTExs9XqtVouYmJhWv0atVmPChAntjqiVRNz1zfahRKR0SUGyTi1ZUOv1eqSnpyMrK6vZ41lZWZg6dWqrXzNlypQW1+/Zswfjx4+HTqdr9WsEQUBOTg6SkpJ8U7iMOZwulFSJU9/KfXdJRAQAfaJCAQAFFco+oiXp8azly5dj48aN2LRpE06dOoWHH34YeXl5WLJkCQD32vHChQs91y9ZsgSXLl3C8uXLcerUKWzatAmvv/46HnnkEc81Tz75JHbv3o0LFy4gJycHixYtQk5Ojuc5lazIUg+XAOg1asSGKWMqn4ioLclR7pnD/IpaiSvxL0nXqOfPn4+ysjI89dRTKCoqwsiRI7Fr1y6kpqYCAIqKipqdqU5LS8OuXbvw8MMP469//St69+6Nl156qdnRrMrKSvzyl79EcXExTCYTxo4di/3792PixIk9/v31NPGXtW9UCNTqttf5iYiUoG/jiPqywkfUKkHcjUUeVqsVJpMJFosFERERUpfTaVu/ysOj277BjMFxeONe5b8xIaLgtv+7Uizc9CUGxfdC1vJrpC7Hb9hjUkHyy93vKsXpICIiJUuObhpRK3nMyaBWEHHqW/zlJSJSst6RRqhUQF2DE+U1dqnL8RsGtYLklzcGdRSDmoiUz6DVICHcfcIlX8Hr1AxqBRF/UZOjOfVNRMGhb+NS32UF7/xmUCtEfYMTpVXuNnocURNRsGgKao6oSebEd5PhBi0iQ1tv/kJEpDTinhxx6U+JGNQKIe747hsd2m6vdCIiJeGImgKGZ8c3j2YRURBJ9jQ94YiaZM6z45tHs4goiHy/O5lSz1IzqBWCzU6IKBglRRqhVgE2hwulCr0vNYNaIdjshIiCkU6j9tzWV6kbyhjUCiAIAvI49U1EQSo1xv26d9HMoCaZKq+xo6reAZUKSGFQE1GQSYsNAwDkmmskrsQ/GNQKcLHxl7O3KQRGnUbiaoiIepYY1BfLGNQkUxcag7p/XJjElRAR9bx+MY1BXcqgJpkSR9Tiu0oiomCS1jhIyS2rUeQRLQa1AojvIhnURBSMkqNCoVYBtXYnSqqUd0SLQa0AHFETUTDTa9WexicXFbihjEEd4FwuwbOBYkBcL4mrISKShpJ3fjOoA1xBZR3sDhf0GjV6R7IrGREFJ8/ObwY1yY34S5kaEwqNmnfNIqLg1C+GU98kU1yfJiIC0hqX/nIVeJaaQR3gPEHNM9REFMTSYsQjWrVwuZR1RItBHeA8zU44oiaiINYnKgR6jRp2hwuXK+qkLsenGNQB7nxJNQCgP3d8E1EQ06hVnu6M312pkrga32JQBzBrfQMKKt3vHAcnhEtcDRGRtIYkul8HzzCoSS6+K3b/MiaZjDCF6CSuhohIWuKAhSNqko3TjUEtvoskIgpmQzxBXS1xJb7FoA5gZxjUREQe4mvh+ZJqOJwuiavxHQZ1ABPXYYYyqImI0CcyBKF6DexOF3LLaqUux2cY1AFKEATPiJobyYiIALVahUEKXKdmUAeoK1YbLHUN0KhVGBjPo1lERAAwJMH9eigOZJSAQR2gThdbAbhbhxq0GomrISKSByXu/GZQByhuJCMiaolBTbLhCWquTxMReYibay+aa1Bjc0hcjW8wqAPUNwUWAMDwpAiJKyEiko/4CCMSIgxwCcDJIqvU5fgEgzoAVdU34Fyp+0D/6ORIaYshIpKZq/pGAgCO5VdKWoevMKgD0DcFFgiC+8xgXLhB6nKIiGRldF8TAOD4ZYvElfgGgzoAHct3//KN4WiaiKgFcUR9/HKlpHX4CoM6AIm/fFc1vmskIqImo/q4Xxtzy2phqW2QuJruY1AHIHHdhevTREQtRYXpkRIdCqBp420gY1AHmBJrPQot9VCrmt41EhFRc+KM4zEFTH8zqAPMscbNEYPiwxFm0EpcDRGRPI1W0Do1gzrANE17czRNRNQWcUT9dV4lBEGQuJruYVAHmC8ulAEA0lOjJK6EiEi+RidHQq9Vo7TKhvOlNVKX0y0M6gBSY3Mgp3FEPXVArLTFEBHJmFGnQXqKe0AjDnACFYM6gHyVWw6HS0DfqBAkN+5oJCKi1k3uHwOAQU096NB59y/b1AExEldCRCR/UwaIQV0e0OvUDOoAcqjxXeEUBjURUYdGJ5tg0KphrrbhfOP9EQIRgzpAWGob8G3jwf0p/bk+TUTUEYNWg/H93OvU4oxkIGJQB4jDF8vgEoD+cWFINBmlLoeIKCBMTnPPQH5+jkFNfvbJqRIAwNUDOZomIuqsa4bEAQAOnC1FfYNT4mq8w6AOAA6nC1mnrgAAZo1IlLgaIqLAMaqPCUkmI2rsTnx+zix1OV5hUAeAr3IrUF5jR2SoDhPToqUuh4goYKhUKmQMTwAA7DlxReJqvMOgDgC7TxQDAK4flgCthv+TERF1xQ2NM5Efn7oCpyvwjmnxVV/mXC4B//7WHdSzRnLam4ioqyakRcMUokNZjR1HcsulLqfLGNQyl51fiWJrPcL0GkzjRjIioi7TadT48bB4AMCub4okrqbrGNQyt/WrPABAxohEGHUaiashIgpMc8b0AQDsyC4IuN3fDGoZs9Q24INjhQCAX0xKkbgaIqLANX1gLPpGhcBa78C/jgfWqJpBLWPbsy+jvsGFIQnhvK0lEVE3qNUq/Gyie8Dz1uFLElfTNQxqmRIEAf847J72/q/JKVCpVBJXREQU2G4f3xdatQpf51XidLFV6nI6jUEtU/85XYJzJdUI1WswZ2wfqcshIgp48eFGZIxwn6l+5dPzElfTeQxqGXK5BDy3+wwAYMHkVEQYdRJXRESkDA9cOxAAsPNYIc4UV0lcTecwqGXog2OFOF1chXCjFr+6doDU5RARKcbIPibcOCoRggC8sOeM1OV0CoNaZursTryQ5f7lWXLNAESG6iWuiIhIWZZfPxhqFbDn5BV8eVH+DVAY1DLzx12nkF9eh8QII+6Z1k/qcoiIFGdgfDjuGJ8MAHjk3WOotjkkrqh9DGoZ2Xu6BG9+4T428PztoxGq10pcERGRMj3+k2HoExmCvPJaPPPhSanLaReDWia+u1KFh9/JAQDcM60frh7EdqFERP4SYdThuduvAgBkfpmPNw/lSltQOxjUMpBrrsEvNh5GZW0DRidH4tFZQ6UuiYhI8aYOiMWymYMAAKs+OIH3swskrqh1DGqJHThbils2HERplQ1DE8Px93smsKc3EVEPWfrjQbhrSioEAXj4nRy8+PFZuGR2K0yVIAjyqkgGrFYrTCYTLBYLIiIi/PJvlNfY8dInZ/H3Q7kQBGBE7whsvmcC4sONfvn3iIiodS6XgNUfnPDsEZrSPwa/v2k4hvf2z+t/V0k+ol6/fj3S0tJgNBqRnp6OAwcOtHv9vn37kJ6eDqPRiP79++OVV15pcc22bdswfPhwGAwGDB8+HDt27PBX+V0iCAJOFFrw5D9P4Jr/3YstB90h/bOJydj2q6kMaSIiCajVKjw9dySeu+0qGLRqHLpQhp+8fABL3jyKvadL0OB0SVqfpCPqrVu3YsGCBVi/fj2mTZuGV199FRs3bsTJkyeRktLyblEXL17EyJEjcd999+H+++/H559/jgceeACZmZm49dZbAQCHDh3C9OnT8fTTT2PevHnYsWMHVq1ahc8++wyTJk3qVF2+GlFX1Tfgq9xynC6uwqmiKhy+UIaSKpvn88OSIvD4jUMxfVCc1/8GERH5Tl5ZLf539+lmd9gK1WswoV80RvUxYUii+yZJvSNDeqwmSYN60qRJGDduHDZs2OB5bNiwYZg7dy7WrFnT4vpHH30UH3zwAU6dOuV5bMmSJTh27BgOHToEAJg/fz6sVis++ugjzzWzZs1CVFQUMjMzW63DZrPBZmsKUIvFgpSUFOTn53crqE8WWnDHq180e0ynVePawbGYN7Yvrh4YC7WaN9sgIpKbs1eqsO3rAuw6Xojy2oZmn1s6cyDum+6brpHh4eEd33RJkIjNZhM0Go2wffv2Zo8/9NBDwowZM1r9munTpwsPPfRQs8e2b98uaLVawW63C4IgCMnJycLatWubXbN27VohJSWlzVpWr14tAOAHP/jBD37wo0c/LBZLh3kpWUcNs9kMp9OJhISEZo8nJCSguLi41a8pLi5u9XqHwwGz2YykpKQ2r2nrOQFgxYoVWL58uee/XS4XysvLERMTo/jbS1qtViQnJ3d79kDJ+DPqGH9GHePPqGPB+DMKDw/v8BrJW1/9MAgFQWg3HFu7/oePd/U5DQYDDAZDs8ciIyPbrVtpIiIiguYPw1v8GXWMP6OO8WfUMf6MmpNs13dsbCw0Gk2LkW5JSUmLEbEoMTGx1eu1Wi1iYmLavaat5yQiIpIzyYJar9cjPT0dWVlZzR7PysrC1KlTW/2aKVOmtLh+z549GD9+PHQ6XbvXtPWcREREstbhKrYfvf3224JOpxNef/114eTJk8KyZcuEsLAwITc3VxAEQXjssceEBQsWeK6/cOGCEBoaKjz88MPCyZMnhddff13Q6XTCe++957nm888/FzQajfDss88Kp06dEp599llBq9UKX3zxRY9/f4Ggvr5eWL16tVBfXy91KbLFn1HH+DPqGH9GHePPqHWSBrUgCMJf//pXITU1VdDr9cK4ceOEffv2eT531113Cddcc02z6z/99FNh7Nixgl6vF/r16yds2LChxXO+++67wpAhQwSdTicMHTpU2LZtm7+/DSIiIr9gC1EiIiIZk7yFKBEREbWNQU1ERCRjDGoiIiIZY1ATERHJGIOaAAC5ublYtGgR0tLSEBISggEDBmD16tWw2+1SlyYrzzzzDKZOnYrQ0NCg617Xnq7erjaY7N+/HzfffDN69+4NlUqF999/X+qSZGfNmjWYMGECwsPDER8fj7lz5+LMmTNSlyUbDGoCAJw+fRoulwuvvvoqTpw4gT//+c945ZVX8Pjjj0tdmqzY7Xbcfvvt+NWvfiV1KbKxdetWLFu2DCtXrkR2djamT5+O2bNnIy8vT+rSZKGmpgajR4/GX/7yF6lLka19+/bhwQcfxBdffIGsrCw4HA5kZGSgpqZG6tJkgcezqE3PPfccNmzYgAsXLkhdiuxs2bIFy5YtQ2VlpdSlSK6rt6sNZiqVCjt27MDcuXOlLkXWSktLER8fj3379mHGjBlSlyM5jqipTRaLBdHR0VKXQTJmt9tx9OhRZGRkNHs8IyMDBw8elKgqCnQWiwUA+PrTiEFNrTp//jxefvllLFmyROpSSMa8uV0tUXsEQcDy5ctx9dVXY+TIkVKXIwsMaoV74oknoFKp2v04cuRIs68pLCzErFmzcPvtt2Px4sUSVd5zvPkZUXNdvbUsUVt+/etf4/jx48jMzJS6FNmQ/H7U5F+//vWvceedd7Z7Tb9+/Tz/f2FhIa677jpMmTIFr732mp+rk4eu/oyoiTe3qyVqy29+8xt88MEH2L9/P/r27St1ObLBoFa42NhYxMbGduragoICXHfddUhPT8fmzZuhVgfHhEtXfkbU3PdvVztv3jzP41lZWZgzZ46ElVEgEQQBv/nNb7Bjxw58+umnSEtLk7okWWFQEwD3SPraa69FSkoKnn/+eZSWlno+l5iYKGFl8pKXl4fy8nLk5eXB6XQiJycHADBw4ED06tVL2uIksnz5cixYsADjx4/3zMTk5eVxf0Oj6upqnDt3zvPfFy9eRE5ODqKjo5GSkiJhZfLx4IMP4q233sLOnTsRHh7umaExmUwICQmRuDoZkPDOXSQjmzdvFgC0+kFN7rrrrlZ/Rnv37pW6NEm1d7vaYLd3795Wf2fuuusuqUuTjbZeezZv3ix1abLAc9REREQyFhyLkERERAGKQU1ERCRjDGoiIiIZY1ATERHJGIOaiIhIxhjUREREMsagJiIikjEGNRERkYwxqImIiGSMQU1ERCRjDGoiIiIZ+3/wlcROtw+6lwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
"[6, 2, 3, 1, 0, 9, 7, 5, 4, 8]\n",
"[5, 9, 3, 1, 2, 4, 8, 6, 7, 0]\n"
]
}
],
"source": [
"from numpy import random\n",
"\n",
"# x_list = random.uniform(1, 10, size=10000)\n",
"x_list = random.rand(10000)*4-2\n",
"\n",
"print(x_list)\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"sns.displot(x_list, kind=\"kde\")\n",
"plt.show()\n",
"\n",
"x_list_2 = [i for i in range(10)]\n",
"print(x_list_2)\n",
"r1 = random.shuffle(x_list_2)\n",
"print(x_list_2)\n",
"r2 = random.shuffle(x_list_2)\n",
"\n",
"print(x_list_2)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "pso",
"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": "3.8.16"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}