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@genya0407
Created March 25, 2018 14:08
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{
"cells": [
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib\n",
"import datetime\n",
"import matplotlib.dates as dates\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline\n",
"matplotlib.pyplot.rcParams['figure.figsize'] = 15, 5"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('./by_port.csv').rename(columns={'f0_': 'size_total'})"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"size_total = df.groupby(by='timestamp').sum().reset_index()[['timestamp', 'size_total']]\n",
"size_total['timestamp'] = size_total['timestamp'].values.astype(\"datetime64[s]\")"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1119745c0>"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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iIiJyPgZPpMHkr5MNK5MTkQEdABTUtlrdBCIiIiIicgoD6z/EplciobDekH1HbEBHRERE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\nXtxRx5w8skc6iibVtE/HFru0Dc2yM7m6ii5/R+3bocqE7u/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i4C3iH1Duvj2+GtQJ2MfM\nngJORt+BdJoLFJvZgPhz/RSQCxwLrCNqwE9z92OBGcBFwUraCKn+D0v1f3BqA8J7C8g1s2HxybpX\ngGXAd4AFRCf5znb3ycADaIKmtIrHSb/s7q8C7wGXJyw+D+hoZpea2WSik09b4vc1mV4C9S6hM7PC\nxIw68XH8JVpB1LAcFfdTxt03AycR9Vm+ArjJ3Z+o04I3EknGfxtRA7+W6Mzhf7v7TXVZ7saiqvh7\n5FMAdy+Ju3EcSDQgvlwfojNXJwB/cvfvuruuUtSQmXUws6IqFuUSNdqHArj7bOATogkI/uzuJ7j7\n6/G6F7q7GvMk7CH+qv/rQJLxV/2fRlUdA7UBdSeO/5gqFmUTncibBODuS4kSi3zgXXef6u4z43XP\ndvcL6qTAjcwe4l9e1wBcB4w3s/0SXj8T+A9RMne9u99bF+WtT+pVQmfR7GQvAteb2anlLyeuEw/G\nfptorMSU+H39gZnufoO7H+Lu99VhsRuNFOO/0N0fcPevu/sDdVjsRqM68Y+NAj5096UW6eDui4EL\n3P1wxT85cR/8xcAFFs2gWMHdlxB1OxuQMHZuJnCSu6+L319+tnxj3ZW68dhT/Mup/q89KcZf9X8a\nVOcYxNQG1IK4Df430LXyMndfD7wOdDKzY+OX5wFHAV/E7y/vdtxkrgql057in8jd5xKNJ/1x/L4R\nwGJ3/z93P7qptgH1IqEzs05mdi9RH+VvEd1X5VQzy6tqHIq7fwb8EfiumW0i6vbUZPrJplua4i9J\nqm78E67ctQJei7s3zSOeAEJnxVNWCKwG9iE6FsBOUx8/A3xONItZc6An8EZCX36Nl0hNlfGvTPV/\nrUkl/pIeezwGagNqh5m1NrP7iWbMHeXuf6m0vLwNeJ3opOuVFt2eY3+isVo7tQFNqZtfOuwt/rtx\nFTDRzDYC46PNNJ3xclWxkJ87M2vm7sXxD6JeHk3BS3x1oj9webzcyr8g8RerLfA40VmQi9z95UD/\nQoOm+IeVTPzj5XcCpwHTibo3Kf5JiMeilJTH18y6AMcD/YhOdv3Yd0zPXv4eA34br9MXODWhq6XU\nQJLxV/2TJop/eMkcg/h9agPSoFIbfArQzd0via869wDmuvunVbTBvyRqo4cAZ3g0rktqKJn4x21w\nW+BuojGj57v7jED/Qr0SJKGLuxVcQTTd98PADHffbGY5wKnAz4nOgrQAfufuL1s0PW9p/P5mwNfd\n/aE6L3wjoPiHlUr848rsVKDU3f8Y5j9o2CrF/yGi2cg2mtl4oh9TZwNPEM3WtwZ4LvHqW3mDovEp\nyUlD/FX/pEDxDy+VY6A2IHVVtMH/Jkogfkh0tWcd8C7ROMUL3P1Fi2YSLU1ILPI9Gr8rNZRk/BN/\ng+YAR7j7P0OUv76q8y6XZjYReIloWuk3ie4VcTRUTDn9mrt3c/fvAP8AbouXVVRm7l6sxiQ5in9Y\nqcbfI3erIU9OFfE/AxgbL14EzInPiJcCfwEOq9yVMj4GSuaSkGr8Vf+kRvEPL9VjoDYgNbuJ/wR3\n/5BouMN97j7c3b9PdBXoZqi4kXXFFRAlc8lJIf6Jv0G3KpnbVdbeV0m7L4GrPB60a2YDiWZnAsDd\n305Y959E01G3cPcN8XL1TU6N4h9WSvGXlFUV/97xssHAf5nZSUT3lnuOaBYzSZ+U4q/6J2WKf3iq\ng8KqKv4DiLoRP+Pu0xPWfRoYaWYF7r6p7ovaKKUUf9VBu1erCV3lfsexGUCOmWXFZ6E+IOoHW/m9\nPYE/EPWh1Y/ZJCj+YSn+YdUg/p0B3P0xM/sW8FD8eDwwycyeVGNec4p/WIp/eDoGYdW0DU5say26\nYfjviW5JoNgnQfGvW7WW0JlZtifcWLT8wHo0a19xwqqHEGXh5esVEN2U93jgdne/pbbK2Jgp/mEp\n/mElG393Pynh8T+Iur1KDSn+YSn+4ekYhJVCG5wL/IDoxuxqg5Ok+Ne9WhlDZ2bnAs+a2SVm9lWI\nLpPajqlfMbMsiwZXFwDPx6+NjDPxJ4BDdCCTo/iHpfiHlUL8D7HodgSSAsU/LMU/PB2DsFJpg4Gt\nwLOoDU6a4h9G2hI6i3Qys0eIBvj+guheKZPMrMDMMuLMHDPrGV9qzSUa+DvGzF4Avm1RX9nZrgGn\nNaL4h6X4h5Wm+E8NVPwGT/EPS/EPT8cgrHS1wUC+u7+jNrhmFP/w0tLl0uK+sGa2Gvi9uz8Xvz4Y\n6FDe/9XMegDXA6vM7HxgBPANIA+42d0fSUd5mhrFPyzFPyzFPyzFPyzFPzwdg7AU/7AU//ohpfvQ\nWXRfjmuBbOBJd38m4fUfAj8B5hANgnwE6AmMdPefxesVASe7+00p/A9NluIfluIfluIfluIfluIf\nno5BWIp/WIp//ZJ0QmdmBtwCtCQatHsK8Hfgbo/u/D6BqB9sPlE3gsPcfVrC+ytuEig1p/iHpfiH\npfiHpfiHpfiHp2MQluIfluJf/6TS5bIFMAQY5+4b4kutE4DJwJ/c/al4va1mthxYbdHd3UuBMh3I\nlCn+YSn+YSn+YSn+YSn+4ekYhKX4h6X41zNJT4ri7uuBj4iycoBXgLeBQ8ysY/l6ZpYHnARs8Oju\n7qWeSj9PART/0BT/sBT/sBT/sBT/8HQMwlL8w1L8659UZ7l8BBhiZp3cfSNRX9lioJNFU5L+FngD\nWOjuP09xX7IrxT8sxT8sxT8sxT8sxT88HYOwFP+wFP96JNWEbgawmjhDd/e3gOFAgUdTkr4EjHf3\ny1Lcj1RN8Q9L8Q9L8Q9L8Q9L8Q9PxyAsxT8sxb8eSem2Be7+qZk9ClxrZkuIMvFiYHu8/InUiyi7\no/iHpfiHpfiHpfiHpfiHp2MQluIfluJfv6R024KKjZiNB74FjAL+4O5/SHmjUm2Kf1iKf1iKf1iK\nf1iKf3g6BmEp/mEp/vVDWhI6ADPLBjy+zCp1TPEPS/EPS/EPS/EPS/EPT8cgLMU/LMU/vLQldCIi\nIiIiIlK3Up0URURERERERAJRQiciIiIiItJAKaETERERERFpoJTQiYiIiIiINFBK6ERERERERBoo\nJXQiItIgmFmhmZ0TP+5sZg/X4r6GmNmE2tq+iIhIuiihExGRhqIQOAfA3T9x9xNqcV9DACV0IiJS\n7+k+dCIi0iCY2QPARGARsBjY190Hm9kpwDeAAqAf8DsgBzgJKAEmuPsaM+sD3AK0AzYD33f3hWb2\nLeAyoBRYBxwFLAHygBXANcBS4GagGbAF+J67L6rBvl8A3gW+AmQBp7r767UTKRERaUp0hU5ERBqK\ni4EP3H0IcFGlZYOB44GDgauBze4+FHgVODle5w7gB+4+DLgQuDV+/VJgnLsfABzn7lvj1/7q7kPc\n/a/AQmBMvM1LgV/XcN8A+XHZzwHuSS0UIiIikazQBRAREUmD5919A7DBzNYBj8evvwfsb2bNgVHA\nQ2ZW/p7c+O8rwB/N7EHgb7vZfivg/8ysH+BAdnX3nbDeXwDc/SUza2lmhe6+Nsn/V0REBFBCJyIi\njUNJwuOyhOdlRG1dBrA2vkK2E3c/y8xGAF8D3jSzYVVs/yqixG2SmfUEXqjBvit2VXnXe/h/RERE\nqkVdLkVEpKHYALRI5o3uvh5YGo+XwyIHxI/7uPtr7n4psAroVsW+WhGNpwM4JbniMyXe36HAOndf\nl+R2REREKiihExGRBsHdvwBeMbO5wHVJbOJE4DQzexeYRzTBCsB1ZvZevN2ZRJOXPA8MNLN3zGwK\n8FvgGjN7m+R7txTH778NOC3JbYiIiOxEs1yKiIjUsniWywvdfXbosoiISOOiK3QiIiIiIiINlK7Q\niYiIiIiINFC6QiciIiIiItJAKaETERERERFpoJTQiYiIiIiINFBK6ERERERERBooJXQiIiIiIiIN\nlBI6ERERERGRBur/AYbjrhvB8fFAAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x111480978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"size_total.plot(x='timestamp', y='size_total')"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1129f2da0>"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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osSf0pArNtYkhzk/1Ow8swpG+Qfs1LtfWGurz+e9pCwe/JUIIydE7kME37luA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\nhVFCm0KhUCgUCoVCoVCkMP8PjFYE5DTA08sAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1265a6e48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"size_total[size_total['timestamp'] > datetime.datetime(2018, 3, 25, 12, 0, 0)].plot(x='timestamp', y='size_total')"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"df['each_5minute'] = pd.Series(np.floor_divide(df['timestamp'].values, 5*60) * 5*60)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"size_total = df.groupby(by='each_5minute').sum().reset_index()[['each_5minute', 'size_total']]\n",
"size_total['each_5minute'] = size_total['each_5minute'].values.astype(\"datetime64[s]\")"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['__class__',\n",
" '__delattr__',\n",
" '__dict__',\n",
" '__dir__',\n",
" '__doc__',\n",
" '__eq__',\n",
" '__format__',\n",
" '__ge__',\n",
" '__getattribute__',\n",
" '__gt__',\n",
" '__hash__',\n",
" '__init__',\n",
" '__init_subclass__',\n",
" '__le__',\n",
" '__lt__',\n",
" '__module__',\n",
" '__ne__',\n",
" '__new__',\n",
" '__reduce__',\n",
" '__reduce_ex__',\n",
" '__repr__',\n",
" '__setattr__',\n",
" '__sizeof__',\n",
" '__str__',\n",
" '__subclasshook__',\n",
" '__weakref__',\n",
" 'formatter',\n",
" 'locator']"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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0tYNSqJYvaHPP20RZ0JYtWv69tH55ZDWlzQvaDDvgHkmljbSB7cimDyJLuUdq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ZgWnh2xZ7WGxRev34YbL1nl+d3SjiSbJ9koqJA0k8HFrQTNsN2Z7V7hGvJIzWRJcCNOutUwY6bt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\nUkoppZRSKUwbbUoppZRSSimVwv4/piMn23Sy0NwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11522f518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = size_total.plot(x='each_5minute', y='size_total')\n",
"ax.xaxis.set_major_locator(dates.DayLocator())\n",
"ax.xaxis.set_major_formatter(dates.DateFormatter('%d\\n%a'))\n",
"ax.xaxis.set_minor_locator(dates.HourLocator())\n",
"ax.xaxis.set_minor_formatter(dates.DateFormatter('%H'))\n",
"dir(ax.xaxis.major)"
]
}
],
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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