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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# UPC Leitungsdatenanalyse (2018-01 - 2019-04)\n",
"\n",
"Der Auszug nimmt einen Blick auf den Zeitraum on Jänner 2018 bis Anfang April 2019.\n",
"\n",
"Ende Jänner 2018 kam eine neues Modem, und dann gings bergab!\n",
"\n",
"Dazwischen gabs noch einen Modemtausch, der aber nichts bewirt hat.\n",
"\n",
"Am 25.3.2019 gabs ein Firmware Upgrade und siehe da - die Leitung funktioniert wieder einwandfrei!\n",
"\n",
"Notebook Source gibt's [hier](https://gist.github.com/flowolf/7940db0902998e6e56fbcddd0e6cdd27)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Disclaimer\n",
"*Disclaimer*: Hier wurde der Speedtest von speedtest.net verwendet (via https://github.com/sivel/speedtest-cli)\n",
"\n",
"Das [README](https://github.com/sivel/speedtest-cli#inconsistency) weist darauf hin dass PINGs nicht verlässlich sind.\n",
"\n",
"Weiters; um die Daten zu erheben wurde nicht der gesamte Traffic aller anderen Nutzer abgestellt.\n",
"der Median ist in den unten aufgeführten Berechnungen daher vielleicht die fairere Berechnung."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import requests\n",
"import seaborn as sns\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import os.path\n",
"PALETTE = \"inferno\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"fname = \"/tmp/tmp_data_85641b28-5dc7-4d1c-91ba-73e8f5ff7584.csv\"\n",
"if not os.path.isfile(fname):\n",
" f = open(fname,'w')\n",
" headers = {'user-agent': 'ipythonnotebook-to-analyze-flos-UPC-data-1.0'}\n",
" f.write(requests.get(\"https://flo.cx/tmp/speedtest_results_2.csv\", headers=headers).text)\n",
" f.close()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Daten einlesen:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"data = pd.read_csv(fname)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Der Datensatz startet im Jänner 2018,"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Date</th>\n",
" <th>Download (Mbit/s)</th>\n",
" <th>Upload (Mbit/s)</th>\n",
" <th>Ping</th>\n",
" <th>Link</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2018-01-01 00:05:00</td>\n",
" <td>72.68</td>\n",
" <td>7.36</td>\n",
" <td>40.423</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Date Download (Mbit/s) Upload (Mbit/s) Ping Link\n",
"0 2018-01-01 00:05:00 72.68 7.36 40.423 NaN"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"und endet ..."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Date</th>\n",
" <th>Download (Mbit/s)</th>\n",
" <th>Upload (Mbit/s)</th>\n",
" <th>Ping</th>\n",
" <th>Link</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>66712</th>\n",
" <td>2019-04-11 13:45:00</td>\n",
" <td>73.72</td>\n",
" <td>5.85</td>\n",
" <td>25.199</td>\n",
" <td>http://www.speedtest.net/result/8180193865.png</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Date Download (Mbit/s) Upload (Mbit/s) Ping \\\n",
"66712 2019-04-11 13:45:00 73.72 5.85 25.199 \n",
"\n",
" Link \n",
"66712 http://www.speedtest.net/result/8180193865.png "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.tail(1)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"66713"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(data)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"DL: Median: 59.04 Average 50.71\n",
"UL: Median: 7.24 Average 6.68\n",
"Ping: Median: 194.96 Average 742.21\n"
]
}
],
"source": [
"# all data\n",
"print(\"DL: Median: {:10.2f} Average {:10.2f}\".format(\n",
" data['Download (Mbit/s)'].median(),data['Download (Mbit/s)'].mean()))\n",
"print(\"UL: Median: {:10.2f} Average {:10.2f}\".format(\n",
" data['Upload (Mbit/s)'].median(),data['Upload (Mbit/s)'].mean()))\n",
"print(\"Ping: Median: {:10.2f} Average {:10.2f}\".format(\n",
" data['Ping'].median(),data['Ping'].mean()))\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 2018-01-01 00:05:00\n",
"Name: Date, dtype: object"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['Date'].head(1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 2018-01-01 00:05:00\n",
"Name: Date, dtype: datetime64[ns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['Date'] = pd.to_datetime(data['Date'])\n",
"data['Date'].head(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Erstellen von Spalten nach denen wir später sortieren und labeln können:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"data['Hour'] = data['Date'].apply(lambda x: x.hour)\n",
"data['DayOfWeek'] = data['Date'].apply(lambda x: x.dayofweek)\n",
"data['DayOfMonth'] = data['Date'].apply(lambda x: x.day)\n",
"data['Month'] = data['Date'].apply(lambda x: x.month)\n",
"data['Year'] = data['Date'].apply(lambda x: x.year)\n",
"data['YearMonth'] = data['Date'].apply(lambda x: str(x.year)+\"-\"+\"{:02d}\".format(x.month))\n",
"data['YearMonthDay'] = data['Date'].apply(lambda x: str(x.year)+\"-\"+\"{:02d}\".format(x.month)+\"-\"+\"{:02d}\".format(x.day))\n",
"#data['date'] = data['Date'].apply(lambda x: str(x.year)+\"-\"+\"{:02d}\".format(x.month)+\"-\"+\"{:02d}\".format(x.day))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Zeitraum 2018-01 - 2019-04"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# subset (2017-11 - 2018-08)\n",
"data2 = data\n",
"data.index = data['Date']\n",
"data = data['2018-01-01':'2019-04-10']"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Date\n",
"2018-01-01 00:05:00 2018-01-01 00:05:00\n",
"Name: Date, dtype: datetime64[ns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['Date'].head(1)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"DL: Median: 59.01 Average 50.68\n",
"UL: Median: 7.24 Average 6.67\n",
"Ping: Median: 195.29 Average 743.10\n"
]
}
],
"source": [
"print(\"DL: Median: {:10.2f} Average {:10.2f}\".format(\n",
" data['Download (Mbit/s)'].median(),data['Download (Mbit/s)'].mean()))\n",
"print(\"UL: Median: {:10.2f} Average {:10.2f}\".format(\n",
" data['Upload (Mbit/s)'].median(),data['Upload (Mbit/s)'].mean()))\n",
"print(\"Ping: Median: {:10.2f} Average {:10.2f}\".format(\n",
" data['Ping'].median(),data['Ping'].mean()))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Durchschnittswerte für jedes Monat:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Download (Mbit/s)</th>\n",
" <th>Upload (Mbit/s)</th>\n",
" <th>Ping</th>\n",
" <th>Hour</th>\n",
" <th>DayOfWeek</th>\n",
" <th>DayOfMonth</th>\n",
" <th>Month</th>\n",
" <th>Year</th>\n",
" </tr>\n",
" <tr>\n",
" <th>YearMonth</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-01</th>\n",
" <td>66.807144</td>\n",
" <td>7.257654</td>\n",
" <td>326.384337</td>\n",
" <td>11.496404</td>\n",
" <td>2.806742</td>\n",
" <td>15.971011</td>\n",
" <td>1.0</td>\n",
" <td>2018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-02</th>\n",
" <td>46.276811</td>\n",
" <td>6.659340</td>\n",
" <td>1201.676962</td>\n",
" <td>11.500744</td>\n",
" <td>3.000993</td>\n",
" <td>14.499007</td>\n",
" <td>2.0</td>\n",
" <td>2018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-03</th>\n",
" <td>50.801186</td>\n",
" <td>6.913109</td>\n",
" <td>524.260711</td>\n",
" <td>11.487517</td>\n",
" <td>3.136153</td>\n",
" <td>16.098937</td>\n",
" <td>3.0</td>\n",
" <td>2018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-04</th>\n",
" <td>44.359631</td>\n",
" <td>6.431537</td>\n",
" <td>874.096020</td>\n",
" <td>11.500116</td>\n",
" <td>3.004173</td>\n",
" <td>15.503362</td>\n",
" <td>4.0</td>\n",
" <td>2018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05</th>\n",
" <td>38.149859</td>\n",
" <td>5.910617</td>\n",
" <td>2455.064007</td>\n",
" <td>11.494165</td>\n",
" <td>2.903052</td>\n",
" <td>16.018627</td>\n",
" <td>5.0</td>\n",
" <td>2018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-06</th>\n",
" <td>52.911705</td>\n",
" <td>6.489706</td>\n",
" <td>553.763009</td>\n",
" <td>11.434143</td>\n",
" <td>3.115600</td>\n",
" <td>15.500234</td>\n",
" <td>6.0</td>\n",
" <td>2018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-07</th>\n",
" <td>51.070872</td>\n",
" <td>6.280879</td>\n",
" <td>829.413800</td>\n",
" <td>11.496300</td>\n",
" <td>2.936309</td>\n",
" <td>16.008522</td>\n",
" <td>7.0</td>\n",
" <td>2018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-08</th>\n",
" <td>41.344345</td>\n",
" <td>6.230730</td>\n",
" <td>1088.736714</td>\n",
" <td>11.487531</td>\n",
" <td>2.999326</td>\n",
" <td>15.994608</td>\n",
" <td>8.0</td>\n",
" <td>2018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-09</th>\n",
" <td>44.711829</td>\n",
" <td>6.620501</td>\n",
" <td>771.407424</td>\n",
" <td>11.510559</td>\n",
" <td>3.168020</td>\n",
" <td>15.495939</td>\n",
" <td>9.0</td>\n",
" <td>2018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-10</th>\n",
" <td>46.961178</td>\n",
" <td>6.654878</td>\n",
" <td>698.434233</td>\n",
" <td>11.478310</td>\n",
" <td>2.808272</td>\n",
" <td>15.979996</td>\n",
" <td>10.0</td>\n",
" <td>2018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11</th>\n",
" <td>46.151550</td>\n",
" <td>6.441082</td>\n",
" <td>555.727213</td>\n",
" <td>11.497683</td>\n",
" <td>3.032669</td>\n",
" <td>15.498146</td>\n",
" <td>11.0</td>\n",
" <td>2018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-12</th>\n",
" <td>48.642628</td>\n",
" <td>6.803123</td>\n",
" <td>234.380429</td>\n",
" <td>11.429896</td>\n",
" <td>3.063772</td>\n",
" <td>16.017639</td>\n",
" <td>12.0</td>\n",
" <td>2018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01</th>\n",
" <td>57.333659</td>\n",
" <td>6.951972</td>\n",
" <td>273.675778</td>\n",
" <td>11.491252</td>\n",
" <td>2.902647</td>\n",
" <td>16.006057</td>\n",
" <td>1.0</td>\n",
" <td>2019.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-02</th>\n",
" <td>61.165191</td>\n",
" <td>7.163123</td>\n",
" <td>108.161073</td>\n",
" <td>11.495143</td>\n",
" <td>2.999253</td>\n",
" <td>14.510087</td>\n",
" <td>2.0</td>\n",
" <td>2019.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-03</th>\n",
" <td>56.833834</td>\n",
" <td>7.041239</td>\n",
" <td>844.642147</td>\n",
" <td>11.511111</td>\n",
" <td>3.190123</td>\n",
" <td>15.979798</td>\n",
" <td>3.0</td>\n",
" <td>2019.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-04</th>\n",
" <td>71.947582</td>\n",
" <td>7.586435</td>\n",
" <td>28.501252</td>\n",
" <td>11.507992</td>\n",
" <td>2.400973</td>\n",
" <td>5.497568</td>\n",
" <td>4.0</td>\n",
" <td>2019.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Download (Mbit/s) Upload (Mbit/s) Ping Hour \\\n",
"YearMonth \n",
"2018-01 66.807144 7.257654 326.384337 11.496404 \n",
"2018-02 46.276811 6.659340 1201.676962 11.500744 \n",
"2018-03 50.801186 6.913109 524.260711 11.487517 \n",
"2018-04 44.359631 6.431537 874.096020 11.500116 \n",
"2018-05 38.149859 5.910617 2455.064007 11.494165 \n",
"2018-06 52.911705 6.489706 553.763009 11.434143 \n",
"2018-07 51.070872 6.280879 829.413800 11.496300 \n",
"2018-08 41.344345 6.230730 1088.736714 11.487531 \n",
"2018-09 44.711829 6.620501 771.407424 11.510559 \n",
"2018-10 46.961178 6.654878 698.434233 11.478310 \n",
"2018-11 46.151550 6.441082 555.727213 11.497683 \n",
"2018-12 48.642628 6.803123 234.380429 11.429896 \n",
"2019-01 57.333659 6.951972 273.675778 11.491252 \n",
"2019-02 61.165191 7.163123 108.161073 11.495143 \n",
"2019-03 56.833834 7.041239 844.642147 11.511111 \n",
"2019-04 71.947582 7.586435 28.501252 11.507992 \n",
"\n",
" DayOfWeek DayOfMonth Month Year \n",
"YearMonth \n",
"2018-01 2.806742 15.971011 1.0 2018.0 \n",
"2018-02 3.000993 14.499007 2.0 2018.0 \n",
"2018-03 3.136153 16.098937 3.0 2018.0 \n",
"2018-04 3.004173 15.503362 4.0 2018.0 \n",
"2018-05 2.903052 16.018627 5.0 2018.0 \n",
"2018-06 3.115600 15.500234 6.0 2018.0 \n",
"2018-07 2.936309 16.008522 7.0 2018.0 \n",
"2018-08 2.999326 15.994608 8.0 2018.0 \n",
"2018-09 3.168020 15.495939 9.0 2018.0 \n",
"2018-10 2.808272 15.979996 10.0 2018.0 \n",
"2018-11 3.032669 15.498146 11.0 2018.0 \n",
"2018-12 3.063772 16.017639 12.0 2018.0 \n",
"2019-01 2.902647 16.006057 1.0 2019.0 \n",
"2019-02 2.999253 14.510087 2.0 2019.0 \n",
"2019-03 3.190123 15.979798 3.0 2019.0 \n",
"2019-04 2.400973 5.497568 4.0 2019.0 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grouped_month_mean = data.groupby('YearMonth').mean()\n",
"grouped_month_mean"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Überblick über Download und Upload über die Monate:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f37235e0cc0>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f37245dc5c0>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"grouped_month_mean.index = pd.to_datetime(grouped_month_mean.index,format='%Y-%m-%d')\n",
"grouped_month_mean.plot(y=['Download (Mbit/s)','Upload (Mbit/s)'],title=\"UPC Speedtest (mean)\",figsize=(10,5))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Download (Mbit/s)</th>\n",
" <th>Upload (Mbit/s)</th>\n",
" <th>Ping</th>\n",
" <th>Hour</th>\n",
" <th>DayOfWeek</th>\n",
" <th>DayOfMonth</th>\n",
" <th>Month</th>\n",
" <th>Year</th>\n",
" </tr>\n",
" <tr>\n",
" <th>YearMonth</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-12</th>\n",
" <td>58.975</td>\n",
" <td>7.32</td>\n",
" <td>46.3660</td>\n",
" <td>11.0</td>\n",
" <td>3.0</td>\n",
" <td>16.0</td>\n",
" <td>12.0</td>\n",
" <td>2018.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-01</th>\n",
" <td>66.780</td>\n",
" <td>7.50</td>\n",
" <td>27.9555</td>\n",
" <td>11.0</td>\n",
" <td>3.0</td>\n",
" <td>16.0</td>\n",
" <td>1.0</td>\n",
" <td>2019.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-02</th>\n",
" <td>68.340</td>\n",
" <td>7.51</td>\n",
" <td>27.4340</td>\n",
" <td>11.0</td>\n",
" <td>3.0</td>\n",
" <td>15.0</td>\n",
" <td>2.0</td>\n",
" <td>2019.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-03</th>\n",
" <td>67.070</td>\n",
" <td>7.49</td>\n",
" <td>29.5660</td>\n",
" <td>12.0</td>\n",
" <td>3.0</td>\n",
" <td>16.0</td>\n",
" <td>3.0</td>\n",
" <td>2019.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019-04</th>\n",
" <td>73.280</td>\n",
" <td>7.74</td>\n",
" <td>25.0160</td>\n",
" <td>12.0</td>\n",
" <td>2.0</td>\n",
" <td>5.0</td>\n",
" <td>4.0</td>\n",
" <td>2019.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Download (Mbit/s) Upload (Mbit/s) Ping Hour DayOfWeek \\\n",
"YearMonth \n",
"2018-12 58.975 7.32 46.3660 11.0 3.0 \n",
"2019-01 66.780 7.50 27.9555 11.0 3.0 \n",
"2019-02 68.340 7.51 27.4340 11.0 3.0 \n",
"2019-03 67.070 7.49 29.5660 12.0 3.0 \n",
"2019-04 73.280 7.74 25.0160 12.0 2.0 \n",
"\n",
" DayOfMonth Month Year \n",
"YearMonth \n",
"2018-12 16.0 12.0 2018.0 \n",
"2019-01 16.0 1.0 2019.0 \n",
"2019-02 15.0 2.0 2019.0 \n",
"2019-03 16.0 3.0 2019.0 \n",
"2019-04 5.0 4.0 2019.0 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grouped_month_median = data.groupby('YearMonth').median()\n",
"grouped_month_median.tail(5)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3724513a58>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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42BcOGTZyc8DfzYGGpl6tOjcZoiswaD7ffIIP1kbhZGfF3PvbMSC0filerZpDVeadbuHh4ToiIqLSrnfF+Yxcur79JwND6/PBqLBKv74QQoiaRWtNyuUcjiddLtLbZEyc0oskLZ5OtjSt70SQpxNN6zsS7OVEkJdTpdcTaa05l5HLyXOZnDyX8b+v5zM5eS6T8xm5Vx3v7mhrTK5MvVpXki4rC8VLqyLZE3+RgaH1eX14KG6OtpX6XCqTUmq31vqWw1o1vmcKoF4dG8Z2bMiibXE80S8Yv3oO5g5JCCFENXExM9eYMCVfJqpI4nQhM6/wmLoO1gR7OXF3Wx+CvJxMvU2OuDrYmDHy/1FK4e5oi7ujLe0aXT9NQVp2HvHnjInV/3q2Mtgec44f9ly91q2LvTUfjQ5jaOsGVaL4vSqoFckUwOTuTfhqexxz/4rhjbtbmjscIYQQVdyFjFweW7aXLdGphdscba0I9nJkQGh9U2+TcYjO3dGmWicWznbWhPq4FDs7eXZeAafOG4cNk9Ky6dfCCy9nOzNEWXXVmmSqvosdI9r58m1EAjP7BOEpvwhCCCFuIDY1g0mLdnH6Qhaz+gbR2s+Vpl5OeLvYVeukqTTsrC0JMg1PiuLVnFUGS2BqjwDyDQYWbIk1dyhCCCGqqL9PnOPuT7dyKSuPpZM7MqtvML2betLA1b7WJVKiZGpVMuXvXoe7Wjfg679PcjEz99YnCCGEqFW+353A+C924FbHhh8f6UK4fz1zhySqgVqVTAFM7xVAZm4Bi7bFmTsUIYQQVYTBoHl/7TGe+nY/7f3r8cP0rjRyu376ASGKU+uSqWb1nenb3IuFW+OumnNDCCFE7ZSdV8Djy/fynz+jGRXux+JJHWrt5JOidGpdMgUwo3eAcSx8x0lzhyKEEMKMUi/nMPbzv/n5QCLPD2zG2/e2xNqyVr41ijKolb8xbRrWpWugG59vjiU7r8Dc4QghhDCD40np3P3pVg4npjH3/rZM7RkgBeaiVGplMgUwo1cgKek5fLc7wdyhCCGEqGRbjqdyz2fbyM4zsGJKZwaEeps7JFGN1dpkqnOAG2F+rsz9K4b8AsOtTxBCCFEjLNsZz4SFO/FxtWfljK609nM1d0iimqu1yZRSihm9A0m4kMVP+8+YOxwhhBAVzGDQvPXrEZ7/4SDdAt35dlpnfFztzR2WqAFqbTIF0KeZJ029nPh0YwwGQ+Ut+CyEEKJyZebmM33JbuZtOsH4To34YkI4TnZyx54oH7U6mbKwUDzSO4Do5MusPZxk7nCEEEJUgKS0bEbN+5u1h5N4aUgLXhsWgpXcsSfKUa3/bRrc0ptGbg58ujEaraV3SgghapLDZ9IYPmcrMSmX+Xx8OJO6NZY79kS5q/XJlJWlBdN6BnAg4dJVK4MLIYSo3jYcTWbk3G1oDd9M7UzfFl7mDknUULU+mQK4p60PXs62fPJntLlDEUIIUQ4Wb4vjocW78Hevw8oZXQn1cTF3SKIGk2QKsLWyZHL3JuyIPU9E3HlzhyNqsOy8AnafvECeTMchRIUoMGhe+ekQL/90iDuaefHN1M7Ud7Ezd1iihpNkymRsx4bUdbDm040x5g5F1GDvrz3GvZ9to92/1vHkin2siTxLVq7Mwi9Eebick8/kryJYtC2Oh7s1Zt74dtSxtTJ3WKIWkN8yEwcbKyZ1bcz766I4dOYSIQ2kS1iUr+y8Ar7dnUAH/3r41XNg/dEkfth7GjtrC3oGe9A/pD59mnnJAqtClMKZi1k8tDiCqKR0Xh8eyv2dGpk7JFGLSDJVxAOd/Zm36QSfboxhzti25g5H1DC/RSZyMTOPmX2D6BroTl6BgZ2x5/n90FnTvySsLBSdA9zoH1KfO1t44ekswxNC3MrBhEs8tHgXWbkFLJzYnh7BHuYOSdQyqjKnAwgPD9cRERGVdr3SePu3o8zbFMP6J3vSxMPR3OGIGmTk3G2kpOfw51O9sLC4+tZsg0GzP+Eiaw6dZe2hJGJTM1AK2jasS/8QL/qH1KeRWx0zRS5E1fX7obPMWr6PenVs+HJie5rWdzJ3SKIGUUrt1lqH3/I4SaaulpKeQ7d3/mRYWAPeHdHa3OGIGiIqKZ07P9zE8wObMbVnwE2P1VpzPPkyayKNPVaHzqQB0Ky+E/1D6jMgtD7N6jvJXDmiVtNa8/nmE7z121Fa+7ry+QPheDjZmjssUcOUNJmSYb5reDjZMrq9H0t2xDOzb7Cs2yTKxdId8dhYWjCine8tj1VKEezlRLCXE4/3CeLU+Ux+N/VYffzncT5af5yG9RwYEFqf/iFetPGre11PlxA1WV6BgZdWHWLZzngGt/Tm/ftaY2dtae6wRC1Wop4ppZQrsAAIBTQwCTgGrAD8gTjgPq31hZu1Ux16pgASLmTS698bub9TI14ZGmLucEQ1l51XQIc3/qBnU0/+M6ZNmdpKSc/hjyNJrIk8y7aYVPIKNB5OttzZwjgU2DnADWtZJkPUYJey8pixZA9bolN5pFcAT9/ZVD5MiApT3j1THwFrtNYjlFI2gAPwf8B6rfXbSqnngOeAZ0sdcRXiW9eB4W18WL4rnkfvCMTdUbqORen9fCCRtOx8xnZoWOa2PJxsGdOhIWM6NCQtO48NR5P5/dBZfthzmiU74nG2s6JPc2Ni1TPYA3sb+bQuao5T5zOZtGgXsakZvDuiFfeF+5k7JCGAEvRMKaWcgf1AE13kYKXUMaCX1jpRKeUNbNRaN71ZW9WlZwogJuUyfT/4i+k9A3hmQDNzhyOqsXs+3crFrDzWP9mzwuqcsvMK2Hw8ld8PneWPI0lczMyTKRdEjbL75AWmfBVBXoGBuePb0SXA3dwhiVqgPHummgApwEKlVGtgNzAT8NJaJwKYEirPGwQyBZgC0LBh2T+ZV5YAD0cGhXrz3+0nmdozABd7eSMSt+9IYhp74i/yz8HNK7Rg3M7akn4tvOjXwot805QLV+4MLDrlwp0h9ekvUy6Iamb1/jM89e1+vF3s+HJiewLkTmtRxZSkZyoc+BvoqrXeoZT6CEgDHtNauxY57oLWuu7N2qpOPVMAkacvMeQ/W/hH/6bM6B1o7nBENfTiykhWRJxix/N9qFvHptKvbzBoDpy+VHhn4JUpF9r4uTKpW2OGtGpQ6TEJUVJaa+ZsiOa9tVG096/LvPHh1DPD/yNRe5Vnz1QCkKC13mF6/B3G+qgkpZR3kWG+5NKHWzWF+rjQq6kHX2yJZVLXxlJ/Im5LZm4+K/eeZlBofbMkUgAWFoowP1fC/Fx5dkBTjidf5vfIs6zaf4aZy/cR5Okk8/KIKik338DzPxzk+z0J3N3Gh7fvbYmtlfwNFlXTLW/70VqfBU4ppa7UQ/UBDgM/ARNM2yYAqyokQjOb0TuQ8xm5LNsZb+5QRDWzev8Z0nPyGduxaixrcWXKhcf6BPHt1M4421nxz5UHMRgqb645IW6lwKBZufc0/Wdv4vs9CTzRN5gP7mstiZSo0kp6D/VjwBKl1AEgDHgTeBvop5Q6DvQzPa5x2vvXo4N/PeZvOkFuvsHc4YhqZOmOeAI9HWnvf9PRb7OoW8eG5wY2Y1fcBb7fk2DucITAYND8ejCRAbM3MWvFPmytLFg4sT0z+wbJBLWiyivR1Aha631AcWOGfco3nKppxh2BTPhyJz/uTWBU++pTRC/MJ/L0JfYnXOKlIS2q7BvByHZ+fBORwFu/HaVfCy9cHaQWRVQ+rTV/HEnmg3VRHElMI8CjDp+MbcOgUG+ZP0pUGzK7Xwn0CHIn1MeZzzbGUCBDIqIElu6Mx9bKgnvb3nrGc3OxsFC8PjyUS1l5vPv7MXOHI2oZrTUbjyUzfM5WJn8VQVZuPh+Oas3aJ3oypFUDSaREtSLJVAkopZjRK5C4c5n8ejDR3OGIKu5yTj6r9p5mSKsGVX5up+bezkzs4s+ynfHsjb/pAgZClJtt0amMmLudiQt3kXo5l3fvbcUfT/bk7ja+WEoSJaohSaZKqH9IfQI86jBnQzSVuTi0qH5+2neGjNwCxnasHkPCT/QLxtPJln+ujCS/QOoCRcXZFXee0fO3M3bBDk5fyOL14aFseLoX97X3w0qWQRLVmPz2lpCFhWJ6r0COnk3nz6M1bhYIUY6W7jxJs/pOtG3oeuuDqwBHWyteGhLCoTNpfP33SXOHI2qgfacuMv6LHYycu53o5AxeGtKCjf/oxf2dGmFjJW9DovqT3+LbMCysAT6u9nwivVPiBg4kXCTydBpjOzassoXnxRnUsj7dg9x5f20UyWnZ5g5H1BCRpy/x0KJdDJ+zlcjTl3h+YDM2P9ObSd0aY2ctUx2ImkOSqdtgbWnBtJ5N2Bt/kb9PnDd3ODeVnJ7Nv38/yp9Hk8wdSq2ydEc89taWDG/jY+5QbotSiteGhZJTYOD1X46YOxxRzUUlpTP9690M+c8WdsWd5+k7g9n87B1M7Rkgkx+LGqlEUyOI/xkZ7sdH66OZsyGazgFu5g7nOuczcpn3VwyLt8eRnWdAKXimfzOm9WxSrXpKqqP07Dx+2n+Gu1p742xXtQvPi9PYvQ7Tewbw0frjjGrvR9dAWUhW3J6YlMt89MdxVh84Qx0bKx7vE8RD3RrL2qaixpNk6jbZWVvycPfGvP3bUfadukiYX9Woi7mUmcfnm0+wcGssmXkFDA/zYWrPJszZEMM7a45yPDmdt+6R5Rgq0sp9Z8jMLagyM56XxvReAazcd5oXV0Xy28zu8vsiSiT+XCYfrT/Oj3sTsLWyZFrPAKZ0b2K2ZZSEqGySTJXC/Z0a8emGaD7dEM38B265/mGFSs/OY+HWOD7ffIL07HwGt/RmVt8ggryM6619PDqMAI86zP7jOPHnMpk3vh1ujrZmjbkm0lqzdEc8Lbydae3rYu5wSs3O2pJXhobw4MJdLNgcKwt8i5s6fTGLT/48zrcRCVhaKCZ1bcy0XgG4y98YUctIMlUKjrZWTOzamI/XHycqKZ1gr8pfKDYrt4Cvtscx968YLmTm0be5F0/0CyKkwdVv5EopZvUNJsDDkae/3c+wOVv5YkJ7Wdy2nO07dZEjiWm8Pjy02g+n9m7qycDQ+ny8/jhDWzfAr56DuUMSVUxSWjZzNkSzfOcpAMZ1bMgjvQPxcrYzc2RCmIcUoJfSg138cbCx5LONMZV63ey8AhZujaX7uxt467ejtPR1ZeWMriyYEH5dIlXUXa0bsGJqZ3LyDdz72TY2yPQO5WrpjngcbCwZFtbA3KGUi5fuaoGlheLlnw7JnauiUOrlHP7182F6vLuBpTviubedDxv+0YtXh4VKIiVqNemZKqW6dWwY26EhC7fF8UTfYBq6Veyn99x8A9/uPsUnf0aTeCmbTk3q8dn9bWnvX6/EbYT5ufLTo115aFEEDy3exQuDWzCpq3+170kxt0tZeaw+cIa72/jgVA0Lz4vj7WLPE32DeePXI6w7nMSdIfXNHZIwowsZuczbdILF2+LIyS/g7ja+zOwTVOF/94SoLiSZKoPJPZrw1faTzN0Uw5t3t6yQa+QXGPhx72k+Wn+chAtZtG3oyvsjW9OllHdaebvY8930zsxavo9//XyY6OR0XhsWirXMPlxqK/eeJjvPwNgO1bfwvDgTu/rz3e4EXl19mG5B7jjYyJ+LipKRk88PexJYvT8RpcDJzhpnOyuc7KxwsrMu/Ops/7/HzkX22VtbVsiHoktZeXyxJZYvt8SSkZvPXa0aMLNvEAEejuV+LSGqM/nrWAZeznaMCPflu4gEZvYJKtduboNBs/rAGT764zgnUjMI9XHmX8ND6RXsUeY/mg42Vsy9vx3vrT3GpxtjiEvN5LP72+LqIHfe3K4rhectfVxoWY0Lz4tjbWnB63eHMnLudj5eH81zA5uZO6Qa59T5TL7aHsfyXadIz86nubczTnZWnL6YxZGsPNKz87ick8+t1le3slA4mpIv5yLJ19WPi9tmXZiU2VlbFP5tuZyTz6KtsczfdIK07HwGhtZnVt9gqbUU4gYkmSqjaT0CWL4zngWbT/DC4BZlbk9rze+HzvLBuiiiki7T1MuJeePbcWcLr3L95GlhoXhmQDMCPBx5/oeD3P3pNhZMCJdPnLdpT/wFjiUZp52yQWA1AAAgAElEQVSoidr712NkO18WbD7BvW19Cu8SFaWntWZX3AW+3BLL2sNnUUoxMLQ+D3ZtTNuGrtf9P9dak5FbQHp2HunZ+aRn55GWnU9a1pXH+Vftu7Lt1PlM0rPzSTMlZLcqfbOyUIUJ1sXMXNKy8+nb3JNZfYMJ9alZHxSEKG+STJVRQzcHhrZuwJId8TzSK7DU86pordlwLJn310Zx6EwaTTzq8J8xbRjc0huLClxF/d52vjRyc2Dqf3dz95ytfDquHd2CZLLGklqyIx5HWyuGtq4ZhefFeW5gM9YeTuKfKyNZPqWT1NiVUk5+Aav3J7JwayyHzqTh6mDN1J4BjO/UiAau9jc8TymFo60VjrZWeJcypzEYNBm5+YWJVlp2XmHilVZMMmapFA908a8y8+gJUdVJMlUOpvcKZOW+MyzcFseT/YJv61ytNVujz/He2mPsO3WRhvUceH9ka4aFNai0VdTD/euxckZXHlq8iwkLd/Lq0BDu71Sz6n8qwqXMPH45kMiIdr7Usa25/5XcHG15dkAz/u/Hg/y49zT3tPU1d0jVSnJ6Nkv+jmfJjpOkXs4lyNORN+9uyd1tfCptaRULC2Ua4qsZN0gIUdXU3HeAStS0vhP9WnixaGssU3o0wbGEb6w7Tpzj/XVR7Iw9TwMXO966pyUj2vmapRjcr54D30/vwuPL9vLPlZFEJ1/mn4ObV1pCVx19vyeBnHwDYzs2NHcoFW50ez++iTjFm78eoU8zL1wc5E35ViJPX+LLrbH8vD+R3AIDdzTz5MGu/nQLdJfePSFqGEmmysmM3oGsO5zEkr9PMrVnwE2P3Rt/gQ/WRbH5eCoeTra8OjSE0R38zL50h5OdNQsmtOfNX4/wxZZYTqRm8MnYNtVynbmKprVm6c54Wvu53nR+r5rCwkLx+vBQhn6yhffWHuNfw0PNHVKVlF9gYN3hJL7cGsuuuAs42FgytmNDJnTxp7F7HXOHJ4SoIJJMlZMwP1e6Bbrz+eZYJnTxx876+sQo8vQlPlwXxfqjydSrY8MLg5pzf6dGVWoVdUsLxYtDWhDo6ciLKyO559NtfDmhvcwnc41dcReITr7Mu/e2MncolSbUx4UHOvuzeHscI8N9aeUr9TRXXMrMY0VEPIu3neT0xSx869rzz8HNua+9n3wYEaIWUJU5u3F4eLiOiIiotOtVtm0xqYz9fAf/Gh7K+CI1R1FJ6Xy4LorfIs/ibGfF1J4BTOjiX+LhQHPZFpPK9K/3YKFg7v3t6NjEzdwhVRmzlu9l/ZFkdrzQp1bNv5SWnUef9/+ivrMdK2d0xbICb46oDqKTL7NoWyzf7z5NVl4BnZrU48Gujenb3KvWvzZC1ARKqd1a61suwlt73gUqQecmbrRp6MrcjTGMbu9HwoUsZv8RxU/7z1DHxorH+wTxULfGuNhXj0+qXQLcjYXpi3Zx/xc7eOPultwX7mfusMzuQkYuv0aeZXR7v1qVSAE421nz4pAWPL5sL0t3nGR8Z39zh1TpDAbNpuMpLNwax19RKdhYWTCsdQMmdvWvFUO+Qojr1a53ggqmlGJGr0Ae/iqCcZ/vYHf8BWwsLZjaI4CpPZqUetoEc2rsXocfH+nKjKV7eOa7A8QkX+aZAc1q9afu7/ckkFtLCs+Lc1crb1bsiufd348xINQbDydbc4dUKTJz8/l+z2kWbY0lJiUDDydbnuwXzNiODXF3rB2vgRCieJJMlbM+zT0JaeDMvoSLTOjsz/ReAdX+zcbFwZqFD7bn1dWHmLfpBDEpGXw0OqxGTwdwI1cKz9s1qkuz+s7mDscslFK8NiyUAbM38davR/hgVJi5Q6pQCRcy+e/2kyzbGU9adj6tfF34cFRrBrdsgI2V3O0qhJBkqtwppVj6cCfyDQbcatCnVWtLC14f3pIgTydeXX2Iez/bxhcT2+Nzk8kGa6K/T5znREoG748MNHcoZhXg4cjUHgF8siGakeF+dA6oWfV0WmsiThpnKf/9kHGW8gEh9Xmwqz/tGtWVqQ2EEFeRAnRx2/6KSuHRJXuwtbZk/gPtaNuwrrlDqjSPLdvLpqgUdvxfn2Lv2KxNsvMK6PfhX9haWfLr491rRC9NTn4BP+9PZOG2WCJPp+Fib82YDg0Z37lRrfvgIIQoeQF69f/rJypdz2APfnikCw42loye/zer9p02d0iVIvVyDmsiE7mnrU+tT6QA7KwteeWuEKKTL/PFllhzh1MmKek5zP4jiq5vb+Cpb/eTnWfgjbtD2f78HTw3sJkkUkKIm5JhPlEqQV5OrJzRlWlf72bm8n3EJF9mVt/gCl1H0Ny+251AXoFmXC0tPC9On+Ze3NnCi4/XH+eu1t741q1e85FprVmx6xSv/XyYzNwCejf14MGujekeJLOUCyFKrkQ9U0qpOKXUQaXUPqVUhGlbPaXUOqXUcdPX2jPWIwCoV8eGrx/qyMh2vnz8ZzSPLdtLVm6BucOqEAaDZtnOeDr41yPQ08nc4VQpLw8NAeDV1YfNHMntuZCRy7Svd/PcDwcJ83Nl/VM9WfhgB3oEe0giJYS4LbczzNdbax1WZOzwOWC91joIWG96LGoZGysL3h3Riv8b1IxfIxMZNX87SWnZ5g6r3G2LOcfJc5m1djqEm/FxtWdm3yDWHU7ij8NJ5g6nRDYfT6H/7E38eTSZFwY15+uHOhLg4WjusIQQ1VRZaqaGAYtN3y8Ghpc9HFEdKaWY0iOA+ePDiU6+zNBPthB5+pK5wypXS3eepK6DNQNC65s7lCppUtfGBHk68srqQ1W6dzI7r4DXVh9m/Bc7cba3ZuWMrkzu0aRGD08LISpeSZMpDaxVSu1WSk0xbfPSWicCmL56FneiUmqKUipCKRWRkpJS9ohFldWvhRffT++ClYUFI+ZuY01korlDKhfJ6dmsPZTEvW19pfD8BmysLPjX8FASLmQxZ0O0ucMp1rGz6Qyfs5Uvt8YyoXMjfn6sm8xYLoQoFyVNprpqrdsCA4EZSqkeJb2A1nq+1jpcax3u4eFRqiBF9dHc25mVM7rS3NuZaV/vYc6GaCpz+o2K8G1EAvkGzRgZ4rupTk3cuKetD/M2xRCdfNnc4RQyGDRfbonlrk+2kHo5h4UT2/PqsFBJjIUQ5aZEyZTW+ozpazLwI9ABSFJKeQOYviZXVJCievFwsmXZ5E4MD2vAv38/xpPf7Cc7r+oO/dyMwaBZviueTk3qSU1NCTw/sDn21pa8tCqySiTRyWnZTFy0i9d+Pkz3QHfWzOpB72bFdqILIUSp3TKZUkrVUUo5XfkeuBOIBH4CJpgOmwCsqqggRfVjZ23Jh6PCePrOYH7ce5pHluwhN99g7rBu2+boVE6dz2Jsx0bmDqVa8HCy5R8DmrEt5hw/7T9j1ljWHjpL/9mb2Bl7jn8ND2XBhHBZQ08IUSFK0jPlBWxRSu0HdgK/aK3XAG8D/ZRSx4F+psdCFFJK8egdQbxxdyh/Hk3m8WV7yS+oXgnV0h0nqVfHhv4hXuYOpdoY26EhrXxdeP2XI6Rl51X69TNz83n+hwNM+e9uGrja8/Nj3RnfqZFMdyCEqDC3TKa01ie01q1N/0K01m+Ytp/TWvfRWgeZvp6v+HBFdTSuYyNeGtKCNYfO8uQ3+ykwmH/4pySS0rL540gyI9v5Ymsl9TUlZWmheGN4S1Iv5/DB2qhKvfaBhIsM+XgLy3edYlrPAH58pCuBnjI8K4SoWDIDuqgUk7o1JiffwDtrjmJrZcE797aq8rejf7PrFAUGzZgOUnh+u1r6ujC+UyO+2h7HiHa+hPpU7F1zBQbN3L9i+HBdFB5Otix9uFONW3xZCFF1ydp8otJM7xXAzD5BfLs7gZd+qhoFyjdSYNAs33WKroFu+LvXMXc41dJTdzalXh0bXlgZiaECeyMTLmQyZv7f/Pv3YwwIrc+amT0kkRJCVCpJpkSlmtU3iKk9m/D13/G8/suRKptQbYpK4fTFLMZ2kMLz0nKxt+aFwc3Zf+oiy3edqpBrrNp3moEfbeZwYhof3Nea/4xpg4uDdYVcSwghbkSG+USlUkrx3IBm5OQZ+GJLLHbWFvyjfzNzh3WdJTvicXe0oV8LKTwvi+FhPqzYdYp31hzlzhCvcrubLi07j5dWRrJy3xnaNarL7FFh+NWrXossCyFqDumZEpVOKcXLd7VgTIeGzNkQw3/WHzd3SFdJvJTFn0eTGBnuh42V/BcpC6UUrw8PJSMnn7d/O1oube6MPc/A2ZtZfSCRJ/sFs2JKJ0mkhBBmJT1TwiyUUrwxPJSc/ALeXxeFrbUFU3oEmDssAFbsOoVBw5j2UnheHgI9nZjcowmfbYzhvnA/OjSuV6p28goMzP4jis82xuBXz4Fvp3WmbcO65RytEELcPvnYLczGwkLx7r2tGNLKmzd/PcribXHmDon8AgMrdp2ie5A7Dd2kt6O8PHZHID6u9ry4MpK8Usw1FpuawYjPtjFnQwwj2vnyy+PdJZESQlQZkkwJs7KytODDUWHc2cKLl386xPKd8WaNZ+OxFBIvZTNOZjwvVw42VrwyNIRjSeks3Bpb4vO01izbGc+gjzYTdy6Tz8a15d0RrXG0lU51IUTVIcmUMDtrSwv+M7YNPYM9eP7Hg/y4N8FssSzdGY+nky19msv6beWtXwsv+jb3ZPYfxzlzMeuWx5/PyGXqf3fz/A8HadvIld9n9WBgS+9KiFQIIW6PJFOiSrC1smTe+HZ0buLGU9/s55cDiZUew+mLWWw8lsyo9n5YW8p/jYrw8l0hGLTmXz8fvulxm6JSGDB7ExuPpfDCoOb8d1JH6rvYVVKUQghxe+QdQ1QZdtaWLJgQTrtGdZm5fC/rDidV6vVX7IxHA6Pa+1XqdWsTv3oOPHZHEL9FnmXDseTr9mfnFfDa6sM88OVOXOytWTmjK5N7NKnys+ULIWo3SaZEleJgY8WXE9sT4uPCjCV7+CsqpVKum19gYEXEKXoFe+BbVwrPK9Lk7k0I8KjDy6sOkZ1XULj96Nk0hs/ZypdbY5nYxZ/Vj3WjRQNnM0YqhBAlI8mUqHKc7Kz56sEOBHo6MuWrCLbFpFb4NdcfTSYpLYexUnhe4WysLPjXsFDiz2fy6cYYDAbNl1tiGfrJVlIv57Lwwfa8MjQEO2tZXFoIUT1IMiWqJBcHa75+uCON3Bx4eHEEEXHnK/R6S3fEU9/Zjt5NPSr0OsKoS6A7w8IaMHdjDOMW7OC1nw/TI8idNbO607upFP8LIaoXSaZElVWvjg1fP9yR+s52TFy4i/2nLlbIdU6dz2TT8RRGtffDSgrPK80Lg5tja2XB3lMXeOPuUD5/ILzclpsRQojKJJO1iCrN08mOJZM7ct+87Tzw5U6WTe5U7nU0y3fFo4DRHaTwvDJ5OtnxwyNdsLO2lOVgRJWRl5dHQkIC2dnZ5g5FVCI7Ozt8fX2xti7dQumSTIkqz9vFnqUPd2LUvO3c/8UOVkzpRJCXU7m0nVdg4JuIBO5o5om3i325tClKrrx+jkKUl4SEBJycnPD390cpuYu0NtBac+7cORISEmjcuHGp2pAxDVEt+NVzYMnkTlhZKMYu2EFsaka5tPvH4SRS0nMY21HW4RNCQHZ2Nm5ubpJI1SJKKdzc3MrUGynJlKg2GrvXYcnDHTEYNGM//5tT5zPL3ObSnfH4uNrTM1iKnoUQRpJI1T5l/ZlLMiWqlSAvJ/77UEcycwsYu+DvEi1LciMnz2Ww+Xgqo9r7YSmTQgohhCglSaZEtdOigTP/fagDFzPyGLdgB8lppeuaXbbzFJYWSmY8F0JUKZaWloSFhRESEkLr1q354IMPMBgMFXa9Xr16ERERUeZ2Nm7cyJAhQ4rdt3fvXh5++GEAFi1ahFKK9evXF+7/8ccfUUrx3XffAeDv709q6vVzDM6dO5evvvqqsJ0zZ85ctX/ZsmW88cYbxcaQkpLCgAEDbv+JlYAkU6JaauXryqJJ7UlKy2bcgh2cu5xzW+fn5hv4NuIUfZp54uUsa74JIaoOe3t79u3bx6FDh1i3bh2//vorr776qrnDKpM333yTxx57rPBxy5YtWbZsWeHj5cuX07p161u2M23aNB544AGg+GRqzZo1N0yYPDw88Pb2ZuvWraV5Cjcld/OJaqtdo3p8MaE9ExfuZPwXO1k6uSOuDjYlOvf3Q2c5l5ErhedCiBt6dfUhDp9JK9c2WzRw5uW7Qkp8vKenJ/Pnz6d9+/a88sor5OTkMH36dCIiIrCysuKDDz6gd+/eDBo0iLfffptWrVrRpk0b7r77bl566SVefPFFGjVqRGBgIK+88gru7u5ERkbSrl07vv766+tqhZYtW8abb76J1prBgwfzzjvvADB9+nR27dpFVlYWI0aMKEzu1qxZw6xZs3B3d6dt27bFPof09HQOHDhwVbLUvXt3Nm/eTF5eHjk5OURHRxMWFnbVef/+97/ZsGEDAEuXLi18Do6Ojvj7+xMREcG4ceOwt7dn+/bt2NnZsW/fPtq2bctff/3FzJkzAWM91KZNm3BycmL48OEsWbKErl27lvhnUBLSMyWqtc4Bbnz+QDjRyZeZ8OVO0rLzSnTe0h3x+Na1p0eQzHguhKjamjRpgsFgIDk5mTlz5gBw8OBBli1bxoQJE8jOzqZHjx5s3ryZtLQ0rKysCntftmzZQvfu3QHjUNvs2bM5fPgwJ06cuK6H5syZMzz77LP8+eef7Nu3j127drFy5UoA3njjDSIiIjhw4AB//fUXBw4cIDs7m8mTJ7N69Wo2b97M2bNni40/IiKC0NDQq7Yppejbty+///47q1atYujQoded5+zszM6dO3n00UeZNWvWVftGjBhBeHg4S5YsYd++fdjb27N3715at26NUor33nuPOXPmsG/fPjZv3oy9vXHqm/DwcDZv3ny7P4Jbkp4pUe31CPbg03Ftmfb1biYt3MXiSR2oY3vjX+0TKZfZfuIc/+jfFAspPBdC3MDt9CBVNK01YEyOrgyXNWvWjEaNGhEVFUX37t35+OOPady4MYMHD2bdunVkZmYSFxdH06ZNSUxMpEOHDvj6+gIQFhZGXFwc3bp1K7zGrl276NWrFx4exg+Z48aNY9OmTQwfPpxvvvmG+fPnk5+fT2JiIocPH8ZgMNC4cWOCgoIAuP/++5k/f/51sScmJha2WdTo0aP5+OOPuXTpEu+//z5vvvnmVfvHjBlT+PWJJ5645Wu0Zs0aBg4cCEDXrl158sknGTduHPfcc0/h8/b09LxuaLA8SM+UqBH6tvDi4zFt2BN/gYcXR5CdV3DDY5ftjMfKQjEy3LcSIxRCiNI5ceIElpaWeHp6FiZV12rfvj0RERFs3ryZHj160KZNGz7//HPatWtXeIyt7f+Wa7K0tCQ/P/+qNm7UdmxsLO+99x7r16/nwIEDDB48uHBOppJMKWBvb1/sHE4dOnQgMjKS1NRUgoODr9tftO2SXGft2rXceeedADz33HMsWLCArKwsOnXqxNGjRwHjPGJXeqnKkyRTosYY1NKbD+4L4+/Yc0z5725y8q9PqLLzCvhudwL9Wnjh6SSF50KIqi0lJYVp06bx6KOPopSiR48eLFmyBICoqCji4+Np2rQpNjY2+Pn58c0339CpUye6d+/Oe++9VzjEVxIdO3bkr7/+IjU1lYKCApYtW0bPnj1JS0ujTp06uLi4kJSUxG+//QYYe8ZiY2OJiYkBuKqgvKjmzZsTHR1d7L633nrruh6pK1asWFH4tXPnztftd3JyIj09HYBLly6Rn5+Pm5sbADExMbRs2ZJnn32W8PDwwmQqKirquiHH8iDDfKJGGd7Gh5z8Ap79/iCPLt3Lp+PaYl1k8eLfD53lQmaeFJ4LIaqsrKwswsLCyMvLw8rKivHjx/Pkk08C8MgjjzBt2jRatmyJlZUVixYtKuxx6t69O+vXr8fBwYHu3buTkJBwW8mUt7c3b731Fr1790ZrzaBBgxg2bBgAbdq0ISQkhCZNmhQWb9vZ2TF//nwGDx6Mu7s73bp1IzIy8rp2mzVrxqVLl0hPT8fJ6eolpK4MyxUnJyeHjh07YjAYik3UJk6cyLRp07C3t+epp56ib9++hftmz57Nhg0bsLS0pEWLFoXX2bBhA4MHDy7xa1JS6kbdetcdqJQlEAGc1loPUUo1BpYD9YA9wHitde7N2ggPD9flMZeFELfy1fY4Xlp1iMEtvflodBhWpoTqvnnbOXspm41P95J6KSHEdY4cOULz5s3NHUaN8+GHH+Lk5FQ411R5e/jhh3n44Yfp1KnTTY/r0aMHq1atom7dutftK+5nr5TarbUOv9X1b2eYbyZwpMjjd4APtdZBwAXgodtoS4gK9UBnf14Y1JxfDibyzHcHMBg00cnp7Iw9z9iODSWREkKISjR9+vSrarbK24IFC26ZSKWkpPDkk08Wm0iVVYmG+ZRSvsBg4A3gSWWsBLsDGGs6ZDHwCvBZuUcoRClN7tGEnPwC3lsbha21BXbWllhbKka0k8JzIYSoTHZ2dowfP96sMXh4eDB8+PAKabukNVOzgWeAK4OdbsBFrfWVWwESAJ/iTlRKTQGmADRsKHUqonI9ekcQ2XkGPtkQjVIwuKU37o4V9+lICCFE7XPLYT6l1BAgWWu9u+jmYg4ttvhKaz1fax2utQ4vbp4JISraU3cGM7l7Y8A4/CeEEEKUp5L0THUFhiqlBgF2gDPGnipXpZSVqXfKFyj/WbCEKAdKKf5vUHOm9AjAw0l6pYQQQpSvW/ZMaa2f11r7aq39gdHAn1rrccAGYITpsAnAqgqLUogyUkpJIiWEEKJClGXSzmcxFqNHY6yh+qJ8QhJCCCFqp7i4uOsmlXzllVd47733bnreokWLePTRR8slBn9/f1JTU6/brrXmjjvuIC3NuPizUuqqovL8/Hw8PDwYMmTITeM+c+YMI0YY+2L27dvHr7/+etX+vLy8q2Zuv9bo0aM5fvz47T+xCnRbyZTWeqPWeojp+xNa6w5a60Ct9UitdU7FhCiEEEIIc/v1119p3bo1zs7OANSpU4fIyEiysrIAWLduHT4+xd6LdpUGDRrw3XffAcUnU1u2bKFLly43PH/69Om8++67pX0aFUJmQBdCCCGK89tzcPZg+bZZvyUMfLvUp/fq1YuwsDB27txJWloaX375JR06dLjqmJMnTzJp0iRSUlLw8PBg4cKFNGzYkNWrV/P666+Tm5uLm5sbS5YswcvLi3PnzjFmzBhSUlLo0KHDDdfoW7JkCVOmTLlq28CBA/nll18YMWIEy5YtY8yYMWzevLlw//79+7njjjs4deoUzzzzDJMnTyYuLo4hQ4awZ88eXnrpJbKystiyZQvPP/88o0aNKlywOCMjg/vuu4+EhAQKCgp48cUXGTVqFN27d2fixInk5+djZVU10hhZm08IIYSoRjIyMti2bRuffvopkyZNum7/o48+ygMPPMCBAwcYN24cjz/+OADdunXj77//Zu/evYwePbqwd+fVV1+lW7du7N27l6FDhxIfH1/sdbdu3Xrd8Nvo0aNZvnw52dnZHDhwgI4dO161/8CBA/zyyy9s376d1157jTNn/nevmo2NDa+99hqjRo1i3759jBo1CjAu+dKrVy/WrFlDgwYN2L9/P5GRkQwYMAAACwsLAgMD2b9/fylfwfJXNVI6IYQQoqopQw9SaRnnxL759jFjxgDGpVHS0tK4ePHiVcdu376dH374AYDx48fzzDPPAJCQkMCoUaNITEwkNzeXxo2NU8Zs2rSp8PjBgwffcIbw8+fPX7e2XqtWrYiLi2PZsmUMGjTounOGDRuGvb099vb29O7dm507dxIWFnbD53/mzBnq1auHg4MDLVu25Omnn+bZZ59lyJAhV60z6OnpyZkzZ25aW1WZpGdKCCGEqCLc3Ny4cOHCVdvOnz+Pu7t74eNrE64bJWDX7n/sscd49NFHOXjwIPPmzSM7O7vEbQBYWVlhMBiu2z506FCefvrpwiTvZrHd6jq//fYb/fv3ByA4OJjdu3fTsmVLnn/+eV577bXC47Kzs7G3t79lzJVFkikhhBCiinB0dMTb25v169cDxkRqzZo1dOvWrfCYFStWAMZCbRcXF1xcXK5qo0uXLixfvhww1jldOffSpUuFBeKLFy8uPL5Hjx4sWbIEMCYz1yZzVzRt2pQTJ05ct33SpEm89NJLtGzZ8rp9q1atIjs7m3PnzrFx40bat29/1X4nJyfS09MLH1+plwJjL5WDgwP3338/Tz/9NHv27Ck8LioqipCQkGLjNAcZ5hNCCCGqkK+++ooZM2bw1FNPAfDyyy8TEBBQuL9u3bp06dKlsAD9Wh9//DGTJk3i3//+d2EBOhinKhg5ciQ+Pj506tSJ2NjYwvbHjBlD27Zt6dmz5w2Xfhs8eDAbN24kMDDwqu2+vr7MnDmz2HM6dOjA4MGDiY+P58UXX6RBgwbExcUV7u/duzdvv/02YWFhPP/88xw/fpxmzZoBcPDgQf7xj39gYWGBtbU1n31mXP43KSkJe3t7vL29S/JyVgp1o6r9ihAeHq4jIiIq7XpCCCHE7Thy5AjNmzc3dxg31KtXL9577z3Cw8Mr/dqJiYk88MADrFu3rkLa37JlC19//TVz58696XEffvghzs7OPPTQQ+V6/eJ+9kqp3VrrW77Y0jMlhBBCiFvy9vZm8uTJpKWlFc41VZ66det21XDmjbi6ul41WWhVIMmUEEIIUU1s3LjRrNe/7777zHp9gAcffNDcIVxHCtCFEEKIIiqz/EVUDWX9mUsyJYQQQpjY2dlx7tw5SahqEa01586dw87OrtRtyDCfEEIIYeLr60tCQgIpKSnmDkVUIjs7O3x9fUt9viRTQgghhIm1tXXhzOBClJQM8wkhhBBClIEkU0IIIYQQZSDJlBBCCCFEGUgyJYQQQghRBpJMCSGEEEKUgeC/qlIAABLpSURBVCRTQgghhBBlIMmUEEIIIUQZSDIlhBBCCFEGkkwJIYQQQpSBJFNCCCGEEGUgyZQQQgghRBlIMiWEEEIIUQaSTAkhhBBClIEkU0IIIYQQZSDJlBBCCCFEGdwymVJK2Smldiql9iulDimlXjVtb6yU2qGUOq6UWqGUsqn4cIUQQgghqpaS9EzlwP+3d/dBlt11ncffn+6eh0yGJEyYQAgPocqgBGpJ2NlUlIdSHmrV0kqiYozumi2iFLWUEsFiKQrdYmvdwi0Xd9dVqEjUWFAJWYkELKUIU1FEERwg5oHZMksoIms2mWwMyWSSmenu7/5xTk/fvnP7Yeb0w7nd71fVqXPO7/zOud+e6b6/zzn33nN5fVW9ErgE+MEklwO/DvxmVV0E/BNw3dqVKUmS1E/LhqlqHG5Xt7VTAa8H/qhtvwm4ck0qlCRJ6rEVvWcqyWSSu4BHgDuAbwCPV9V02+XbwAWL7PvWJAeSHDh06NBq1CxJktQbKwpTVTVTVZcALwAuA142qtsi+95QVfuqat/evXtPv1JJkqQeOqVP81XV48CfA5cD5ySZaje9APjH1S1NkiSp/1byab69Sc5pl88A3ggcBO4EfqLtdi1w+1oVKUmS1FdTy3fhfOCmJJM04evWqvqTJF8HbknyH4GvATeuYZ2SJEm9tGyYqqq7gUtHtD9A8/4pSZKkLcs7oEuSJHVgmJIkSerAMCVJktSBYUqSJKkDw5QkSVIHhilJkqQODFOSJEkdGKYkSZI6MExJkiR1YJiSJEnqwDAlSZLUgWFKkiSpA8OUJElSB4YpSZKkDgxTkiRJHRimJEmSOjBMSZIkdWCYkiRJ6sAwJUmS1IFhSpIkqQPDlCRJUgeGKUmSpA4MU5IkSR0YpiRJkjowTEmSJHVgmJIkSerAMCVJktTBsmEqyQuT3JnkYJL7kryjbd+T5I4k97fzZ699uZIkSf2ykitT08C7quplwOXA25NcDLwH2F9VFwH723VJkqQtZdkwVVUPVdVX2+UngYPABcAVwE1tt5uAK9eqSEmSpL46pfdMJbkQuBT4EvDcqnoImsAFnLfaxUmSJPXdisNUkt3AJ4Drq+qJU9jvrUkOJDlw6NCh06lRkiSpt1YUppJsowlSH6uq29rmh5Oc324/H3hk1L5VdUNV7auqfXv37l2NmiVJknpjJZ/mC3AjcLCqPjiw6VPAte3ytcDtq1+eJElSv02toM+rgX8N3JPkrrbtvcAHgFuTXAc8CLx5bUqUJEnqr2XDVFV9Acgim9+wuuVIkiSNF++ALkmS1IFhSpIkqQPDlCRJUgeGKUmSpA4MU5IkSR0YpiRJkjowTEmSJHVgmJIkSerAMCVJktSBYUqSJKkDw5QkSVIHhilJkqQODFOSJEkdGKYkSZI6MExJkiR1YJiSJEnqwDAlSZLUgWFKkiSpA8OUJElSB4YpSZKkDgxTkiRJHRimJEmSOjBMSZIkdWCYkiRJ6sAwJUmS1IFhSpIkqQPDlCRJUgeGKUmSpA6WDVNJfi/JI0nuHWjbk+SOJPe382evbZmSJEn9tJIrU38A/OBQ23uA/VV1EbC/XZckSdpylg1TVfV54LGh5iuAm9rlm4ArV7kuSZKksXC675l6blU9BNDOz1u9kiRJksbHmr8BPclbkxxIcuDQoUNr/XCSJEnr6nTD1MNJzgdo548s1rGqbqiqfVW1b+/evaf5cJIkSf10umHqU8C17fK1wO2rU44kSdJ4WcmtEW4Gvgh8d5JvJ7kO+ADwpiT3A29q1yVJkracqeU6VNU1i2x6wyrXIkmSNHa8A7okSVIHhilJkqQOln2ZT5IkaVkz0zBzFKaPwsyxoflRmD42NB/cfvwU9z0GP/KbsPelG/1TA5stTH3ri/DwvZCJ+WlicuH6qGlBn0Aml9k+sUSfdjuBmgUKqpr6qgbWq9l+UtvA/MT+LNJnmf0pmNwB28+E7bth+65meduZMLm5/usljamqgQFzcHqmGUxnjsPs8XY+vcT69ED78HrHfjWzsN6FP8CSqwsalt13me0npJ1lmfVT6TtqfZFtM8dGB52aXaTe0zC5vRm/phab71jdx+toc42oX78dvvShja5iPEztnA9W2xebdsO2XQvX5wLZ9t3t/rsWLk/4yjEAx5+GI/+vmZ56FI48Nr9+9Mn5AD4x2QTzian5QD63PDHVbpsYWJ5rH+h3Yv+Jhcdadv/BPiP2n+t/4om0R2Zn55/QF0zHB57oF2mfOwMebht8Yj6lQe8UB8Sl9oWBk7S534fh9cmB9QytjziBHLk9A/+/I7aR9t/wmebfcfqZgYFzoG1mYNvcNNxnVFCaGQpMayWTMLkNJrY1J5AT29r1qUXatzXPccP9Mvx3MPQ3cdLfyFLbh7edVPTSxz7x+1MLZvPrA9tP6ns66yO2LRp0djTbFsyH+61w3z4+7yxhc4Wp178PXvuu9orNbHM2cWJ5tnkCruFpsE/B7MzS22t2kT518rHnrlDNPTkNzke1LZhPLLGNpY89tz80T1rHnoJjR+DY4Xb5KTj+1PzyifYjzaA/t3683edUnBS+2pC141kLp+272+Wz2vnugW3tfGpHP/6gZo4vDEMnprm2R09uO35kkYOl+dnmfo9mp+d/x/oqi4SspYLcyD5DYXGuvUYFo6GgMz0UfgavFGyYgd/NUxpMl9h3bvCanWHxqxI9M7GtOTmb2jE/Te5YuL7zrHag3Dmiz85mQJ3aOaLP9oHQs1woGlqf+72U1sHmClM7djeTVs/sLEw/PRC6jiwMYMeHQtpJ0+HmSsyTDzXzo4fh6BOsaKCY2DYQtM4aCmEjpu27Fw9ncy9rzs7CM48vEo4eHd3+zHcWr3HHWbDr3Gba/Tw47+Wwa89825nPmV/edS7sPLsJEsNOBPmZhSFrdmagfXo+yM8tn+g3O7TPSvafHtg2av/ZJY613GMvsu/sdBOMBtsz0Q6a7UC68+z5QXTBfHgaaJ8a1T433zF0jBH7TWw7+f9lo4P84AnaiRO4mYH1Glof3D47ov/Aid/I4w1sowYCz0DYGQ5KkzsMLBKbLUxp9U1MzF9pWq3vs65aGLSOPtGGrCfnp2MDy0cH+h15FP7pm/Ptx59a2WNOnQHbdjbBaLGrQJM7Foafc148EIT2nByMztjTDDKrIWkDn3+Sas29FEf7UpWk3vKZW+svmb+K+KzndTvWzPR8KFssnB1rr4Ydfxp2njNwxWjPwnC0bdfGX42QJI0dw5TG2+QUnHFOM0mStAF8sVuSJKkDw5QkSVIHhilJkqQODFOSJEkdGKYkSZI6MExJkiR1YJiSJEnqwDAlSZLUgWFKkiSpA8OUJElSB6mq9Xuw5BDwrTV+mBcBD67xY6zE2cB3NroIrKNvNYB1DLOOhfpQRx9qgP7U4biyUB/qWK8aXlxVe5frtK5haj0kObSSH3wd6rihqt5qHf2pow81WId1jEMdfaihZ3U4rvSsjj7UMGgzvsz3+EYX0Pr0RhfQso55fagBrGOYdSzUhzr6UAP0pw7HlYX6UEcfajhhM16ZOlBV+za6DknS5uC4ouVsxitTN2x0AZKkTcVxRUvadFemJEmS1tNmvDKlDZLkqiSV5Hs2uhadLMnhZbb/eRJfylhjSV6Q5PYk9yf5RpL/lmT7Ev2vT7JrPWuU+mJcxhXDlFbTNcAXgJ86lZ2STK5NOVK/JAlwG/DJqroIeCmwG/i1JXa7HjBMaasai3FlbMPUcmfZWl9JdgOvBq6j/aVP8v1JPp/kj5N8PcmHk0y02w4n+Q9JvgR878ZVvrW0/yd/MrD+P5L8mw0saat5PfBMVf0+QFXNAL8EvCXJmUl+I8k9Se5O8gtJfhF4PnBnkjs3sO4twXGlX8ZpXJlazwfTpnYl8Jmq+vskjyV5Vdt+GXAxzc1aPwP8GPBHwJnAvVX1qxtSrbQxXg58ZbChqp5I8iDwc8BLgEurajrJnqp6LMk7gR+oqkc3oF5pI43NuDK2V6agSa1J9if5ans2d0XbfmGSg0l+N8l9ST6b5IyNrneTuwa4pV2+pV0H+HJVPdCegd8MvKZtnwE+sb4lShsuwKhP/QR4HfDhqpoGqKrH1rMwNRxXemVsxpVxvzL1DHBVe2b3HOBvknyq3XYRcE1V/XySW4EfBz66UYVuZknOpXn54hVJCpikGTD+lJMHjrn1Z9o/BK2vaRaeRO3cqEK2qPtonotOSHIW8ELgAUYHLa0vx5UeGLdxZayvTNGczf2nJHcDnwMuAJ7bbvtmVd3VLn8FuHD9y9syfgL4w6p6cVVdWFUvBL5Jc7ZwWZKXtK9pX03zRkJtnG8BFyfZkeRs4A0bXdAWsx/YleRn4cSbZP8L8AfAZ4G3JZlqt+1p93kSeNb6l7plOa70w1iNK+Mepn4G2Av886q6BHiY+TPtowP9Zhj/q3B9dg3wx0NtnwB+Gvgi8AHgXpo/hOF+WgftAH20qv4BuBW4G/gY8LUNLWyLqebGflcBb05yP/D3NFdC3gt8hObLdO9O8nc0fz/Q3DDyz3wD+rpxXOmHsRpXxv0X4Wzgkao6nuQHgBdvdEFbUVV9/4i2/96e2f1yVV09Yvvu9ahNJ7wc+AZAVb0bePdwh1H/j1p9baD90UU2v7OdBvv/FvBba12XTnBc6YFxG1fGMkzNnWXTnFl/OskB4C7gf21oYVIPJXkb8Is09yuSNILjiroYy6+TSfJK4Her6rKNrkWSNP4cV9TF2L1nqj3Lvhl430bXIkkaf44r6mosr0xJkiT1xdhdmZIkSeqT3oepJC9Mcmd759n7kryjbd+T5I72m9fvSPLstv17knwxydEkvzx0rF9qj3FvkpuTeMNCSdpiVnlceUc7ptyXxA95bFG9D1M0d2x+V1W9DLgceHuSi4H3APvbb17f364DPEbzyaXfGDxIkgva9n1V9Qqau6me0rdQS5I2hdUaV14B/DzNd8W9EviRJBetz4+gPul9mKqqh6rqq+3yk8BBmjvSXgHc1Ha7ieYLEamqR6rqb4HjIw43BZzRfgR2F/CPa1y+JKlnVnFceRnwN1V1pP1Oxb+guSmrtpjeh6lBSS4ELgW+BDy3qh6C5g8DOG+pfavq/9CcVTwIPAR8p6o+u5b1SpL6rcu4QnMH7tclOTfJLuCHab5nUVvM2ISpJLtpbiV/fVU9cRr7P5vmrOMlwPOBM5P8q9WtUpI0LrqOK1V1EPh14A7gM8Df0byEqC1mLMJUkm00v/Afq6rb2uaHk5zfbj8feGSZw7yR5ksqD1XVceA24PvWqmZJUn+t0rhCVd1YVa+qqtfRvLfq/rWqWf3V+zCVJMCNwMGq+uDApk8B17bL1wK3L3OoB4HLk+xqj/kGmtfJJUlbyCqOKyQ5r52/CPgxmpt/aovp/U07k7wG+EvgHmC2bX4vzevbtwIvoglKb66qx5I8DzgAnNX2PwxcXFVPJHk/cDXNZdivAT9XVYPfAi5J2uRWeVz5S+Bcmjenv7Oq9q/rD6Ne6H2YkiRJ6rPev8wnSZLUZ4YpSZKkDgxTkiRJHRimJEmSOjBMSZIkdWCYkrQm0vhCkh8aaPvJJJ9ZhWN/NMnhJGcOtP12kkpyzmke8y3tR+Dn1r99useStLUYpiStiWruu/I24INJdrbB59eAt3c5bvtF5QAPAD/atk0CrwX+b4dDvwV43rK9JGmIYUrSmqmqe4FPA/8O+PfAH1bVN5Jcm+TLSe5K8jtJJgCS3JDkQJL7kvzq3HHaq0S/kuSvgKva5ptpbsILzTca/AUwM7DPu5Pc206/0LZ9V7t+Y/sYf9YGvauBS4CPtzVtbw9zfZKvJbk7yUvX7B9K0lgzTElaa+8Hfhr4IeA/J3kFTSD6vqq6BJgCfqrt+56q2ge8EnhTkosHjvNUVb26qv5nu34QuCDJ2cA1wC1zHZNcBvwMcBnwvcC/TfLP2s3fDfzXqno58DRwZVV9HLgLuLqqLqmqY23fh6vqUuAjwDtX6x9E0uYytXwXSTp9VfVUko8Dh6vqaJI3Av8CONB8RRpnAP/Qdr8myXU0z03PBy4Gvt5u+/iIw3+SJoi9CvjrgfbXAp+oqiMAST4JvAb4LPC/q+qett9XgAuXKP+2gX4/vKIfWNKWY5iStB5mmf8OtAC/V1W/MtghyUXAO4DLqurxJB8Fdg50eWrEcW8B/hb4SFVVG87mHmMxg9/HOcPSz4NHV9hP0hbmy3yS1tvngJ9M8hyAJOcmeRHNl8g+CTyR5HzgXy53oKp6AHgf8OGhTZ8HrkpyRpLdwBU0X2y7lCeBZ53STyJJeKYlaZ1V1T1J3g98rn3j+XGaT/0doHlJ716aT+r91QqP96ERbV9OcjPNVSuAD7WP+11LHOr3gY8keZrmvVaStCJpPr0sSZKk0+HLfJIkSR0YpiRJkjowTEmSJHVgmJIkSerAMCVJktSBYUqSJKkDw5QkSVIH/x9ld0i4NXt7ZQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f372457c518>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"grouped_month_median.index = pd.to_datetime(grouped_month_median.index,format='%Y-%m-%d')\n",
"grouped_month_median.plot(y=['Download (Mbit/s)','Upload (Mbit/s)'],title=\"UPC Speedtest (median)\",figsize=(10,5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Die Leistung über die Woche, zu den einzelnen Wochentagen, bleibt gleich. Es sticht kein Wochentag speziell hervor."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3724528dd8>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f37244ea208>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"grouped_dayofweek = data.groupby(\"DayOfWeek\").median()\n",
"grouped_dayofweek.plot(y=['Download (Mbit/s)','Upload (Mbit/s)'],title=\"UPC Speedtest (weekday) median\",figsize=(15,5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Der Durchschnittliche Downloadwert ist im Jänner 2018 noch ok. Von Ende Jänner 2018 bis Ende März 2019 sind die Downloadwerte dem Zufall überlassen. Mit Ende März 2019 nimmt die Leitung wieder gute Werte an."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f37244f8f28>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3724528358>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"grouped_date = data.groupby(\"YearMonthDay\").mean()\n",
"\n",
"grouped_date.index = pd.to_datetime(grouped_date.index,format='%Y-%m-%d')\n",
"grouped_date.plot(y=['Download (Mbit/s)','Upload (Mbit/s)'],title=\"UPC Speedtest (mean by day)\",figsize=(10,5))\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"grouped_date = data.groupby(\"YearMonthDay\").median()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3724459438>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f372443b7f0>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"grouped_date.index = pd.to_datetime(grouped_date.index,format='%Y-%m-%d')\n",
"grouped_date.plot(y=['Download (Mbit/s)','Upload (Mbit/s)'],title=\"UPC Speedtest (median by day)\",figsize=(10,5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Der Download ist Abends und Nachts etwas schlechter. Typisch zum Hauptabendprogramm fallen die Downloadspeeds:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3724013cf8>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f37240873c8>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"heatm_DOWHourDL = data.groupby(by=[\"DayOfWeek\",\"Hour\"]).mean()[\"Download (Mbit/s)\"].unstack()\n",
"heatm_DOWHourDL_med = data.groupby(by=[\"DayOfWeek\",\"Hour\"]).median()[\"Download (Mbit/s)\"].unstack()\n",
"#heatm_Monthping.head()\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(figsize=(16,5),ncols=2, sharey=False)\n",
"ax1.set_title(\"Download (Mbit/s) mean\")\n",
"sns.heatmap(heatm_DOWHourDL, cmap=PALETTE, ax=ax1)\n",
"ax2.set_title(\"Download (Mbit/s) median\")\n",
"sns.heatmap(heatm_DOWHourDL_med, cmap=PALETTE, ax=ax2)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3723e53fd0>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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+TsP8+NZmn6m/2vzm2jG/uOi5jXId+7yrasc868j6n3mAodsfbRQ34RoeJY2IecC8rlXzM3N+9XgmsDNwVGZeGBHHAccC/9S1/8uBBcBewBbA2RHxCyBGSJeNGqm+MvuZixvFPfbgU2rHzNhsVqNci0/funbMuZft0CjXWw89tXbMSoub/dG5ygH1f//e+cUNGuXacr9f1Y8BHl2yRu24l2724Pg7jeDyr+9ZO+a/frlHo1z7z/lT7Zivfv5NjXLN3eSW2jH3PLxqo1xN3LSk/t/0AAdud+UEt2R0M1/ytEnLNSbPYEqSpq2GM9VVncn5o2xeBCzKzAur56fR6WB2Oxz4RGYmcF1E3AhsW8W+qGu/OcA5jRopaVpo0rmUiuYsspKkaWtoqNkyhsxcDNwaEdtUq/YGhp8evqVaT0Q8DdgGuAH4CfCyiFgnItYBXlatkyRpMLRQm6eCZzAlaQBFe8NwjgJOrmaQvQE4PCKOBMjM44GPAl+NiMvpDIt9b2beDRARHwV+W73OP6+Y8EeSpEHQYm2eVHYwJWkQtXTEMzMX0LnVSLfju7bfTufs5EixXwG+0krDJEnqd314NrIJO5iSNIgKKWKSJBWjkNpsB1OSBlEhRUySpGIUUpvtYErSICrkOg9JkopRSG22gylJAygKOUoqSVIpSqnNdjAlaRAVUsQkSSpGIbXZDqYkDaJCipgkScUopDbbwZSkQVRIEZMkqRiF1GY7mJI0iIZyqlsgSZK6FVKb7WBK0iAq5CipJEnFKKQ2rzTVDZAkSZIklcEzmJI0iAo5SipJUjEKqc12MCVpEBVynYckScUopDbbwZSkQZRlHCWVJKkYhdRmO5iSNIgKOUoqSVIxCqnNkz7JT0QcPtk5JUnDDGWzRUWyNktSHyikNk/FLLIfGW1DRMyLiIsi4qIzF980iU2SpAFTSBHThOmpNp/wvXsns02SNFgKqc2tDJGNiMtG2wQ8bbS4zJwPzAc4b4+D+u/dkqRCFHKZh2qYiNr86PnPtjZLUkvaqs0RsQ3wra5VmwMfzMzPde1zKPDe6ukDwN9k5qXVtncBbwUSuBw4PDP/NFq+tq7BfBrwcmD4oc4ALmgppySpV314xFOtszZLUj9rqTZn5jXAjgARMQO4DThj2G43Ai/MzHsjYl86BxZ3jYhNgHcCz8rMhyPi28DBwFdHy9dWB/MHwOqZuWD4hog4p6WckqReeQZzEFmbJamfTU5t3hu4PjNv7l6Zmd0HGn8NzOl6PhNYNSIeBWYDt4+VoJUOZma+ZYxtr28jpySpBjuYA8faLEl9bnJq88HAKePs8xbgxwCZeVtEfAa4BXgY+Glm/nSs4KmY5EeSNNWy4SJJktrRsDZ3T8ZWLfNGevmImAUcAJw6WhMi4sV0OpjvrZ6vAxwIbAZsDKwWEW8Y68vwPpiSNIByKKa6CZIkqUvT2tw9Gds49gUuycw7R9oYEdsDJwD7ZuYfqtUvAW7MzLuqfU4Hng+cNFoSO5iSNIgcIitJUn9pvzYfwijDYyPiGcDpwBsz89quTbcAu0XEbDpDZPcGLhoriR1MSRpEnsGUJKm/tFibqw7iS4G3d607EiAzjwc+CKwHfDEiAJZn5tzMvDAiTgMuAZYDv2Ocs6V2MCVpADlEVpKk/tJmbc7Mh+h0ILvXHd/1+K107nU5UuyHgA/1mssOpiQNIjuYkiT1l0Jqs7PISpIkSZImhGcwJWkQZRlHSSVJKkYhtdkOpiQNIK/BlCSpv5RSm+1gStIgGvIKCUmS+kohtdkOpiQNokKOkkqSVIxCarMdTEkaQFnIdR6SJJWilNpsB1OSBlEhw3AkSSpGIbXZDqYkDaBSJhKQJKkUpdTmvu1gzt37/Noxe2z9QKNcef9jtWPinFUa5Rpasqx2zLZ7XNwo1/UX7lA/14G/aJTrkevWqh3zzE1ub5Rr3Wfd2CjuunPn1o5ZZ9WHGuWauVL9z9TTc9tGud7/83Vrx6zX7OPLF698Zu2YWTOa5Vo+VD9w3dkPNsp1+e1zasfEf2ajXH9aNqtR3Ny/bRQ2ukKKmCbXI2f+sXbMUzZ9tFGu5a96cf2gS+v/7QAwa9VHase89h3faJTrgaueXjtm5obNfmmvtPiO2jG/v7HB+w6stu7S2jFrPO+2RrnuOW/zRnHfvXbr2jGn3NOsjbcvubJRXBNr31r/M3Xey65ulOu/L6r/t9Q+m97UKNdNSzasHfPMJWs0yvXAiY3CeOoezeJGVUht7tsOpiSpPaVc5yFJUilKqc12MCVpEBVynYckScUopDbbwZSkAVTKdR6SJJWilNpsB1OSBlApw3AkSSpFKbXZDqYkDaJChuFIklSMQmqzHUxJGkClDMORJKkUpdRmO5iSNIBKGYYjSVIpSqnNdjAlaRAVMgxHkqRiFFKb7WBK0gAqZRiOJEmlKKU2l9FNliRJkiRNOc9gStIAKuU6D0mSSlFKbbaDKUmDqKXrPCJibeAE4DlAAkdk5q+6tv89cGj1dCawHfBUYDXga8CGwBAwPzOPa6WRkiT1I6/BlCRNVy1e53EccFZmvjoiZgGzH5c389PApwEi4pXAuzLznohYBXh3Zl4SEWsAF0fE2Zl5VVsNlSSpn5RyDaYdTEkaQG0Mw4mINYE9gcM6OXIZsGyMkEOAU6p97wDuqB7fHxELgU0AO5iSpIHgEFlJ0rTV0lHSzYG7gBMjYgfgYuDozHxw+I4RMRvYB/i7EbZtCuwEXNhGIyVJ6kelnMEsY6CvJKmWzJUaLRExLyIu6lrmdb3sTGBn4EuZuRPwIHDsKE14JXB+Zt7TvTIiVge+AxyTmUtb+NIlSepLTWtzv/EMpiQNooZHSTNzPjB/lM2LgEWZueLM42mM3sE8mGp47AoRsTKdzuXJmXl6owZKkjRdeQZzbBGxbUTsXR2N7l6/T1s5JUm9yYxGy9ivmYuBWyNim2rV3oxwDWVErAW8EPhe17oAvgwszMzPTtTXqcezNktS/2qjNk+FVjqYEfFOOn84HAVcEREHdm3+eBs5JUm9y6FotPTgKODkiLgM2BH4eEQcGRFHdu1zEPDTYddm7gG8EdgrIhZUyysm6uuVtVmS+l2LtXlStTVE9m3AczPzgWqyhtMiYtPqnmajvgvVtTzzAD6/3+ocsfOqLTVPkgZbW9dsZOYCYO6w1ccP2+erwFeHrfslY9QHTYgnXZuPe9naHLHjapPRVkkaOP14PWUTbXUwZ2TmAwCZeVNEvIhOIXsmYxSx7mt7HvrgBtlS2yRp4PXjEU+17knX5gfeO8faLEktKaU2t9VNXhwRO654UhW0/YH1gb9oKackqUelXOehWqzNktTHSqnNbZ3BfBOwvHtFZi4H3hQR/9lSTklSj/qxIKl11mZJ6mOl1OZWOpiZuWiMbee3kVOS1LtShuGod9ZmSepvpdRm74MpSQOolIkEJEkqRSm12Q6mJA2gUo6SSpJUilJqcxndZEmSJEnSlPMMpiQNoFImEpAkqRSl1GY7mJI0gEopYpIklaKU2mwHU5IGUCnXeUiSVIpSarMdTEkaQKUcJZUkqRSl1OaeJvmJiLeMsO4TE98cSdJkyFyp0aL+YW2WpLKUUpt7bdGrI+LQFU8i4ovAU9tpkiSpbUMZjRb1FWuzJBWkrdocEdtExIKuZWlEHDNsn0Mj4rJquSAidhi2fUZE/C4ifjBevl6HyP4VcGZEDAH7Avdk5jt6jJUk9ZlSrvMYcNZmSSpIW7U5M68BdoRORxG4DThj2G43Ai/MzHsjYl9gPrBr1/ajgYXAmuPlG/MMZkSsGxHrAqsCbwX+AVgK/HO1XpI0DWVGo0VTz9osSWWapNq8N3B9Zt78+Nx5QWbeWz39NTBnxbaImAPsB5zQS4LxzmBeDCQQXf/vVy0JbN5LEklSf7GzOK1ZmyWpQJNUmw8GThlnn7cAP+56/jk6BzPX6CXBmB3MzNyslxeRJE0vdjCnL2uzJJWpaW2OiHnAvK5V8zNz/gj7zQIOAN43xmu9mE4H8wXV8/2BJZl5cUS8qJf29HQNZkTMBv4P8IzMnBcRWwHbZOa4F3lKkvrPUB/OOqd6rM2SVJamtbnqTD6hQzmCfYFLMvPOkTZGxPZ0hsHum5l/qFbvARwQEa8AngKsGREnZeYbRkvS6yQ/J9IZkvP86vki4FSgtSL2ti8cUjvmmB2ua5Rr/XXvqR2zzpwRvy/jevDutWvHXHNDs9FOv7lzw9ox6/3q7ka51mzwfuz547Ua5Tr7TzuMv9MIvnfNdrVj1lx5eaNcdzw8q3bM4Zs82ijX8za6oXbM8Vc2+0z9465X1o65e2mz7/OWm948/k7D/HTBTo1yLfzj7Noxr33HLxrluumnz2sUN9Gc5KcIk16bP/PNg2rH/ONRJzbKdcsx99eOecbn9miUa9Xf/K52zD9+7MhGuf5m19/Ujln9sksa5WKD1WqH/OiWOePvNII/LV+5dszPz9ivUa6HH2sUxjVL69fZ455dv54DHH/1y2rHfP/BrzbKddja+9SOef/PG6Vi/zlLa8dsu/3CRrne/c36n49Nf/ucRrnWWKv+19WGSajNhzDK8NiIeAZwOvDGzLz2f9uU+T6qM57VGcz3jNW5hN5vU7JFZn4KeLRK9DCdaz4kSdOQk/wUwdosSQVpszZXo15eSqcTuWLdkRGx4mjZB4H1gC9WtzK5qOnX0esZzGURsSqdyQOIiC2AR5omlSRNLTuLRbA2S1JB2qzNmfkQnQ5k97rjux6/lc7M5GO9xjnAOePl6rWD+SHgLODpEXEynbG4h/UYK0nqM73cmFl9z9osSQUppTb31MHMzLMj4hJgNzrDb47OzGYX60mSppxnMKc/a7MklaWU2tzTNZgREXRmHXpuNTvd7IjYpdWWSZKkUVmbJUn9qNdJfr4I7E5n5iGA+4H/aKVFkqTWOclPEazNklSQUmpzr9dg7pqZO0fE7wAy897qRp2SpGmolOs8Bpy1WZIKUkpt7rWD+WhEzODPM9U9FRhqrVWSpFb14xFP1WZtlqSClFKbe+1g/jtwBrBBRHwMeDXwgdZaJUlqVSlFbMBZmyWpIKXU5l5nkT05Ii4G9qYzU92rMnNhqy2TJLWmlGE4g8zaLEllKaU2j9nBjIjPAecDF2Tm1cDVk9IqSVKrSjlKOoiszZJUplJq83hnMK8DDgI+3ZkNnQuoihpwaWZ6rYckTUOlFLEBZW2WpAKVUpvH7GBm5heALwBExEbAHsDzgXcBGwBrtt1ASdLEK2UYziCyNktSmUqpzeNeg1ndyPkv6BSvPYBn0Tl6+vV2myZJakspR0kHlbVZkspTSm0e7xrMs+kcCV0A/Br4uBMISNL0V8pR0kFkbZakMpVSm1caZ/sNdO6vtVW1bBkR67feKklSq5JotKgvWJslqUCl1ObxrsF8O0BErAnsRmcozt9WN3O+IjPfPFpsROzSeYn8bUQ8C9gHuDozfzRhrZckNVLKMJxBZG2WpDKVUpt7ug8m8AjwEPBw9XgOMGu0nSPiQ8C+wMxqKM+uwDnAsRGxU2Z+7Mk0WpL05JQyDGfAWZslqSCl1ObxrsH8NzpHRrcGfkdnCvT/BN6cmfeNEfpqYEdgFWAxMCczl0bEp4ELAYuYJE2hUo6SDiJrsySVqZTaPN4ZzHuBv6UzfOaBGq+7PDMfAx6KiOszcylAZj4cEaPenysi5gHzAHaZvRdbrvKcGiklSb0q5SjpgJqy2rz/ui/iuatbmyWpDaXU5vEm+TkwMy8Czqv5ussiYnb1+LkrVkbEWsCoRSwz52fm3Myca+dSktqTGY0W9YUpq812LiWpPaXU5vHOYD4aEScCcyLi34dvzMx3jhK3Z2Y+Uu3TXbRWBkadfECSJI3L2ixJ6lvjdTD3B14C7AVc3OuLrihgI6y/G7i759ZJklox1IfTmqtn1mZJKlAptXm825TcDXwzIhZm5qWT1CZJUsv6cUiNemNtlqQylVKbx7sGk4jYF/h8RNwdEXdFxLkR8YpJaJskqSVDGY0W9QdrsySVp5TaPN5tSt4GvB34B+CiavVc4BMRMScz57fcPklSC0o5SjqIrM2SVKZSavN412C+C3hBZt7Tte7n1ZHTXwIWMUmahkbvSjxxAAAgAElEQVSdMlTTgbVZkgpUSm0er4MZwwoYAJn5h4gyetiSNIhKOUo6oKzNklSgUmrzeNdgLo2IHYavrNbd306TJElta+s6j4hYOyJOi4irI2JhROw+wj4viogFEXFlRJw7bNuMiPhdRPxgAr/c0libJalAA3ENJvBu4MzqflsXAwk8j879st7QctskSS3J9qZCPw44KzNfHRGzgNndGyNibeCLwD6ZeUtEbDAs/mhgIbBmWw0sgLVZkgrUYm2eVGOewczMXwK7VPsdBhxRPd6t2iZJmobaOEoaEWsCewJfBsjMZZl537DdXg+cnpm3VPss6YqfA+wHnDCBX2pxrM2SVKZBOYNJZt4ZEb8BPpyZpVx7KkkDbShbednNgbuAE6vhmhcDR2fmg137bA2sHBHnAGsAx2Xm16ptn6MzM+oarbSuINZmSSpPS7V50o17H8zKwcDvI+JTEbFdmw2SJLUviUZLRMyLiIu6lnldLzsT2Bn4UmbuBDwIHDss9UzguXTOVL4c+KeI2Doi9geWZObFk/Dll8LaLEkFaVqb+824ZzABMvMNEbEWnWJ2YkQkcCJwSmY6oYAkTTNNh9RU91gc7TYYi4BFmXlh9fw0ntjBXATcXZ3VfDAizgN2oNMxPSAiXgE8BVgzIk7KTK8pHIW1WZLK0o/DXZvo9QwmmflH4DvAN4GNgIOASyLiqJbaJklqSWazZezXzMXArRGxTbVqb+CqYbt9D/jLiJgZEbOBXYGFmfm+zJyTmZvS6TD93M7l+KzNklSONmrzVOjpDGZEvJLOJAJbAF8HdsnMJdUfBwuBz7fXREnSRBtqb0jNUcDJ1QyyNwCHR8SRAJl5fGYujIizgMvo3FP6hMy8oq3GlMzaLEllabE2T6qeOpjAa4B/y8zzuldm5kMRccTEN0uS1Ka2buacmQuAucNWHz9sn08Dnx7jNc4BzpnothXI2ixJBWmrNk+2Xq/BfNMY2342cc2RJE2GUq7zGGTWZkkqSym1udchsrvRGWqzHTALmAE8mJmt3Qh7t/WX1Y6Z/ZQ/Ncq18a71R2c9etQHG+W66kW/rR2z6sr13wuA9/znD+oH3XxHo1wPHfT22jHvOnV5o1xX3PpAo7hXbTf8UrDxrbnW0ka5/njvWrVj/umCZzXK9c7fn1U75j0bv6NRruWPzagdc8096zfK9eCyVWrHLBvq+bLyxzlws5trx5z4729ulGvJn2Y1int/oyiVbCpq83uPOKV2zA3nDD+h3ZutDr+sdszQnRs1yrVk0Qa1Y/ba+M5GudY78cW1Y/LyZrWoyaVZR+x4aaNcl9y8We2Y1293daNcTd334Oq1Yy6/u/5nA2D2jPr16IfP3a9Rrp/fXj/m6mX3NMr1plUfrZ/rsmaTXO+4Tv2/f1dZ5ZFGuW5dtEmjuGZR5et1iOwX6Ey6cCqdoU9vArZsq1GSpHb14ZwAqs/aLEkFKaU299rBJDOvi4gZmfkYnenQL2ixXZKkFpUyDGfQWZslqRyl1OZeO5gPVTMCLoiITwF3AKu11yxJUpuGproBmgjWZkkqSCm1udcB4m+s9v074EHg6cBft9UoSVK7MqPRor5ibZakgpRSm3udRfbmiHhq9fgj7TZJktS2UobhDDJrsySVpZTaPOYZzOj4cETcDVwNXBsRd0VEsylUJUl9IRsumnrWZkkqU1u1OSK2iYgFXcvSiDhm2D6HRsRl1XJBROzQtW2fiLgmIq6LiGPHyzfeENljgD2A52Xmepm5DrArsEdEvKuHr0eS1IeGMhot6gvWZkkqUFu1OTOvycwdM3NH4LnAQ8AZw3a7EXhhZm4PfBSYDxARM4D/APYFngUcEhFj3ltvvA7mm4BDMvPGrgbeALyh2iZJmoaGGi7qC9ZmSSrQJNXmvYHrM/NxNwHPzAsy897q6a+BOdXjXYDrMvOGzFwGfBM4cKwE412DuXJm3j18ZWbeFREr9/IVSJL6Tz9OCqCeWZslqUBNa3NEzAPmda2an5nzR9n9YOCUcV7yLcCPq8ebALd2bVtEZ9TMqMbrYC5ruE2S1Mc8GzmtWZslqUBNa3PVmRytQ/m/qltbHQC8b4x9Xkyng/mCFatGSjlWnvE6mDtExNKRcgNPGSdWktSnPIM5rVmbJalAk1Cb9wUuycw7R9oYEdsDJwD7ZuYfqtWL6NwGa4U5wO1jJRmzg5mZM3puriRp2hhySthpy9osSWWahNp8CKMMj42IZwCnA2/MzGu7Nv0W2CoiNgNuozPE9vVjJenpPpiSpLLYv5Qkqb+0WZsjYjbwUuDtXeuOBMjM44EPAusBX4wIgOWZOTczl0fE3wE/AWYAX8nMK8fKZQdTkgaQtxyRJKm/tFmbM/MhOh3I7nXHdz1+K/DWUWJ/BPyo11x2MCVpADnJjyRJ/aWU2mwHU5IGkJP8SJLUX0qpzStNVqKI+Npk5ZIkjW2SbuasPmdtlqT+UUptbuUMZkScOXwV8OKIWBsgMw9oI68kSRqZtVmSNBnaGiI7B7iKzn1Ukk4Rmwv8a0v5JEk1pNPIDiJrsyT1sVJqc1tDZOcCFwPvB/6YmecAD2fmuZl57mhBETEvIi6KiIvO/+NVLTVNkjRENFo0rT3p2vzli/40SU2VpMFTSm1u5QxmZg4B/xYRp1b/39lLrsycD8wH+PzWf1NIH16S+s8k3MxZfWYiavPDH1nfT44ktaSU2tzqLLKZuQh4TUTsByxtM5ckqXelDMNRfdZmSepPpdTmSblNSWb+EPjhZOSSJI2vH4fUaHJZmyWpv5RSm70PpiQNoFKOkkqSVIpSarMdTEkaQP143yxJkgZZKbXZDqYkDaBSJhKQJKkUpdRmO5iSNIAKqWGSJBWjlNpsB1OSBtBQljGRgCRJpSilNtvBlKQBVMpEApIklaKU2mwHU5IGUCkTCUiSVIpSarMdTEkaQKUcJZUkqRSl1GY7mJI0gEo5SipJUilKqc12MCVpAJUyFbokSaUopTbbwZSkAVRIDZMkqRil1OaVproBkiRJkqQyeAZTkgZQKcNwJEkqRSm12Q6mJA2gUmaqkySpFKXUZjuYkjSASpmpTpKkUpRSm/u2g7ntOn+oHXP2dds0yjVr1rLaMVecclmjXJfe87TaMYv/1OxS2fv/cdXaMX+51y8a5brklbfVjnnxZvc3ynXiFds1itv9L+p/z773m10b5YoGMX+z7Z2Ncs269h21Y2au1OwQ2V1L16odc9gR32iU694rN68d88w7n9oo1/xLn1075m/nLmiUa421lzaKm2ilDMPR5Dr5WwfVjpmzerPf9Td9csPaMZtusLhZriX1c73m8t81yvW1F65cO+blp9b/fQiwyqXn147Zcr/rGuW66cT67+FPbtiyUa4XzrmlUdzXfz+ndszeGzb7nX33svp/CXz2ynUb5Xr++vW7JYdvsnqjXJtusLB2zJZH3dAo17Y/qJ9r8Y31v8cAW2zVrI0TrZTa3LcdTElSewqpYZIkFaOU2mwHU5IGUClHSSVJKkUptdkOpiQNoFImEpAkqRSl1GY7mJI0gEqZSECSpFKUUpvtYErSACplGI4kSaUopTY3m55UkjStZcNlPBGxdkScFhFXR8TCiNh92PYXRcQfI2JBtXyw11hJkkrWVm2ebJ7BlKQB1OJR0uOAszLz1RExC5g9wj6/yMz9G8ZKklSkUs5g2sGUpAHUxkQCEbEmsCdwWCdHLgN6utHwk4mVJKkEpUzy4xBZSRpAQw2XcWwO3AWcGBG/i4gTImK1EfbbPSIujYgfR8Sza8ZKklSklmrzpLODKUkDaCiz0RIR8yLioq5lXtfLzgR2Br6UmTsBDwLHDkt9CfDMzNwB+Dzw3RqxkiQVq2lt7jd2MCVpADWdSCAz52fm3K5lftfLLgIWZeaF1fPT6HQa/5w3c2lmPlA9/hGwckSs30usJEklK2WSHzuYkjSAhrLZMpbMXAzcGhHbVKv2Bq7q3iciNoyIqB7vQqcO/aGXWEmSStZGbZ4KTvIjSZpIRwEnV7PA3gAcHhFHAmTm8cCrgb+JiOXAw8DBmf87vucJsZPeekmS9KTYwZSkAZQtDarJzAXA3GGrj+/a/gXgCzViJUkaCG3V5slmB1OSBlA/DqmRJGmQlVKb7WBK0gDqx2nNJUkaZKXU5kmZ5CciXhAR/yciXjYZ+SRJY8vMRovKYW2WpP7SVm2OiG0iYkHXsjQijhm2z7YR8auIeCQi3jNs29oRcVpEXB0RCyNi97HytdLBjIjfdD1+G53rbdYAPhQR3tdMkqZYKTdzVu+szZLU39qqzZl5TWbumJk7As8FHgLOGLbbPcA7gc+M8BLHAWdl5rbADsDCsfK1dQZz5a7H84CXZuZHgJcBh7aUU5LUI89gDiRrsyT1sUmqzXsD12fmzcNyL8nM3wKPdq+PiDWBPYEvV/sty8z7xkrQVgdzpYhYJyLWAyIz76oa9CCwfLSgiJgXERdFxEU/XHJDS02TJHkGcyA96dp83r1XT1ZbJWngTFJtPhg4pcb+mwN3ASdGxO8i4oSIWG2sgLY6mGsBFwMXAetGxIYAEbE6EKMFZeb8zJybmXP322DzlpomSRrKbLRoWnvStXnPdbadnJZK0gBqWpu7DwRWy7yRXr+6z/QBwKk1mjUT2Bn4UmbuBDwIjHlZRSuzyGbmpqNsGgIOaiOnJKl3pdxrS72zNktSf2tamzNzPjC/h133BS7JzDtrvPwiYFFmXlg9P42p6GCOJjMfAm6czJySpCdyuKtWsDZLUn+YhNp8CPWGx5KZiyPi1ojYJjOvoXMN51VjxXgfTEkaQEOewZQkqa+0WZsjYjbwUuDtXeuOBMjM46vLJi4C1gSGqtuYPCszlwJHASdXQ2xvAA4fK5cdTEkaQF5PKUlSf2mzNlejVdYbtu74rseLgTmjxC4A5vaayw6mJA0gr8GUJKm/lFKb7WBK0gByiKwkSf2llNpsB1OSBlApRUySpFKUUpvtYErSACplGI4kSaUopTavNNUNkCRJkiSVwTOYkjSAShmGI0lSKUqpzXYwJWkADcUk3M5ZkiT1rJTabAdTkgZQKUdJJUkqRSm12Q6mJA2gpIyjpJIklaKU2mwHU5IGUClHSSVJKkUptdkOpiQNoFKu85AkqRSl1GY7mJI0gIYKGYYjSVIpSqnNfdvB/OMjq9aOec0uv26Ua/Hip9WOef6OlzbKdcDe19WOWXjS8xvl+sP9a9aOufiXu7DLfy2tHbfr7HNrxwD87MyX14656L6HGuVasniD2jGrzVzeKNd9y2bVjtlp+ysa5XrdslVqx+z6nGa5vnb+HrVjln37lY1yZUbtmM02WNwo14arPlY7ZoNn3N4o1+y31f8ctqGUIqbJdejrzqgds3zeAY1yzb7gu7Vjfn/i9o1y7bbrRbVjPn7fSxvl2udVp9YPOhlmvqT+3yqLT9+0fi7g3Mt2qB3z9usuaJTrAxu/pHbM7ued1SjX32/yjtoxX72h/t+jALNnzKgd8x+vPL9Rribfr8l059fWn7RcWx1+WbPAv/78xDakoVJqc992MDU1mnQum2rSuZQ0MUqZSEAaBE06l01NZmelSedSKlkptdkOpiQNoFKu85AkqRSl1GY7mJI0gEoZhiNJUilKqc12MCVpACX1rzuVJEntKaU228GUpAFUylFSSZJKUUpttoMpSQOolCImSVIpSqnNdjAlaQCVMgxHkqRSlFKb7WBK0gAq5SipJEmlKKU2rzTVDZAkSZIklcEzmJI0gEq5mbMkSaUopTbbwZSkATRUyHUekiSVopTabAdTkgZQKUdJJUkqRSm12Q6mJA2goSzjKKkkSaUopTbbwZSkAVTKUVJJkkpRSm22gylJA6iUe21JklSKUmqzHUxJGkBDWcZRUkmSSlFKbbaDKUkDqJRhOJIklaKU2txKBzMidgUWZubSiFgVOBbYGbgK+Hhm/rGNvJKk3mQhEwmod9ZmSepvpdTmlVp63a8AD1WPjwPWAj5ZrTuxpZySpB4NNfynac3aLEl9rJTa3NYQ2ZUyc3n1eG5m7lw9/mVELBgtKCLmAfMA5s3ZjZeut3VLzZOkwZaFXOehWp50bf78/qvxlrlPabmZkjSYSqnNbZ3BvCIiDq8eXxoRcwEiYmvg0dGCMnN+Zs7NzLl2LiWpPcljjRZNa0+6Ntu5lKT2lFKb2zqD+VbguIj4AHA38KuIuBW4tdomSZpCpRwlVS3WZknqY6XU5lY6mNVEAYdFxBrA5lWeRZl5Zxv5JEn1lDJTnXpnbZak/lZKbW71NiWZeT9waZs5JEn1tTVTXUSsDZwAPAdI4IjM/NUI+z0P+DXwusw8rVr3KWA/OpdvnA0cnZnZSkMHmLVZkvpTKbPIeh9MSRpALQ7DOQ44KzNfHRGzgNnDd4iIGXRmL/1J17rnA3sA21erfgm8EDinrYZKktRPHCIrSZq22hiGExFrAnsChwFk5jJg2Qi7HgV8B3je45oETwFmAQGsDDh0U5I0MEoZItvWLLKSpMGzOXAXcGJE/C4iToiI1bp3iIhNgIOA47vXV8No/we4o1p+kpkLJ6fZkiRpotjBlKQBlDnUaImIeRFxUdcyr+tlZwI7A1/KzJ2AB4Fjh6X+HPDeHHahSURsCWwHzAE2AfaKiD1bewMkSeozTWtzv3GIrCQNoKbDcDJzPjB/lM2L6MxKemH1/DSe2MGcC3wzIgDWB14REcuBrYBfZ+YDABHxY2A34LxGDZUkaZpxiKwkadrKfKzRMvZr5mLg1ojYplq1N3DVsH02y8xNM3NTOh3Qd2Tmd4FbgBdGxMyIWJnOBD8OkZUkDYw2ajNARGwTEQu6lqURccywfbaNiF9FxCMR8Z6u9U+PiP+JiIURcWVEHD1ePs9gStJAau0o6VHAydUMsjcAh0fEkQCZefwYcacBewGX05nw56zM/H5bjZQkqf+0U5sz8xpgR/jfmdxvA84Ytts9wDuBVw1bvxx4d2ZeUt1H+eKIODszr2IUdjAlaQC1dc1GZi6gMwy224gdy8w8rOvxY8DbW2mUJEnTwCRdT7k3cH1m3vz43LkEWBIR+w1bv2LyPTLz/ohYSGeuBDuYkqQ/K+U6D0mSStG0NlcT7nVPuje/mjNhJAcDpzTMsymwE3DhWPvZwZSkgWQHU5Kk/tLKBHz/q7p85QDgfXVzRMTqdO5hfUxmLh1rXzuYkjSI+nBac0mSBlr7tXlf4JLMvLNOUDX53neAkzPz9PH2t4MpSQPIIbKSJPWXSajNh1BzeGx07iv2ZWBhZn62lxg7mJI0kOxgSpLUX9qrzRExG3gpXRPqdc/yHhEbAhcBawJD1W1MngVsD7wRuDwiFlSh/5iZPxotlx1MSRpEmVPdAkmS1K3F2pyZDwHrDVt3fNfjxcCcEUJ/CUSdXHYwJWkAJXYwJUnqJ8XU5sycdgswbzJiJjvOXOYyV//FTYdcLi79sPT7z9d0aKO5zGWu/ouzNtdfVhq/C9qX5o2/y4TETHacucxlrv6Lmw65pH7Q7z9fTePMZS5zlZGraZy1uabp2sGUJEmSJPUZO5iSJEmSpAkxXTuY8ycpZrLjzGUuc/Vf3HTIJfWDfv/5ahpnLnOZq4xcTeOszTVFdfGqJEmSJElPynQ9gylJkiRJ6jPTqoMZEftExDURcV1EHNtjzFciYklEXFEz19Mj4n8iYmFEXBkRR/cQ85SI+E1EXFrFfKRGvhkR8buI+EGNmJsi4vKIWBARF9WIWzsiTouIq6uvb/dx9t+myrFiWRoRx/SY613Ve3FFRJwSEU/pIeboav8rx8oz0vc2ItaNiLMj4vfV/+v0GPeaKt9QRMztMebT1Xt4WUScERFr9xj30SpmQUT8NCI2Hi+ma9t7IiIjYv0ec304Im7r+t69opdcEXFU9bN2ZUR8qsdc3+rKc1NELOghZseI+PWKz3BE7NJjrh0i4lfV5//7EbHmsJgRf37H+nyMETPeZ2O0uDE/H2PEjfn5kPpNWJuHx1iba9bmUWLG/N07Rpy12dpsbZ5qU32flBr3oJkBXA9sDswCLgWe1UPcnsDOwBU1820E7Fw9XgO4drx8QACrV49XBi4Edusx3/8BvgH8oEYbbwLWb/Be/jfw1urxLGDtmt+HxcAze9h3E+BGYNXq+beBw8aJeQ5wBTAbmAn8P2CrXr+3wKeAY6vHxwKf7DFuO2Ab4Bxgbo8xLwNmVo8/WSPXml2P3wkc38tnFng68BPg5pG+76Pk+jDwnjo/H8CLq/d9ler5Br3EDdv+r8AHe8j1U2Df6vErgHN6bONvgRdWj48APjosZsSf37E+H2PEjPfZGC1uzM/HGHFjfj5cXPppwdo8UsxNI/2O7iFuYGvzKDFj/u4dI87abG0eK87aPAnLdDqDuQtwXWbekJnLgG8CB44XlJnnAffUTZaZd2TmJdXj+4GFdH4pjxWTmflA9XTlahn3IteImAPsB5xQt511VUeT9gS+DJCZyzLzvhovsTdwfWbe3OP+M4FVI2ImncJ0+zj7bwf8OjMfyszlwLnAQSPtOMr39kA6RZrq/1f1EpeZCzPzmtEaNUrMT6s2AvwamNNj3NKup6sx7DMyxmf234B/GL5/D3GjGiXmb4BPZOYj1T5L6uSKiABeC5zSQ0wCK45wrsUIn49R4rYBzqsenw389bCY0X5+R/18jBbTw2djtLgxPx9jxI35+ZD6jLV5Agx6bW5Sl8eIszaPwNpsbZ5M06mDuQlwa9fzRYxTVCZKRGwK7ETnqOd4+86ohh8sAc7OzHFjgM/R+eU0VLNpCfw0Ii6OiF5vArs5cBdwYnSG/ZwQEavVyHkww345jdq4zNuAzwC3AHcAf8zMn44TdgWwZ0SsFxGz6Rw5e3qN9j0tM++o8t8BbFAj9sk4AvhxrztHxMci4lbgUOCDPex/AHBbZl7aoG1/Vw3r+EqMMGR4BFsDfxkRF0bEuRHxvJr5/hK4MzN/38O+xwCfrt6LzwDv6zHHFcAB1ePXMMZnZNjPb0+fjzo/8z3Gjfn5GB5X9/MhTSFr8xNZm5/I2vxE1mZrc7GmUwczRljX+tGDiFgd+A5wzLCjFyPKzMcyc0c6R0R2iYjnjPP6+wNLMvPiBs3bIzN3BvYF/jYi9uwhZiadIQ1fysydgAfpDEcYV0TMovOL49Qe91+HzlGpzYCNgdUi4g1jxWTmQjpDFs4GzqIz3Gr5WDFTLSLeT6eNJ/cak5nvz8ynVzF/N87rzwbeT7NfZl8CtgB2pPOHxL/2EDMTWAfYDfh74NvVkc9eHUKPf+jQOSL7ruq9eBfV0fseHEHnM38xnSEsy0baqe7Pb9OYseLG+3yMFFfn8yFNMWvzE1mb+4C1+QmszdbmSTOdOpiLePyRkDmMP6TjSYmIlel8uE7OzNPrxFZDW84B9hln1z2AAyLiJjpDi/aKiJN6zHF79f8S4Aw6Q5XGswhY1HX09jQ6Ra0X+wKXZOadPe7/EuDGzLwrMx8FTgeeP15QZn45M3fOzD3pDL/o5WjbCndGxEYA1f9PGEIykSLizcD+wKGZ2eSPqm8wbAjJCLag84fApdXnZA5wSURsON6LZ+ad1R9WQ8B/0ftn5PRqWNlv6By9f8LEBSOphlv9FfCtXvYH3kzncwGdP456aR+ZeXVmviwzn0unYF4/QltG+vkd8/PR9Gd+tLjxPh895Ovl8yFNJWvzE3NYm5/I2tzF2mxtLt106mD+FtgqIjarjtYdDJzZVrLqqNCXgYWZ+dkeY54a1WxUEbEqnV/iV48Vk5nvy8w5mbkpna/p55k55pHE6vVXi4g1Vjymc9HyuLPxZeZi4NaI2KZatTdw1XhxlTpHv6Az/Ga3iJhdvZ970xnLPqaI2KD6/xl0fiHWyXkmnV+MVP9/r0ZsLRGxD/Be4IDMfKhG3FZdTw9g/M/I5Zm5QWZuWn1OFtG5AH1xD7k26np6ED18RoDvAntV8VvTmWzi7h7ioPrMZ+aiHve/HXhh9XgvevyDpeszshLwAeD4YdtH+/kd9fPR5Gd+rLjxPh9jxNX6fEhTzNr8+FzW5pFZmx+fy9psbS5b9sFMQ70udMb8X0vniMj7e4w5hc7wg0fp/PC/pce4F9AZ5nMZsKBaXjFOzPbA76qYKxg2U1cPOV9EjzPV0ble49JqubLX96OK3RG4qGrnd4F1eoiZDfwBWKvm1/QROj+EVwBfp5r9bJyYX9AprJcCe9f53gLrAT+j88vwZ8C6PcYdVD1+BLgT+EkPMdfRufZoxefjCTOKjRL3ner9uAz4Pp2Lx3v+zDLKDIWj5Po6cHmV60xgox5iZgEnVW28BNir158r4KvAkTW+Xy8ALq6+1xcCz+0x7mg6vwuuBT4BRC8/v2N9PsaIGe+zMVrcmJ+PMeLG/Hy4uPTbgrW5e19rc4PaPErMmL97x4izNlubx4qzNk/CEtWbKUmSJEnSkzKdhshKkiRJkvqYHUxJkiRJ0oSwgylJkiRJmhB2MCVJkiRJE8IOpiRJkiRpQtjB1ECKiAeGPT8sIr4wVe2RJGnQWZulMtjBlCZQRMyY6jZIkqQ/szZLk8sOpjRMRDwzIn4WEZdV/z+jWv/ViHh1134PVP+/KCL+JyK+QefGyZIkaQJZm6XpY+ZUN0CaIqtGxIKu5+sCZ1aPvwB8LTP/OyKOAP4deNU4r7cL8JzMvHHimypJ0kCwNksFsIOpQfVwZu644klEHAbMrZ7uDvxV9fjrwKd6eL3fWMAkSXpSrM1SARwiK40vq/+XU/3MREQAs7r2eXCyGyVJ0gCzNkt9yg6m9EQXAAdXjw8Fflk9vgl4bvX4QGDlyW2WJEkDy9osTRN2MKUneidweERcBrwROLpa/1/AC+P/t2fHJgDAIBQFdars32YpM0KaTyBwV9vL0+5dVatcRgHgFbsZPtEzc58CAACACx9MAAAAIgQmAAAAEQITAEcfCCEAAAAlSURBVACACIEJAABAhMAEAAAgQmACAAAQITABAACIEJgAAABEHPm+ao7fjAFIAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3724061898>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"heatm_DOWHourUL = data.groupby(by=[\"DayOfWeek\",\"Hour\"]).mean()[\"Upload (Mbit/s)\"].unstack()\n",
"heatm_DOWHourUL_med = data.groupby(by=[\"DayOfWeek\",\"Hour\"]).median()[\"Upload (Mbit/s)\"].unstack()\n",
"#heatm_Monthping.head()\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(figsize=(16,5),ncols=2, sharey=False)\n",
"ax1.set_title(\"Upload (Mbit/s) mean\")\n",
"sns.heatmap(heatm_DOWHourUL, cmap=PALETTE, ax=ax1)\n",
"ax2.set_title(\"Upload (Mbit/s) median\")\n",
"sns.heatmap(heatm_DOWHourUL_med, cmap=PALETTE, ax=ax2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Die Downloadgeschwindigkeit ist von Feber 2018 bis März 2019 messbar schlechter. Ab April 2019 wird es wieder besser."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f372286cb70>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3723f4fba8>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"heatm_MonthHourDL = data.groupby(by=[\"YearMonth\",\"Hour\"]).mean()[\"Download (Mbit/s)\"].unstack()\n",
"heatm_MonthHourDL_med = data.groupby(by=[\"YearMonth\",\"Hour\"]).median()[\"Download (Mbit/s)\"].unstack()\n",
"#heatm_Monthping.head()\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(figsize=(16,5),ncols=2, sharey=False)\n",
"fig.set_dpi(120)\n",
"ax1.set_title(\"Download (Mbit/s) mean\")\n",
"sns.heatmap(heatm_MonthHourDL, cmap=PALETTE, ax=ax1)\n",
"ax2.set_title(\"Download (Mbit/s) median\")\n",
"sns.heatmap(heatm_MonthHourDL_med, cmap=PALETTE, ax=ax2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Im Upload verändert sich die Qualität auch sehr. Genau im selben Zeitraum nimmt die Uploadgeschwindigkeit ab."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f371da7f278>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f371d5f90b8>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"heatm_MonthHourUL = data.groupby(by=[\"YearMonth\",\"Hour\"]).mean()[\"Upload (Mbit/s)\"].unstack()\n",
"heatm_MonthHourUL_med = data.groupby(by=[\"YearMonth\",\"Hour\"]).median()[\"Upload (Mbit/s)\"].unstack()\n",
"#heatm_Monthping.head()\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(figsize=(16,4),ncols=2, sharey=False)\n",
"fig.set_dpi(120)\n",
"ax1.set_title(\"Upload (Mbit/s) mean\")\n",
"sns.heatmap(heatm_MonthHourUL, cmap=PALETTE, ax=ax1)\n",
"ax2.set_title(\"Upload (Mbit/s) median\")\n",
"sns.heatmap(heatm_MonthHourUL_med, cmap=PALETTE, ax=ax2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Egal zu welchem Wochentag, Feber bis August wird der Download langsamer. Im Sommer, Juni und Juli ist der Median der Downloadgeschwindigkeit ein wenig grösser."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f371d8cdba8>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f371d9460f0>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"heatm_MonthDOWDL = data.groupby(by=[\"YearMonth\",\"DayOfWeek\"]).mean()[\"Download (Mbit/s)\"].unstack()\n",
"heatm_MonthDOWDL_med = data.groupby(by=[\"YearMonth\",\"DayOfWeek\"]).median()[\"Download (Mbit/s)\"].unstack()\n",
"#heatm_Monthping.head()\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(figsize=(16,5),ncols=2, sharey=False)\n",
"ax1.set_title(\"Download (Mbit/s) mean\")\n",
"sns.heatmap(heatm_MonthDOWDL, cmap=PALETTE, ax=ax1)\n",
"ax2.set_title(\"Download (Mbit/s) median\")\n",
"sns.heatmap(heatm_MonthDOWDL_med, cmap=PALETTE, ax=ax2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Der Upload wird auch schlechter, sieht aber auch eine leichte Besserung im Median im Juni und Juli. der Mai war der Tiefpunkt."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f371d747668>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f371d8cd358>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"heatm_MonthDOWUL = data.groupby(by=[\"YearMonth\",\"DayOfWeek\"]).mean()[\"Upload (Mbit/s)\"].unstack()\n",
"heatm_MonthDOWUL_med = data.groupby(by=[\"YearMonth\",\"DayOfWeek\"]).median()[\"Upload (Mbit/s)\"].unstack()\n",
"#heatm_Monthping.head()\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(figsize=(16,5),ncols=2, sharey=False)\n",
"ax1.set_title(\"Upload (Mbit/s) mean\")\n",
"sns.heatmap(heatm_MonthDOWUL, cmap=PALETTE, ax=ax1)\n",
"ax2.set_title(\"Upload (Mbit/s) median\")\n",
"sns.heatmap(heatm_MonthDOWUL_med, cmap=PALETTE, ax=ax2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Conclusion\n",
"\n",
"Seit dem Modemtausch Ende Jänner 2018 ist die Leitung deutlich unter der eingekauften/versprochenen/vorherigen Bandbreite von 75Mbit/s\n",
"[¹](#Disclaimer)\n",
"\n",
"Mit dem Firmware Update vom 25.3.2019 war die Leitung wieder auf Sollniveau\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n"
]
}
],
"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": "3.6.7"
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"nbformat": 4,
"nbformat_minor": 2
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