"
+ ],
+ "text/plain": [
+ " Speed.value Consumption.value CO2.value\n",
+ "count 606.000000 606.000000 606.000000\n",
+ "mean 66.686263 3.612335 8.488987\n",
+ "std 14.156874 2.666829 6.267047\n",
+ "min 1.488987 0.478009 1.123322\n",
+ "25% 62.333728 1.249388 2.936062\n",
+ "50% 70.684275 2.941223 6.911874\n",
+ "75% 76.041515 5.265204 12.373230\n",
+ "max 88.000003 14.586132 34.277410"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "some_track_data = some_track[[\"Speed.value\",\"Consumption.value\",\"CO2.value\"]].dropna()\n",
+ "some_track_data.describe() ##basic statistics"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The track with id '5ced331e44ea8503029199b8' has a total of 606 segments. For each segment there is not null information about CO2 emission, Consumption and Speed.\n",
+ "\n",
+ "Basic statistics show that:\n",
+ "- Most of CO2 and consumption aren't concentrated around the mean value.\n",
+ "- There is a high level of dispersion in CO2 and consumption variables.\n",
+ "- None of the variables is simetric\n",
+ "- Maximun values for CO2 and compsumtion could be outliers"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2020-04-14T19:31:10.322994Z",
+ "start_time": "2020-04-14T19:31:10.206278Z"
+ }
+ },
+ "source": [
+ "### some basic visualization"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2020-04-15T16:48:14.991893Z",
+ "start_time": "2020-04-15T16:48:11.233748Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.pairplot(some_track_data)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The scatterplot matrix shows that consumption and CO2 values are highly positive correlated (probably one variable is a linear combination of the other); both variables don't follow a normal distribution but rather an ex-gaussian or log-normal one, based on visual analysis of the sample histograms. \n",
+ "\n",
+ "Most of the values for CO2 and consumption are low and are gathered between 0-5 and 1-8 respectively. Speed and other variables don't seem to be correlated. \n",
+ "\n",
+ "However, values for CO2 and consumption are mostly congregated at speeds greater than 50 km/h; the higher the speed, the more CO2 emissions expected. Speed values could follow a normal with high kurtosis distribution (logistic)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2020-04-15T16:48:15.758425Z",
+ "start_time": "2020-04-15T16:48:14.995846Z"
+ },
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "## analyzing CO2 emissions\n",
+ "ax = some_track['CO2.value'].plot(figsize=(8,6))\n",
+ "ax.axhline(some_track['CO2.value'].mean(), color='r')\n",
+ "ax.set_title(\"CO2\")\n",
+ "ax.set_ylabel(some_track['CO2.unit'][0])\n",
+ "ax.set_xlabel('Segment')\n",
+ "ax.legend()\n",
+ "ax"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The plot above represents the CO2 value in each track segment, which translates as a time series for CO2 (since each segment represents a specific ordered period). Some outliers can be identified (highest CO2 emissions). No significant shifts or trends are detected. The data seems to show random variation through time."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2020-04-15T16:48:16.422661Z",
+ "start_time": "2020-04-15T16:48:15.764411Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.distplot(some_track['CO2.value'])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2020-04-15T14:50:11.152149Z",
+ "start_time": "2020-04-15T14:50:11.037497Z"
+ }
+ },
+ "source": [
+ "As it was discusted before, CO2.value variable don't follow a normal distribution. The variable is assimetric and left-skewed. The data has an upper bound, which means that most of track segments have low carbon emissions.\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2020-04-15T16:48:17.936582Z",
+ "start_time": "2020-04-15T16:48:16.425650Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "with sns.axes_style(\"white\"):\n",
+ " sns.jointplot(x=\"CO2.value\", y=\"Speed.value\", data=some_track, kind=\"hex\", color=\"b\");"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The scatterplot for CO2 and Speed shows that there is not apparent corrleation between the variables. Nevertheless, CO2 emissions are more likely to happend in high speeds."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Interactive Map\n",
+ "The following map-based visualization makes use of folium. It allows to visualizate geospatial data based on an interactive leaflet map. Since the data in the GeoDataframe is modelled as a set of Point instead of a LineString, we have to manually create a polyline"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2020-04-15T16:48:18.669239Z",
+ "start_time": "2020-04-15T16:48:17.939575Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import folium\n",
+ "\n",
+ "lats = list(some_track['geometry'].apply(lambda coord: coord.y))\n",
+ "lngs = list(some_track['geometry'].apply(lambda coord: coord.x))\n",
+ "\n",
+ "avg_lat = sum(lats) / len(lats)\n",
+ "avg_lngs = sum(lngs) / len(lngs)\n",
+ "\n",
+ "m = folium.Map(location=[avg_lat, avg_lngs], tiles='Stamen Terrain', zoom_start=10)\n",
+ "folium.PolyLine([coords for coords in zip(lats, lngs)], color='black').add_to(m)\n",
+ "m"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Example: Visualization with pydeck (deck.gl)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The pydeck library makes use of the basemap tiles from Mapbox. In case you want to visualize the map with basemap tiles, you need to register with MapBox, and configure a specific access token. The service is free until a certain level of traffic is esceeded.\n",
+ "\n",
+ "You can either configure it via your terminal (i.e. `export MAPBOX_API_KEY=`), which pydeck will automatically read, or you can pass it as a variable to the generation of pydeck (i.e. `pdk.Deck(mapbox_key=, ...)`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2020-04-15T16:48:29.712379Z",
+ "start_time": "2020-04-15T16:48:18.673226Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'D:\\\\M.Sc. Gesopatial Tecnologies\\\\Courses\\\\SIW012 - Floating Car Project\\\\Assignments\\\\Assignment 1\\\\envirocar-py\\\\examples\\\\tracks_muenster.html'"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pydeck as pdk\n",
+ "\n",
+ "# for pydeck the attributes have to be flat\n",
+ "track_df['lat'] = track_df['geometry'].apply(lambda coord: coord.y)\n",
+ "track_df['lng'] = track_df['geometry'].apply(lambda coord: coord.x)\n",
+ "vis_df = pd.DataFrame(track_df)\n",
+ "vis_df['speed'] = vis_df['Speed.value']\n",
+ "\n",
+ "# omit unit columns\n",
+ "vis_df_cols = [col for col in vis_df.columns if col.lower()[len(col)-4:len(col)] != 'unit']\n",
+ "vis_df = vis_df[vis_df_cols]\n",
+ "\n",
+ "layer = pdk.Layer(\n",
+ " 'ScatterplotLayer',\n",
+ " data=vis_df,\n",
+ " get_position='[lng, lat]',\n",
+ " auto_highlight=True,\n",
+ " get_radius=20, # Radius is given in meters\n",
+ " get_fill_color='[speed < 20 ? 0 : (speed - 20)*8.5, speed < 50 ? 255 : 255 - (speed-50)*8.5, 0, 140]', # Set an RGBA value for fill\n",
+ " pickable=True\n",
+ ")\n",
+ "\n",
+ "# Set the viewport location\n",
+ "view_state = pdk.ViewState(\n",
+ " longitude= 6.953101,\n",
+ " latitude= 50.935173,\n",
+ " zoom=10,\n",
+ " min_zoom=5,\n",
+ " max_zoom=15,\n",
+ " pitch=40.5,\n",
+ " bearing=-27.36)\n",
+ "\n",
+ "r = pdk.Deck(\n",
+ " width=200, \n",
+ " layers=[layer], \n",
+ " initial_view_state=view_state ,\n",
+ " mapbox_key= 'pk.eyJ1IjoiZGF2aWRwYXlhcmVzIiwiYSI6ImNrMzQ4c2RteTA2cG0zcG80NWtnYnFhcjYifQ.pnf11sacPh-hDJ8QJm8u-w'\n",
+ ")\n",
+ "r.to_html('tracks_muenster.html', iframe_width=900)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2020-04-14T21:42:26.536410Z",
+ "start_time": "2020-04-14T21:42:26.324452Z"
+ }
+ },
+ "source": [
+ "### Heatmap for CO2 emissions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2020-04-15T16:48:30.759773Z",
+ "start_time": "2020-04-15T16:48:29.716371Z"
+ },
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "