Skip to content

Instantly share code, notes, and snippets.

@dr-1
Last active November 29, 2018 23:52
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save dr-1/450c275b1ad2cbf88e9c4325c5d032bc to your computer and use it in GitHub Desktop.
Save dr-1/450c275b1ad2cbf88e9c4325c5d032bc to your computer and use it in GitHub Desktop.
airqdata notebook with output
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Airqdata: analysis tools for air quality data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notebook version with output and functional links: [https://nbviewer.jupyter.org/gist/dr-1/450c275b1ad2cbf88e9c4325c5d032bc](https://nbviewer.jupyter.org/gist/dr-1/450c275b1ad2cbf88e9c4325c5d032bc)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Table of contents** \n",
"[InfluencAir / Luftdaten.info resources](#InfluencAir-/-Luftdaten.info-resources) \n",
"[Irceline.be resources](#Irceline.be-resources) \n",
"[Combining the sources](#Combining-the-sources)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Prepare notebook to render plots\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"# Import the analysis package to make it available in the notebook\n",
"import airqdata\n",
"\n",
"# More convenient in some cases: import individual names from the package to avoid having\n",
"# to prepend them with \"airqdata.\"\n",
"from airqdata import (compare_nearest_irceline_sensors, compare_sensor_data, describe,\n",
" influencair, irceline, luftdaten)\n",
"\n",
"# Limit output length for readability\n",
"pd.set_option(\"display.max_rows\", 10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## InfluencAir / Luftdaten.info resources"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Download list of sensors from InfluencAir's Google Sheet"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading InfluencAir sensor information\n"
]
},
{
"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>Chip ID</th>\n",
" <th>PM Sensor ID</th>\n",
" <th>Hum/Temp Sensor ID</th>\n",
" <th>Label</th>\n",
" <th>Address</th>\n",
" <th>Floor</th>\n",
" <th>Side</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4021549</td>\n",
" <td>3445</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Avenue Princesse Elisabeth 28, Schaarbeek</td>\n",
" <td>2</td>\n",
" <td>Street</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4022301</td>\n",
" <td>3803</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Rue Brogniez, Anderlecht</td>\n",
" <td>2</td>\n",
" <td>Street</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4020466</td>\n",
" <td>3805</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Rue de l'Équateur, Uccle</td>\n",
" <td>NaN</td>\n",
" <td>Garden</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4018142</td>\n",
" <td>3893</td>\n",
" <td>3894</td>\n",
" <td>Cinquantenaire I</td>\n",
" <td>Avenue de la Renaissance 10, Bruxelles</td>\n",
" <td>4</td>\n",
" <td>Street</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Chip ID PM Sensor ID Hum/Temp Sensor ID Label \\\n",
"0 4021549 3445 NaN NaN \n",
"1 4022301 3803 NaN NaN \n",
"2 4020466 3805 NaN NaN \n",
"3 4018142 3893 3894 Cinquantenaire I \n",
"\n",
" Address Floor Side \n",
"0 Avenue Princesse Elisabeth 28, Schaarbeek 2 Street \n",
"1 Rue Brogniez, Anderlecht 2 Street \n",
"2 Rue de l'Équateur, Uccle NaN Garden \n",
"3 Avenue de la Renaissance 10, Bruxelles 4 Street "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"influencair.Metadata(refresh_cache=True)\n",
"sensor_info = influencair.Metadata.sensors\n",
"sensor_info.head(4)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"97"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(sensor_info)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create a Sensor object and get the sensor's metadata and current measurements"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading sensor 3803 metadata from luftdaten.info\n"
]
}
],
"source": [
"# PM sensor in Anderlecht\n",
"demo_sensor_id = \"3803\"\n",
"demo_sensor = influencair.Sensor(demo_sensor_id, refresh_cache=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Chip ID 4022301\n",
"Label NaN\n",
"Address Rue Brogniez, Anderlecht\n",
"Floor 2\n",
"Side Street\n",
"Name: 1, dtype: object"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"demo_sensor.influencair_metadata"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"id 2400692506\n",
"location.altitude 20.0\n",
"location.country BE\n",
"location.id 1917\n",
"location.latitude 50.8380\n",
" ... \n",
"sensor.id 3803\n",
"sensor.pin 1\n",
"sensor.sensor_type.id 14\n",
"sensor.sensor_type.manufacturer Nova Fitness\n",
"sensor.sensor_type.name SDS011\n",
"Name: metadata, Length: 12, dtype: object"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"demo_sensor.luftdaten_metadata"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'https://api.luftdaten.info/v1/sensor/3803/'"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"demo_sensor.luftdaten_metadata_url"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'pm10': 4.0, 'pm2.5': 3.2}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Luftdaten.info provides current measurements along with the sensor metadata.\n",
"demo_sensor.current_measurements"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Open data history graphs of the sensor in a browser"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"demo_sensor.open_madavi_graphs()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Retrieve data history\n",
"Data are retrieved from cache or server and then cleaned."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using cached luftdaten.info data for sensor 3803 on 2018-11-04\n",
"Using cached luftdaten.info data for sensor 3803 on 2018-11-05\n",
"Using cached luftdaten.info data for sensor 3803 on 2018-11-06\n",
"Using cached luftdaten.info data for sensor 3803 on 2018-11-07\n",
"Using cached luftdaten.info data for sensor 3803 on 2018-11-08\n"
]
}
],
"source": [
"demo_sensor.get_measurements(start_date=\"2018-11-04\",\n",
" end_date=\"2018-11-08\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can analyze the measurement data.\n",
"### Inspect, summarize and plot data"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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>pm10</th>\n",
" <th>pm2.5</th>\n",
" </tr>\n",
" <tr>\n",
" <th>timestamp</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-11-04 17:14:07+00:00</th>\n",
" <td>15.17</td>\n",
" <td>9.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-04 17:16:44+00:00</th>\n",
" <td>40.30</td>\n",
" <td>20.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-04 17:19:12+00:00</th>\n",
" <td>38.33</td>\n",
" <td>18.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-04 17:21:40+00:00</th>\n",
" <td>29.07</td>\n",
" <td>17.40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-04 17:24:08+00:00</th>\n",
" <td>31.30</td>\n",
" <td>15.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-08 23:50:03+00:00</th>\n",
" <td>3.57</td>\n",
" <td>2.73</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-08 23:52:30+00:00</th>\n",
" <td>7.10</td>\n",
" <td>3.40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-08 23:54:58+00:00</th>\n",
" <td>5.63</td>\n",
" <td>3.80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-08 23:57:26+00:00</th>\n",
" <td>8.10</td>\n",
" <td>3.30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-08 23:59:53+00:00</th>\n",
" <td>5.47</td>\n",
" <td>3.73</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2455 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" pm10 pm2.5\n",
"timestamp \n",
"2018-11-04 17:14:07+00:00 15.17 9.87\n",
"2018-11-04 17:16:44+00:00 40.30 20.87\n",
"2018-11-04 17:19:12+00:00 38.33 18.20\n",
"2018-11-04 17:21:40+00:00 29.07 17.40\n",
"2018-11-04 17:24:08+00:00 31.30 15.20\n",
"... ... ...\n",
"2018-11-08 23:50:03+00:00 3.57 2.73\n",
"2018-11-08 23:52:30+00:00 7.10 3.40\n",
"2018-11-08 23:54:58+00:00 5.63 3.80\n",
"2018-11-08 23:57:26+00:00 8.10 3.30\n",
"2018-11-08 23:59:53+00:00 5.47 3.73\n",
"\n",
"[2455 rows x 2 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"demo_sensor.measurements"
]
},
{
"cell_type": "code",
"execution_count": 13,
"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>pm10</th>\n",
" <th>pm2.5</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>2455.00</td>\n",
" <td>2455.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>21.40</td>\n",
" <td>14.12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>48.05</td>\n",
" <td>30.70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1.10</td>\n",
" <td>0.90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1%</th>\n",
" <td>1.47</td>\n",
" <td>1.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>7.23</td>\n",
" <td>4.73</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99%</th>\n",
" <td>255.76</td>\n",
" <td>154.81</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>448.90</td>\n",
" <td>325.67</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" pm10 pm2.5\n",
"count 2455.00 2455.00\n",
"mean 21.40 14.12\n",
"std 48.05 30.70\n",
"min 1.10 0.90\n",
"1% 1.47 1.10\n",
"50% 7.23 4.73\n",
"99% 255.76 154.81\n",
"max 448.90 325.67"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"describe(demo_sensor.measurements)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAtoAAAH8CAYAAADv8wiFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XlcVNX/x/H3ZUdQVFBR3Jfcl9RyyVwpLc2tvqmVuZSl/tLMFm37arZYmZmZlpZfl7JSM21Vv7mVmiZq5JZmKrl8XUDcFRHm/P5ARgYYGHUGBF7Px4MHM/eeufO5h7HeHM491zLGGAEAAABwK6/cLgAAAADIjwjaAAAAgAcQtAEAAAAPIGgDAAAAHkDQBgAAADyAoA0AAAB4AEEbN5S+ffsqMjLyql83f/58ValSRd7e3urbt+9VvXb06NGqWrXqVb9nTsqNfsltSUlJ6t+/v0JDQ2VZllatWnXN/XAjyQ/nAABwDUEbeV5ycrL69++v+++/X/v379fEiRP12WefybIsj71n1apVNXr0aI8dP72JEydq/vz5V/WazPrlesyfP19169ZVYGCgSpcurR49eshms7n0Wsuy9Nlnn13V+y1YsECff/65vvvuOx0+fFjNmze/lrJz3MWLFxUWFqbAwEDFxcVl2H8tP8tUW7duVffu3VW6dGkFBAQoIiJCnTp10u+//369Zeeqhx56SFWqVFFgYKBCQ0N1xx13aN26dQ5tYmNj1b9/f5UpU0aBgYGqWbOmJk2alOFYM2fOVPXq1eXv768aNWpozpw5DvuXLl2qZs2aKSwsTAEBAapSpYpeeuklJSYmXtc5HDx40P4LYXb69u0ry7IyfCUlJTm0+/HHH9WgQQP5+/urYsWKevfdd7M9tiv99M4776hu3boqUqSIgoODdfPNN2vWrFkObWw2m8aMGaOqVasqMDBQ5cuX19ChQ3Xu3Dl7G2OMnnnmGUVERKhJkybavHmzfd+qVatkWZbKli2r8+fPZzj/q/llc/To0bIsS48++miW7Q4cOKA777xTZcqUkb+/v8qUKaOHH35YBw8etLe5cOGCOnXqpPLlyysgIEClSpVS165dtWPHDnub/fv36/HHH1e1atUUGBiosmXLql+/fjp06JDD++3du1ft2rVT6dKl1a9fPyUkJDicY2Y/4+DgYJfPG/kDQRt53uHDh3X27FndfffdioiIUEhISG6X5HYhISEqVqzYVb3Gnf1y8OBB9ezZUy1atNC2bdu0dOlS3Xbbbdd8PFfs3r1bERERat68ucLDw+Xn5+fR93OXBQsWqEKFCmrTpo1mzpyZYX92P8tLly4ps/uIxcbGqm3btvLx8dG3336rXbt2ad68eWrUqJHi4+PdeQoe4ey8JKlp06aaOXOm/vzzT61cuVJly5bVHXfc4RBs+vbtq6ioKM2fP187duzQU089paeeekpffPGFvc2iRYv0yCOPaODAgfrjjz80YMAAPfzww1q8eLG9TZEiRfTkk09q1apV2rVrl8aPH69p06ZpxIgRnjv5TNx+++06fPiww5ePj499/8aNG9WlSxd16NBB0dHRGj16tF544QV99NFHWR7XlX6qWLGi3n77bW3cuFHR0dHq3bu3HnnkES1atMjeZvz48Ro3bpzeeust/fnnn/r444/11Vdfafjw4fY2X375pbZt26YffvhBTz75pPr06ZOhnvj4eL399tvX3E8rVqzQrFmzVK9evWzb+vj46N5779V3332n3bt3a968efrrr790zz332NtYlqU77rhD8+bN065du/TDDz8oKSlJ7dq1swflXbt26dy5c3rvvfe0bds2ffnll9q6das6dOig5ORk+7EGDRqkLl266L///a+Sk5MzDGZk9jPeu3fvNfcF8igD3ED69Olj2rVr5/S5McZ8+umnJvWjO2PGDCPJ4WvlypUZtvXp08cYY0xCQoIZOHCgKVKkiClatKgZOHCgGTlypKlSpYr9+Js2bTIdOnQwJUqUMEFBQaZx48Zm8eLF9v2tWrXKcPx9+/YZY4zZvXu36d69uwkJCTFFixY1d9xxh9myZYv9tTNmzDDe3t5mzZo15uabbzaBgYGmcePGZuPGjdfUL1OnTjXly5c3hQsXNp07dzbHjh3Lsl+MMeaHH34wDRs2NH5+fqZEiRJm0KBB5uzZs1m+/6FDh4yPj4/57bffsmznjCTz6aefOjyfPHmyeeihh0xwcLApW7aseeutt+z70/dxhQoVsuyHtNJ+PlL997//Nc2bNzcBAQGmTJkypm/fviYuLi7DcZz1Z6qffvrJtGjRwgQGBpoiRYqYli1bmr///tuhTcuWLc3EiRPN3LlzzU033ZShL5ydw/vvv28qVKhgLMsyZ86cyfC6hQsXGkmZ7kvrzJkzZujQoaZMmTImMDDQNGjQwCxYsMC+f9++fUaSmTt3runUqZMJDAw0lSpVMrNnz3Y4zscff2xq1Khh/P39TfHixc3tt99uDhw4YN+f3efI1fPKzMmTJ40ks2jRIvu2kJAQ8/777zu0a9iwoRk2bJj9ebNmzUyvXr0c2tx3332mVatWWb7fsGHDTIMGDbJsM2fOHHPrrbeaIkWKmNDQUHP33XebXbt22fen//eW+pnNTGaf2/R69eplmjVr5rDtmWeeMRUrVszyda70U2YaNGjg0KZLly6me/fuDm2GDx/u0E+TJ082jz/+uLl06ZLZuXOnQ22p/x1+8cUXTaFChczBgwft+1w5f2OMOXLkiImIiDCrV682rVq1Mo888ki2r0lv0aJFRpI5efKk0zbR0dFGkomOjnbaZuPGjUaSw3/Pb7nlFrN69Wpjs9nMq6++ap577jn7PlfPEfkfI9rI03r06KENGzZIkr755hv7FIMPPvhAkuyjCKkjDSNHjtSCBQs0e/ZsrVu3TkFBQZo8ebLDMU+fPq2ePXtq1apV2rx5s9q3b6/OnTvrr7/+kiR9/fXXqlixop5++mn78cuVK6ejR4+qRYsWKlmypFavXq3169erevXqat26tWJjY+3Ht9lsev755zVx4kRt3rxZxYoV0/3335/hz8bZiYqK0sqVK/XDDz9oyZIlio6O1jPPPJNlv2zZskWdO3dWy5YtFR0drVmzZun777/XwIEDs3yvUqVK6bbbbtOQIUN08uTJq6rTmVdeecVex7PPPqsRI0Zo5cqVklL6+Omnn1bFihV1+PBhRUVFXfP7rFixQl26dFHPnj21ZcsWLVq0SDExMerWrZvDCGtW/SlJy5YtU/v27dWoUSOtW7dOv/32mx5++GFdunTJ3mbnzp1av369HnjgAXXp0kWxsbEuTSXYsGGDVqxYoUWLFumPP/5QQEBAhjalS5eWlDKK6GzKjjFG99xzj/744w/NnTtX27Zt06BBg9SzZ08tX77coe3IkSPVu3dvbdmyRffff7/69eun3bt3S5I2bdqkgQMH6vnnn9euXbu0atUqPfzww/bXuvo5cuW80ktISNCUKVMUHBysW265xb69RYsWWrBggY4ePSpjjFasWKFdu3bprrvukiQlJiYqKipKHTp0cDhehw4dtH79eoeRyLR27typxYsXq02bNlnWdfHiRb388svavHmzfvrpJ3l7e6tjx472KSep0yYWLFjg0md2w4YNCg8PV6VKlXTvvfdq+/btDvvXrl2b6bnExMQ4TIVIL7t+Ss9ms2nJkiXatWuXQx+0aNFCa9eu1ZYtWySlTJP48ccf1bFjR3ub3r17a9u2bQoMDFTjxo0zHbkeMGCAKlWqpBdeeCHL/sisrgcffFCPP/64WrRocVWvTRUXF6dPP/1UDRs2dPoXvTNnzuiTTz5RRESEqlWr5vRYp06dkiSFhYXZt73xxhvq0qWL/Pz8NH/+fD311FPXVCfyudzN+YCjaxmxTB2hW716tdM2xhhz9uxZ4+/vb6ZNm+awvVGjRg4j2pmpV6+eee211+zPq1SpYkaNGuXQZtSoUaZJkyYO22w2m6lcubKZMGGCMebKSPOmTZvsbdatW2ckmZ07dzp9/8z6JSwszCQkJNi3jR071oSHh9ufZ9YvDz30kLnlllscjr1o0SJjWZaJiYlx+v6PPfaYqVmzpnnhhRdMrVq1zD///GPfN23aNFO0aFGnrzUm8xHtIUOGOLSpXr26GTlypP35qFGjMvxcruXz0apVKzNixAiHNv/884+RZH7//Xf7cbLrzxYtWpiOHTtmeZ7Dhg0zXbt2tT8fNGhQhhHWzM4hJCTEpdHel19+2fj6+prChQub1q1bm1GjRpk///zTvn/lypXG398/w+hdv379TJcuXYwxVz4X48ePt++/dOmSCQoKMh999JExxpivv/7aFClSxJw6dSrTOlz5HF3NeRmTMjoaFBRkLMsyERERZv369Q77T58+bbp162YkGR8fH+Pn52emT59u33/o0CEjySxdutThdd9//72RlOGvExEREcbPz89IMo899phJSkpyqc5Ux48fN5LMmjVrjDHGHDhwwOEvR1n54osvzDfffGO2bt1qfvrpJ3PHHXeYwMBAs3XrVnsbX19fM3XqVIfXbdu2zUgyGzZscHrs7Pop1ZYtW0xQUJDx9vY2AQEB5uOPP3bYb7PZzJgxY4y3t7fx8fExksyAAQOMzWbLcKwjR444/Nsx5sqI9oEDB8ySJUuMZVn2v9y5Mto7evRo06pVK5OcnGyMMVc1ot2zZ08TGBhoJJlmzZpl+NkbY8xzzz1ngoKCjCRTo0YNs3v3bqfHO3PmjKlfv7659957M+xLTEw0hw8fzrC9T58+xtvb2wQFBTl8derUyaVzQP7BiDYKjD179ujixYsZLqpLP1oSGxurwYMHq0aNGipatKiCg4O1fft2/fPPP1kePyoqSps2bVJwcLD9q3DhwoqJibGPFEopcwTr169vfx4RESFJOnr06FWdT82aNeXv7+9wnOyOsX37drVs2dJhW6tWrWSMcbgYKK2dO3dq2rRpmj59ul5//XX16NFDTZs2VXR0tCTpjz/+yHBMVzRo0MDhuSv1X4uoqCi99957Dj+XWrVqSZLDzyW7/ty0aZPuvPNOp++TkJCg2bNnO8xT7du3r77++msdP348yxpr1qzp0kVSY8aM0dGjRzVz5kw1bdpUCxYsUL169fT555/bzzUxMVEREREO5/vZZ585nKvk2P8+Pj4qVaqU/XzvuOMOVa5cWZUqVVLPnj01bdo0hws7Xf0cuXpekvTggw8qOjpaa9asUWRkpP71r39p//799v2jR4/W3r17tXjxYm3atEnjxo3TkCFD9MMPP7h0/PQXR69evVqbN2/Wp59+qu+//15jxozJ8vXR0dHq1q2bKlWqpMKFC6t8+fKSlO1/FzLTs2dPde7cWXXq1FFkZKS+//57lSlTRu+///41nUtarvZT9erVFR0draioKI0ePVrDhw93mMv+1Vdf6cMPP9SMGTO0efNmzZ8/X4sXL9ZLL72U4T1LlSrl8G8nvfbt26t9+/YO87uz8ssvv2jKlCmaM2eOvLyuPqZMmDBBv//+u/18evbsmeEvGs8++6x+//13rVy5UlWqVFG3bt105syZDMc6d+6cOnfuLB8fH02fPj3Dfl9fX4WHh2daR5MmTRQdHe3wNXXq1Ks+H+RtPtk3AXKPl5dXhguo0v6p/mqkHie71Uj69u2r/fv36+2331alSpUUGBionj17Zrsqgc1mU7t27ezTVtJK+2dLLy8veXt725+n1uPqCh6p0l8caFmW04vN0re7mu2pgbpRo0aSpH//+99KSkpSy5YtNX36dH322WcZVnZwRWb1X20fuPL5sNlsGjFihHr37p3h9Wn/B+lKf2b12fnqq68UHx+v++67z2F7cnKyZs2alWXICAoKcrovvWLFiql79+7q3r273njjDbVv314vvviiHnjgAdlsNoWEhGQ6bSH9+WXV/8HBwdq4caPWrl2rZcuW6aOPPtJzzz2n5cuX2z8HrnyOrua8QkJCFBISoqpVq6p58+aqUaOGpkyZojfffFN79uzRu+++q/Xr16tJkyaSpHr16umPP/7Q2LFj1bFjR4WFhcnHx0dHjhxxOO7Ro0fl7++f4QLUSpUqSZJq164tb29vPfTQQ3ruuecyrfn8+fO688471aJFC/3nP/+xf25q16593auVSCk/i8aNGysmJsa+rXTp0pmeiySnwc6Vfkr7nqnLmt58883au3evXnnlFfsUk6efflpPPvmk/d9N3bp1deHCBfXv318vv/yyS9OA0ho/frzq16+vBQsWZNt2xYoVio2NVYUKFezbkpOT9csvv2jmzJn6559/7AMUmQkPD1d4eLiqV6+u+vXrq0yZMvrpp58cpuKEhYUpLCxM1apVU/PmzRUaGqo5c+Y4TH86deqUOnbsqEuXLmnZsmVXfUF5YGDgDb90LDyPEW3c0EqWLKn//e9/DtvSLiHlTGqISDuKUbVqVfn5+Wnt2rUObX/99VeH57/88osGDx6szp07q27duipdunSGK8X9/PwyjJA0btxY27dvV0REhKpWrerwVaJEiexPNgfUrl1bP//8s8O2n3/+WZZl2Ud50ytXrpyklH5JNWbMGD3xxBO6//77VbduXYf/geckVz4fqT+X9D+TqlWrXtVSW40aNdLSpUud7p86dar69u2bYQTrueee08cff3x1J+Yiy7JUvXp1HTt2TFLKuZ48eVIJCQkZzjV1BNZV3t7eatmypcaMGaNNmzapdOnS9pHza/kcXS2bzaaLFy9Kkn15uPSjm97e3vZfhvz8/HTLLbdk+BktWbJETZs2dfjlNrP3stlsTn+J//PPPxUbG6vXX39dbdq0Uc2aNXXixAmHX8Qy+2+Oq5KTk7Vlyxb7vzVJuu222zI9lwoVKqhs2bKZHseVfnImbX9LKSO5zo7jyi/06dWqVUsDBgzQiBEjsv3lZPDgwdqyZYvDv6PGjRurW7duio6OVqlSpVx+39RfHtOeW2aMMQ5t4uLi7HPWf/rpJxUtWtTl9wTSImjjhhYZGamdO3fqgw8+0J49e/Txxx9r3rx52b4udbTq22+/VWxsrM6ePaugoCANHDhQL730kn15tOeee047d+50eG316tU1Z84cbd26VdHR0erVq1eG/3lWqlRJa9eu1f79+xUXFyebzaYnnnhCycnJ6tq1q1avXq2YmBitWbNGL774YoYwn50aNWpkOjJ+vZ599llt3rxZw4cP186dO7VkyRINGTJEDz74oNMg1rx5c7Vp00a9e/fWF198oT179mjFihX67bffFBQUpM2bN+u3335ze62ucOXzMWbMGH3zzTd66qmnFB0drT179mjJkiV65JFHdOHCBZff6+WXX9bixYs1bNgwbdmyRbt27dLMmTO1a9cu7dixQ2vWrFH//v1Vp04dh6/HH39cO3fudPhF5Vp89913euCBB+yf3d27d+vjjz/Wf/7zH3Xr1k2S1LZtW0VGRqp79+5auHCh9u7dq02bNmnSpElXFfa/+eYbTZgwQZs2bdL+/fu1aNEiHThwwB6ir+Vz5My2bds0btw4+3tFRUWpf//+2rdvnx544AFJKVNQbrrpJj3xxBNau3at9u3bp//85z+aPXu2unfvbj/Wc889p7lz52rixInatWuX3n33XX399dcOS/eNHz9eP/zwg3bv3q2///5bX375pZ577jl17tzZaZiqUKGC/P39NWnSJO3Zs0fLly/Xk08+6TB6HxYWpuDgYP33v//VkSNHdOLEiUyPdfbsWQ0fPlxr165VTEyMNmzYoJ49e2rv3r36v//7P3u7p556Shs2bNCLL76onTt3avbs2Zo0aZJGjhxpb7NhwwbVqFHDfuGzq/00fPhw+3+jtm/frnHjxmnmzJkOF7x27dpV77zzjhYuXKiYmBgtXbpUL730ku666y4FBga69LNNb8yYMYqLi3NYRjAzJUuWzPDvKCgoSMWKFVOdOnXsyyA+//zzateunf11qRe6b9u2Tf/884+WLVum+++/X2XLllXbtm0lpazv/eGHH+qPP/7Q/v37tXbtWt13333y8vKy/zs6fPiwWrZsKcuyNGvWLJ0/f15HjhzRkSNHruovGImJifbXpf26ll9UkIflxsRwwJnMLpJ57bXXTJkyZUxQUJDp2bOn+eCDD7K9GNIYY5588klTsmRJY1mWfXm/8+fPm8cee8wUKVLEFClSxAwYMCDD8n5btmwxzZo1MwEBAaZChQpm8uTJpl27dvZjGGNMVFSUadiwoQkICHBY3i8mJsY88MADJiwszPj5+Zny5cubBx980Ozdu9cYc2V5v7Qyu4hKksPFlu66SNQYx2XZwsLCzMCBA7Nd3u/cuXPm5ZdfNtWqVTP+/v6mQoUKZvjw4SYuLs5069bNhIWFmb/++svp65XJxZBpnxtjMvSxKxdDGpP958MYY3755RfTrl07ExwcbAoVKmRq1KhhnnzySXPp0iWnx83sgtolS5aYpk2bmoCAAFOkSBHTunVrs2fPHvtyepldKGaMMY0bNzYPPvhgpu/l6jJge/bsMQMHDjQ1a9Y0QUFBJjg42NSuXdu89tpr5vz58/Z258+fNyNGjDAVK1Y0vr6+plSpUqZ9+/Zm+fLlxhjnn4u0F/j+/PPPpk2bNiYsLMz4+/ubqlWrmrFjxzqcX3afI1fPa/fu3ebOO+80JUuWNL6+vqZMmTKmS5cuZt26dRnOv0ePHiY8PNwEBASY6tWrm7ffftt+sVyqGTNmmGrVqhlfX19z0003ZficjR071tSsWdMUKlTI3oevv/66OXfuXJZ1zp8/31StWtX4+/ubBg0amFWrVhlvb28zY8YMe5tZs2aZihUrGh8fH6fL+50/f960b9/elCpVyn6+99xzj8MF0qm+//57U69ePft/S9JewGrMlQsO0/63w5V+6tGjhylfvrzx8/MzoaGhpnnz5mbOnDkOxz579qx55plnTKVKlYy/v78pV66cGTRokDl+/HiW/ZS+trRLQhpjzLhx44ykq176LrOLIfv06ePQz999951p0qSJCQkJMf7+/qZy5cpm4MCBZv/+/fY269evNy1btjTFixd3+G/09u3b7W0yWx419cuVi11Ta3N2jNjY2Ks6d+RtljH8agUAAAC4G1NHAAAAAA8gaAMAAAAeQNAGAAAAPICgDQAAAHgAQRsAAADwAII2gHylb9++sixLlmXJx8dHFSpU0MCBAx1ug566/7vvvsvw+q5du8qyLD366KP2bePGjVOzZs1UrFgxFS1aVC1atNCSJUuyraVixYr290r9atGiRZavWbVqlSzLkr+/v8Ntz6WUu16WKlVKlmXps88+y/b94TofHx/NnDkzt8sAkM8QtAHkO7fffrsOHz6smJgYvf/++1qwYIHDzTgkqXz58hlu4nL48GH9+OOPDnfok1JuCd2/f3+tXLlSv/32m5o2bapOnTpluMtoZkaMGKHDhw/bv7799luXziE8PFyzZ8922LZw4cJrvllIbrh06RI35wBQoBG0AeQ7fn5+Cg8PV9myZdWlSxcNGzZMS5YscbgTZP/+/bV48WIdOnTIvm369Om6/fbbVblyZYfjLV68WAMGDFCDBg1UvXp1vfPOO6pZs6a+/vrrbGsJDg5WeHi4/at48eIuncMjjzyS4ReBadOm6ZFHHsnQ9uzZs3ryyScVERGhQoUK6eabb85Q24svvqiaNWuqUKFCKleunAYOHKhTp07Z958+fVr9+vVTeHi4/P39Va5cOQ0fPty+v3Xr1g6j/JL02muvqWLFivbnffv2VWRkpCZNmqSKFSvK399f586dkyRNmjRJNWrUUEBAgKpVq6bXX39dSUlJ9tdWrFhRL7/8sgYNGqSQkBCVLFlSH3zwgS5evKghQ4aoWLFiioiIyHDH1OzOPSYmRpZlad68ebrnnntUqFAhVa5cWZ9++qnDeycnJ6tfv372vzy40icAkB2CNoB8LzAwUDabzSHYValSRa1atdKMGTMkSTabTdOnT9eAAQOyPZ7NZtOZM2cUFhaWbdsPPvhAoaGhql27toYOHeowhSUrPXv21OHDh7VmzRpJ0p49e/Tzzz+rf//+Du2MMbrnnnv0xx9/aO7cudq2bZsGDRqknj17avny5Q59MG3aNO3YsUMzZ87UqlWrNHToUPv+l156SZs3b9Y333yj3bt3a+7cuapZs6ZLtaa1YcMGrVixQosWLdIff/yhgIAAjR49Wu+8847Gjh2rP//8UxMnTtTUqVP1yiuvOLx20qRJqlatmjZt2qShQ4dq6NCh6tatmypVqqSoqCg98cQTGjp0qHbs2HFV5y5JI0eOVO/evbVlyxbdf//96tevn3bv3i1JioqKkre3t9577z37Xx7c2ScACrBcvS8lALhZ+lt/b9++3VSuXNk0adLEvk2XbwE/d+5cU7FiRZOcnGwWL15sQkNDzcWLFzO93XNar776qgkJCclwe+n0xo8fb1asWGG2bt1q5s6da6pVq2Zuuukmh1ump5f21tWDBg0yDz/8sDHGmBEjRph77rnHof7U9v7+/ubkyZMOx+nXr5/p0qWL0/f5+uuvjZ+fn/3W3J07dzZ9+vRx2j6zPnn11VcdboHdp08fExISYs6cOWPfdu7cORMYGGgWL17s8NpZs2aZkJAQ+/MKFSo41JucnGwKFy5sOnXq5LCtaNGiZtKkSS6fe+ot59PevvzSpUsmKCjIfPTRR/Zt6W+n7kqfAEB2fHI35gOA+61atUrBwcFKTk7WxYsX1a5dO02dOjVDu27dumnIkCFatmyZpk2bpj59+sjPzy/LY0+ZMkVvvPGGvv32W5UtWzbLtmmnGdSpU0eNGjVStWrVtHDhQj3wwAPZnsfjjz+uZs2a6Z133tHMmTMzTCWRUkZjExMTFRER4bA9MTFR1apVsz//+uuv9d577+nvv//W6dOnZbPZlJiYqCNHjqhMmTIaPHiw7r33Xm3cuFHt2rVThw4d1L59e3l5Xd0fPmvWrKng4GD78+3bt+vChQu699577VMyJCk5OVkJCQmKjY1ViRIlJEn169e37/fy8lKJEiVUr149h20lS5bUsWPHrurcJalBgwb2xz4+PipVqpSOHj3Jz/TSAAAgAElEQVSa5bm4q08AFFwEbQD5TpMmTTRr1iz5+PiodOnS8vf3z7Sdr6+v+vTpo9dff13r1q3Tli1bsjzuO++8o1GjRunbb79VZGTkVddVpUoVlSxZUjExMS61r1+/vurUqaNevXrJx8dHd999d4Y2NptNISEhioqKyrAv9ZeG3377Tf/617/0/PPPa9y4cSpWrJjWr1+vPn36KDExUZLUvn177d+/X0uXLtWqVav00EMPqW7dulq+fLm8vb3l5eWV4cLGS5cuZXjPoKCgDPVJ0vz583XTTTdlaJ92zrqvr6/DPsuyMt2WekxXzt3Z87THcSa7PgGA7BC0AeQ7gYGBqlq1qkttH3vsMb3zzjtq0aKFatSo4bTdv//9b02YMEE//vijWrVqdU11HTp0SLGxsRlWNcnK448/rkcffVQvv/xypuGucePGOnnypBISElSnTp1Mj7FmzRqFhYXptddes2/76quvMrQrXry4evXqpV69eqlfv35q1qyZduzYobp166pkyZL63//+59B+8+bN2dZfu3ZtBQQEaO/evZn+onA9XDl3V/n5+Sk5OTnD9qz6BACyQ9AGUKBVrVpVcXFxCggIcNpm2LBhmjp1qr744gtVr15dR44ckZQS6ENCQiSlLL33/PPPa/ny5YqIiNC6deu0du1atW3bVqGhodq5c6dGjhyp8uXLq1u3bi7X17dvX3Xp0sX+Pum1bdtWkZGR6t69u9566y3Vr19fJ06c0K+//qqAgAANGDBA1atXV2xsrKZPn642bdpozZo1mjJlisNxXnzxRTVq1Ei1a9eWl5eX5syZo+DgYJUvX16SFBkZqUGDBmnevHlq2LChvvrqK61evVpFixbNsv7g4GC98MILeuGFFyRJd9xxh5KSkrR161b9/vvveuutt1zui2s5d1dVqlRJK1eu1F133SU/Pz+FhYVl2ycAkB0mmgEo8IoXL65ChQo53T9x4kQlJCSoW7duKl26tP3rySeftLc5deqUdu3aZZ9O4e/vr6+//lqRkZG66aabNHjwYDVt2lTr1q1zmMOcHW9vb4WFhWWYQpHKsix9++236t69u4YPH64aNWqoY8eO+uGHH1SlShVJUqdOnfTiiy/qhRdeUN26dfXll19q3LhxDscJCAjQv//9bzVq1EiNGzfWli1btHjxYnvA79Onj/7v//5PTzzxhBo3bqwDBw44rFqSlZdfflkTJkzQJ598ovr166tFixaaMGGCw9KA18KVc3fV+PHjtWnTJlWqVMk+Zzy7PgGA7Fgm/aQ7AAAAANeNEW0AAADAAwjaAAAAgAcQtAEAAAAPIGgDAAAAHkDQBgAAADyAoA0AAAB4QL66YU36u5YhRVhYmOLi4nK7jBsSfeMcfeMcfeMcfeMcfeMcfeMcfeNcbvZNmTJlXGrHiDYAAADgAQRtAAAAwAMI2gAAAIAHELQBAAAADyBoAwAAAB5A0AYAAAA8gKANAAAAeABBGwAAAPAAgjYAAADgAQRtAAAAwAMI2gAAAIAHELQBAAAADyBoAwAAAB5A0AYAAAA8gKANAAAAeABBGwAAAPAAgrabmL+2KfmZPjIJ53O7FAAAANwACNpuYlv4mXTqhLR/b26XAgAAgBsAQdtdrMvfTa5WAQAAgBsEQdtdLJI2AAAAriBou83loG0I2gAAACBou499RBsAAAAgaLsfI9oAAAAQQdt9GNEGAABAGgRtd0kN2saWu3UAAADghkDQBgAAADyAoO1uTNEGAACACNruY7G8HwAAAK4gaLsNN6wBAADAFQRtd2HREQAAAKRB0HYX+9SR3C0DAAAANwaCttuwvB8AAACuIGi7CyPaAAAASIOgDQAAAHgAQdvtGNIGAAAAQdt9WEcbAAAAaRC03cViHW0AAABcQdAGAAAAPICg7S6sOgIAAIA0CNpuwzraAAAAuIKg7S5M0QYAAEAaBG13sV8MCQAAAEg+OfEmiYmJGjVqlJKSkpScnKymTZvq/vvv17Fjx/Tee+/p7NmzqlSpkoYMGSIfHx9dunRJH3zwgfbu3avChQtr2LBhKlmyZE6U6gYMaQMAACCHRrR9fX01atQojRs3Tm+//baio6P1119/6bPPPlPHjh31/vvvKygoSCtWrJAkrVixQkFBQZo0aZI6duyoOXPm5ESZ14l1tAEAAHBFjgRty7IUEBAgSUpOTlZycrIsy9L27dvVtGlTSVLr1q0VFRUlSdq4caNat24tSWratKm2bdsmc6MHWHI2AAAA0siRqSOSZLPZNGLECB05ckTt27dXqVKlVKhQIXl7e0uSihcvrvj4eElSfHy8QkNDJUne3t4qVKiQzpw5oyJFiuRUuVfNsrwuTxohaQMAACAHg7aXl5fGjRunc+fO6Z133tGhQ4ects1s9NrK5GLDZcuWadmyZZKkN998U2FhYe4r+CqdDPDXRUlFgoMVkIt1ZMbHxydX++ZGRt84R984R984R984R984R984R984lxf6JseCdqqgoCDVqlVLu3fv1vnz55WcnCxvb2/Fx8erePHikqTQ0FAdP35coaGhSk5O1vnz5xUcHJzhWJGRkYqMjLQ/j4uLy7HzSM92MVGSdPr0aZ3NxToyExYWlqt9cyOjb5yjb5yjb5yjb5yjb5yjb5yjb5zLzb4pU6aMS+1yZI726dOnde7cOUkpK5Bs3bpVERERql27ttavXy9JWrVqlRo3bixJatSokVatWiVJWr9+vWrXrp3piDYAAABwo8qREe0TJ05o8uTJstlsMsaoWbNmatSokcqWLav33ntPX375pSpVqqS2bdtKktq2basPPvhAQ4YMUXBwsIYNG5YTZV4fi6shAQAAcEWOBO0KFSro7bffzrC9VKlSGjt2bIbtfn5+Gj58eE6U5kaMuAMAAOAK7gzpdoxoAwAAgKDtPqkD2uRsAAAAiKDtPtblrmSONgAAAETQdh/7FG2CNgAAAAja7kfOBgAAgAjabsQkbQAAAFxB0HYX1tEGAABAGgRtd2EZbQAAAKRB0HY3RrQBAAAggrYbMaQNAACAKwja7uLFOtoAAAC4gqDtdgRtAAAAELTdj5wNAAAAEbTdh+X9AAAAkAZB2224YQ0AAACuIGi7C4uOAAAAIA2CtrsxoA0AAAARtN3HSu1KkjYAAAAI2u6TOnXERtAGAAAAQduNuBgSAAAAVxC03YXl/QAAAJAGQdtdUm/BbrPlbh0AAAC4IRC03cXbO+V7cnLu1gEAAIAbAkHbXbx9Ur4nJ+VuHQAAALghELTdxevyiLaNEW0AAAAQtN3H+3JXJjNHGwAAAARt92HqCAAAANIgaLsLF0MCAAAgDYK2u6Tegp052gAAABBB2/0I2gAAABBB2/2YOgIAAAARtN3OrP6vzD9/53YZAAAAyGUEbXcx5srD5d/nYiEAAAC4ERC0PaFYaG5XAAAAgFxG0PaEgMDcrgAAAAC5jKDtCam3YwcAAECBRdB2mytztOVFtwIAABR0JEJPSHNhJAAAAAomgrYnsJY2AABAgUfQ9gTuDgkAAFDgEbTdJe1skeSkXCsDAAAANwaCtgeY7+fmdgkAAADIZQRtTzBG5sC+3K4CAAAAuYig7SG2MU/mdgkAAADIRQRtAAAAwAMI2m7D2tkAAAC4gqANAAAAeABB282sW27P7RIAAABwAyBou5vNltsVAAAA4AbgkxNvEhcXp8mTJ+vkyZOyLEuRkZG6++67NW/ePC1fvlxFihSRJPXq1UsNGzaUJC1cuFArVqyQl5eX+vXrpwYNGuREqdfOpMzRNtysBgAAAMqhoO3t7a3evXurcuXKunDhgkaOHKl69epJkjp27KjOnTs7tD948KB+/fVXvfvuuzpx4oReffVVTZw4UV5eeWAA/uzplO+BQblbBwAAAHJVjiTXYsWKqXLlypKkwMBARUREKD4+3mn7qKgoNW/eXL6+vipZsqTCw8P1999/50Sp1y+kWMr34mG5WwcAAAByVY4PER87dkz79u1T1apVJUlLly7VM888oylTpujs2bOSpPj4eIWGhtpfU7x48SyD+Y3Eq9fjKQ9KReRuIQAAAMhVOTJ1JFVCQoLGjx+vvn37qlChQrrzzjt13333SZLmzp2r2bNna/DgwTLGtTWply1bpmXLlkmS3nzzTYWF5d4o8rlChXRWUljZcoqvUEXevr4qmov1pOXj45OrfXMjo2+co2+co2+co2+co2+co2+co2+cywt9k2NBOykpSePHj9ftt9+uJk2aSJKKFi1q39+uXTu99dZbkqTQ0FAdP37cvi8+Pl7FixfPcMzIyEhFRkban8fFxXmq/GzZzp1PqeH4cdmSbUpKuJCr9aQVFhZ2w9Ryo6FvnKNvnKNvnKNvnKNvnKNvnKNvnMvNvilTpoxL7XJk6ogxRh999JEiIiLUqVMn+/YTJ07YH2/YsEHlypWTJDVu3Fi//vqrLl26pGPHjunw4cP2qSZ5gpcXy/wBAAAUcDkyor1r1y798ssvKl++vJ599llJKUv5rV27VjExMbIsSyVKlNBjjz0mSSpXrpyaNWum4cOHy8vLS4888kjeWHEklZeXfbk/AAAAFEw5ErRr1KihefPmZdieumZ2Zrp3767u3bt7siw3SxOsLYsRbQAAgAIuDw0T5xGWdXlEm6ANAABQkBG0PcFijjYAAEBBR9D2BOZoAwAAFHgEbXcxzNEGAADAFQRtt2OONgAAAAjansE62gAAAAUeQdsTuBgSAACgwCNou0vaOdpcDAkAAFDgEbTdzRIXQwIAAICg7REWF0MCAAAUdARtT7ByuwAAAADkNoI2AAAA4AEEbU+wGNIGAAAo6Ajabnc5ZLPqCAAAQIFG0PYIRrQBAAAKOoK2pzCiDQAAUKARtN0lbbBmQBsAAKDAI2i7GxdCAgAAQARtj7AY0gYAACjwCNqewhxtAACAAo2g7TZp52gzog0AAFDQEbTdzZ6xGdEGAAAoyAjansCINgAAQIFH0AYAAAA8gKDtLulnijBzBAAAoEAjaLsd00YAAABA0PYclvcDAAAo0AjansDFkAAAAAUeQdtdMoxgM6INAABQkBG03c2yxDxtAAAAELQ9hTnaAAAABRpB2xMY0AYAACjwCNpuwwg2AAAAriBou5llWaw6AgAAAIK2xzBHGwAAoEAjaHsEI9oAAAAFHUHbUxjRBgAAKNAI2u6SNlczoA0AAFDgEbQBAAAADyBoewRD2gAAAAVdtkH7woULMsZo3759Sk5Ozoma8gfmaAMAABRoPlntnDBhgo4dO6Zy5crpxIkTKlKkiIYMGZJTteUxaYI162gDAAAUeFmOaCclJWns2LE6fPiwXnzxRSUkJORUXXkTARsAAACXZRm0fX19JUn/+te/HJ7DFUwdAQAAKMiyDNo9e/aUJNWrV0+SdOedd3q+ovyAgW0AAIACL8ugHR4e7vC8Vq1aHi0mT0t/8SMD2gAAAAValhdDpoqJidGsWbMUExOTYZ72F1984ZHC8iYr3XcAAAAUVC4F7YkTJ6pJkybq16+f/Pz8PF1T/sDyfgAAAAWaS0H75MmT6tGjh6xrXFUjLi5OkydP1smTJ2VZliIjI3X33Xfr7NmzmjBhgmJjY1WiRAk99dRTCg4OljFGM2bM0O+//y5/f38NHjxYlStXvqb3zhWsPgIAAFDguXRnyFatWmnNmjXX/Cbe3t7q3bu3JkyYoNdff11Lly7VwYMHtWjRItWtW1fvv/++6tatq0WLFkmSfv/9dx05ckTvv/++HnvsMX3yySfX/N45JsMANiPaAAAABZlLI9pdu3bVSy+9pIULFyokJMRh36hRo7J9fbFixVSsWDFJUmBgoCIiIhQfH6+oqCiNHj1aUkqYHz16tB566CFt3LhRLVu2lGVZuummm3Tu3DmdOHHCfowbln2KNiPaAAAABZ1LQfvdd99VyZIldeutt173HO1jx45p3759qlq1qk6dOmUPz8WKFdPp06clSfHx8QoLC7O/JjQ0VPHx8Td+0E6LAW0AAIACzeVVR/7zn//Ix8el5k4lJCRo/Pjx6tu3rwoVKuS0ncnkQsLM5ocvW7ZMy5YtkyS9+eabDuE8p50tFKhzshQWFqbTAQG66OWVq/Wk5ePjc8PUcqOhb5yjb5yjb5yjb5yjb5yjb5yjb5zLC33jUnKuWbOmDh48qIoVK17zGyUlJWn8+PG6/fbb1aRJE0lSSEiIfUrIiRMnVKRIEUkpI9hxcXH21x4/fjzT0ezIyEhFRkban6d9TU6znT8vySguLk62hAQZW3Ku1pNWWFjYDVPLjYa+cY6+cY6+cY6+cY6+cY6+cY6+cS43+6ZMmTIutXMpaJcoUUKvvfaabr311gxztHv06JHt640x+uijjxQREaFOnTrZtzdu3Fg///yzunbtqp9//lm33HKLffuSJUt02223affu3SpUqFDemDaSOurOHG0AAIACz6WgnZiYqIYNGyopKUnHjx+/6jfZtWuXfvnlF5UvX17PPvusJKlXr17q2rWrJkyYoBUrVigsLEzDhw+XJN18883avHmzhg4dKj8/Pw0ePPiq3zPXsY42AABAgZZl0D5y5IjCw8OvO+jWqFFD8+bNy3Tfv//97wzbLMvSo48+el3vmbsY0QYAACjosgzaY8eOlZQywtywYUPVqlXrui+IzLfSj2Azog0AAFCgZZmaJ06cqKNHj2rz5s36/vvvNXHiRFWvXl0NGzbUzTffrNDQ0JyqM4+wHL4BAACg4Mp2eLpUqVK66667dNdddykxMVFbt27V77//roULFyowMFA333yz2rRp4/LVlwAAAEBBcFXzQPz8/NSoUSM1atRIkrR//35FR0dr//79BO20WHUEAACgwHMpaB89ejTT7cHBwerUqZO8vLzcWlS+wBxtAACAAs2loD106FCn+7y8vNSoUSM9+uijKlq0qNsKy3sI1gAAALjCpaD9+OOPa8eOHbrvvvvsd+H56quvVL16ddWsWVOff/65pk+frqefftrT9d7YrAwPAAAAUEC5NOdj3rx5euyxxxQeHi4fHx+Fh4drwIABWrBggcqWLavBgwdrx44dnq41j2GEGwAAoCBzKWgbYxQbG+uwLS4uTjabTZIUEBCg5ORk91eXVzGgDQAAUOC5NHXk7rvv1pgxY9S6dWuFhoYqPj5eK1eu1N133y1J2rx5s2666SaPFnrDSz+AzYA2AABAgeZS0O7SpYsqVKigdevWad++fSpatKgGDRqkBg0aSJJuvfVW3XrrrR4tNG+w0n0HAABAQeXyOtoNGjSwB2tJstls2rJli+rVq+eRwvI8lvcDAAAo0FwK2nPnzs2w7cKFC/r55581Y8YMtxeV53HDGgAAgALPpaB9/Phxh+fnzp3Ttm3b1KNHD48UlSdlGMFmRBsAAKAgcyloDx48OMO2mJgYTZs2zX5BJHRlJJsRbQAAgALvmu+dXr58+QxL/iENBrQBAAAKNJdGtI8ePerw/NKlS1q5cqWaNGmiY8eOyVyeNlGqVCn3V5jPmIsJUsIFWSHFcrsUAAAAeJBLQXvo0KFO9/3000/2x5ldNFlwuDZH2zbuBemfv+X98beeLwkAAAC55ppXHUEm7MtoZzFH+5+/JUnGlizLy9vzNQEAACBXXPMcbWQju3W0z5zOmToAAACQKwjaHuHCqiNnz3i+DAAAAOQagra7uLqMduq0ksSLnqwGAAAAuYyg7VaWw7dMeV+el03QBgAAyNdcuhgy1alTp5SQkOCwjSX9nHEypO3lLSmJoA0AAJDPuRS0o6Oj9eGHH+rkyZMZ9rEiyVXy9pF0UUpMyLYpAAAA8i6Xgvb06dN17733qnXr1vLz8/N0TXlUmhHsrJb3806ZrWMuXnTlkkkAAADkUS7N0T579qzuuOMOQnZ20gZsZ8v7BQalfI87mvl+AAAA5AsuBe22bdtq5cqVnq4lH8lirNrHN+X70f/lTCkAAADIFS5NHdm9e7cWL16sb775RkWLFnXY98orr3iksDwtOeViR3PmlKzCIY77bDZJkkm+lAuFAQAAIKe4FLTbtm2rtm3berqWfMNsXJPyff4MWf2HpduZErSVlJTDVQEAACAnuRS0W7du7eEy8oG0c7JTH2c2Tzt1WxIj2gAAAPmZ06D9yy+/qGXLlpKkFStWOD0AI91pubCOyOWpIzpzyrOlAAAAIFc5Ddpr1661B+3Vq1c7PQBBOxNZLe+Xav9emfg4WcXDPF8PAAAAcpzToP3888/bH48aNSpHisk/UoN2ZlNHbFcen4qXCNoAAAD5kkvL+8EFaTN1VgPatisNzYG9HisHAAAAuYug7U5WugdZXQwpyXw6xeMlAQAAIHcQtD0hqznaaaeOAAAAIN8iaHtCVlNHjJH8A3OsFAAAAOSOqwraNptNBw4c0P79+2WzMTLrKJNJ2pnMHJGxSWElc6IgAAAA5KIsb1gzdepUPf7445Kk2NhYvfnmmzp27Jgsy1JoaKhGjBih8PDwHCk0T0idMpLV1BFbZukbAAAA+U2WI9q//vqr/fHs2bNVu3ZtzZo1SzNnzlT9+vX12WefebzAvM3JxZCurLMNAACAPC3LoG3SrJDx119/qWfPnvLy8pKXl5d69uypXbt2ebzAPCm7iyEzW40EAAAA+UqWU0ck6dixY7LZbLIsS/7+/vbtfn5+unjxokeLy1PShmcrm+X9SoRLh/7JmboAAACQK7IM2hcvXtSQIUPsz3fv3q0aNWpIkvbv36/ixYt7tro8x4UpIcYmq2QZmYrVpOQkz5cEAACAXJFl0J47d67zF/r46NFHH3V7Qfme7fIc7YTz0pFDMrZkWV7euV0VAAAA3Oya19EuW7as6tSp485a8o/LU0dMcpLMsf+l22kkL0s6cijl6Yn4nK0NAAAAOeK6blizaNEid9WRz1yeQrJ5nWwvDpQ5uO/KLmMky0tW78Epz5Mu5Xx5AAAA8LjrCtp//vmnu+rIH1KnaKdfdeRomlHty1NHrKDCKc8vJeZIaQAAAMhZ2a46kpXnn3/epXZTpkzR5s2bFRISovHjx0uS5s2bp+XLl6tIkSKSpF69eqlhw4aSpIULF2rFihXy8vJSv3791KBBg+spM+ely9nm3Jkrm4xNsrwkH7+Up3/vkFW2Yk5WBwAAgBxwXUHbVa1bt1aHDh00efJkh+0dO3ZU586dHbYdPHhQv/76q959912dOHFCr776qiZOnCgvr+safM9h6ZL2ubOS0qxLblmSr2/KtjkfSa3vzsniAAAAkAOyTK82m03ffPON3n77bX3++ec6e/asw/6xY8e69Ca1atVScHCwS22joqLUvHlz+fr6qmTJkgoPD9fff//t0mtzVWbraKe6cO5yG1vKdy9L8smR33EAAACQS7IM2p9//rnWrVunWrVq6dChQ3r22Wd18OBB+/6dO3de15svXbpUzzzzjKZMmWIP8fHx8QoNDbW3KV68uOLj88rKHE7W0b50+YJHW+qItpeUxBraAAAA+VmWw6pr167VG2+8oWLFiqlTp05auXKlxowZo5EjR6py5coOt2i/Wnfeeafuu+8+SSnrdc+ePVuDBw++qmMuW7ZMy5YtkyS9+eabCgsLu+Z6rtfpwAAleFkKCwtTnI+PktPsC/DyUpGwMJlLiTomKSg4WD6FAnXy8n5P1+3j45OrfXMjo2+co2+co2+co2+co2+co2+co2+cywt9k2XQPn/+vP1iRUlq06aNgoKCNHbsWD399NOy0k+RuApFixa1P27Xrp3eeustSVJoaKiOHz9u3xcfH+/0DpSRkZGKjIy0P4+Li7vmeq6X7UKCjM0oLi5OyTabw76EM6eVGBcnk5hyy/pz5y/IiqicstPPz+N1h4WF5Wrf3MjoG+foG+foG+foG+foG+foG+foG+dys2/KlCnjUrssp46ULl1au3fvdth266236v/+7/80btw4JSZe+9J0J06csD/esGGDypUrJ0lq3Lixfv31V126dEnHjh3T4cOHVbVq1Wt+nxtC6hJ+qaP1XpYsX19ZzdpKwSG5VxcAAAA8JssR7bvuuksHDhxQjRo1HLY3aNBATz31lBYsWODSm7z33nvasWOHzpw5o4EDB+r+++/X9u3bFRMTI8uyVKJECT322GOSpHLlyqlZs2YaPny4vLy89Mgjj+SNFUeymPJi7EH78kh36l8C/PxYRxsAACCfyjJot2rVyum+OnXquHwL9mHDhmXY1rZtW6ftu3fvru7du7t07BtKaoBOP6UmNUynvRhSknwJ2gAAAPmVy2vMHTt2TPv371dCQoLD9hYtWri9qLwvTdAuFJxx6kjqbl/fKyuSAAAAIF9xKWgvXLhQX331lcqVKyc/Pz/7dsuyCNqZSTugHVw4TZhOP6LtLyUnydiSZXl552SFAAAA8DCXgvb333+vt956S2XLlvV0PXmYkxvWBBeRLl7+K4DNOO6/fHdIXbok+RO0AQAA8hOXrjIMDg5WiRIlPF1L3mdleCAFFU4zdeTy6tpp52hLzNMGAADIh1wK2n379tXUqVO1Z88excXFOXwhE2lGtK3AQtKxwzIH9kmp62t7pwva17FMIgAAAG5MLk0dSUpK0pYtW7R27doM++bOnev2ovKVy0sT2t58Vl5jPkzZln5EO4mgDQAAkN+4FLQ/+eQT9erVS7fddpvDxZBII+0y2mnX1E6+PF0kMVGyXX58+cJHy9c35WWsPAIAAJDvuBS0bTab2rRpkzduHJOrMt6S3iQnpXmSfuqIf8p3po4AAADkOy4l53vuuUeLFi2SyeLuh0jrSj9Z/oFXNien3hkyNWinrjpC0AYAAMhvXBrRXrx4sU6ePKmFCxcqODjYYd+HH37okcLyC+u+vjLrVkghxa5cDJm6ZvblaTi2BTPl/fy4XKoQAAAAnuBS0B4yZIin68gH0oz2pxn5t4oUldWsjcyubfbl/SDO87EAACAASURBVKzUqSMXL6Z837srp4oEAABADnEpaNeqVcvTdeQPqcv6pZ9hExAoJVy4MnUkda571Sv9ai5dkpU6lQQAAAB5nsvL+y1YsEBr167ViRMnVKxYMTVv3lzdu3dnFZJMpUvaAYHSxQtXpo5Yl1cd8feX9cBAmc8/ks6fTZleAgAAgHzBpaD98ccf63//+5/69eunEiVKKDY2VosWLdInn3yiwYMHe7rGvM/XP2WZv6TLy/h5p7kGNbBQyvcL5wnaAAAA+YhLQTsqKkqTJk1SUFCQJKls2bKqVq0ac7fTMpnP0ZZkv+hRFy+kfE+zTKIVWChl/PvCeY+WBwAAgJzl0vJ+RYsW1cXUC/cuS0xMVLFijMC6JPUOkKl9aGUyop1A0AYAAMhPXBrRbtmypd544w116NBBoaGhOn78uJYuXaqWLVtq27Zt9nZ16tTxWKF52uWgbVJHtL29r+xLXWc74UIOFwUAAABPcilo//TTT5KkhQsXZtieus+yLH3wwQduLi+fSB3RPno45XvaO2z6pdwd0iRezOS+kgAAAMirXArakydP9nQdeV/aadnp52hfTEjZ/OO8lOdWxqCtRMepOQAAAMjbXJqjDRdZTsak08+/9kozdSQ1aHMbdgAAgHyFoO0J6Ua0rVYdHPd7M6INAACQ3xG0c4AVUEiqWf/KhrRztFPvBnn+bM4WBQAAAI8iaOcU/4Arj72v3Grd8vKSggrLbF4vk35uNwAAAPIsgrbbZB2SrbRBOyDQcV+nHtLRQ9L+vZ4oDAAAALmAoO1OqRdDZjIybf7+88qTtKFbklWtdsqD+FhPVQYAAIAcRtD2iExGt9OOYqcL2qn77De0AQAAQJ5H0M4hXs+OtT+20t4ZUroSwrk7JAAAQL5B0HaXtNNFMhnQtoKCnb82dYR751YuiAQAAMgnXLozJFyV9U3UrXt6SYVDMu64HLTNprWyNq+TGjX3RHEAAADIQQRtT7g8Ku316hSHzV6de2Xa3EpzR0lz+mQ2cR0AAAB5AVNHPOoaInNwEfeXAQAAgBxH0PaIq59n7TV0VMqD5EturgUAAAC5gaDtTpcHsK1Gt6U8KHwVo9MRFVK+XyJoAwAA5AfM0fYAq+tDsjp0l1Uoi5VG0vP1S/memOiZogAAAJCjGNH2AMvL6+pCtiT5+kqSzPJvPVARAAAAchpB212ud/3r1BHt2CPXXwsAAAByHUHbra59Yb60d4s0SUnuKAYAAAC5iKB9A7EefiLlwan43C0EAAAA142gfQOxipdIeXA8NncLAQAAwHUjaP9/e/cdHlWV/gH8e+6k92SSQALSiyBNqoBSFF11FWP5rb0LigWEdQFlUaS4YKOou+qKbdFVLERsq1IVAQEpoqChBDFAeiO93PP74ySTxOQgkJm5M5Pv53l4Zu6dmXvfebmZvDlzirM0t482ANQU2jI3s/nHIiIiIiJLsdB2JtHMxdNrC+2lC50QDBERERFZiYW2BxGBgY77kgvXEBEREXk1FtqeJqxmNcmSImvjICIiIqJmYaHtNE7oow1AXDdO3SkpdsrxiIiIiMgaLLSdqZldtAFAhNasKMkWbSIiIiKvxkLb0wSHqlu2aBMRERF5NRbanqamRVsW5lscCBERERE1BwttTxOiWrTl64shjxy2OBgiIiIiOl0stJ3FOWMhgZDwuvsZR5x0UCIiIiJyNz93nOSf//wntm/fjsjISDzzzDMAgKKiIixcuBBZWVmIi4vD5MmTERYWBiklXnvtNezYsQOBgYG499570alTJ3eE6QTNHw0p/PxgTJkD89mZMD99F7b+Q50QFxERERG5m1tatEeNGoVHHnmkwb7k5GT07t0bS5YsQe/evZGcnAwA2LFjB9LT07FkyRKMHz8er7zyijtC9Cyt2qjbwwetjYOIiIiITptbCu2ePXsiLCyswb6tW7di5MiRAICRI0di69atAIBt27ZhxIgREEKgW7duKC4uRl5enjvC9Bw1/bQBQFZxhUgiIiIib+SWriNNKSgoQHR0NAAgOjoahYWFAIDc3FzExsY6nme325Gbm+t4bn2rVq3CqlWrAADz589v8Dp3KwgMRIXNcFoMGTW39tBQGOERzTqWn5+fpbnxZMyNHnOjx9zoMTd6zI0ec6PH3Oh5Q24sK7R1pGw8qlCIpvs+jxkzBmPGjHFsZ2dnuyyuP2KWlUKa0ukx5Bw7AlFe0axjxMbGWpobT8bc6DE3esyNHnOjx9zoMTd6zI2elblJTEw8qedZNutIZGSko0tIXl4eIiJUq63dbm+QtJycnCZbsz2OlIDmD4LTIcY9pO78luq0YxIRERGR+1hWaA8cOBDr168HAKxfvx6DBg1y7P/6668hpURKSgpCQkJaZqEdrb4Kkb/sdtoxiYiIiMh93NJ1ZNGiRdizZw+OHz+Oe+65B3/5y1+QlJSEhQsXYs2aNYiNjcWUKVMAAGeffTa2b9+OiRMnIiAgAPfee687Qmw+Z82jXUN07akKd4NTnRMRERF5I7cU2g8++GCT+x999NFG+4QQuOuuu1wdkgs4t0UbABAZDRQXOfeYREREROQWbC51FinhjAVrGggNhyw67txjEhEREZFbsNB2JsP5hTZKWGgTEREReSMW2s5imnB+i3YYu44QEREReSkW2k4iXdBHW4SGA0d+hTz2m1OPS0RERESux0LbWZw86wgAoGc/AID51COQZrULTkBERERErsJC22mc36JtDDpP3TleAHP+NKcem4iIiIhci4W2szh5wRqHnmer29QU5x+biIiIiFyGhbazSLim0Pb3rzvF4QPOPz4RERERuQQLbWeRLph1BACqKh13zTmTnX98IiIiInIJFtrO5II6G5nHXHBQIiIiInI1FtrO4qo+2lnpzj8mEREREbkcC21nccUS7ACMe6YDkdF1p6msPMGziYiIiMhTsNB2Jhe0aIsBw2A8/HTdjtwsp5+DiIiIiJyPhbazuKrrCABhj4O49k4AgDlzgkvOQURERETOxULbWaTpskIbAMSQ0TXnccUSlERERETkbH5WB+AzXFz/ivAIoPOZgH+Aa09ERERERE7BFm2ncV3XEYfAYODQPkjTdO15iIiIiKjZWGg7iwv7aDvs2QGUlUJu/ca15yEiIiKiZmOh7U3atFe3nFubiIiIyOOx0HYWKQHh2nQaU+erO3k5Lj0PERERETUfC21nkdI1S7DXI0JCgR59Ib/+H2R5mWtPRkRERETNwkLbWdzRRxtwtGbLd1+B5FR/RERERB6LhbbTuGYJ9kYiotTZvvkS2LHZ9ecjIiIiotPCQttZ3NSibdw2se6Uhw+4/HxEREREdHpYaDuLu3pxRMfW3Q8IdNNJiYiIiOhUsdB2GgkYrk+n8Ku3mGdZqcvPR0RERESnh4W2s1gxMDE/1/3nJCIiIqKTwkLbWdw16wgAJJyhTplxxD3nIyIiIqJTxkLbWaSbZh0BYMxaAjHyYiD9CKf4IyIiIvJQLLSdyU0N2sKwqVbtkiIgLxsynS3bRERERJ7G74+fQifFnV1HAIhWbSABmNPuBAAYi9+GCAlz2/mJiIiI6MTYou0sbuw6AgBIbNdwOyvdfecmIiIioj/EQtuZ3NiijWh7g01z7hT3nZuIiIiI/hALbWeRpnu7jrizqCciIiKiU8ZC21nc3Ee7Kea7SyFzsiyNgYiIiIgUFtrOYsEse8Z9MxqGsOojmNPvhDz4i/uDISIiIqIGWGg7jftbtEW/ITCWvAO0btswknWfuTUOIiIiImqMhbazuHvWkRoiOATG3xc2DGXTWsjUFLfHQkRERER1WGg7k2FNH20RGAhx8dUN9smvPrIkFiIiIiJSWGg7i2nCihbtWuKqW2C8tMKxLVN+siwWIiIiImKh7VwWTjoihFBLs9cqzIcsKrQuICIiIqIWjoW2s0gJYWWlXUMMPV/dkSbMyTdBpqdZGxARERFRC8VC22msn0cbAMTtkyAuurJuR3aGdcEQERERtWAstJ1FwjMKbSGA8tK6HTY/64IhIiIiasFYaDuLB6wMWUv0Hey4bz47E7Ky0sJoiIiIiFomFtrOIq2ddaQ+0Xtgg+2KH7+3KBIiIiKilouFtjN5Rp0NADAefspxP3/2FMjSEgujISIiImp5WGg7iwd1HQEA0al7g21z4nUwX1xgUTRERERELY/lI+Xuu+8+BAUFwTAM2Gw2zJ8/H0VFRVi4cCGysrIQFxeHyZMnIywszOpQT8w0gfrzWHsAMWYs5KqVjm35/bcWRkNERETUslheaAPAY489hoiICMd2cnIyevfujaSkJCQnJyM5ORk33XSThRGeBLMaMDzrCwLj2rtgBodAfvyOY59MS4Vo29HCqIiIiIhaBs+qDGts3boVI0eOBACMHDkSW7dutTiik+CBLdoAYIy9AXFvf+XYNh+fBFl83MKIiIiIiFoGj2jRnjdvHgDgwgsvxJgxY1BQUIDo6GgAQHR0NAoLvWApcbMasHnk3y0wgkMbbMvVnwBjxkKEhGpeQURERETNZXmhPWfOHMTExKCgoABz585FYmLiSb921apVWLVqFQBg/vz5iI2NdVWYfyhTAkEhoYiwMAYdPz8/RP39GeTP/SsAQH78X9h+3IaoGU/DZo+zODpr+fn5WXrdeDLmRo+50WNu9JgbPeZGj7nR84bcWF5ox8TEAAAiIyMxaNAg7N+/H5GRkcjLy0N0dDTy8vIa9N+ub8yYMRgzZoxjOzs72y0xN0VWVaGsogIVFsagExsbi8LftWpXpe5D9t1Xw/bihxZF5RliY2MtvW48GXOjx9zoMTd6zI0ec6PH3OhZmZuTbRi2tK9DWVkZSktLHfd/+OEHtGvXDgMHDsT69esBAOvXr8egQYOsDPPkeOBgyPpEfCKMZ5dBXDe+bmd1FczVn1gXFBEREZEPs7RFu6CgAE8//TQAoLq6Gueeey769euHzp07Y+HChVizZg1iY2MxZcoUK8M8OR46GLI+ER4BccFlqH7nZcc++c7LwAWXWRgVERERkW+ytNBu1aoVnnrqqUb7w8PD8eijj1oQUTN4eIt2fWL4BZDfrlYbIWGQKT8BnbpB+PlbGxgRERGRD/GOytDDSdNUK0N6eIt2LeO2SUBQsNooKYL51MOQK/9rbVBEREREPoaFtjOYprr1khZtADBmPNtwR3aGNYEQERER+SjvqQw9mawptG3e0aINAKJ1G6BrT8e2zDgKWVVpYUREREREvoWFtjNUV6tbL+k6UksktKvbOHwA5oSrIffvhZTSuqCIiIiIfAQLbWfwwq4jACD+7/ZG+8wF0yDX/8+CaIiIiIh8i3dVhp7K9NIW7aBgGBOmw5gwveEDRw9bExARERGRD7F8ZUif4KUt2gAg+g9rtE+u/RSmlBBX3wpROzsJEREREZ0S76sMPVFti7bNe9Np/O0fDbblus8gd262KBoiIiIi7+e9laEnqW3RFt6bTtHtLBizXwDiE+p22riADREREdHp8t7K0JPUzjriRdP7NUUknAFj3EN1OwrzOAMJERER0Wlioe0Mjj7a3l1oAwBiYh135Tv/hlz5NmRlhYUBEREREXknFtrO4MWDIRsJi2iwKT95F+acyRYFQ0REROS9fKAy9AA1gyGFl3cdAQBh2GA8uhjGQ0/U7Tz2G8xVK9myTURERHQKWGg7gw8MhqxPnNERonsvGC+ucAyOlO++AvnOvy2OjIiIiMh7cB5tZzB9YzDk7wmbDag3GFJ+/QXMqiqIy6+DiG1lYWREREREns83mmCt5kt9tH/HuP7uBtty42qYD4+DTDtkTUBEREREXsL3KkMrVHvnEuwnQ/QeAHTs1mi/XPOJBdEQEREReQ8W2s7gwy3aACAGntton/zmS1SPG4vq+6+F/H6jBVH5FpmbBXPZPyFr/2gjIiIir+eblaG7mb7bog0A4sIrYDz7H6DfkMYPlpfCfGOJ+4PyMeZriyHX/w/Yv8fqUIiIiMhJWGg7Q22Lts030ymEgAiPhHHzfTDmvQjjgZkNn1BaAvPbVdYE5ysqytWtjeOTiYiIfIVvVobuVtui7SPT++mIiCiI+ESIPoNgPL+8wWPy9SWQmUctiswHVFWpWxbaREREPsO3K0N3cbRo+2bXkaaIwCCgVZsG+8wZ91gUjQ+oqlS30nTZKWRqCvuAExERuRELbWdw9NFuWek0ZrFvttPUtmjXFtxOJn9LhfnEQ5AfLXPJ8YmIiKixllUZukp17awjLadFGwCEnz+M55dD3DjBsY8tpqeptiW7tuB2tpIidZoDv7jm+ERERNQIC20nkD4+vd+JiMAgGKMuAfoOVjvKSiyNx2vV9u+vdlGh7R+gbmsHXRIREZHLtbzK0BV8fHq/kyEGDld3Cgsc+2TxcciiQosi8jKGULeuatGuHWTJQpuIiMhtWGg7Qwtu0a4l4hMBAOaj98J8+0XI4iKYD94Ic/JNFkfmJWpatKWrCu3aa7SywjXHJyIiokY4l1gzmas/hkz5SW20oFlHGmnbwXFXrv0Mcu1nddslxYCfH1BeBhEeecLDyF8PAIlnQNR2dWgpRG2LtmsGQzq+dWGLNhERkdu03CZYJ5Hv/BvYXrMEuY/Po30iIiAQxqznm3zMnHQ9zGdnwpxy8wmPYb73Ksy5kyGX/csVIXq22m5HriqEa1u0WWgTERG5TcutDF0hMNDqCCwl2rRrvGpkrQM/AwDknh3a18svk9XtxtWonng95K/7IStd1MLraWqvHVcNJnW0aLPrCBERkbuw64gzBbTsQhsA0HsgxJ2TIULCIIsKIT97H8g44njYXPgYxJ1TYJwzqsHLpJQNj1NaDHPuFACA7d8rXR219fz81W2Jiwrt2mkXXTWrCRERETXCQtuZaoulFkwIAXHOaHUfAIZdgOoHbwSKjzueI5c+i+qlz6p+yVICYeEwJjyiPab53msQQ0YA8YkQQcEufgcWqZ1Hu7TINcc361acNL9cAeOiK11zHiIiInJg1xEnErUD2qgBcf34ph+obcUuOg7zqYfVc2+4u/HTvlwBc85kmA9cC3P9/1wVprVqW5yPu2g6RLNuISH53mvqtriICwwRERG5EAttcjljyEgYz793Us8VQ0bBuH8mEBikti+4vMHjctk/Uf3EQzCXL3V6nFaRZSV1fdi3bYD5/uvOP4nZsKCWKT/CfPAGyLda4MBTIiIiN2HXEXILERgI418fQL75AtC9NyAEREJbILEd8OP3kNs3Qx49DASHQPQdBNvzyx2vrV79ccODpaZApqbADA2H8ee/uPmduMBPDQeIyrWfQl5wOUS0vdFTZWUF5KuLILdtgPHI00B8AhAUAhQXqllvAoIAQzSeHrHabLBpPqW66siNq4Fb7nfu+yEiIiIALLSbRda2EvboC+Pau6wNxgsIP3+IOx5s/MCA4RADhmtfZzy6GKgohzx6GPLNuikEZfIymPY4iNAIiN4DXBGyW8h63UXEJVdDfv4BzKm3A8GhQFAwEBUDZB2D6DUAcvM6x3PNJx7SHlMk3QTR9SyYTz0MY86/IGv7aIeEAiXFdU+sroYsPg7kZALhURDRdkizGqIFr3JKRETkLCy0m6Omf6vo0ReiTXuLg/Fd4oyO6rbzmZDde0EeTIFc+iwAQC5dCAmoQr1rT6CiHOLsoZA//wBj1CXWBX0qCvPr7hfVDRpFabH6l5cNAA2K7D8ik5ehdh4Xc+YEx35j/FSYX3wI7N3l2Gc+eGPdCwMCgIoKGDMXovJ4Lsz1XwLFxRBX3QLhz8G+RESkJ3/ZDXTtycaaelhoN0ftctkteUVINxPxiRDxiTB3bYHctsGxX37/LfD9t+r+h28CAKrf+hfQfyiMm+6F3LUFctdWGNfdBcTEedbA1eM1hXa3XhCjLoXMzoAx7m8wpzS9fL249QGIiCiYz81RO87sA/z8w8mdK641bFPmQO7aAvOFeXUDUmvVzLNtzpmM3Pr7z+gAMeyCk39PbiQL8oDAQIigEKtDISJqscxvvoR883mIS64GxqoGHOHHMpMZaI7aOYltTKO7iXEPQdw5GZAS5r3XqJ3BIUDp7+ah3r4J5vZNjk1z52bVreLPf4GUsvH83W4mpYRc9zlgs8H461wIw4BtiiqgjWkL1BSI1VWq+0h4FESwKiYdXUF69oNt8mzIshLIb76CXL5UdWW6Z7oa6Nh7IMTA4TAnXK2eX6kKadF3MGwvfwRZXga5awuEzQbzxQX6OF9bDNmuE5CTBfToCxTkQcS1dl1iToH50K1AfAJs816yOhQiohartmun/PwDyM8/AAYMg+2e6RZHZT1WiM1ROzUaW7TdThgGYKhJc+ovaCOz0mE+oplOsPY5yctQnbwM6NUfmT9uh7j8eiA9DeKmCRAhYeo5mUch134Occ1tEK78/83OULfV1eo91SO69NC+TBgGjPlLgbBwtR0UAnHhFZDRduDMPhAhoRDj6vpwGzOegfnhm0B8YsPjBAZBDB6hnrPobcDPH3L955AfvdVouXbz8UmNA+k9ECgthnHDPRBndIS5eS3klm9gnH8ZRK/+kKbZ6H25ROYxyLRDEG07QFZWADY/95yXiIia9v1GqyPwCCy0m4Mt2h5HxLWG8a8PVUvwwV9gLnoMYvgFqtX4963XP24HAMiP/6tut34DcelfIFN/cfRhljs2wXjiJfXc7n2A4uMQMbHqscI8IDiseX2Xa/pfI+GMU36psMc13jfw3Kaf26Gro6Vce7xQ9UeGuCgJuCgJ4UcPIf/Zx4CCPP2Ldm8DAJizJ0FcfSvkB2+o7d3bgE7dgYO/wFjyDpDyo2oJN2xO/Sqx/jcS5uMT1f/fZ8shLrwCuOBy4Nf9QKfuEFGNZ3AhIiIn6tIT2L+nbjs41LpYPIiQVn937kRHjx516/lkWSnkjs0QnbpDtEr84xdYJDY2FtnZ2VaHYSlpmkBVJfBbKuTmtZBHfgUO/lL3rcQpEFfcAKT9qvqFx7aCGHUJkHkMYuTFkD/tUF0qQsNV3+ncbEdBLDOPARGREEEhkBlHYT45HWL4GMjP34cx518Qrds4+203S/3rRmYehTnjHvVA+y4wrrgB5pLZp3fgnmfDuH8GhH8AZFVVswpvWV4O8/7/a/pBe7yaTaWGuOhKyEMpEFGxELfeDxEQeNrn5c+UHnOjx9zoMTd63pKb6jkPAlF2GBOmQ779EuQP22B7+nWXntPK3CQmnlzdx6bYZhBBwRBDR1sdBp0EYRhAQCDQ+UyIzmc69scEByHr8QeB7EzV4p2fU/NAHJCb1eSx5Edv121kZ0DWLDAjv/5C3Z4okDbtgcgYYI+aO1t+/n7N+WJP5225jYhPVN8U2GyOgaTiqlshD+wFdm2Bcc90mC/Or/cC0fgbhFp7dqh+9fEJ6g+UW+5XM/fEtjr1wIprpkZs1QbIONLwsXpFNqBWGAVq/n9iYoGrbnG8F5l+RL03D+l3TuTNpJSeNeDciaSUQGkx5PcbIc690Gff52mpKFfdEf38IYOCgYJcyJIiR5fMloqFNrVoRmgYbFPrCkRZUQ7s2Qn0HQxUVUJ+9j7kJ+9ADB4BMWasY+5qMf5vEGd0ajB13kk58qv6V19MXLNaV93l9y3PxiVXN9x+8HHAPwCIa63m4y4tAUqKIDeuAY79prrm3D4JcsV/gPxcIPMYADWAxlGS9x8KER0LkXTjSc0iIveq2VaMG8ZD9Dwb5ivPQH63vu4J/gGOAaANXve/DyD/94F6X+eMhty8Vh1nyhzgzD4wx18BccnVMK66Vf1iLStVhbgH/z9JKVVff47yJwvJjKMw/34PjImPefX6Bk2RP26HuXgWENcayEqH3PkdIASMa273uG8kLVFRrqaIBYCO3QEA8r8vQ9w5xcKgrMeuIy2At3ztZIXm5kaWFEMu+ydkaTGQdgiw+cGY9Bhg84P8dT/ky09pXyuuulUVb0NGQkRGn3YMruLK66b6+bnAri0nflLCGTAefgrYuxPoehZEeCQANFhQx3zjOcjv1sN4/l0Iw6aKzdqZVEJCgV4D1DcTQkBu+Aqicw+Yix47+UDrT50YEgrj6TeA3dvg/8NWVA49H+jWCygrhfxhK0T7LuqPDJsNcu8uFbObil4ppZoOMjgUxuPPq3EjmUeB2NaQ366CiImF6D3QLbF4+ueNNE2gpAgiLMLt5/b03DSXNE2YCx91/MzUH6gOAHLnd5D79wKBQRAj/gRUVji+yfKG3JhvPg/5zZfax8XgEWoa1K49AT8/oLIK8rVFkMcLYDw4q/GKvSfJG3IjpYQ58TqI4WNgXDcOAFA9biwAQAweCbTvBJn8FlBZoVY17tAVQgjVBff7jRDnjDqtiQe8oesIC+0WwBt+SK3i6txI0wRM01FwyR+3q37c5//Z47spuDw3mceA4wWQG76C3PDVKb1WXHatmiEleRnQfxhsE05+CikpJczZk9QfRr0HOgZ0Ok2fQcAPW1Wc/3e7mhKx85nAnh2Q366G8cBMNTYgOAQIDAZCQyHiEyHNasjvvobo3kt1L6qqBLIzYT4/B2LMWIhWiZDFRaq7Ue23Ip3PVF2i6i1ApBUWDtF3MMTN96s/BjKPAZBqXvrNawEJ9ctOCMi8HKCkGKJNu1N++57+eWO+/xrkFytgzH4B4jQGITeHp+emKebLT6kpQ8+76A+fK3d+p+bnr2FMW+CYPUmaJsy7kxq9Rlx4BUTfwYi0xyLvv6/AuOFuCHu8896AE5krlkF+tvy0XmtMmQPRo6/6nVBZCRF48t+OecN1I4uLYD54A8T/3QHjIvX/XD3tTm0XzEZ6D1RdcbMzIM7sA7TtCNhskN98CTF0tPbbRBbabsZCu2ne8ENqFeZGz525kWmHgJBQyA/fhEw/AmPCdJgPj9P3867HeP69U/qlpY2htATYuwvmxtUQZ/YGCvLrupecfxnkmk+afQ6PFBgMlJc6NsXQCHRbiQAAGtVJREFU8yE3ranbvuJGNZWmfwBQWgxxweWQu7+HaNepbrYcaTq+ZfDknylZVQnz/r+oLjZX3QLjkmvcen6rcyOlhPwyWX2LFhWjfY4QAuZLTzZYFAwAxC33A1JCblwN4/LrHeNeIIRawG33Vpj/mt/gNcZ9M4DOPYCCHDVFaFxroLKybjxMU8IjgYBAGA88CkAC/gEQ8QnNffvNZr71onrvs1+AOf2uugfO6AgxeIRj1qUTCgtvuAJw994QvQdCDB2lVglObA+kpqiftzM6Qghh+XXzezI3C+Yrz8C45nbVMm0Yjm41xgMzIfoMUs8zTZgvPam6Ev6wFchKb9Z5xRU3qG8JftoOY9xDQHAIov39kB9sTR9wFtrk4Gk/pJ6EudGzOjeyuhpy+0aIDl0hU1OAo4chzr0QOHIY5vM1i/q4uR+oTDsEJJ6BuPhWyPzkPYgOXdXc5Ad+hvzmCzWoMjWl4Yt+/4v1ZETGAAX11uZs1wk4fNCxKUZfCjFkFOSOTZCp+yAGDIMY/WfVGi0lUFEBuWW9YwEJlwkJBUqK1f0Bw4CMY0BaqirOTRNy9UqIAcMhLkyC/HU/RHwCzI/fUV8tR9lVF4P2nR1FnywvV92pXNTlRv6Wqr7NqCGuuhViwDDIgz9DdO4BCAER28oxG440TaAwDwgMdiwW1RyW/0xlHoM542610aUHsH8v0GcQhD0OsiAfIq415Bcfnv4Jeg0Afvz+hE8x5i8FgoIgV62E/OojoLzs1M/TrZfqC7x3F8S14yD6DATSDkHu3wu5eS2MuS9BBAaq/799P51wSXBZWXHSXTqq/zUfOPYbbLNfgDxeCLlxFcSwC+q6tZWVQn7whvrGLfUXmC88URPvWUDKT6f+PqF+1iPOHoLjgSGQKT+qz5JWiRDtOwMJ7VQXlapKx9oBsroacvNaiCGj6r5JrcmxCAz6w4GqMi8HiIhq1I1DHi+E3L1VjWn5KtkxCQAAoHVbID3N0b1Ol09ZWaEaT1L3qQGl2RmQ775yWnmpz5j1HESb9s0+zqnyiUJ7586deO2112CaJi644AIkJTX+2qk+FtpNs/rD3ZMxN3rMjd4f5Uam/ATExkPENJ7r/Pe/6GRJMbDvJ8jCfNXPu2171d+8slLNAx4d2+Sc6SdDHvhZFcMhYUBgIHBoP8xn/q4eDAuHGDIKCIuAPPiLWrTpsmsBCCAtFfLoYeCnHad1XqcJCIQ47yKguAhIaKu6YZ07BjBNILpmpp5f9wPhkRD2eO10kbULJ5mb10Euffa0QhGXXwfEtoZIaAv5WypEZAzQpp2Ko6IcIjgEsrhItdTa41X3oMAgVbDnZAJRdsS1atXkdSOrKiH8mjEf/0mSh/bBnPfXk3+BzQ/o0QfGyIshS0vVAMDtG9UaEulHtC8zJj4KBAZBHtoP+d6rdQ+0aQ/brOfq4qmsUC3h/gGIzDqC/A1rIHr1h7nsn47B0k7VZxDg5w8U5kF06wXRqTvM5+dCjL0Bot8QIMquBr936wXz21XA7m0Ql18H0ak70L4LzGdnAiFhsP3tiVM6rayuVl0o8nIgv1sHMXgkZEGuGjdijz/lrnNabTsCaal12/GJEF17QH67Wv1fStWVEW07AiGhEAltIfoMgkxPU/8PxUWO2ZkQ2wpi6PkQQ0ZCbt+kFjGrroIYdgHkxtVNnl6MuhTGjfecdvjy1wNAq0Q1zmbFf4Bou+o60vUs1YiRlgpxzih1ba3/n+N1xssfWTL7i9cX2qZpYtKkSfj73/8Ou92Ohx9+GJMmTULbtm21r2Gh3TQWTHrMjR5zo9dScyN/2gFEREHu2ARxyTWqlT0/RxUwBXmQ+/YgPDIShV+tVL/QM46qaRaFoX7J/25uc5cJCQUiogF7nPpjISQUokc/Nfc9AGPOP2EmL7N25Tp7PNC6DUR4JOTmdYCfP8S5F0Ie+w2iQxdV9GRnqBbMaLtqMYxrDdG9t3rtr/tVzquqAAE1qDC2tepyUFEOERkFtO0AlJUBlRVqfMihfcCP30OMuUL1f92/R61snHEUOF6g/s/adYZx+0QgLgEiMOgP34Y0q9XKrL8egHzlGYgrboRx2bV1j+dmA1HRQEE+EBWjLYh+/zMljxcAOZkQHbqq7b27AHs85M+7INp1VsWhMICfdkD+/EPd4l8uJi643DHYz5lkSRHktm+B4FCIs4eoNR8yjgK/7Ibt6GFURdnV2IzsjHqL5dlOay0IZxG3Pwi59Ru1kNs5o1TrflCwW84ti4sgN69D3DU3IyfvBIuquZDXF9opKSl47733MGPGDADAihXqr6wrr7xS+xoW2k1rqUXByWBu9JgbPeZG7w9b+4uPA8fSVBFo84PctBqi3zmqxS0vW309fiwNYtC5QIn6elnEtoIsL4N8fYn6mjyxHXD0sGP10QaCQ9WUjlWVTQfQ+UzYpj/ZOK6cTCAsQr2uslK1QMbGA1kZqkhd95lq3dv3E3D4oOqTW3RczYkfHqkKVW8gDBhPvw4REWV1JA00ewao6mr1h4JpApXl6lZK1X98/17II79CdO4O+fWXQJv26o+MPTshkm5S1923q4EzOqquX53PhIiJg9y1RU1ZFxUDMeJiIDJatfI2ZzXg09Doj5CqSgCiXteQcqCsRF27udlAqwTI7ZsgWrVR12hlhSrOy8vUtTt0tOqOd/ggYBiqWAbUYMSoGCA/T+UnK131w/fzU13TBo9QPws//wDReyCM0Ze6NQ9N8YbBkB474Wpubi7s9rplk+12O/bt22dhRERE1FwiNFz1D67dHnFx3YOhYRBtOzR8fv3bISO1x62d9lHW9lcVQs2LX1YKBAYBhk0VI5pp/RwzXdS24tYOFoyIVotcXXHDCd9X/WknpWmqAq+6ChCGmuXFNBFdWYo8aaiW2IAA1QprmqoF/vDBum4+AYGqpTI/R81Ok5UBiJpW3fIyoGM3oKJCFYFVlarIl1K1fEuputrY49VaADs2QSS0U8epqlSFoocV2c4gbDbVwguoblL19R8K0X+oel7Ps5s+wE33ujA65/p9NyMRGFj3nmuuYzFKFcG6DhWiR9+6jfF/O/lzJ7YDLjpxN15qyGML7aYa2n//ldOqVauwatUqAMD8+fNP+q+Lloi50WNu9JgbPeZGj7nRazCksk29RU66dPvjF190+amf8NZTXFTLQrxu9JgbPU/PjWF1ADp2ux05OXXT/+Tk5CA6uuGiHmPGjMH8+fMxf/7837+c6pk+/eTnGG5pmBs95kaPudFjbvSYGz3mRo+50fOG3Hhsod25c2ccO3YMmZmZqKqqwsaNGzFwoHtWNiMiIiIiai6P7Tpis9lwxx13YN68eTBNE6NHj8YZZ7h3FS8iIiIiotNlmzVr1iyrg9BJSEjAJZdcgksvvRQ9evT44xeQVqdOnawOwWMxN3rMjR5zo8fc6DE3esyNHnOj5+m58djp/YiIiIiIvJnH9tEmIiIiIvJmLLSJiIiIiFyAhTYRERERkQt47KwjdOpKSkqwYsUKbN26FYWFhQCAyMhIDBw4EElJSQgNDbU4QutkZ2dj2bJlyM3NRb9+/TB27Fj41Sxf++STT2Lq1KkWR2gdXjd6vG70eN3o8brRq66uxpo1a7Blyxbk5eVBCIHo6GgMHDgQ559/viNPLVFJSQmSk5ORk5ODs88+G+eee67jsVdeeQV33XWXhdFZy5s/bzgY0ofMmzcPZ511FkaNGoWoKLXEbn5+PtatW4fdu3dj5syZFkdonTlz5mDIkCHo1q0b1qxZg4MHD2LatGkIDw/H1KlT8eSTT1odomV43ejxutHjdaPH60Zv0aJFCA0NxciRI2G32wGoBenWr1+PoqIiTJ482eIIrfP0008jISEBXbt2xdq1a2Gz2TBp0iT4+/tj2rRpWLBggdUhWsabP2/YdcSHZGZmIikpyXERAkBUVBSSkpKQnZ1tYWTWKywsxEUXXYQOHTrgjjvuwEUXXYTHHnsM6enpEEJYHZ6leN3o8brR43Wjx+tGLzU1FePGjUO3bt1gt9tht9vRrVs3jBs3DocOHbI6PEtlZGTgxhtvxODBgzFt2jR06tQJs2fPxvHjx60OzXLe/HnTcr+j8UFxcXH46KOPMHLkyEZ/8cXGxlocnbWqq6tRUVGBgIAAAMCIESMQFRWFefPmoby83OLorMXrRo/XjR6vGz1eN3phYWHYtGkThgwZAsNQbX2maWLz5s0e/fW/O1RVVcE0TUderrrqKsTExOCxxx5DWVmZxdFZy5s/b9h1xIcUFRUhOTkZ27ZtQ0FBAQD1F9+AAQOQlJSEsLAwiyO0zieffIJOnTqhZ8+eDfanpqZi2bJlHv21k6vxutHjdaPH60aP141eZmYm3nrrLfz4448ICwuDlBLFxcXo1asXbrzxRsTHx1sdomWWLVuGPn36oE+fPg3279y5E6+++iqWLFliUWTW8+bPGxbaRERE5HbHjx+HlBIRERFWh0LkMuw64mN27tyJrVu3Ijc31zGae9CgQejXr5/VoXms999/H9dcc43VYViK182p43XD6+Z08LoBjhw50uR106ZNG6tD81hr167F6NGjrQ7DUt76ecNC24e8/vrrOHbsGEaMGNFgNPfnn3+OHTt24Pbbb7c4Qs+0evXqFv2Lj9fN6eF1w+vmdLT06yY5ORnffvsthg8fji5dugAAcnNzsWjRIgwfPhxJSUkWR+iZli9f3qILbW/+vGGh7UN27NiBxYsXN9o/bNgwTJo0yaMvRFe79dZbm9wvpURFRYWbo/EsvG70eN3o8brR43Wjt3btWjzzzDON5su+7LLLMGXKlBZdaD/00ENN7pdSOvolt1Te/HnDQtuH+Pv7Y//+/Y5WgloHDhyAv7+/RVF5hpCQEPzjH/9oMDVQrQkTJlgQkefgdaPH60aP140erxs9IQTy8vIQFxfXYH/t4jUtWUFBAWbMmNFo9hUpZYseQAt49+cNC20fcu+99+KVV15BaWlpg69WgoODcd9991kcnbVGjhyJ7OzsJn/xDR8+3IKIPAevGz1eN3q8bvR43ejddtttmD17NhISEhzXTXZ2NtLT03HnnXdaHJ21+vfvj7KyMnTo0KHRY7+fwaal8ebPG8464oPy8/ORm5sLKSXsdnuTH/ZEv8frhk4Hrxs6VaZpYv/+/cjNzQUAxMTEoEuXLo75o4l0vPHzhoU2EREREZEL8M9HIiIiIiIXYKFNREREROQCLLR9XFFRkdUheCzmpmnp6enYvHkz0tLSrA7F4zA3dYqLi60OwWMxNydWXV3tuF9WVoYDBw7w87gGc3NihYWFSE1NxeHDh1FWVmZ1OCfFNmvWrFlWB0HO8cEHHzhGJqelpWHmzJn48ssv8dlnn6Fbt26OkbotEXOj9/jjj6N///4IDAzE119/jZdffhnV1dX49NNPYZomunbtanWIlmFu9G655Rbs3bsX1dXViI+PR0BAgNUheQzmRm/dunWYO3cu1qxZg9atW2PBggU4ePAgPvzwQ0RFRaFdu3ZWh2gZ5kYvLS0Nixcvxscff4yPP/4YBw4cwMqVK3Ho0CH06tXLs6f4k+Qzpk6d6rj/xBNPyO3bt0sppdy3b5+cMWOGVWF5BOZGb8qUKY7706dPl4WFhVJKKcvKyuRf//pXq8LyCMyN3pQpU+S2bdvk4sWL5e233y4XLFggN2zYIMvLy60OzXLMjd6UKVNkQUGBzMjIkLfccos8duyYlFLKvLw8/kwxN1qPPPKIPHLkiJRS/d5+7rnnpJRSfvXVV/Lpp5+2MrQ/xHm0fVReXh7OPvtsAECXLl1a/Gpk9TE3DdlsNuTm5iImJgZBQUEIDAwEoBYIME3T4uisxdzo+fn5YcCAARgwYAAqKiqwbds2bNy4EUuXLkXfvn0xadIkq0O0DHOjZxgGIiIiEBERgaCgILRu3RoAvGKaNldjbvQqKiqQmJgIQP3e/u233wAAY8aMwaeffmplaH+IhbYPycjIwIIFCyClRE5ODsrLyx2FQf1+Xy0Rc6N36623Yu7cuRgyZAjatm2L2bNno1+/fti7dy9GjRpldXiWYm70ZL2ZYQMCAjBs2DAMGzYMJSUl2LJli4WRWY+50YuNjcXbb7+N0tJSJCYm4s0338TgwYOxe/duREdHWx2epZgbvVatWuH9999H79698d1336F9+/YAgKqqKo9v9OA82j5kz549DbY7duyI4OBg5OfnY/Pmzbj44ostisx6zM2JlZSUYMOGDTh69ChM00RMTAwGDRqENm3aWB2a5Zibpq1cuRJjx461OgyPxNzolZSU4IsvvoAQAhdffDF27tyJdevWITY2FldffXWLLiiZG73i4mKsWLECaWlpaN++PZKSkhAcHIySkhKkpaWhW7duVoeoxUKbiIiIiMgF2HXEh5SUlGDFihXYunUrCgsLAQCRkZEYOHAgkpKSEBoaanGE1mFu9JgbPeZGj7nRY2706uemoKAAQgjmpgZzo1ebm23btqGgoACA9/xMsUXbh8ybNw9nnXUWRo0a5Rg8kZ+fj3Xr1mH37t2YOXOmxRFah7nRY270mBs95kaPudFjbvSYGz1vzg0XrPEhmZmZSEpKajBCOSoqCklJScjOzrYwMusxN3rMjR5zo8fc6DE3esyNHnOj5825YaHtQ+Li4vDRRx8hPz/fsS8/Px/JycmIjY21MDLrMTd6zI0ec6PH3OgxN3rMjR5zo+fNuWHXER9SVFSE5OTkBn2YoqKiMGDAACQlJSEsLMziCK3D3OgxN3rMjR5zo8fc6DE3esyNnjfnhoU2EREREZELsOuIj5s/f77VIXgs5kaPudFjbvSYGz3mRo+50WNu9LwlNyy0fVxubq7VIXgs5kaPudFjbvSYGz3mRo+50WNu9LwlNyy0fVyHDh2sDsFjMTd6zI0ec6PH3OgxN3rMjR5zo+ctuWEfbSIiIiIiF2CLdgvxxBNPWB2Cx2Ju9JgbPeZGj7nRY270mBs95kbP03PDJdh9yMGDB7WPHTp0yH2BeCDmRo+50WNu9JgbPeZGj7nRY270vDk3LLR9yMMPP4yePXs2+VhxcbGbo/EszI0ec6PH3OgxN3rMjR5zo8fc6Hlzblho+5C2bdti/PjxSEhIaPTYhAkTLIjIczA3esyNHnOjx9zoMTd6zI0ec6PnzbmxzZo1a5bVQZBzREZGIjIyEuHh4Y0ei4+PR5s2bSyIyjMwN3rMjR5zo8fc6DE3esyNHnOj58254awjREREREQuwFlHWoi1a9daHYLHYm70mBs95kaPudFjbvSYGz3mRs/Tc8NCu4VYvny51SF4LOZGj7nRY270mBs95kaPudFjbvQ8PTccDOlDHnrooSb3SylRUFDg5mg8C3Ojx9zoMTd6zI0ec6PH3OgxN3renBsW2j6koKAAM2bMQGhoaIP9UkrMnDnToqg8A3Ojx9zoMTd6zI0ec6PH3OgxN3renBsW2j6kf//+KCsrQ4cOHRo9ppt/sqVgbvSYGz3mRo+50WNu9JgbPeZGz5tzw1lHiIiIiIhcgIMhiYiIiIhcgIU2EREREZELsNAmIiIiInIBFtpERB7oww8/xIsvvmh1GERE1AwcDElEZIGbb77Zcb+iogJ+fn4wDNX2MX78eJx33nluj+mFF16A3W7Hdddd5/ZzExH5Ik7vR0Rkgf/85z+O+/fddx/uvvtu9OnTx8KIiIjI2VhoExF5oOXLlyM9PR0TJ05EZmYm7r//fkyYMAHLly9HWVkZrr/+enTq1AkvvvgisrOzcd555+HOO+90vH7NmjX4+OOPkZ+fjy5dumD8+PGIi4uDlBJvvPEGNmzYgMrKSsTFxWHixIlISUnBhg0bAACffvopzjrrLEyfPh3JyclYvXo1CgoKYLfbcf3112Pw4MEAgHXr1mH16tXo3Lkz1q1bh7CwMDzwwAM4duwY3n33XVRWVuKmm27CqFGjAKgWc39/f2RkZGDfvn3o2LEj7r//fsTFxbk9v0RE7sBCm4jIS+zbtw+LFy/G3r178eSTT6Jv376YOXMmqqurMXXqVAwdOhQ9e/bEli1bsGLFCkybNg0JCQlITk7G4sWLMXfuXOzatQt79+7F4sWLERISgiNHjiA0NBRjxozBL7/80qjrSKtWrfD4448jKioKmzdvxnPPPYclS5YgOjraEdP555+PV199FcuXL8eiRYswYMAALFmyBHv27MEzzzyDc845B0FBQQCADRs2YPr06ejatSuWLVuGJUuWYM6cOZbkk4jI1TgYkojIS1xzzTUICAhA3759ERgYiHPPPReRkZGIiYnBmWeeidTUVADAqlWrcOWVV6Jt27aw2Wy48sorcejQIWRlZcHPzw9lZWU4cuQIpJRo27ato2huytChQxETEwPDMDBs2DC0bt0a+/fvdzweHx+P0aNHOx7PycnBNddcA39/f/Tt2xd+fn5IT093PL9///7o2bMn/P39cf311yMlJQXZ2dmuSxoRkYXYok1E5CUiIyMd9wMCAhptl5WVAQCysrLw2muv4c0333Q8LqVEbm4uevXqhT/96U9YunQpsrOzMXjwYNx8880ICQlp8pzr16/HJ598gqysLABAWVkZjh8/ro0JAKKiopqMCwDsdrvjflBQEMLCwpCXl4fY2NhTSwYRkRdgoU1E5GNiY2Nx1VVXaWcuufTSS3HppZeioKAACxcuxMqVK3HddddBCNHgeVlZWXjppZfw6KOPolu3bjAMA3/729/QnMmqcnJyHPfLyspQVFR0whZ1IiJvxq4jREQ+5sILL0RycjJ+++03AEBJSQk2bdoEANi/fz/27duHqqoqBAYGwt/f3zGtYGRkJDIyMhzHKS8vhxACERERAIC1a9c6jnm6duzYgZ9//hlVVVV455130LVrV7ZmE5HPYos2EZGPGTx4MMrKyrBo0SJkZ2cjJCQEvXv3xtChQ1FaWoo33ngDGRkZjv7eY8eOBQCcf/75ePbZZ3HbbbehZ8+emDp1Ki677DLMmDEDhmFgxIgR6N69e7NiGz58ON577z2kpKSgU6dOmDhxojPeMhGRR+KCNURE5BZcEIeIWhp2HSEiIiIicgEW2kRERERELsCuI0RERERELsAWbSIiIiIiF2ChTURERETkAiy0iYiIiIhcgIU2EREREZELsNAmIiIiInIBFtpERERERC7w/9b1VpImR2JvAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"([<Figure size 864x576 with 1 Axes>, <Figure size 864x576 with 1 Axes>],\n",
" [<matplotlib.axes._subplots.AxesSubplot at 0x7fa5f7297da0>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7fa5f71d4ef0>])"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"demo_sensor.plot_measurements()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Inspect, summarize and plot hourly means"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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>pm10</th>\n",
" <th>pm2.5</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Period</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-11-04 17:00</th>\n",
" <td>206.24</td>\n",
" <td>136.97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-04 18:00</th>\n",
" <td>240.40</td>\n",
" <td>159.21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-04 19:00</th>\n",
" <td>248.83</td>\n",
" <td>149.59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-04 20:00</th>\n",
" <td>193.55</td>\n",
" <td>116.36</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-04 21:00</th>\n",
" <td>144.24</td>\n",
" <td>88.44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-08 19:00</th>\n",
" <td>18.66</td>\n",
" <td>8.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-08 20:00</th>\n",
" <td>10.80</td>\n",
" <td>5.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-08 21:00</th>\n",
" <td>8.94</td>\n",
" <td>4.74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-08 22:00</th>\n",
" <td>7.60</td>\n",
" <td>4.12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-08 23:00</th>\n",
" <td>6.57</td>\n",
" <td>3.68</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>103 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" pm10 pm2.5\n",
"Period \n",
"2018-11-04 17:00 206.24 136.97\n",
"2018-11-04 18:00 240.40 159.21\n",
"2018-11-04 19:00 248.83 149.59\n",
"2018-11-04 20:00 193.55 116.36\n",
"2018-11-04 21:00 144.24 88.44\n",
"... ... ...\n",
"2018-11-08 19:00 18.66 8.71\n",
"2018-11-08 20:00 10.80 5.38\n",
"2018-11-08 21:00 8.94 4.74\n",
"2018-11-08 22:00 7.60 4.12\n",
"2018-11-08 23:00 6.57 3.68\n",
"\n",
"[103 rows x 2 columns]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"demo_sensor.get_hourly_means()"
]
},
{
"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>pm10</th>\n",
" <th>pm2.5</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>103.00</td>\n",
" <td>103.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>21.87</td>\n",
" <td>14.43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>46.02</td>\n",
" <td>29.12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1.61</td>\n",
" <td>1.18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1%</th>\n",
" <td>1.65</td>\n",
" <td>1.23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>7.50</td>\n",
" <td>4.74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99%</th>\n",
" <td>239.72</td>\n",
" <td>149.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>248.83</td>\n",
" <td>159.21</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" pm10 pm2.5\n",
"count 103.00 103.00\n",
"mean 21.87 14.43\n",
"std 46.02 29.12\n",
"min 1.61 1.18\n",
"1% 1.65 1.23\n",
"50% 7.50 4.74\n",
"99% 239.72 149.34\n",
"max 248.83 159.21"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"describe(demo_sensor.get_hourly_means())"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"([<Figure size 864x576 with 1 Axes>, <Figure size 864x576 with 1 Axes>],\n",
" [<matplotlib.axes._subplots.AxesSubplot at 0x7fa5f71297b8>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7fa5f70f1cf8>])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"demo_sensor.plot_hourly_means()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Check distribution of sample intervals\n",
"Time series analyses tend to be easier with regularly spaced intervals. How regular are ours? Ideally all data points will be in the same interval group."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"00:02:28 1488\n",
"00:02:27 606\n",
"00:02:29 203\n",
"00:02:33 52\n",
"00:02:30 25\n",
"00:02:34 16\n",
"00:02:32 14\n",
"00:05:22 13\n",
"00:05:21 9\n",
"00:02:31 7\n",
"Name: timestamp, dtype: int64"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"demo_sensor.intervals.head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### List sensors near a given location"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Defaults to searching within an 8 kilometer radius around the center of Brussels"
]
},
{
"cell_type": "code",
"execution_count": 19,
"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>sensor_type</th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" <th>distance</th>\n",
" </tr>\n",
" <tr>\n",
" <th>sensor_id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>17129</th>\n",
" <td>SDS011</td>\n",
" <td>50.85</td>\n",
" <td>4.35</td>\n",
" <td>0.21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17719</th>\n",
" <td>SDS011</td>\n",
" <td>50.85</td>\n",
" <td>4.35</td>\n",
" <td>0.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17720</th>\n",
" <td>DHT22</td>\n",
" <td>50.85</td>\n",
" <td>4.35</td>\n",
" <td>0.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17547</th>\n",
" <td>DHT22</td>\n",
" <td>50.85</td>\n",
" <td>4.36</td>\n",
" <td>0.66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17546</th>\n",
" <td>SDS011</td>\n",
" <td>50.85</td>\n",
" <td>4.36</td>\n",
" <td>0.66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15960</th>\n",
" <td>SDS011</td>\n",
" <td>50.89</td>\n",
" <td>4.43</td>\n",
" <td>7.54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13637</th>\n",
" <td>SDS011</td>\n",
" <td>50.92</td>\n",
" <td>4.36</td>\n",
" <td>7.57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13638</th>\n",
" <td>DHT22</td>\n",
" <td>50.92</td>\n",
" <td>4.36</td>\n",
" <td>7.57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13128</th>\n",
" <td>DHT22</td>\n",
" <td>50.92</td>\n",
" <td>4.36</td>\n",
" <td>7.60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13127</th>\n",
" <td>SDS011</td>\n",
" <td>50.92</td>\n",
" <td>4.36</td>\n",
" <td>7.60</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>167 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" sensor_type latitude longitude distance\n",
"sensor_id \n",
"17129 SDS011 50.85 4.35 0.21\n",
"17719 SDS011 50.85 4.35 0.42\n",
"17720 DHT22 50.85 4.35 0.42\n",
"17547 DHT22 50.85 4.36 0.66\n",
"17546 SDS011 50.85 4.36 0.66\n",
"... ... ... ... ...\n",
"15960 SDS011 50.89 4.43 7.54\n",
"13637 SDS011 50.92 4.36 7.57\n",
"13638 DHT22 50.92 4.36 7.57\n",
"13128 DHT22 50.92 4.36 7.60\n",
"13127 SDS011 50.92 4.36 7.60\n",
"\n",
"[167 rows x 4 columns]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"luftdaten.search_proximity()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using different location parameters"
]
},
{
"cell_type": "code",
"execution_count": 20,
"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>sensor_type</th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" <th>distance</th>\n",
" </tr>\n",
" <tr>\n",
" <th>sensor_id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>5937</th>\n",
" <td>SDS011</td>\n",
" <td>51.22</td>\n",
" <td>4.41</td>\n",
" <td>0.14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5938</th>\n",
" <td>DHT22</td>\n",
" <td>51.22</td>\n",
" <td>4.41</td>\n",
" <td>0.14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14110</th>\n",
" <td>SDS011</td>\n",
" <td>51.21</td>\n",
" <td>4.45</td>\n",
" <td>2.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14111</th>\n",
" <td>DHT22</td>\n",
" <td>51.21</td>\n",
" <td>4.45</td>\n",
" <td>2.87</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2588</th>\n",
" <td>SDS011</td>\n",
" <td>51.20</td>\n",
" <td>4.44</td>\n",
" <td>3.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2589</th>\n",
" <td>DHT22</td>\n",
" <td>51.20</td>\n",
" <td>4.44</td>\n",
" <td>3.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7454</th>\n",
" <td>SDS011</td>\n",
" <td>51.21</td>\n",
" <td>4.45</td>\n",
" <td>3.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10100</th>\n",
" <td>SDS011</td>\n",
" <td>51.26</td>\n",
" <td>4.44</td>\n",
" <td>4.60</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sensor_type latitude longitude distance\n",
"sensor_id \n",
"5937 SDS011 51.22 4.41 0.14\n",
"5938 DHT22 51.22 4.41 0.14\n",
"14110 SDS011 51.21 4.45 2.87\n",
"14111 DHT22 51.21 4.45 2.87\n",
"2588 SDS011 51.20 4.44 3.10\n",
"2589 DHT22 51.20 4.44 3.10\n",
"7454 SDS011 51.21 4.45 3.34\n",
"10100 SDS011 51.26 4.44 4.60"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"luftdaten.search_proximity(lat=51.22, lon=4.41, radius=5) # Antwerp"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/python3.7/site-packages/matplotlib/axes/_base.py:3604: MatplotlibDeprecationWarning: \n",
"The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n",
" alternative='`bottom`', obj_type='argument')\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(near_sensors,\n",
" hourly_means) = luftdaten.evaluate_near_sensors(start_date=\"2018-11-10\",\n",
" end_date=\"2018-11-13\",\n",
" radius=1,\n",
" quiet=True)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"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 tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th colspan=\"8\" halign=\"left\">pm10</th>\n",
" <th colspan=\"8\" halign=\"left\">pm2.5</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>14452</th>\n",
" <th>14464</th>\n",
" <th>14532</th>\n",
" <th>16926</th>\n",
" <th>17107</th>\n",
" <th>17129</th>\n",
" <th>17546</th>\n",
" <th>17719</th>\n",
" <th>14452</th>\n",
" <th>14464</th>\n",
" <th>14532</th>\n",
" <th>16926</th>\n",
" <th>17107</th>\n",
" <th>17129</th>\n",
" <th>17546</th>\n",
" <th>17719</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Period</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",
" <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>2018-11-10 00:00</th>\n",
" <td>5.83</td>\n",
" <td>5.99</td>\n",
" <td>NaN</td>\n",
" <td>6.63</td>\n",
" <td>8.23</td>\n",
" <td>9.92</td>\n",
" <td>8.85</td>\n",
" <td>7.90</td>\n",
" <td>3.80</td>\n",
" <td>4.91</td>\n",
" <td>NaN</td>\n",
" <td>2.44</td>\n",
" <td>3.96</td>\n",
" <td>5.42</td>\n",
" <td>3.26</td>\n",
" <td>4.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-10 01:00</th>\n",
" <td>4.39</td>\n",
" <td>5.47</td>\n",
" <td>NaN</td>\n",
" <td>6.42</td>\n",
" <td>7.44</td>\n",
" <td>9.83</td>\n",
" <td>7.48</td>\n",
" <td>7.18</td>\n",
" <td>3.02</td>\n",
" <td>4.34</td>\n",
" <td>NaN</td>\n",
" <td>2.10</td>\n",
" <td>3.47</td>\n",
" <td>4.49</td>\n",
" <td>2.80</td>\n",
" <td>3.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-10 02:00</th>\n",
" <td>3.13</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>4.16</td>\n",
" <td>5.21</td>\n",
" <td>5.88</td>\n",
" <td>5.51</td>\n",
" <td>4.68</td>\n",
" <td>2.06</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.51</td>\n",
" <td>2.47</td>\n",
" <td>3.21</td>\n",
" <td>1.96</td>\n",
" <td>2.85</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-10 03:00</th>\n",
" <td>2.46</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>3.57</td>\n",
" <td>3.91</td>\n",
" <td>3.85</td>\n",
" <td>5.28</td>\n",
" <td>3.12</td>\n",
" <td>1.54</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.05</td>\n",
" <td>1.67</td>\n",
" <td>2.04</td>\n",
" <td>1.46</td>\n",
" <td>1.91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-10 04:00</th>\n",
" <td>2.86</td>\n",
" <td>3.42</td>\n",
" <td>NaN</td>\n",
" <td>3.15</td>\n",
" <td>3.98</td>\n",
" <td>3.76</td>\n",
" <td>4.33</td>\n",
" <td>3.53</td>\n",
" <td>1.78</td>\n",
" <td>2.88</td>\n",
" <td>NaN</td>\n",
" <td>1.30</td>\n",
" <td>1.95</td>\n",
" <td>2.19</td>\n",
" <td>1.54</td>\n",
" <td>2.15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-13 19:00</th>\n",
" <td>17.16</td>\n",
" <td>13.03</td>\n",
" <td>NaN</td>\n",
" <td>20.31</td>\n",
" <td>23.39</td>\n",
" <td>21.25</td>\n",
" <td>22.95</td>\n",
" <td>18.01</td>\n",
" <td>6.83</td>\n",
" <td>5.46</td>\n",
" <td>NaN</td>\n",
" <td>4.90</td>\n",
" <td>7.98</td>\n",
" <td>8.56</td>\n",
" <td>6.23</td>\n",
" <td>6.49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-13 20:00</th>\n",
" <td>18.69</td>\n",
" <td>14.94</td>\n",
" <td>NaN</td>\n",
" <td>22.80</td>\n",
" <td>25.76</td>\n",
" <td>22.17</td>\n",
" <td>24.37</td>\n",
" <td>19.19</td>\n",
" <td>6.84</td>\n",
" <td>6.12</td>\n",
" <td>NaN</td>\n",
" <td>5.55</td>\n",
" <td>8.43</td>\n",
" <td>8.11</td>\n",
" <td>6.12</td>\n",
" <td>7.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-13 21:00</th>\n",
" <td>36.58</td>\n",
" <td>31.65</td>\n",
" <td>NaN</td>\n",
" <td>43.52</td>\n",
" <td>42.18</td>\n",
" <td>39.97</td>\n",
" <td>45.23</td>\n",
" <td>31.58</td>\n",
" <td>13.24</td>\n",
" <td>10.47</td>\n",
" <td>NaN</td>\n",
" <td>8.66</td>\n",
" <td>12.41</td>\n",
" <td>13.54</td>\n",
" <td>10.66</td>\n",
" <td>10.26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-13 22:00</th>\n",
" <td>21.72</td>\n",
" <td>27.62</td>\n",
" <td>NaN</td>\n",
" <td>27.50</td>\n",
" <td>26.64</td>\n",
" <td>24.07</td>\n",
" <td>28.66</td>\n",
" <td>24.36</td>\n",
" <td>8.26</td>\n",
" <td>9.51</td>\n",
" <td>NaN</td>\n",
" <td>6.46</td>\n",
" <td>8.54</td>\n",
" <td>8.68</td>\n",
" <td>7.26</td>\n",
" <td>8.69</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-13 23:00</th>\n",
" <td>19.22</td>\n",
" <td>19.21</td>\n",
" <td>NaN</td>\n",
" <td>26.78</td>\n",
" <td>23.92</td>\n",
" <td>20.81</td>\n",
" <td>25.05</td>\n",
" <td>21.19</td>\n",
" <td>7.82</td>\n",
" <td>7.94</td>\n",
" <td>NaN</td>\n",
" <td>6.07</td>\n",
" <td>7.47</td>\n",
" <td>7.53</td>\n",
" <td>6.44</td>\n",
" <td>7.66</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>96 rows × 16 columns</p>\n",
"</div>"
],
"text/plain": [
" pm10 \\\n",
" 14452 14464 14532 16926 17107 17129 17546 17719 \n",
"Period \n",
"2018-11-10 00:00 5.83 5.99 NaN 6.63 8.23 9.92 8.85 7.90 \n",
"2018-11-10 01:00 4.39 5.47 NaN 6.42 7.44 9.83 7.48 7.18 \n",
"2018-11-10 02:00 3.13 NaN NaN 4.16 5.21 5.88 5.51 4.68 \n",
"2018-11-10 03:00 2.46 NaN NaN 3.57 3.91 3.85 5.28 3.12 \n",
"2018-11-10 04:00 2.86 3.42 NaN 3.15 3.98 3.76 4.33 3.53 \n",
"... ... ... ... ... ... ... ... ... \n",
"2018-11-13 19:00 17.16 13.03 NaN 20.31 23.39 21.25 22.95 18.01 \n",
"2018-11-13 20:00 18.69 14.94 NaN 22.80 25.76 22.17 24.37 19.19 \n",
"2018-11-13 21:00 36.58 31.65 NaN 43.52 42.18 39.97 45.23 31.58 \n",
"2018-11-13 22:00 21.72 27.62 NaN 27.50 26.64 24.07 28.66 24.36 \n",
"2018-11-13 23:00 19.22 19.21 NaN 26.78 23.92 20.81 25.05 21.19 \n",
"\n",
" pm2.5 \n",
" 14452 14464 14532 16926 17107 17129 17546 17719 \n",
"Period \n",
"2018-11-10 00:00 3.80 4.91 NaN 2.44 3.96 5.42 3.26 4.39 \n",
"2018-11-10 01:00 3.02 4.34 NaN 2.10 3.47 4.49 2.80 3.94 \n",
"2018-11-10 02:00 2.06 NaN NaN 1.51 2.47 3.21 1.96 2.85 \n",
"2018-11-10 03:00 1.54 NaN NaN 1.05 1.67 2.04 1.46 1.91 \n",
"2018-11-10 04:00 1.78 2.88 NaN 1.30 1.95 2.19 1.54 2.15 \n",
"... ... ... ... ... ... ... ... ... \n",
"2018-11-13 19:00 6.83 5.46 NaN 4.90 7.98 8.56 6.23 6.49 \n",
"2018-11-13 20:00 6.84 6.12 NaN 5.55 8.43 8.11 6.12 7.04 \n",
"2018-11-13 21:00 13.24 10.47 NaN 8.66 12.41 13.54 10.66 10.26 \n",
"2018-11-13 22:00 8.26 9.51 NaN 6.46 8.54 8.68 7.26 8.69 \n",
"2018-11-13 23:00 7.82 7.94 NaN 6.07 7.47 7.53 6.44 7.66 \n",
"\n",
"[96 rows x 16 columns]"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hourly_means"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Irceline.be resources"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get IRCELINE metadata\n",
"IRCELINE provides information about\n",
"- the phenomena it measures\n",
"- the stations where those phenomena are measured\n",
"- the sensors that measure them (represented as time series)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using cached phenomenon metadata\n",
"Using cached station metadata\n",
"Using cached time series metadata\n"
]
},
{
"data": {
"text/plain": [
"<airqdata.irceline.Metadata at 0x7fa5f70888d0>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline.Metadata()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"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>label</th>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Sulphur dioxide</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Particulate Matter &lt; 10 µm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Ozone</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Nitrogen dioxide</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Carbon Monoxide</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6001</th>\n",
" <td>Particulate Matter &lt; 2.5 µm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6002</th>\n",
" <td>Particulate Matter &lt; 1 µm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61102</th>\n",
" <td>wind direction</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61110</th>\n",
" <td>wind speed (scalar)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62101</th>\n",
" <td>temperature</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>19 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
" label\n",
"id \n",
"1 Sulphur dioxide\n",
"5 Particulate Matter < 10 µm\n",
"7 Ozone\n",
"8 Nitrogen dioxide\n",
"10 Carbon Monoxide\n",
"... ...\n",
"6001 Particulate Matter < 2.5 µm\n",
"6002 Particulate Matter < 1 µm\n",
"61102 wind direction\n",
"61110 wind speed (scalar)\n",
"62101 temperature\n",
"\n",
"[19 rows x 1 columns]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline.Metadata.phenomena"
]
},
{
"cell_type": "code",
"execution_count": 25,
"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>label</th>\n",
" <th>lat</th>\n",
" <th>lon</th>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1030</th>\n",
" <td>40AL01 - LINKEROEVER</td>\n",
" <td>51.24</td>\n",
" <td>4.39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1031</th>\n",
" <td>40AL02 - BEVEREN</td>\n",
" <td>51.30</td>\n",
" <td>4.23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1032</th>\n",
" <td>40AL03 - BEVEREN</td>\n",
" <td>51.25</td>\n",
" <td>4.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1033</th>\n",
" <td>40AL04 - BEVEREN</td>\n",
" <td>51.29</td>\n",
" <td>4.29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1034</th>\n",
" <td>40AL05 - BEVEREN</td>\n",
" <td>51.26</td>\n",
" <td>4.28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1240</th>\n",
" <td>47E715 - ZUIENKERKE</td>\n",
" <td>51.25</td>\n",
" <td>3.17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1241</th>\n",
" <td>47E716 - MARIAKERKE</td>\n",
" <td>51.07</td>\n",
" <td>3.68</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1242</th>\n",
" <td>47E804 - Kallo</td>\n",
" <td>51.28</td>\n",
" <td>4.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1716</th>\n",
" <td>47E814 - Ham</td>\n",
" <td>51.08</td>\n",
" <td>5.13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1725</th>\n",
" <td>T2H801 - Zwijndrecht</td>\n",
" <td>51.24</td>\n",
" <td>4.33</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>114 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" label lat lon\n",
"id \n",
"1030 40AL01 - LINKEROEVER 51.24 4.39\n",
"1031 40AL02 - BEVEREN 51.30 4.23\n",
"1032 40AL03 - BEVEREN 51.25 4.20\n",
"1033 40AL04 - BEVEREN 51.29 4.29\n",
"1034 40AL05 - BEVEREN 51.26 4.28\n",
"... ... ... ...\n",
"1240 47E715 - ZUIENKERKE 51.25 3.17\n",
"1241 47E716 - MARIAKERKE 51.07 3.68\n",
"1242 47E804 - Kallo 51.28 4.31\n",
"1716 47E814 - Ham 51.08 5.13\n",
"1725 T2H801 - Zwijndrecht 51.24 4.33\n",
"\n",
"[114 rows x 3 columns]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline.Metadata.stations"
]
},
{
"cell_type": "code",
"execution_count": 26,
"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>label</th>\n",
" <th>lat</th>\n",
" <th>lon</th>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1110</th>\n",
" <td>41B004 - Bruxelles (Sainte-Catherine)</td>\n",
" <td>50.85</td>\n",
" <td>4.35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1112</th>\n",
" <td>41B006 - Bruxelles (Parlement UE)</td>\n",
" <td>50.84</td>\n",
" <td>4.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1711</th>\n",
" <td>41B008 - Brussel (Beliardstraat)</td>\n",
" <td>50.84</td>\n",
" <td>4.38</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" label lat lon\n",
"id \n",
"1110 41B004 - Bruxelles (Sainte-Catherine) 50.85 4.35\n",
"1112 41B006 - Bruxelles (Parlement UE) 50.84 4.37\n",
"1711 41B008 - Brussel (Beliardstraat) 50.84 4.38"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline.Metadata.get_stations_by_name(\"bru\")"
]
},
{
"cell_type": "code",
"execution_count": 27,
"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>label</th>\n",
" <th>phenomenon</th>\n",
" <th>unit</th>\n",
" <th>station_id</th>\n",
" <th>station_label</th>\n",
" <th>station_lat</th>\n",
" <th>station_lon</th>\n",
" </tr>\n",
" <tr>\n",
" <th>id</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>6522</th>\n",
" <td>1,2-XYLENE O-XYLENE 6522 - btx, o-xyleen - pro...</td>\n",
" <td>1,2-XYLENE O-XYLENE</td>\n",
" <td>µg/m³</td>\n",
" <td>1112</td>\n",
" <td>41B006 - Bruxelles (Parlement UE)</td>\n",
" <td>50.84</td>\n",
" <td>4.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6202</th>\n",
" <td>Benzene 6202 - ? - procedure, 40GK09 - GENK</td>\n",
" <td>Benzene</td>\n",
" <td>µg/m³</td>\n",
" <td>1045</td>\n",
" <td>40GK09 - GENK</td>\n",
" <td>50.93</td>\n",
" <td>5.49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6274</th>\n",
" <td>Benzene 6274 - Synspec - procedure, 40LD01 - L...</td>\n",
" <td>Benzene</td>\n",
" <td>µg/m³</td>\n",
" <td>1058</td>\n",
" <td>40LD01 - LAAKDAL</td>\n",
" <td>51.11</td>\n",
" <td>5.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6283</th>\n",
" <td>Benzene 6283 - Synspec - procedure, 40LD02 - L...</td>\n",
" <td>Benzene</td>\n",
" <td>µg/m³</td>\n",
" <td>1059</td>\n",
" <td>40LD02 - LAAKDAL</td>\n",
" <td>51.12</td>\n",
" <td>5.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6487</th>\n",
" <td>Benzene 6487 - Airmotec 10000S plus benzeen - ...</td>\n",
" <td>Benzene</td>\n",
" <td>µg/m³</td>\n",
" <td>1107</td>\n",
" <td>40ZL01 - ZELZATE</td>\n",
" <td>51.20</td>\n",
" <td>3.81</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99904</th>\n",
" <td>wind speed (scalar) 99904 - Unknown device - p...</td>\n",
" <td>wind speed (scalar)</td>\n",
" <td>m/s</td>\n",
" <td>1198</td>\n",
" <td>44M705 - ROESELARE</td>\n",
" <td>50.95</td>\n",
" <td>3.15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99907</th>\n",
" <td>wind speed (scalar) 99907 - Unknown device - p...</td>\n",
" <td>wind speed (scalar)</td>\n",
" <td>m/s</td>\n",
" <td>1207</td>\n",
" <td>44R701 - GENT</td>\n",
" <td>51.06</td>\n",
" <td>3.73</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99910</th>\n",
" <td>wind speed (scalar) 99910 - Unknown device - p...</td>\n",
" <td>wind speed (scalar)</td>\n",
" <td>m/s</td>\n",
" <td>1127</td>\n",
" <td>42M802 - ANTWERPEN</td>\n",
" <td>51.26</td>\n",
" <td>4.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99916</th>\n",
" <td>wind speed (scalar) 99916 - Unknown device - p...</td>\n",
" <td>wind speed (scalar)</td>\n",
" <td>m/s</td>\n",
" <td>1118</td>\n",
" <td>41R001 - Molenbeek-Saint-Jean</td>\n",
" <td>50.85</td>\n",
" <td>4.33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99940</th>\n",
" <td>wind speed (scalar) 99940 - Unknown device - p...</td>\n",
" <td>wind speed (scalar)</td>\n",
" <td>m/s</td>\n",
" <td>1122</td>\n",
" <td>41R012 - UCCLE</td>\n",
" <td>50.80</td>\n",
" <td>4.36</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>505 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" label phenomenon \\\n",
"id \n",
"6522 1,2-XYLENE O-XYLENE 6522 - btx, o-xyleen - pro... 1,2-XYLENE O-XYLENE \n",
"6202 Benzene 6202 - ? - procedure, 40GK09 - GENK Benzene \n",
"6274 Benzene 6274 - Synspec - procedure, 40LD01 - L... Benzene \n",
"6283 Benzene 6283 - Synspec - procedure, 40LD02 - L... Benzene \n",
"6487 Benzene 6487 - Airmotec 10000S plus benzeen - ... Benzene \n",
"... ... ... \n",
"99904 wind speed (scalar) 99904 - Unknown device - p... wind speed (scalar) \n",
"99907 wind speed (scalar) 99907 - Unknown device - p... wind speed (scalar) \n",
"99910 wind speed (scalar) 99910 - Unknown device - p... wind speed (scalar) \n",
"99916 wind speed (scalar) 99916 - Unknown device - p... wind speed (scalar) \n",
"99940 wind speed (scalar) 99940 - Unknown device - p... wind speed (scalar) \n",
"\n",
" unit station_id station_label station_lat \\\n",
"id \n",
"6522 µg/m³ 1112 41B006 - Bruxelles (Parlement UE) 50.84 \n",
"6202 µg/m³ 1045 40GK09 - GENK 50.93 \n",
"6274 µg/m³ 1058 40LD01 - LAAKDAL 51.11 \n",
"6283 µg/m³ 1059 40LD02 - LAAKDAL 51.12 \n",
"6487 µg/m³ 1107 40ZL01 - ZELZATE 51.20 \n",
"... ... ... ... ... \n",
"99904 m/s 1198 44M705 - ROESELARE 50.95 \n",
"99907 m/s 1207 44R701 - GENT 51.06 \n",
"99910 m/s 1127 42M802 - ANTWERPEN 51.26 \n",
"99916 m/s 1118 41R001 - Molenbeek-Saint-Jean 50.85 \n",
"99940 m/s 1122 41R012 - UCCLE 50.80 \n",
"\n",
" station_lon \n",
"id \n",
"6522 4.37 \n",
"6202 5.49 \n",
"6274 5.00 \n",
"6283 5.02 \n",
"6487 3.81 \n",
"... ... \n",
"99904 3.15 \n",
"99907 3.73 \n",
"99910 4.42 \n",
"99916 4.33 \n",
"99940 4.36 \n",
"\n",
"[505 rows x 7 columns]"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline.Metadata.time_series"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### How many stations measure a given phenomenon?"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Nitrogen dioxide 91\n",
"Nitrogen monoxide 91\n",
"Particulate Matter < 10 µm 66\n",
"Particulate Matter < 2.5 µm 64\n",
"Sulphur dioxide 53\n",
" ..\n",
"1,2-XYLENE O-XYLENE 1\n",
"Toluene 1\n",
"Ethylbenzene 1\n",
"Particulate Matter < 1 µm 1\n",
"M+P-xylene 1\n",
"Name: phenomenon, Length: 19, dtype: int64"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline.Metadata.time_series[\"phenomenon\"].value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### How many phenomena does a given station measure?"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"44R701 - GENT 12\n",
"44N029 - HOUTEM 11\n",
"41R012 - UCCLE 11\n",
"41R001 - Molenbeek-Saint-Jean 11\n",
"42M802 - ANTWERPEN 9\n",
"Name: station_label, dtype: int64"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline.Metadata.time_series[\"station_label\"].value_counts().head()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"pd.set_option(\"display.max_rows\", 6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Where is a given phenomenon measured?"
]
},
{
"cell_type": "code",
"execution_count": 31,
"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>label</th>\n",
" <th>phenomenon</th>\n",
" <th>unit</th>\n",
" <th>station_id</th>\n",
" <th>station_label</th>\n",
" <th>station_lat</th>\n",
" <th>station_lon</th>\n",
" </tr>\n",
" <tr>\n",
" <th>id</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>6521</th>\n",
" <td>Ethylbenzene 6521 - btx, ethylbenzeen - proced...</td>\n",
" <td>Ethylbenzene</td>\n",
" <td>µg/m³</td>\n",
" <td>1112</td>\n",
" <td>41B006 - Bruxelles (Parlement UE)</td>\n",
" <td>50.84</td>\n",
" <td>4.37</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" label phenomenon unit \\\n",
"id \n",
"6521 Ethylbenzene 6521 - btx, ethylbenzeen - proced... Ethylbenzene µg/m³ \n",
"\n",
" station_id station_label station_lat station_lon \n",
"id \n",
"6521 1112 41B006 - Bruxelles (Parlement UE) 50.84 4.37 "
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline.Metadata.query_time_series(phenomenon=\"ethylbenzene\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Where is PM2.5 measured?"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"scrolled": true
},
"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>label</th>\n",
" <th>phenomenon</th>\n",
" <th>unit</th>\n",
" <th>station_id</th>\n",
" <th>station_label</th>\n",
" <th>station_lat</th>\n",
" <th>station_lon</th>\n",
" </tr>\n",
" <tr>\n",
" <th>id</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>100001</th>\n",
" <td>Particulate Matter &lt; 2.5 µm 100001 - Unknown d...</td>\n",
" <td>Particulate Matter &lt; 2.5 µm</td>\n",
" <td>µg/m³</td>\n",
" <td>1044</td>\n",
" <td>40GK06 - GENK</td>\n",
" <td>50.93</td>\n",
" <td>5.47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100005</th>\n",
" <td>Particulate Matter &lt; 2.5 µm 100005 - Unknown d...</td>\n",
" <td>Particulate Matter &lt; 2.5 µm</td>\n",
" <td>µg/m³</td>\n",
" <td>1070</td>\n",
" <td>40RL01 - ROESELARE</td>\n",
" <td>50.95</td>\n",
" <td>3.12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100006</th>\n",
" <td>Particulate Matter &lt; 2.5 µm 100006 - Unknown d...</td>\n",
" <td>Particulate Matter &lt; 2.5 µm</td>\n",
" <td>µg/m³</td>\n",
" <td>1066</td>\n",
" <td>40OB01 - OOSTROZEBEK</td>\n",
" <td>50.92</td>\n",
" <td>3.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99997</th>\n",
" <td>Particulate Matter &lt; 2.5 µm 99997 - Unknown de...</td>\n",
" <td>Particulate Matter &lt; 2.5 µm</td>\n",
" <td>µg/m³</td>\n",
" <td>1200</td>\n",
" <td>44N012 - MOERKERKE</td>\n",
" <td>51.25</td>\n",
" <td>3.36</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99998</th>\n",
" <td>Particulate Matter &lt; 2.5 µm 99998 - Unknown de...</td>\n",
" <td>Particulate Matter &lt; 2.5 µm</td>\n",
" <td>µg/m³</td>\n",
" <td>1208</td>\n",
" <td>44R710 - DESTELBERGE</td>\n",
" <td>51.06</td>\n",
" <td>3.78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99999</th>\n",
" <td>Particulate Matter &lt; 2.5 µm 99999 - Unknown de...</td>\n",
" <td>Particulate Matter &lt; 2.5 µm</td>\n",
" <td>µg/m³</td>\n",
" <td>1048</td>\n",
" <td>40HB23 - HOBOKEN</td>\n",
" <td>51.17</td>\n",
" <td>4.34</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>64 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" label \\\n",
"id \n",
"100001 Particulate Matter < 2.5 µm 100001 - Unknown d... \n",
"100005 Particulate Matter < 2.5 µm 100005 - Unknown d... \n",
"100006 Particulate Matter < 2.5 µm 100006 - Unknown d... \n",
"... ... \n",
"99997 Particulate Matter < 2.5 µm 99997 - Unknown de... \n",
"99998 Particulate Matter < 2.5 µm 99998 - Unknown de... \n",
"99999 Particulate Matter < 2.5 µm 99999 - Unknown de... \n",
"\n",
" phenomenon unit station_id station_label \\\n",
"id \n",
"100001 Particulate Matter < 2.5 µm µg/m³ 1044 40GK06 - GENK \n",
"100005 Particulate Matter < 2.5 µm µg/m³ 1070 40RL01 - ROESELARE \n",
"100006 Particulate Matter < 2.5 µm µg/m³ 1066 40OB01 - OOSTROZEBEK \n",
"... ... ... ... ... \n",
"99997 Particulate Matter < 2.5 µm µg/m³ 1200 44N012 - MOERKERKE \n",
"99998 Particulate Matter < 2.5 µm µg/m³ 1208 44R710 - DESTELBERGE \n",
"99999 Particulate Matter < 2.5 µm µg/m³ 1048 40HB23 - HOBOKEN \n",
"\n",
" station_lat station_lon \n",
"id \n",
"100001 50.93 5.47 \n",
"100005 50.95 3.12 \n",
"100006 50.92 3.31 \n",
"... ... ... \n",
"99997 51.25 3.36 \n",
"99998 51.06 3.78 \n",
"99999 51.17 4.34 \n",
"\n",
"[64 rows x 7 columns]"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline.Metadata.get_pm25_time_series()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Where is PM10 measured?"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"scrolled": true
},
"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>label</th>\n",
" <th>phenomenon</th>\n",
" <th>unit</th>\n",
" <th>station_id</th>\n",
" <th>station_label</th>\n",
" <th>station_lat</th>\n",
" <th>station_lon</th>\n",
" </tr>\n",
" <tr>\n",
" <th>id</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>10600</th>\n",
" <td>Particulate Matter &lt; 10 µm 10600 - - procedur...</td>\n",
" <td>Particulate Matter &lt; 10 µm</td>\n",
" <td>µg/m³</td>\n",
" <td>1159</td>\n",
" <td>42R831 - BERENDRECHT</td>\n",
" <td>51.35</td>\n",
" <td>4.34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10610</th>\n",
" <td>Particulate Matter &lt; 10 µm 10610 - Unknown dev...</td>\n",
" <td>Particulate Matter &lt; 10 µm</td>\n",
" <td>µg/m³</td>\n",
" <td>1710</td>\n",
" <td>42R834 - Boom</td>\n",
" <td>51.09</td>\n",
" <td>4.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10680</th>\n",
" <td>Particulate Matter &lt; 10 µm 10680 - Unknown dev...</td>\n",
" <td>Particulate Matter &lt; 10 µm</td>\n",
" <td>µg/m³</td>\n",
" <td>1714</td>\n",
" <td>40OB02 - Wielsbeke</td>\n",
" <td>50.91</td>\n",
" <td>3.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7148</th>\n",
" <td>Particulate Matter &lt; 10 µm 7148 - GRIMM - proc...</td>\n",
" <td>Particulate Matter &lt; 10 µm</td>\n",
" <td>µg/m³</td>\n",
" <td>1219</td>\n",
" <td>45R510 - CHATELINEAU</td>\n",
" <td>50.42</td>\n",
" <td>4.52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7151</th>\n",
" <td>Particulate Matter &lt; 10 µm 7151 - GRIMM - proc...</td>\n",
" <td>Particulate Matter &lt; 10 µm</td>\n",
" <td>µg/m³</td>\n",
" <td>1220</td>\n",
" <td>45R511 - MARCINELLE</td>\n",
" <td>50.38</td>\n",
" <td>4.42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7162</th>\n",
" <td>Particulate Matter &lt; 10 µm 7162 - GRIMM - proc...</td>\n",
" <td>Particulate Matter &lt; 10 µm</td>\n",
" <td>µg/m³</td>\n",
" <td>1221</td>\n",
" <td>45R512 - MARCHIENNE</td>\n",
" <td>50.41</td>\n",
" <td>4.40</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>66 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" label \\\n",
"id \n",
"10600 Particulate Matter < 10 µm 10600 - - procedur... \n",
"10610 Particulate Matter < 10 µm 10610 - Unknown dev... \n",
"10680 Particulate Matter < 10 µm 10680 - Unknown dev... \n",
"... ... \n",
"7148 Particulate Matter < 10 µm 7148 - GRIMM - proc... \n",
"7151 Particulate Matter < 10 µm 7151 - GRIMM - proc... \n",
"7162 Particulate Matter < 10 µm 7162 - GRIMM - proc... \n",
"\n",
" phenomenon unit station_id station_label \\\n",
"id \n",
"10600 Particulate Matter < 10 µm µg/m³ 1159 42R831 - BERENDRECHT \n",
"10610 Particulate Matter < 10 µm µg/m³ 1710 42R834 - Boom \n",
"10680 Particulate Matter < 10 µm µg/m³ 1714 40OB02 - Wielsbeke \n",
"... ... ... ... ... \n",
"7148 Particulate Matter < 10 µm µg/m³ 1219 45R510 - CHATELINEAU \n",
"7151 Particulate Matter < 10 µm µg/m³ 1220 45R511 - MARCINELLE \n",
"7162 Particulate Matter < 10 µm µg/m³ 1221 45R512 - MARCHIENNE \n",
"\n",
" station_lat station_lon \n",
"id \n",
"10600 51.35 4.34 \n",
"10610 51.09 4.38 \n",
"10680 50.91 3.38 \n",
"... ... ... \n",
"7148 50.42 4.52 \n",
"7151 50.38 4.42 \n",
"7162 50.41 4.40 \n",
"\n",
"[66 rows x 7 columns]"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline.Metadata.get_pm10_time_series()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### What are the closest locations to Etterbeek where IRCELINE measures NO₂?\n",
"Using a location in Etterbeek as a reference point: 50.837°N 4.39°E"
]
},
{
"cell_type": "code",
"execution_count": 34,
"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>label</th>\n",
" <th>phenomenon</th>\n",
" <th>unit</th>\n",
" <th>station_id</th>\n",
" <th>station_label</th>\n",
" <th>station_lat</th>\n",
" <th>station_lon</th>\n",
" <th>distance</th>\n",
" </tr>\n",
" <tr>\n",
" <th>id</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>10614</th>\n",
" <td>Nitrogen dioxide 10614 - Unknown device - proc...</td>\n",
" <td>Nitrogen dioxide</td>\n",
" <td>µg/m³</td>\n",
" <td>1711</td>\n",
" <td>41B008 - Brussel (Beliardstraat)</td>\n",
" <td>50.84</td>\n",
" <td>4.38</td>\n",
" <td>1.06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6516</th>\n",
" <td>Nitrogen dioxide 6516 - AC-31M (Environnement)...</td>\n",
" <td>Nitrogen dioxide</td>\n",
" <td>µg/m³</td>\n",
" <td>1112</td>\n",
" <td>41B006 - Bruxelles (Parlement UE)</td>\n",
" <td>50.84</td>\n",
" <td>4.37</td>\n",
" <td>1.11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6615</th>\n",
" <td>Nitrogen dioxide 6615 - AC-31M (Environnement)...</td>\n",
" <td>Nitrogen dioxide</td>\n",
" <td>µg/m³</td>\n",
" <td>1119</td>\n",
" <td>41R002 - Ixelles</td>\n",
" <td>50.83</td>\n",
" <td>4.38</td>\n",
" <td>1.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7047</th>\n",
" <td>Nitrogen dioxide 7047 - THIS 42C - procedure, ...</td>\n",
" <td>Nitrogen dioxide</td>\n",
" <td>µg/m³</td>\n",
" <td>1202</td>\n",
" <td>44N029 - HOUTEM</td>\n",
" <td>51.02</td>\n",
" <td>2.58</td>\n",
" <td>128.25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6934</th>\n",
" <td>Nitrogen dioxide 6934 - API 200A 1849 - proced...</td>\n",
" <td>Nitrogen dioxide</td>\n",
" <td>µg/m³</td>\n",
" <td>1180</td>\n",
" <td>43N085 - VIELSALM</td>\n",
" <td>50.30</td>\n",
" <td>6.00</td>\n",
" <td>128.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6968</th>\n",
" <td>Nitrogen dioxide 6968 - Unknown device - proce...</td>\n",
" <td>Nitrogen dioxide</td>\n",
" <td>µg/m³</td>\n",
" <td>1185</td>\n",
" <td>43N132 - Habay-La-Neuve</td>\n",
" <td>49.72</td>\n",
" <td>5.63</td>\n",
" <td>152.36</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>91 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" label phenomenon \\\n",
"id \n",
"10614 Nitrogen dioxide 10614 - Unknown device - proc... Nitrogen dioxide \n",
"6516 Nitrogen dioxide 6516 - AC-31M (Environnement)... Nitrogen dioxide \n",
"6615 Nitrogen dioxide 6615 - AC-31M (Environnement)... Nitrogen dioxide \n",
"... ... ... \n",
"7047 Nitrogen dioxide 7047 - THIS 42C - procedure, ... Nitrogen dioxide \n",
"6934 Nitrogen dioxide 6934 - API 200A 1849 - proced... Nitrogen dioxide \n",
"6968 Nitrogen dioxide 6968 - Unknown device - proce... Nitrogen dioxide \n",
"\n",
" unit station_id station_label station_lat \\\n",
"id \n",
"10614 µg/m³ 1711 41B008 - Brussel (Beliardstraat) 50.84 \n",
"6516 µg/m³ 1112 41B006 - Bruxelles (Parlement UE) 50.84 \n",
"6615 µg/m³ 1119 41R002 - Ixelles 50.83 \n",
"... ... ... ... ... \n",
"7047 µg/m³ 1202 44N029 - HOUTEM 51.02 \n",
"6934 µg/m³ 1180 43N085 - VIELSALM 50.30 \n",
"6968 µg/m³ 1185 43N132 - Habay-La-Neuve 49.72 \n",
"\n",
" station_lon distance \n",
"id \n",
"10614 4.38 1.06 \n",
"6516 4.37 1.11 \n",
"6615 4.38 1.37 \n",
"... ... ... \n",
"7047 2.58 128.25 \n",
"6934 6.00 128.37 \n",
"6968 5.63 152.36 \n",
"\n",
"[91 rows x 8 columns]"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline.Metadata.query_time_series(\"nitrogen dioxide\",\n",
" lat_nearest=50.837,\n",
" lon_nearest=4.39)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### What does the Uccle station measure?"
]
},
{
"cell_type": "code",
"execution_count": 35,
"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>label</th>\n",
" <th>phenomenon</th>\n",
" <th>unit</th>\n",
" <th>station_id</th>\n",
" <th>station_label</th>\n",
" </tr>\n",
" <tr>\n",
" <th>id</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>10607</th>\n",
" <td>Black Carbon 10607 - - procedure, 41R012 - UCCLE</td>\n",
" <td>Black Carbon</td>\n",
" <td>µg/m³</td>\n",
" <td>1122</td>\n",
" <td>41R012 - UCCLE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6619</th>\n",
" <td>Carbon Dioxide 6619 - This model 41H - procedu...</td>\n",
" <td>Carbon Dioxide</td>\n",
" <td>ppm</td>\n",
" <td>1122</td>\n",
" <td>41R012 - UCCLE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6622</th>\n",
" <td>Nitrogen dioxide 6622 - AC-31M (Environnement)...</td>\n",
" <td>Nitrogen dioxide</td>\n",
" <td>µg/m³</td>\n",
" <td>1122</td>\n",
" <td>41R012 - UCCLE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99941</th>\n",
" <td>temperature 99941 - Unknown device - procedure...</td>\n",
" <td>temperature</td>\n",
" <td>°C</td>\n",
" <td>1122</td>\n",
" <td>41R012 - UCCLE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99939</th>\n",
" <td>wind direction 99939 - Unknown device - proced...</td>\n",
" <td>wind direction</td>\n",
" <td>degrees</td>\n",
" <td>1122</td>\n",
" <td>41R012 - UCCLE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99940</th>\n",
" <td>wind speed (scalar) 99940 - Unknown device - p...</td>\n",
" <td>wind speed (scalar)</td>\n",
" <td>m/s</td>\n",
" <td>1122</td>\n",
" <td>41R012 - UCCLE</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>11 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" label phenomenon \\\n",
"id \n",
"10607 Black Carbon 10607 - - procedure, 41R012 - UCCLE Black Carbon \n",
"6619 Carbon Dioxide 6619 - This model 41H - procedu... Carbon Dioxide \n",
"6622 Nitrogen dioxide 6622 - AC-31M (Environnement)... Nitrogen dioxide \n",
"... ... ... \n",
"99941 temperature 99941 - Unknown device - procedure... temperature \n",
"99939 wind direction 99939 - Unknown device - proced... wind direction \n",
"99940 wind speed (scalar) 99940 - Unknown device - p... wind speed (scalar) \n",
"\n",
" unit station_id station_label \n",
"id \n",
"10607 µg/m³ 1122 41R012 - UCCLE \n",
"6619 ppm 1122 41R012 - UCCLE \n",
"6622 µg/m³ 1122 41R012 - UCCLE \n",
"... ... ... ... \n",
"99941 °C 1122 41R012 - UCCLE \n",
"99939 degrees 1122 41R012 - UCCLE \n",
"99940 m/s 1122 41R012 - UCCLE \n",
"\n",
"[11 rows x 5 columns]"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline.Metadata.list_station_time_series(\"ucc\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### List stations near a location\n",
"Defaults to coordinates and radius of Brussels"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"scrolled": true
},
"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>label</th>\n",
" <th>lat</th>\n",
" <th>lon</th>\n",
" <th>distance</th>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1116</th>\n",
" <td>41MEU1 - MEUDON</td>\n",
" <td>50.90</td>\n",
" <td>4.39</td>\n",
" <td>0.75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1117</th>\n",
" <td>41N043 - HAREN</td>\n",
" <td>50.88</td>\n",
" <td>4.38</td>\n",
" <td>2.18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1232</th>\n",
" <td>47E008 - Grimbergen</td>\n",
" <td>50.93</td>\n",
" <td>4.40</td>\n",
" <td>2.92</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" label lat lon distance\n",
"id \n",
"1116 41MEU1 - MEUDON 50.90 4.39 0.75\n",
"1117 41N043 - HAREN 50.88 4.38 2.18\n",
"1232 47E008 - Grimbergen 50.93 4.40 2.92"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline.Metadata.search_proximity(lat=50.9, lon=4.4, radius=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create a sensor object from a time series, retrieve its measurements and plot them"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"irceline_demo_sensor = irceline.Sensor(\"6615\") # An NO₂ sensor in Ixelles"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using cached IRCELINE timeseries data\n"
]
}
],
"source": [
"irceline_demo_sensor.get_measurements(start_date=\"2018-11-03\",\n",
" end_date=\"2018-11-08\")"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"scrolled": true
},
"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>Nitrogen dioxide</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Period</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-11-03 00:00</th>\n",
" <td>51.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-03 01:00</th>\n",
" <td>50.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-03 02:00</th>\n",
" <td>41.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-03 03:00</th>\n",
" <td>47.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-11-03 04:00</th>\n",
" <td>44.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Nitrogen dioxide\n",
"Period \n",
"2018-11-03 00:00 51.5\n",
"2018-11-03 01:00 50.5\n",
"2018-11-03 02:00 41.5\n",
"2018-11-03 03:00 47.0\n",
"2018-11-03 04:00 44.5"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline_demo_sensor.measurements.head()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"([<Figure size 864x576 with 1 Axes>],\n",
" [<matplotlib.axes._subplots.AxesSubplot at 0x7fa5f6fba668>])"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"irceline_demo_sensor.plot_measurements()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Combining the sources"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"pd.set_option(\"display.max_rows\", 10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Which are the closest IRCELINE sensors to a given luftdaten.info sensor that measure the same phenomenon?"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"scrolled": true
},
"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>pm10</th>\n",
" <th>pm2.5</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>time series id</th>\n",
" <td>6578</td>\n",
" <td>6579</td>\n",
" </tr>\n",
" <tr>\n",
" <th>label</th>\n",
" <td>Particulate Matter &lt; 10 µm 6578 - TEOM FDMS - ...</td>\n",
" <td>Particulate Matter &lt; 2.5 µm 6579 - TEOM FDMS -...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>phenomenon</th>\n",
" <td>Particulate Matter &lt; 10 µm</td>\n",
" <td>Particulate Matter &lt; 2.5 µm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>unit</th>\n",
" <td>µg/m³</td>\n",
" <td>µg/m³</td>\n",
" </tr>\n",
" <tr>\n",
" <th>station_id</th>\n",
" <td>1118</td>\n",
" <td>1118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>station_label</th>\n",
" <td>41R001 - Molenbeek-Saint-Jean</td>\n",
" <td>41R001 - Molenbeek-Saint-Jean</td>\n",
" </tr>\n",
" <tr>\n",
" <th>station_lat</th>\n",
" <td>51</td>\n",
" <td>51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>station_lon</th>\n",
" <td>4.3</td>\n",
" <td>4.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>distance</th>\n",
" <td>1.3</td>\n",
" <td>1.3</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" pm10 \\\n",
"time series id 6578 \n",
"label Particulate Matter < 10 µm 6578 - TEOM FDMS - ... \n",
"phenomenon Particulate Matter < 10 µm \n",
"unit µg/m³ \n",
"station_id 1118 \n",
"station_label 41R001 - Molenbeek-Saint-Jean \n",
"station_lat 51 \n",
"station_lon 4.3 \n",
"distance 1.3 \n",
"\n",
" pm2.5 \n",
"time series id 6579 \n",
"label Particulate Matter < 2.5 µm 6579 - TEOM FDMS -... \n",
"phenomenon Particulate Matter < 2.5 µm \n",
"unit µg/m³ \n",
"station_id 1118 \n",
"station_label 41R001 - Molenbeek-Saint-Jean \n",
"station_lat 51 \n",
"station_lon 4.3 \n",
"distance 1.3 "
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nearest = irceline.find_nearest_sensors(demo_sensor, quiet=True)\n",
"nearest"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Compare data of a luftdaten.info sensor and the nearest IRCELINE sensors"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"combined_data, plots = compare_nearest_irceline_sensors(demo_sensor,\n",
" start_date=\"2018-11-03\",\n",
" end_date=\"2018-11-10\",\n",
" quiet=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Correlation between the compared values"
]
},
{
"cell_type": "code",
"execution_count": 44,
"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 tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th>Phenomenon</th>\n",
" <th>pm10</th>\n",
" <th>Particulate Matter &lt; 10 µm</th>\n",
" <th>pm2.5</th>\n",
" <th>Particulate Matter &lt; 2.5 µm</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th>Sensor</th>\n",
" <th>3803 at 50.838°N 4.332°E</th>\n",
" <th>6578 at 41R001 - Molenbeek-Saint-Jean</th>\n",
" <th>3803 at 50.838°N 4.332°E</th>\n",
" <th>6579 at 41R001 - Molenbeek-Saint-Jean</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th></th>\n",
" <th>Affiliation</th>\n",
" <th>luftdaten.info &amp; InfluencAir</th>\n",
" <th>IRCELINE</th>\n",
" <th>luftdaten.info &amp; InfluencAir</th>\n",
" <th>IRCELINE</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Phenomenon</th>\n",
" <th>Sensor</th>\n",
" <th>Affiliation</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>pm10</th>\n",
" <th>3803 at 50.838°N 4.332°E</th>\n",
" <th>luftdaten.info &amp; InfluencAir</th>\n",
" <td>1.00</td>\n",
" <td>0.06</td>\n",
" <td>1.00</td>\n",
" <td>0.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Particulate Matter &lt; 10 µm</th>\n",
" <th>6578 at 41R001 - Molenbeek-Saint-Jean</th>\n",
" <th>IRCELINE</th>\n",
" <td>0.06</td>\n",
" <td>1.00</td>\n",
" <td>0.10</td>\n",
" <td>0.97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pm2.5</th>\n",
" <th>3803 at 50.838°N 4.332°E</th>\n",
" <th>luftdaten.info &amp; InfluencAir</th>\n",
" <td>1.00</td>\n",
" <td>0.10</td>\n",
" <td>1.00</td>\n",
" <td>0.21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Particulate Matter &lt; 2.5 µm</th>\n",
" <th>6579 at 41R001 - Molenbeek-Saint-Jean</th>\n",
" <th>IRCELINE</th>\n",
" <td>0.16</td>\n",
" <td>0.97</td>\n",
" <td>0.21</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Phenomenon pm10 \\\n",
"Sensor 3803 at 50.838°N 4.332°E \n",
"Affiliation luftdaten.info & InfluencAir \n",
"Phenomenon Sensor Affiliation \n",
"pm10 3803 at 50.838°N 4.332°E luftdaten.info & InfluencAir 1.00 \n",
"Particulate Matter < 10 µm 6578 at 41R001 - Molenbeek-Saint-Jean IRCELINE 0.06 \n",
"pm2.5 3803 at 50.838°N 4.332°E luftdaten.info & InfluencAir 1.00 \n",
"Particulate Matter < 2.5 µm 6579 at 41R001 - Molenbeek-Saint-Jean IRCELINE 0.16 \n",
"\n",
"Phenomenon Particulate Matter < 10 µm \\\n",
"Sensor 6578 at 41R001 - Molenbeek-Saint-Jean \n",
"Affiliation IRCELINE \n",
"Phenomenon Sensor Affiliation \n",
"pm10 3803 at 50.838°N 4.332°E luftdaten.info & InfluencAir 0.06 \n",
"Particulate Matter < 10 µm 6578 at 41R001 - Molenbeek-Saint-Jean IRCELINE 1.00 \n",
"pm2.5 3803 at 50.838°N 4.332°E luftdaten.info & InfluencAir 0.10 \n",
"Particulate Matter < 2.5 µm 6579 at 41R001 - Molenbeek-Saint-Jean IRCELINE 0.97 \n",
"\n",
"Phenomenon pm2.5 \\\n",
"Sensor 3803 at 50.838°N 4.332°E \n",
"Affiliation luftdaten.info & InfluencAir \n",
"Phenomenon Sensor Affiliation \n",
"pm10 3803 at 50.838°N 4.332°E luftdaten.info & InfluencAir 1.00 \n",
"Particulate Matter < 10 µm 6578 at 41R001 - Molenbeek-Saint-Jean IRCELINE 0.10 \n",
"pm2.5 3803 at 50.838°N 4.332°E luftdaten.info & InfluencAir 1.00 \n",
"Particulate Matter < 2.5 µm 6579 at 41R001 - Molenbeek-Saint-Jean IRCELINE 0.21 \n",
"\n",
"Phenomenon Particulate Matter < 2.5 µm \n",
"Sensor 6579 at 41R001 - Molenbeek-Saint-Jean \n",
"Affiliation IRCELINE \n",
"Phenomenon Sensor Affiliation \n",
"pm10 3803 at 50.838°N 4.332°E luftdaten.info & InfluencAir 0.16 \n",
"Particulate Matter < 10 µm 6578 at 41R001 - Molenbeek-Saint-Jean IRCELINE 0.97 \n",
"pm2.5 3803 at 50.838°N 4.332°E luftdaten.info & InfluencAir 0.21 \n",
"Particulate Matter < 2.5 µm 6579 at 41R001 - Molenbeek-Saint-Jean IRCELINE 1.00 "
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"combined_data.corr()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Compare data from any sensors"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using cached sensor 5562 metadata from luftdaten.info\n"
]
},
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment